Metrics details
According to a growing body of neurobiological evidence
the core symptoms of borderline personality disorder (BPD) may be linked to an opioidergic imbalance between the hedonic and stimulatory activity of mu opioid receptors (MOR) and the reward system inhibiting effects of kappa opioid receptors (KOR)
is also likely to lead to epigenetic and neurobiological adaptations by extensive activation of the stress and endogenous opioid systems
we investigated the methylation differences in the promoter of the KOR gene (OPRK1) in subjects with BPD (N = 47) and healthy controls (N = 48)
Comparing the average methylation rates of regulatorily relevant subregions (specified regions CGI-1
we found no differences between BPD and HC
Analyzing individual CG nucleotides (N = 175)
we found eight differentially methylated CG sites
with five showing highly interrelated methylation rates
This differentially methylated region (DMR) was found on the falling slope (5’) of the promoter methylation gap
whose effect is enhanced by the DMR hypomethylation in BPD
A dimensional assessment of the correlation between disease severity and DMR methylation rate revealed DMR hypomethylation to be negatively associated with BPD symptom severity (measured by BSL-23)
analyzing the influence of CT on DMR methylation
we found DMR hypomethylation to correlate with physical and emotional neglect in childhood (quantified by CTQ)
the newly identified DMR may be a biomarker of the risks caused by CT
which likely epigenetically contribute to the development of BPD
The rigidity of these experience-driven difficulties indicates the involvement of acquired biological factors
which may ensue from epigenetic modification
Inspired by the current state of research compiled here
our study sought to analyze methylation changes of the KOR gene OPRK1 as a potential candidate with respect to the impact of CT on BPD
We hypothesized that the stress system in BPD subjects was overly activated by CT leading to an epigenetic response in the EOS
In view of the transcriptional and regulatory relevance
we investigated the methylation differences of specific functional segments of the promoter region of OPRK1 between BPD and HC subjects
to test for aberrant methylation in BPD of functionally important
which could result in different gene activity; further
within a 10 kb analysis window in the promoter
to identify differentially methylated CG sites between BPD and HC; second
to exploratorily analyze correlations between CG methylation rates and BPD severity; and third
to investigate the effects of CT on methylation rates
we studied 47 well-characterized females with BPD and compared them with 48 healthy age-matched female controls
The relevant studies were approved by the appropriate Ethics Committee
All participants provided written informed consent including DNA-based analyses
We selected 47 medication-free, non-smoking female patients with a current diagnosis of BPD and 48 female, non-smoking healthy subjects, matched for age and BMI (Table 1)
The general exclusion criteria comprised neurological disorders
current alcohol or drug abuse or dependence in the last 12 months
Analyses were performed on isolated genomic DNA from whole blood samples of each subject
DNA concentration was measured and adapted by using a QubitTM 4 fluorometer (InvitrogenTM
DNA was sheared into fragments of 150–200 bp by focused-ultrasonic fragmentation using the Covaris S220 sonication system (Covaris Ltd
DNA methylation was analyzed via multiplex bisulfide PCR sequencing in accordance with the manufacturer’s instructions without modification (SureSelectXT Methyl-Seq Target Enrichment System for Illumina Multiplexed Sequencing
Sequencing was done on an Illumina MiSeqTM System (2 × 150-bp paired-end) (Illumina Inc.
USA) followed by demultiplexing and quality control for the generated reads (Q30 > 90%)
a Gene structure of OPRK1 and covered 10 kb-target section
b Localization of a priori specified functional gene regions EH1
c Localization of in BPD differentially methylated CG sites and DMR (CG34-CG38)
For individual analyses of functionally relevant sites, three regions of interest were defined. CG-island 1 (CGI-1): chr8:53251468-53251883 (including 52 CG, 416 bp), CG-island 2 (CGI-2): chr8:53250744-53251285 (including 62 CG, 542 bp), and enhancer (EH1): chr8:53253201-53254400 (including 4 CG, 1.19 kb). These defined sections are all located in the promoter chr8:53250800–53252001 (GH08J053251, https://genome.ucsc.edu)
EH1 is located 1.2 kb upstream from the promoter and 1.564 kb upstream of exon 1, respectively, while CGI-1 and CGI-2 are located closely together within the promoter region. Thus, CGI-1 starts 246 bp upstream of exon 1 and extends 169 bp inside. CGI-2 begins 162 bp downstream from the start of intron 1 and extends 341 bp into intron 2 (Fig. 1b)
Statistical analyses were programed and carried out with R (version 4.3.0; R Core Team
All cytosines with a coverage less than 25 reads were excluded from calculations
we focused on methylation differences between patients and healthy individuals
we assessed the a priori defined target regions (CGI-1
the mean methylation rate per target region by averaging the methylation rates of all CG sites within that target region
we sought to determine whether these average methylation rates differed between patients and healthy individuals by modeling the mean methylation rate as a function of group (BPD vs HC)
and testing the significance by the t-value associated with the difference between BPD and HC
We assessed the prerequisites (notably normality and homoscedasticity of residuals) of all parametric regressions using Shapiro-Wilk and Breusch-Pagan tests
Only for one analysis (the defined target region CGI-2) the normality assumption was violated
while heteroscedasticity was never detected
To assess the robustness of our parametric results
we recalculated this regression using a bootstrapping algorithm (with 10,000 replicates)
which gave similar results to the parametric version (including a non-significant difference in methylation rates between the two groups)
we report in the remaining manuscript only the parametric results
we report the estimated mean methylation rates at the mean age and mean BMI
we defined a novel differentially methylated region (DMR) located on chromosome 8 (chr8:53252014-53252198)
To assess the consistency in methylation rates of these CG sites
we calculated correlations across participants
analogous to the a priori defined target regions
we calculated the DMR’s mean methylation rate by averaging the methylation rate of each CG site
we assessed group differences using a regression
Note that this approach does not account for the potentially different coverage across the individual CGs and across subjects
the methylation rate may not be significantly different between BPD and HC
even though each CG site (with the statistically more powerful analysis above) is
we aimed to quantify the relationship between the methylation rate and symptom severity of this novel DMR
we estimated a series of regression models
in which we modeled the mean methylation rate of the DMR as a function of the linear symptom scales BSL-23
The resulting regression slope between symptom scale and methylation rate is similar to a correlation
also with age and BMI having been controlled for
we assessed the influence of childhood trauma
we modeled the methylation rate as a function of CTQ severity
We found no significant differences in the average methylation of the a priori defined target regions CGI-1 (mC = 4.2%
The methylation rates of CG34 to CG38 were highly correlated with each other (Supplementary Table S1, Supplementary Fig. S1)
and due to the adjacent localization of CG34-CG38
we defined this cluster for further analyses as a differently methylated region ((DMR)
When mirroring the analysis for the a priori defined regions
we found that the mean methylation rate of this DMR was significantly smaller for the BPD group (57.9%) than for the HC group (59.9%; difference: 2.04 ± −0.98
The analyses didn’t reach significance for the groups (HC and BPD) separately
Both the new DMR localizing within the falling slope (5’) and CG163 within the rising slope (3’) of the methylation gap strengthen the effect of the promoter hypomethylation in BPD
Detail: enlarged view of the clustering CG34-38
Functionally relevant gene regions such as CGI-1
did not differ significantly in their average methylation between BPD and HC
our findings of hypomethylation within the OPRK1 promoter are both in line with and add to the current understanding of the interplay of opioid receptors
They support the notion of a chronic KOR overactivity being related to BPD
either overstimulation of KOR or under-stimulation of MOR can drive a KOR-MOR imbalance
both being seminal in their individual effects in relation to BPD symptomatology
while at the same time interacting inextricably
It can be speculated that this MOR hypersensitization with hyperexcitation may in turn provoke a strong KOR counter-activation
The decreased DMR methylation seen in our BPD sample
which may be an adaptation to early environmental conditions
As we did not study the MOR encoding of the OPRM1 gene
we cannot comment on the KOR/MOR expression ratio
high KOR expression can also be led by repeated high stress levels
which trigger increased MOR or CRF activity with consequent KOR activation to dampen the overall stress system
our overall results suggest that experiences of childhood neglect are particularly related to OPRK1 methylation changes and correlate with BPD symptomatology
along with our findings regarding promoter hypomethylation in BPD
suggests that heroin addiction and BPD lie at different poles of the opioid system imbalance
no general functional conclusions with respect to psychopathology and patho-etiology can be drawn based on gene transcription
we demonstrated that aberrant methylation of a DMR within the promoter of OPRK1 in peripheral blood cells may be an indicator of BPD and its symptom severity
and that it is associated with CT at the sublevel of emotional and physical neglect
we did not statistically control for any influence of these genetic variants on our methylation analyses of OPRK1 given that there is no known interaction between these genes and the OPRK1 methylation rate
forcing us to control for all genes theoretically associated with BPD (without any relevant evidence thereof)
and thus overstraining the statistical power of our cohort without a valid rationale
As for the dimensional aspect of our investigations
the study cohort was not optimally suited given that it consisted of a group of healthy individuals without psychopathology and patients with full-blown BPD
thus lacking an intermediate group with lower BPD levels
the study was conducted with samples from only 95 subjects
The results must be replicated in a larger cohort to strengthen the evidence
This suggests that such receptor-selective agents ought to be tested for the treatment of BPD
highlighting the KOR receptor as a promising pharmacological target
For a fundamental understanding of the EOS in the pathogenesis and maintenance of BPD
the receptors involved in the EOS should be conceptualized as a functional ensemble in further research
The data that support the findings of the current manuscript have been made available within the paper and its supplementary figures/tables as far as possible under data protection law
Additional deidentified data is available from the corresponding author on reasonable request
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This study was part of the central project of the Clinical Research Unit on Mechanisms of Disturbed Emotion Processing in Borderline Personality Disorder (KFO 256)
which was supported by the German Research Foundation
The research project was supported by the Short Term Program of the Faculty of Medicine RWTH Aachen University
Open access funding provided by the Open Access Publishing Fund of RWTH Aachen University
We would like to thank Felix Krueger for his valuable biotechnical support
Open Access funding enabled and organized by Projekt DEAL
These authors contributed equally: Thomas Frodl
Department of Psychiatry and Psychotherapy
Philip Wolff & Geraldine Zimmer-Bensch
Center for Intervention and Research on adaptive and maladaptive brain Circuits underlying mental health (C-I-R-C)
Department of Psychosomatic Medicine and Psychotherapy
Implementation of the molecular biology: DS
All authors approved the final version of the manuscript
The authors declare no competing interests
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Volume 2 - 2014 | https://doi.org/10.3389/fbioe.2014.00016
Mixed-acid fermentation end products have numerous applications in biotechnology
This is probably the main driving force for the development of multiple strains that are supposed to produce individual end products with high yields
The process of engineering Escherichia coli strains for applied production of ethanol
or acetate was initiated several decades ago and is still ongoing
This review follows the path of strain development from the general characteristics of aerobic versus anaerobic metabolism over the regulatory machinery that enables the different metabolic routes
major improvements for broadening the substrate spectrum of E
coli toward cheap carbon sources like molasses or lignocellulose are highlighted before major routes of strain development for the production of ethanol
Over decades, Escherichia coli has been studied regarding the multitude of factors that determine its physiology and the different phenotypes it can adopt. The molecular toolbox, enabling genetic engineering and studying of regulation and gene expression, is presumably the largest that exists for one particular organism (Richter and Gescher, 2012)
coli has been widely used by applied microbiologists to try to steer the metabolism of this organism toward the production of molecules with biotechnological value
This topic gains increasing interest due to the development of our society toward a bioeconomy
Chemical production routines using fossil fuels as substrates are more and more being replaced by sustainable processes that work with biological catalysis and renewable substrates
strains developed several years ago are still the starting points for the development of new strains that either broaden the spectrum of producible substances or increase the efficiency of an applied process
we review studies from several decades to show the strain development for production of mixed-acid fermentation substances
After an overview of metabolic capabilities and regulatory mechanisms
developments regarding the expansion of usable substrate spectrum will be described
acetyl-CoA is further processed within the citric acid cycle
This gives rise to the production of more ATP and reducing equivalents
Anaerobic fermentative metabolism in Escherichia coli
Chemical structures are shown for all mixed-acid fermentation products and pyruvic acid
Bold gray arrows: glucose transport systems; thin black arrows: glycolysis; bold black arrows: fermentative reactions; dashed
ptsG (fused glucose-specific PTS enzyme: IIB and IIC component)
gap (glyceraldehyde 3-phosphate dehydrogenase)
ArcA and FNR greatly influence the expression of genes involved in central metabolism (Salmon et al., 2003, 2005; Constantinidou et al., 2006). In fact, they are the most important regulators involved in aerobic and anaerobic growth (Gunsalus and Park, 1994; Unden et al., 1995; Unden and Bongaerts, 1997)
Oxygen inactivates the active dimeric form of FNR that contains one 4Fe-4S-cluster per monomer (4Fe-4S FNR)
Continuous production of new FNR molecules and reactivation of the inactive 2Fe-2S-form (2Fe-2S FNR) or the apoenzyme (apo FNR) leads to constant cycling of the three FNR-forms
The absence of oxygen triggers a rapid accumulation of the 4Fe-4S-form
which dimerizes and thereby becomes an active transcription factor
The availability of cost-efficient and abundant carbon sources is a requirement for biotechnological production of fermentation products by E. coli. These carbon compounds include lignocellulose, molasses, and glycerol (da Silva et al., 2009)
Regarding the utilization of waste streams
the focus of research so far has been on ethanologenic strains of E
most probably due to the growing demand for biofuels
and inserted the genes fucO (encoding an NADH-dependent furfural oxidoreductase) and ucpA (a cryptic gene encoded next to a sulfur assimilation operon) into the genome of an ethanologenic strain
and consequently furfural tolerance increased
They inserted the csc operon into the genome of an E
coli W3110 and determined lactate production in a sugar mixture and diluted molasses
coli could use diluted molasses as a sole carbon source
sucrose metabolism could be successfully transferred between different strains
Levoglucosan is the most abundant sugar in bio-oil and therefore an attractive fermentation substrate. It can be converted to glucose-6-phosphate by levoglucosan kinase (Kitamura et al., 1991). Hence, Layton et al. (2011) introduced a codon-optimized version of this kinase (LGK) from Lipomyces starkeyi YZ-215 into the genome of E. coli KO11 (Table 1)
The resulting strain could ferment levoglucosan as a sole carbon source to ethanol
a complete fermentation of the substrate was not achieved
The authors hypothesized that this was due to the high Km value (71.2 mM) of LGK or to transport limitations
coli was adapted to the utilization of various carbon sources
These are very important improvements of the use of metabolic capacity
and mark essential steps in the development of biotechnological processes with renewable substrates or waste streams as substrates
a maximum ethanol production yield with glucose and xylose was reached more than 20 years ago
high alcohol concentrations in the fermentation broth were not reached at that point due to ethanol toxicity
The authors set pyruvate dehydrogenase under control of the native pyruvate formate lyase promoter
which converts glucose as well as xylose to ethanol with a yield of 90% under anaerobic conditions using only genes and promoters from E
The authors used strain TCS083 with plasmid pLOI297 and further deleted malate dehydrogenase (mdh)
The evolved strain produced ethanol under low-oxygen conditions with a yield of 0.37 g ethanol/g glycerol consumed
which is close to the theoretical maximum of 0.5 g/g
They were able to use the advantages of anoxic fermentative processes (low cell mass
high catabolic rates) and combine them with a respiration-based formation of a product that is more oxidized than the growth substrate
This could be an enabling technology for a variety of other biotechnological production processes that are so far impossible due to insufficient redox balance
In fact, Causey et al. (2004) used this technology to develop the strain further for pyruvate production. Additional deletion of acetate kinase (ackA) and pyruvate oxidase (poxB) led to strain TC44. This strain produces 0.75 g pyruvate/g glucose in a mineral salts medium under microoxic conditions. This is the highest yield of pyruvate production in a mineral salt medium reported for E. coli so far (Causey et al., 2004)
The production of lactic acid is of biotechnological interest mostly due to the production of polylactic acid- (PLA-) based plastic materials. Since lactic acid bacteria have high nutritional requirements (van Niel and Hahn-Hagerdal, 1999)
coli seems to be better suited for the production of this carboxylic acid
the authors could reach lactate concentrations of up to 138 g L−1 with a strain that was modified by deletion of aceEF
the production of two PEP from one molecule of glucose leads to the production of only two instead of four NADH molecules
The reason why a ptsG deletion could rescue the phenotype of the ldhA pfl deletion mutant is not totally clear yet
One hypothesis is that the rather unspecific import via the other systems results in decreased uptake rates
These would consequently lead to slower formation of glycolysis intermediates and thereby prevent an accumulation of high NADH concentrations before oxaloacetate is reduced to succinate
and ΔptsG strain with a dual-phase fermentation
This enzyme activity resulted in a decreased production of formate and increased the available pool of NADH
fewer side products were detected in the fermentation broth
and succinate was produced from glucose with a yield of 1.1 g/g
They used an anode in a microbial fuel cell as an acceptor for a surplus of electrons
Electrodes are exhaustless electron acceptors
anodic electron transfer could be a sustainable process to broaden the spectrum of producible substances
microbial fuel cells demand specific electron transport chains to the cell surface
could also couple the metabolism of other microorganisms to anode reduction
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest
We are grateful for financial support from the German Ministry of Education and Research (BMBF) under the program “BioEnergie 2021” (Grant No
Requirement of ArcA for redox regulation in Escherichia coli under microaerobic but not anaerobic or aerobic conditions
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
and xylose by recombinant Escherichia coli
Pubmed Abstract | Pubmed Full Text
Metabolic engineering of Escherichia coli to minimize byproduct formate and improving succinate productivity through increasing NADH availability by heterologous expression of NAD(+)-dependent formate dehydrogenase
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The ArcBA two-component system of Escherichia coli is regulated by the redox state of both the ubiquinone and the menaquinone pool
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The ldhA gene encoding the fermentative lactate dehydrogenase of Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering Escherichia coli for efficient conversion of glucose to pyruvate
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering the metabolism of Escherichia coli W3110 for the conversion of sugar to redox-neutral and oxidized products: homoacetate production
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Homofermentative production of D- or L-lactate in metabolically engineered Escherichia coli RR1
Pubmed Abstract | Pubmed Full Text
The fermentation pathways of Escherichia coli
CrossRef Full Text
A reassessment of the FNR regulon and transcriptomic analysis of the effects of nitrate
and NarQP as Escherichia coli K12 adapts from aerobic to anaerobic growth
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Promoter and nucleotide sequences of the Zymomonas mobilis pyruvate decarboxylase
Pubmed Abstract | Pubmed Full Text
Distinct metal cofactor-induced conformational states in the NAD-specific malic enzyme of Escherichia coli as revealed by proteolysis studies
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Glycerol: a promising and abundant carbon source for industrial microbiology
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The steady-state internal redox state (NADH/NAD) reflects the external redox state and is correlated with catabolic adaptation in Escherichia coli
Pubmed Abstract | Pubmed Full Text
Anaerobic fermentation of glycerol by Escherichia coli: a new platform for metabolic engineering
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Recombinant Escherichia coli engineered for production of L-lactic acid from hexose and pentose sugars
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
A novel fermentation pathway in an Escherichia coli mutant producing succinic acid
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Current knowledge of the Escherichia coli phosphoenolpyruvate-carbohydrate phosphotransferase system: peculiarities of regulation and impact on growth and product formation
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Enabling unbalanced fermentations by using engineered electrode-interfaced bacteria
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Simplified process for ethanol production from sugarcane bagasse using hydrolysate-resistant Escherichia coli strain MM160
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Amplification of signaling activity of the arc two-component system of Escherichia coli by anaerobic metabolites
An in vitro study with different protein modules
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Quinones as the redox signal for the arc two-component system of bacteria
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
In vitro phosphorylation study of the arc two-component signal transduction system of Escherichia coli
Pubmed Abstract | Pubmed Full Text
A new model for the anaerobic fermentation of glycerol in enteric bacteria: trunk and auxiliary pathways in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Methylglyoxal bypass identified as source of chiral contamination in l(+) and d(-)-lactate fermentations by recombinant Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Aerobic-anaerobic gene regulation in Escherichia coli: control by the ArcAB and Fnr regulons
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The universal stress protein paralogues of Escherichia coli are co-ordinately regulated and co-operate in the defence against DNA damage
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
D- and L-lactic acid oxidases of Escherichia coli
CrossRef Full Text
The universal stress protein UspC scaffolds the KdpD/KdpE signaling cascade of Escherichia coli under salt stress
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Discovery and characterization of a new family of lytic polysaccharide monooxygenases
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering Escherichia coli for improved ethanol production from gluconate
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Metabolic flux analysis for succinic acid production by recombinant Escherichia coli with amplified malic enzyme activity
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Glucose-transport of Escherichia coli growing in glucose-limited continuous culture
Pubmed Abstract | Pubmed Full Text
The respiratory chains of Escherichia coli
Genetic engineering of ethanol production in Escherichia coli
Pubmed Abstract | Pubmed Full Text
a global regulatory gene in Escherichia coli mediating repression of enzymes in aerobic pathways
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The arcB gene of Escherichia coli encodes a sensor-regulator protein for anaerobic repression of the arc modulon
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Adaptation of sucrose metabolism in the Escherichia coli wild-type strain EC3132
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The O2 sensitivity of the transcription factor FNR is controlled by Ser24 modulating the kinetics of [4Fe-4S] to [2Fe-2S] conversion
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
from discovery to biotechnical and biomedical applications
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Ethanol production from marine algal hydrolysates using Escherichia coli KO11
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Effect of overexpression of Actinobacillus succinogenes phosphoenolpyruvate carboxykinase on succinate production in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Construction of an Escherichia coli K-12 mutant for homoethanologenic fermentation of glucose or xylose without foreign genes
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Metabolism of levoglucosan (1,6-anhydro-beta-D-glucopyranose) in microorganisms
CrossRef Full Text
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Pyruvate formate-lyase of Escherichia coli: the acetyl-enzyme intermediate
CrossRef Full Text
Phylogeny of the bacterial superfamily of Crp-Fnr transcription regulators: exploiting the metabolic spectrum by controlling alternative gene programs
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The ArcB sensor kinase of Escherichia coli: genetic exploration of the transmembrane region
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering ethanologenic Escherichia coli for levoglucosan utilization
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
DNA binding and dimerization of the Fe-S-containing FNR protein from Escherichia coli are regulated by oxygen
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Evidence against the physiological role of acetyl phosphate in the phosphorylation of the ArcA response regulator in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Role of the ArcAB two-component system in the resistance of Escherichia coli to reactive oxygen stress
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Microbial cellulose utilization: fundamentals and biotechnology
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Signaling by the arc two-component system provides a link between the redox state of the quinone pool and gene expression
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Efficient synthesis of L-lactic acid from glycerol by metabolically engineered Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Enhanced production of succinic acid by overexpression of phosphoenolpyruvate carboxylase in Escherichia coli
Pubmed Abstract | Pubmed Full Text
Cellulosic hydrolysate toxicity and tolerance mechanisms in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Munoz-Gutierrez
Cell surface display of a beta-glucosidase employing the type V secretion system on ethanologenic Escherichia coli for the fermentation of cellobiose to ethanol
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Genetic improvement of Escherichia coli for ethanol production: chromosomal integration of Zymomonas mobilis genes encoding pyruvate decarboxylase and alcohol dehydrogenase II
Pubmed Abstract | Pubmed Full Text
Fueling industrial biotechnology growth with bioethanol
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
ArcA redox mutants as a source of reduced bioproducts
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Functional citric acid cycle in an arcA mutant of Escherichia coli during growth with nitrate under anoxic conditions
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Enhanced trehalose production improves growth of Escherichia coli under osmotic stress
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The effect of temperature on L-lactic acid production and metabolite distribution of Lactobacillus casei
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The pdhR-aceEF-lpd operon of Escherichia coli expresses the pyruvate dehydrogenase complex
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Biotechnological applications of acetic acid bacteria
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
The molecular toolbox for chromosomal heterologous multiprotein expression in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Accelerated glycerol fermentation in Escherichia coli using methanogenic formate consumption
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
A whole cell biocatalyst for cellulosic ethanol production from dilute acid-pretreated corn stover hydrolyzates
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Continuous ethanol production from wheat straw hydrolysate by recombinant ethanologenic Escherichia coli strain FBR5
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Ethanol production from wheat straw by recombinant Escherichia coli strain FBR5 at high solid loading
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Global gene expression profiling in Escherichia coli K12
The effects of oxygen availability and FNR
CrossRef Full Text
Global gene expression profiling in Escherichia coli K12: effects of oxygen availability and ArcA
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Novel pathway engineering design of the anaerobic central metabolic pathway in Escherichia coli to increase succinate yield and productivity
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Anaerobic induction of pyruvate formate-lyase gene expression is mediated by the ArcA and FNR proteins
Pubmed Abstract | Pubmed Full Text
Effect of ArcA and FNR on the expression of genes related to the oxygen regulation and the glycolysis pathway in Escherichia coli under microaerobic growth conditions
CrossRef Full Text
Production of D(-)-lactate from sucrose and molasses
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Manipulating redox and ATP balancing for improved production of succinate in E
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Genes restoring redox balance in fermentation-deficient E
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
FNR and its role in oxygen-regulated gene expression in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Glucose transport in Escherichia coli mutant strains with defects in sugar transport systems
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Nitrate regulation of anaerobic respiratory gene expression in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Production of succinic acid through overexpression of NAD(+)-dependent malic enzyme in an Escherichia coli mutant
Pubmed Abstract | Pubmed Full Text
Engineering a homo-ethanol pathway in Escherichia coli: increased glycolytic flux and levels of expression of glycolytic genes during xylose fermentation
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Chemical characterization of D-lactate dehydrogenase from Escherichia coli B
Regulation of aerobic-to-anaerobic transitions by the FNR cycle in Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Metabolic regulation analysis of wild-type and arcA mutant Escherichia coli under nitrate conditions using different levels of omics data
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Characterization of Escherichia coli [NiFe]-hydrogenase distribution during fermentative growth at different pHs
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Escherichia coli multiple [Ni-Fe]-hydrogenases are sensitive to osmotic stress during glycerol fermentation but at different pHs
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Metabolic engineering of Escherichia coli for efficient conversion of glycerol to ethanol
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Minimal Escherichia coli cell for the most efficient production of ethanol from hexoses and pentoses
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Reprogramming of Escherichia coli K-12 metabolism during the initial phase of transition from an anaerobic to a micro-aerobic environment
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Optical mapping and sequencing of the Escherichia coli KO11 genome reveal extensive chromosomal rearrangements
and multiple tandem copies of the Zymomonas mobilis pdc and adhB genes
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
O2-sensing and O2-dependent gene regulation in facultatively anaerobic bacteria
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Alternative respiratory pathways of Escherichia coli: energetics and transcriptional regulation in response to electron acceptors
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
On the role of cyclic AMP and the Fnr protein in Escherichia coli growing anaerobically
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
An oxidative enzyme boosting the enzymatic conversion of recalcitrant polysaccharides
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Nutrient requirements of lactococci in defined growth media
CrossRef Full Text
Effects of growth mode and pyruvate carboxylase on succinic acid production by metabolically engineered strains of Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering furfural tolerance in Escherichia coli improves the fermentation of lignocellulosic sugars into renewable chemicals
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Homofermentative production of D-lactic acid from sucrose by a metabolically engineered Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Biotechnological production of lactic acid and its recent applications
Engineering improved ethanol production in Escherichia coli with a genome-wide approach
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Isolation and characterization of ethanol-tolerant mutants of Escherichia coli KO11 for fuel ethanol production
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Deletion of methylglyoxal synthase gene (mgsA) increased sugar co-metabolism in ethanol-producing Escherichia coli
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Re-engineering Escherichia coli for ethanol production
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Homofermentative production of optically pure L-lactic acid from xylose by genetically engineered Escherichia coli B
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Engineering a native homoethanol pathway in Escherichia coli B for ethanol production
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Functional replacement of the Escherichia coli D-(-)-lactate dehydrogenase gene (ldhA) with the L-(+)-lactate dehydrogenase gene (ldhL) from Pediococcus acidilactici
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Fermentation of 12% (w/v) glucose to 1.2 M lactate by Escherichia coli strain SZ194 using mineral salts medium
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Fermentation of 10% (w/v) sugar to D: (-)-lactate by engineered Escherichia coli B
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
Homolactate fermentation by metabolically engineered Escherichia coli strains
Pubmed Abstract | Pubmed Full Text | CrossRef Full Text
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Objective: Epigenetic mechanisms have been described in several mental disorders, such as mood disorders, anxiety disorders and schizophrenia. However, less is known about the influence of epigenetic mechanisms with regard to personality disorders (PD). Therefore, we conducted a literature review on existing original data with regards to epigenetic peculiarities in connection with personality disorders.
Methods: Systematic literature review using PRISMA guidelines. Search was performed via NCBI PubMed by keywords and their combinations. Used search terms included “epigenetic,” “methylation,” “acetylation” plus designations of specified personality traits and disorders according to DSM-IV.
Volume 9 - 2018 | https://doi.org/10.3389/fpsyt.2018.00579
This article is part of the Research TopicBack to the Future: On the Road Towards Precision PsychiatryView all 21 articles
Objective: Epigenetic mechanisms have been described in several mental disorders
less is known about the influence of epigenetic mechanisms with regard to personality disorders (PD)
we conducted a literature review on existing original data with regards to epigenetic peculiarities in connection with personality disorders
Methods: Systematic literature review using PRISMA guidelines
Search was performed via NCBI PubMed by keywords and their combinations
Used search terms included “epigenetic,” “methylation,” “acetylation” plus designations of specified personality traits and disorders according to DSM-IV
Results: Search yielded in total 345 publications
23 original publications fulfilled the intended search criteria and were included
Those are 13 studies on gene methylation pattern with aggressive
9 with borderline personality disorder (BPD)
and 2 with antisocial personality disorder (ASPD)
The results of these studies showed significant associations of PD with methylation aberrances in system-wide genes and suggest evidence for epigenetic processes in the development of personality traits and personality disorders
of which childhood trauma showed a high impact
interfered with many neurofunctional genes
Methylation alterations in ASPD and BPD repeatedly affected HTR2A
Summary: Epigenetic studies in PD seem to be a useful approach to elucidate the interaction of co-working risk factors in the pathogenesis of personality traits and disorders
the complexity of pathogenesis leads to divergent results and impedes an explicit interpretation
Differing methylation patterns within the selected PD could indicate subgroups which would benefit from patient-oriented therapeutic adjustments
They might play a major role in the future design and observation of early therapeutic intervention and thus could help to prevent severe dysfunctional conduct or full-blown personality disorder in risk subjects
The epigenetic view on genes presumably associated with psychiatric disorders is gaining increasing academic interest and enables auxiliary insights in the pathogenesis of a particular disease
Severe psychiatric axis-I disorders like major depressive disorder (MDD) are currently widely investigated at the epigenetic level
and results account for a substantial pathogenetic impact of gene epigenetic modifications
although many details of molecular mechanisms remain unknown
the present insights substantiate and refine the idea how environmental signals might be translated into intracellular information and molecular memory
a considerable number of studies explore epigenetic changes in association with behavior or affect difficulties like aggression or fear in human and animal subjects
particularly in connection with disturbances of the serotonergic system that meanwhile is well-known to be crucial in early brain development
The objective of this work was to review the current original publications on epigenetic modifications associated with personality disorders (PD) in humans
Literature search was performed as a systematic review according the Preferred Recording Items for Systematic Reviews and Meta-Analyses (PRISMA-P) guidelines (17)
We based our search on the PubMed Central database of the U.S
National Institutes of Health's National Library of Medicine (NIH/NLM) using terms oriented on the Medical Subject Headings (MeSH) of the NCBI Library
For the search keywords were inserted in a double or triple combination to yield comprehensive hits
The following keywords were utilized: “personality,” “personality disorder,” “personality trait,” each of them combined with “epigenetic,” “methylation,” “acetylation,” “phosphorylation,” “ubiquitation,” “sumoylation,” “microRNA,” “chromatin” and “chromatin remodeling,” respectively
The search included publications until May 15th 2018
Flow diagram of study search and sequenced selection
Concomitantly, we used the PubMed search function of f1000prime (Faculty of 1000 Limited, London, UK). Herewith we found one further expedient study that met all of the described inclusion criteria (18)
24 original studies were included in this review
13 explored the epigenetic influence on PT (two on impulsiveness
seven on aggression) and 11 studied epigenetic differences in personality disorders (two in antisocial personality disorder (ASPD)
9 in borderline personality disorder (BPD))
and the number of investigated genes varied between the studies and ranged from single gene assays to genome-wide methylation analyses (GWA) with implications for the statistical power
only methylation of the monoamine oxidase A gene (MAOA) has been examined
The two studies differed decisively with respect to study design and methylation results
Philibert et al. considered the known variable nucleotide repeat (VTNR) region of MAOA and introduced a new VTNR region upstream of the transcriptional start site (TSS) of the gene (MAOA VTNR P2). They found a genotype-dependent methylation level and gene activity, but only in females (19)
Within a total of well characterized 571 subjects (312 female) of the Iowa Adoption Study (IAS) they measured ASPD lifetime symptom counts in a linear mode according to DSM-IV criteria
Methylation patterns were analyzed at two promoter-associated CpG islands of MAOA in DNA extracted from EBV transformed lymphoblast cell lines from peripheral blood
Sequence analyses of the VTNR P2 revealed five genotypes with each seven to 11 eleven repeats (7R
of which the 9R genotype showed the lowest methylation in homozygous females
and the greatest gene activity in the functional analysis via luciferase essay
Presence of the low activity allele 10R was associated with higher vulnerability to the harming effects of childhood sexual and physical abuse and it accounted significantly for variances in symptom severity of ASPD in women
In male subjects no significant effect of the P2 genotype on MAOA methylation status was found
Studies on epigenetics in personality disorders
Regarding studies on NR3C1 methylation and PD, two studies focused on exon 1F promoter, which is functionally crucial. In a cohort of BPD outpatients (n = 281) Martin-Blanco et al. (22) found a significant positive correlation between overall NR3C1 exon 1F methylation level of peripheral blood leucocytes and clinical severity
Exon 1F methylation was further significantly associated with childhood physical abuse
Individual CpG sites were associated with particular subscores of CTQ
Perroud et al. (23) considered that a current severe mental illness might have epigenetic implications per se and could confound analyses that aim to isolating methylation characteristics specific for BPD
in a comparison of subjects with BPD (n = 101) to those with MDD (n = 99) their results showed higher overall NR3C1 exon 1F methylation levels in BPD than in MDD subjects in peripheral blood leucocytes
methylation was associated with CT scaled by the CTQ
NR3C1 exon 1F hypermethylation in subjects with BPD was still significant when corrected for childhood maltreatment
Regarding monoamine receptor genes, within a large-scaled study on subjects with bulimia spectrum disorders (BSD) with and without comorbid BPD Groleau et al. (24) found significant but marginally increased methylation of the dopamine D2 receptor gene (DRD2) exon 1 promoter region in whole peripheral blood cell (PBC) DNA of subjects with BSD and BPD compared with that of subjects with BSD only
Methylation of the serotonin receptor 3A gene (5HTR3A) was found by Perroud et al. (25) to be correlated to clinical severity of BPD and other psychiatric disorders
The authors compared PBC DNA methylation levels of eight CpG sites within the 5HT3A gene in subjects with BPD (n = 116)
attention deficit hyperactivity disorder (ADHD) (n = 111) and bipolar disorder (BD) (n = 122)
They also considered single nucleotide variants (SNP) of the gene and CT history as additional factors and explored associations with methylation levels of the particular CpG sites
Methylation levels between the patient groups differed significantly in most of the CpG sites and showed a distinct pattern of hyper- and hypomethylation in the several disorders in selected CpG sites
subjects showed the highest scores in the CTQ and the highest methylation level between the patient groups
CT was associated with mean methylation status
and CTQ total score and physical abuse each with different selected CpG sites
CT was further associated with higher severity of disease
Carrying the CC-allele was significantly associated with methylation at one specific CpG site independent of CT (in all disorders)
Dammann et al. (26) analyzed five neuropsychiatric genes assumed to be of significance for psychopathological phenotype
in particular genes coding for soluble catechol-O-methyltransferase (s-COMT)
Methylation levels of each gene promoter were quantified in PBC DNA of individuals with BPD (n = 26
24 female) and in healthy controls (n = 11
quantitative DNA methylation analysis showed significant elevated overall methylation levels in BPD subjects within HTR2A
Gene methylation of MAOA and MAOB could only be analyzed in female subjects
and methylation of MAOA was significantly higher in BPD (of MAOB only by trend)
across the five genes that were investigated
average methylation level across all quantified regions was significantly higher in BPD patients compared to controls
Implications of attendant data as trauma history of the subjects weren't presented as part of the study
but it was noted that aberrant methylation had not been associated with traumatic experience in appropriate statistical tests
Meanwhile epigenetic assays include genome-wide association studies (GWA) that indicate specific CpG sites of aberrant methylation levels across the whole genomic DNA and facilitate comprehensive aspects within epigenetic evaluations
In extension to the aforementioned study, Teschler et al. (27) performed a GWA in PBC DNA between female BPD (n = 24) and HC (n = 11) subjects
Results showed a total of 256 significantly hypermethylated CpG sites in BPD
but significance of any of each didn't persist post Bonferroni correction
The research group selected seven hypermethylated genes for validation analyses and could endorse increased methylation in five of the genes
with specified CpG sites related to the amyloid beta (A4) precursor protein-binding family A member 2 (APBA2) and member 3 (APBA3) genes
potassium voltage-gated channel KQT-like subfamily member 1 gene (KCNQ1)
MCF2 cell line derived transforming sequence gene (MCF2) and the ninjurin 2 gene (NINJ2)
GATA binding protein 4 (GATA4) and holocarboxylase synthetase (HLCS) genes showed increased methylation in BPD in the GWA
Methylation studies of the ribosomal RNA gene (rDNA) promoter, 5′ external transcribed spacer gene (5′ETS) and of the proline rich membrane anchor 1 gene (PRIMA1) promoter in PBC DNA of female subjects with BPD (n = 24) and HC (n = 11) revealed significantly less methylation of the rDNA promoter region in BPD compared with HC subjects, and hypomethylation of the 5′ETS in BPD by trend. PRIMA1 showed a higher methylation in BPD subjects (28)
Another GWA with PBC DNA was performed by Prados et al. (29) on BPD subjects affected with high levels of childhood adversity (n = 96) and subjects with MDD and a history of low levels of childhood adversity (n = 93)
Uni- and multivariate analyses revealed significant methylation differences in a significant number of particular CpG sites associated with BPD compared with MDD subjects or related to childhood maltreatment
most significant results of multivariate analyses resulted in significantly different methylated CpG sites located e.g.
within the gene coding for a ligand of Eph-related receptor tyrosine kinases (EFBN1)
closely to the gene coding for a suppressor of cytokine signaling (SOCS) family member (SPSB2) and near the gene coding for a protein similar to mouse cystatin 9 (CST9L)
Univariate analyses detected hypomethylated CpG sites in BPD i.e.
near the encoding region of microRNA 124 (miR124-3)
which targets several genes that have been described to be correlated with BPD (including NR3C1)
near the gene coding for the WD repeat domain 60 (WD60)
and a CpG site within the gene of the family with sequence similarity 163 member A (FAM163A)
Many of the significantly hypermethylated sites were found on chromosome X
results of multivariate analyses with the CTQ revealed strong associations with loci within or near the genes of human homolog of the mouse p (pink-eyes dilution) (OCA2)
microfibrillar-associated protein 2 (MFAP2)
5′-nucleotide domain containing 2 (NT5DC2) and rabphilin 3A-like (RPH3AL)
Univariate analyses yielded most significant alterations located within the gene coding for the interleukin 17 receptor A (IL17RA)
in an intergenic region on chromosome 6p22.1
Methylation of miR124-3 was associated with both severity of childhood adversity (higher methylation) and with BPD (lower methylation)
Most original publications on methylation and personality traits were found with antisocial or aggressive features in connection with epigenetic alterations associated with the functionality of the serotonergic system or the hypothalamic–pituitary–adrenal (HPA-) axis functionality
which is the main neuroendocrine system for regulation of stress reaction and adaptation
theory-driven studies examined genes associated with these systems
such as the serotonin transporter gene (SLC6A4)
dopamine and serotonin receptor genes (DRD1
With respect to its role in socio-affective perception and processing
some studies exist that pertain to antisocial behavior and oxytocin and oxytocin receptor genes (OXT
the role of cytokines and other factors were considered
Consistent with a large body of literature that implicates the serotonergic system in the regulation of anxiety, aggression, and stress response, epigenetic alterations in the serotonin transporter gene (SLC6A4) were found to be related to a history of child sexual abuse as well as to antisocial behavior in adulthood by Beach et al. (30)
The authors performed methylation analyses on the participant's peripheral blood lymphocyte DNA that was EBV transformed into lymphoblast cell lines
all female) were gradually diagnosed by means of symptom score of ASPD
Child sexual abuse was highly associated with mean methylation level and methylation was highly significantly associated with symptoms of ASPD
thereby playing a modulating role to develop antisocial traits after childhood sexual abuse
influence of SLC6A4 methylation on ASPD severity was impacted by genotype
since association of methylation with the ss and the sl genotype of SLC6A4 was significant
These results suggest an aggravating effect of methylation in SLC6A4 risk (s) alleles for ASPD
methylation was increasingly associated with ASPD in carriers with greater number of s alleles
Further, in a prospective, longitudinal study, Cecil et al. (18) studied 84 youth with early-onset and persistent conduct problems with regard to early life risks and to methylation changes of OXTR in PBC DNA
and collected an environmental risk score (kind and time of risk factor)
methylation analyses were performed longitudinally with sampling at birth (cord blood)
and at age 7 and 9 years (peripheral blood)
for evaluation subjects were divided by severity of internalizing problems
collected by maternal reports at each study time
Peripheral morning cortisol plasma levels were associated with hypermethylation of CpG9 in PBC DNA only
the represented studies in antisocial and BPD-associated personality traits yet cannot provide a base for general conclusions
Within a 21 year longitudinal study on early onset aggression the research group Wang et al
specified children by severity and persistence of aggressive behavior during their age of 6–15 years and established four states of childhood aggression trajectories: the first consisted in subjects with no physical aggression at any time points (no physical aggression
a second in subjects with low to moderate aggression that declined between age 10–15 (low physical aggression
the third in subjects with high rates of aggression that subsequently declined (childhood-limited high physical aggression
CLHPA) and finally in subjects with consistently high physical aggression until age 15 (chronic high physical aggression
They analyzed DNA from peripheral T cells and found early onset CPA being associated with clustered and genome-wide methylation differences at 900 sites within 448 distinct gene promoters
The detected genes comprised several that have been associated with aggression earlier: arginine vasopressin receptor 1A (AVPR1A)
serotonin receptor 1D (HTR1D) and glutamate metabotropic receptor 5 (GRM5) genes with less methylation in the CPA group
and the dopamine receptor D1 gene (DRD1) and SLC6A3 with higher methylation in the CPA group
most functional categories of genes with different methylation in CPA included behavior (hyperactivity)
inflammatory response (chemotaxis and phagocytes)
and gene expression (transcription factors
Concerned specific canonical pathways included cytokine signaling and G-protein coupled receptor signaling
In a further GWA Guillemin et al. studied methylation aberrancies in DNA from isolated peripheral T-cells in female subjects with CPA trajectories since childhood (n = 5) compared to women without any aggression history (n = 16) (40)
A total of 917 probes corresponding to 430 distinct gene promoters were differentially methylated
of which many are involved in immune and inflammatory responses such as FOS
some had previously been shown to be associated with aggressive behavior
and Corticotrophin-releasing hormone-binding protein (CRHBP)
all of them were significantly less methylated in the CPA subjects
Van Dongen et al. (41) studied methylation differences with respect to aggressive behavior in 40 monozygotic twins (20 pairs) highly discordant for aggressive traits
They performed a GWA with PBC DNA and received about 24 methylation sites with high methylation difference
yet differences were generally twin pair-specific; thus
statistically no genome-wide significant methylation differences were identified in this sample
The mentioned studies were performed in a small sample size of 8 (men) and 5 (women) subjects
None of the studies considered the experience of childhood trauma
the depicted studies confirm the need of genome-wide methylation assays
or at least a focus on a comprehensive set of functional associated genes
Future studies should consider childhood trauma
Studies on personality traits are summarized in Table 2
Studies on epigenetics in personality traits
with the insight in a genome-wide involvement of epigenetic modified gene loci
the validity of the studies on particular genes today seems to be restricted
the sample size is very small and might impact the results
High requirements in the technical methods and in an expedient study design make the disentangling of personality-specific methylation patterns a sensitive challenge
especially since there might be more than one way to (epi-)genetically forward the development of a PD
This also might be a reason for the diversity of the final clinical epiphenotypes of these disorders
the variety of pathogenesis and of the individually developed clinical shapes impedes the attribution of possibly identified genetic or epigenetic aberrances to a specific personality trait or disorder
If the functional attribution of epigenetic aberrations to personality disorders is so highly impeded
As in other mental disorders, epigenetic patterns can help to predict medical response. Thus, in depression, selected methylation aberrations could predict different therapy response to escitalopram and between escitalopram and nortriptyline (51, 52). In BPD, methylation levels of APBA3 and MCF2 were predictive for psychotherapy outcome (53)
These merely exemplary findings suggest a high dynamic in epigenetic processes in mental disorders and their course
The interaction of psychotropic drugs and other therapeutic interventions with epigenetic remodeling seems still understudied
the fact of this interaction then could be utilized as an intraindividual control of lasting therapy response
The pathophysiological principle of gene-environment-interaction not only explains the obvious differences in the severity or combination of a person's personality traits but further implicates the existence of genetic and epigenetic risk and protective factors during the formation of the ultimate personality structure
Hitherto epigenetic studies underline the impact of early life adversity on the multifactorial pathway to PD
They reveal several relevant gene loci that are epigenetically affected in PD but differ in between the studies
This can partially be explained by the multifactorial and multi-step genesis of each PD
leading to different pathogenetic subtypes
Epigenetic analyses in connection with PD represent a complex
but suitable amendment in the elucidation of personality development
and pose as valuable diagnostic step in the specification of an individual's premorbid risks
and for the development of individually tailored therapeutic strategies
They might play a valuable role in the future design and observation of early and personalized therapeutic intervention and thus could help to prevent the unfolding in severe dysfunctional conduct or personality disorder in risk subjects
DG conducted the full literature search process
KK critically overworked focus and manuscript
TH and HF provided expert advice in epigenetics
JK and TF reviewed the manuscript and collaborated in the interpretation of the results and for the discussion
DNA methylation: a mechanism for embedding early life experiences in the genome
Epigenetic programming by maternal behavior
Lasting epigenetic influence of early-life adversity on the BDNF gene
Dynamic DNA methylation programs persistent adverse effects of early-life stress
Epigenetic regulation of the glucocorticoid receptor in human brain associates with childhood abuse
Broad epigenetic signature of maternal care in the brain of adult rats
Conserved epigenetic sensitivity to early life experience in the rat and human hippocampus
The signature of maternal rearing in the methylome in rhesus macaque prefrontal cortex and T cells
Allele-specific FKBP5 DNA demethylation mediates gene-childhood trauma interactions
DNA-methylation gene network dysregulation in peripheral blood lymphocytes of schizophrenia patients
Histone acetylation by p300 is involved in CREB-mediated transcription on chromatin
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The methylated-DNA binding protein MBD2 enhances NGFI-A (egr-1)-mediated transcriptional activation of the glucocorticoid receptor
The transcription factor nerve growth factor-inducible protein a mediates epigenetic programming: altering epigenetic marks by immediate-early genes
Brain-specific phosphorylation of MeCP2 regulates activity-dependent Bdnf transcription
Derepression of BDNF transcription involves calcium-dependent phosphorylation of MeCP2
Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015: elaboration and explanation
oxytocin receptor gene (OXTR) methylation and youth callous-unemotional traits: a 13-year longitudinal study
Gene environment interactions with a novel variable monoamine oxidase A transcriptional enhancer are associated with antisocial personality disorder
Monoamine oxidase A gene promoter methylation and transcriptional downregulation in an offender population with antisocial personality disorder
Response to psychotherapy in borderline personality disorder and methylation status of the BDNF gene
Association between methylation of the glucocorticoid receptor gene
and clinical severity in borderline personality disorder
Increased methylation of glucocorticoid receptor gene (NR3C1) in adults with a history of childhood maltreatment: a link with the severity and type of trauma
Methylation of the dopamine D2 receptor (DRD2) gene promoter in women with a bulimia-spectrum disorder: associations with borderline personality disorder and exposure to childhood abuse
Methylation of serotonin receptor 3A in ADHD
and bipolar disorders: link with severity of the disorders and childhood maltreatment
Increased DNA methylation of neuropsychiatric genes occurs in borderline personality disorder
Aberrant methylation of gene associated CpG sites occurs in borderline personality disorder
Aberrant DNA Methylation of rDNA and PRIMA1 in borderline personality Disorder
Borderline personality disorder and childhood maltreatment: a genome-wide methylation analysis
Methylation at 5HTT mediates the impact of child sex abuse on women's antisocial behavior: an examination of the Iowa adoptee sample
Serotonin 1B receptor gene (HTR1B) methylation as a risk factor for callous-unemotional traits in antisocial boys
Methylation of the oxytocin receptor gene and oxytocin blood levels in the development of psychopathy
MAOA methylation is associated with nicotine and alcohol dependence in women
Individual differences in childhood behavior disorders associated with epigenetic modulation of the cortisol receptor gene
Normative data for the strengths and difficulties questionnaire in Australia
CrossRef Full Text
Epigenetic modifications of the glucocorticoid receptor gene are associated with the vulnerability to psychopathology in childhood maltreatment
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DNA methylation signature of childhood chronic physical aggression in T cells of both men and women
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Tobacco smoking leads to extensive genome-wide changes in DNA methylation
Diet and the epigenetic (re)programming of phenotypic differences in behavior
Reply to: epstein-barr virus transformed DNA as a source of false positive findings in methylation studies of psychiatric conditions
Serotonin transporter gene hypomethylation predicts impaired antidepressant treatment response
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DNA methylation of APBA3 and MCF2 in borderline personality disorder: potential biomarkers for response to psychotherapy
The role of L-methylfolate in depressive disorders
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Epigenetic biomarkers as predictors and correlates of symptom improvement following psychotherapy in combat veterans with PTSD
Kuhn J and Frodl T (2018) Epigenetics in Personality Disorders: Today's Insights
Received: 05 July 2018; Accepted: 23 October 2018; Published: 19 November 2018
Copyright © 2018 Gescher, Kahl, Hillemacher, Frieling, Kuhn and Frodl. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY)
distribution or reproduction in other forums is permitted
provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited
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distribution or reproduction is permitted which does not comply with these terms
*Correspondence: Dorothee Maria Gescher, ZG9yb3RoZWUuZ2VzY2hlckBtZWQub3ZndS5kZQ==
†These authors share first authorship
Metrics details
Biofilms are the natural form of life of the majority of microorganisms
These multispecies consortia are intensively studied not only for their effects on health and environment but also because they have an enormous potential as tools for biotechnological processes
Further exploration and exploitation of these complex systems will benefit from technical solutions that enable integrated
where readily available microfluidic chips are connected by automated liquid handling with analysis instrumentation
chromatography and optical coherence tomography
The system is operable under oxic and anoxic conditions
allowing for different gases and nutrients as feeding sources and it offers high spatiotemporal resolution in the analysis of metabolites and biofilm composition
We demonstrate the platform’s performance by monitoring the productivity of biofilms as well as the spatial organization of two bacterial species in a co-culture
which is driven by chemical gradients along the microfluidic channel
we here report on the development of an integrated platform for machine-assisted biofilm research
The focus was on the development of a generic
automatable approach that makes it possible to investigate native multi-species biofilms that are not accessible with genetic engineering methods
a number of modules have been developed combining powerful standard methods such as flow cell technology and optical imaging with new robotic approaches for spatiotemporal characterisation to enable investigation of variations in the composition of the biofilm community and the culture broth
In order to minimize the effort and possible errors caused by manual handling
we aimed at a high degree of automation for the entire biofilm platform
Overview of the integrated platform for machine-assisted cultivation and analysis of biofilms
It is very easy to process into any shape by replica casting
which allows to puncture the material for sampling purposes without causing irreparable damage in the form of holes and leaks
Of particular importance for cell culture applications is that PDMS has a very high gas permeability
which allows the fluidic system to operate under well defined environmental conditions in terms of gas composition (see below)
Optical analyses of flowcell biofilms labeled by automated FISH
Overview image and high-resolution (inset) micrographs of a pure B
Biofilms were grown in triplicates in linear flow chambers for 12 h (e)
subjected to automated FISH and analyzed with the integrated fluorescence reader at the 13 measurement points to obtain mean fluorescence values for the nine parallelly cultivated biofilms (f)
coli were labeled with probes LGC354B-A488 (colored in green) and Ent-A546 (red)
Error bars represent the standard deviation between the mean fluorescence values of triplicate experimental samples carried out in individual flow chips
Note that DAPI staining indicates approximately equal growth density and FISH data allow for reliable identification of pure E
(g) Epifluorescence micrographs of mixed species B
coli biofilms (same color code as in a–d) confirm the topographical biofilm features visualized by means of OCT (h)
As a result of microbial activity and/or the diffusion of gases out of or into the medium via the PDMS materials
the microfluidic channels of our platform allow for the formation of gradients along the medium flow
This feature can be exploited for the cultivation of interdependent communities that are fluidically connected but spatially separated
The self-organized separation of mixed cultures along autonomously created gradients can be controlled and steered by the applied growth conditions and it may also allow to determine specific characteristics of novel environmental isolates
such as growth auxotrophies that are difficult if not impossible to study by conventional approaches
It is an aerobic organism whose chromate tolerance stems from its capability to efficiently reduce toxic Cr(VI) to Cr(III) species
the latter of which are highly insoluble and therefore less toxic
our hypothesis was that flow cultivation of mixed E
chromiiresistens cultures with Cr(VI)-containing medium should lead to a spatial separation of the two species
The front part of the channel should be inhabited mainly by L
coli should accumulate in the lower parts of the chip
To achieve an optimal characterization of the biofilm composition
we took advantage of both the automated FISH procedure and the robotic sampler
The latter was used to draw 10 μl samples from the biofilms
which were subjected directly to 16S rRNA gene amplification and subsequent Illumina sequencing
Interdependent biofilm consortia self-organize along an autonomously created gradient of chromate
A series of four identical inocula was used and cultivated for seven days in the absence (a,b)
2 mM (e,f) or 3 mM (g,h) chromate containing medium
The analysis was performed by robotic cell sampling and subsequent staining by the auto FISH procedure
Epifluorescent images and phylogenetic composition in (a,c,e,g) represent the front section of the microfluidic chip while (b,d,f,h) show representative data from the rear end
The error bars represent the standard deviation between the ratio of reads from the 16S rDNA amplicon sequencing of two independently cultivated flowcells
Sampling points are indicated in the scheme of the setup
Unspecific labeling with DAPI is indicated in blue
The bar charts on the left side of each sample represent the community composition derived from 16S rDNA amplicon sequencing
Culturing and analysis of a productive E
(a) Reaction scheme of the stereoselective reduction of the prochiral nitro-diketone substrate (NDK) into hydroxyketone (HK) and diol products by the R-selective ketoreductase LbADH
(b) Representative chiral HPLC chromatograms of samples drawn from selected points of the meandric cultivation channel (c)
The decrease of NDK educt and HK/diol products is clearly evident from the analysis of the reaction samples retrieved along the flowpath at a constant flowrate of 2 µL/min (d)
The error bars represent the standard deviation of two independent samples
which where withdrawn sequentially from the indicated sampling points
dynamic studies can also be performed to analyse temporal fluctuations on relevant time scales of biofilm growth
16S rRNA gene amplicon sequencing was used to study a synthetic two species biofilm of Leucobacter chromiiresistens and E
Changing compositions of the biofilm along the flowpath as well as with varying feed medium could be observed
It was also confirmed by subsequent FISH analysis that L
coli cells in the rear part of the flowcell by the reduction of toxic chromate
it could be shown how the online sampling in combination with HPLC can be used to determine concentration levels of metabolic compounds and biotechnologically-relevant products
this approach gives access to the composition and dynamics of the microbial community cultivated within the flowcells and
it demonstrates the possibility to evaluate online process parameters for biocatalytic transformation reactions
The latter is considered one of the basic prerequisites for the breakthrough of the use of productive biofilms in biotechnological applications
microfluidic biofilm cultivation devices and tailored robotic instrumentation were combined with powerful standard methods such as (CARD-) FISH
HPLC and next generation sequencing to create a unique set of tools for multispecies biofilm research
All here described techniques for biofilms analysis do not rely on the genetic labelling of cells and
enable the investigation of native communities
studies on productive biofilms or the exploration of complex native consortia will largely benefit from the developed platform
It is therefore anticipated that this work represents an important step towards the realization of machine-assisted processes for the next generation of biotechnology
Further technical details of the robotic setup and the control software will be published elsewhere
templates consisted of 1 µl of the robotically withdrawn samples
Primers F_NXT_Bakt_341F (5′-CCT ACG GGN GGC WGC AG-3′) and R_NXT_Bakt_805R (5′-GAC TAC HVG GGT ATC TAA TCC-3′) were used for amplification
Sequencing was conducted by IMGM Laboratories GmbH (Martinsried
trimming of adapter sequences was conducted by IMGM Laboratories with the MiSeq Reporter 2.5.1.3 software
Further bioinformatic analysis of the 16S rRNA gene amplicon sequencing (primer cutting
and phylogenetic analysis) was carried out with the CLC Genomic Workbench software 10.0.1 equipped with the additional microbial genomic module 2.0
The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request
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Bacterial biofilms: from the natural environment to infectious diseases
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Computer-Assisted Synthetic Planning: The End of the Beginning
Continuous-flow technology-a tool for the safe manufacturing of active pharmaceutical ingredients
On-demand continuous-flow production of pharmaceuticals in a compact
Single cells in confined volumes: microchambers and microdroplets
Microfluidics for single-cell genetic analysis
Commercialization of microfluidic point-of-care diagnostic devices
Revisiting lab-on-a-chip technology for drug discovery
Cascades in Compartments: En Route to Machine-Assisted Biotechnology
Biofilm development of an opportunistic model bacterium analysed at high spatiotemporal resolution in the framework of a precise flow cell
New device for high-throughput viability screening of flow biofilms
High-throughput microfluidic method to study biofilm formation and host-pathogen interactions in pathogenic Escherichia coli
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Bacterial predator-prey dynamics in microscale patchy landscapes
Microfluidic bioanalytical flow cells for biofilm studies: a review
Studying Bacterial Multispecies Biofilms: Where to Start
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Let there be chip—towards rapid prototyping of microfluidic devices: one-step manufacturing processes
Poly(dimethylsiloxane) as a Material for Fabricating Microfluidic Devices
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Single-cell identification in microbial communities by improved fluorescence in situ hybridization techniques
An integrated microfluidic chip for chromosome enumeration using fluorescence in situ hybridization
A novel integrated microfluidic platform to perform fluorescence in situ hybridization for chromosomal analysis
FISH in chips: turning microfluidic fluorescence in situ hybridization into a quantitative and clinically reliable molecular diagnosis tool
Microfluidics on liquid handling stations (muF-on-LHS): an industry compatible chip interface between microfluidics and automated liquid handling stations
Globally optimal stitching of tiled 3D microscopic image acquisitions
Draft genome sequence of Leucobacter chromiiresistens
Chromate Resistance Mechanisms in Leucobacter chromiiresistens
Effect of Chromate Stress on Escherichia coli K-12
Enantiogroup-Differentiating Biocatalytic Reductions of Prochiral C -Symmetrical Dicarbonyl Compounds to meso Compounds
Orthogonal Surface Tags for Whole-Cell Biocatalysis
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In situ probing of gram-positive bacteria with high DNA G + C content using 23S rRNA-targeted oligonucleotides
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We acknowledge financial support of this work by the Helmholtz program BioInterfaces in Technology and Medicine
Institute for Biological Interfaces (IBG-1)
Section IV: Biomolecular Separation Engineering
developed the robotic sampler and established the microfluidic cultivation setup together with S.K
conceived conceptual and experimental work on the automated FISH method
conceived the biofilm cultivation experiments
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Biotechnology AdvancesCitation Excerpt :Various strategies
have been used for enhancing H2 solubilization in the liquid and making it readily available to hydrogenotrophic methanogens (Aryal et al.
H2 and CO2 addition promote microbial growth
Several studies have shown a considerable difference in the microbial community between the liquid and biofilm phases (Jensen et al.
International Journal of Hydrogen EnergyCitation Excerpt :Over the last few years
researchers have examined the potential of achieving biogas upgrading in various types of membrane bioreactors (MBR)
which employ pressurized membranes for supplying a gaseous substrate to a bio-film attached on the membrane surface [100]
which combine anaerobic digestion with membrane filtration and present the advantages of bioenergy recovery
separation of sludge retention time (SRT) and hydraulic retention time (HRT)
[102] investigated the suitability of a pseudo-dead-end MBfR for ex-situ biogas upgrading and showed that the concept of MBfR is especially advantageous for ex-situ hydrogenotrophic methanation of biogas CO2
yielding high product gas qualities of up to 99% methane
[103] developed a novel MBfR for simultaneous biogas upgrading and liquid chemicals production
Journal of Environmental Chemical EngineeringCitation Excerpt :Biomethanation efficiency highly relies on H2 transfer from gas to liquid phase
special focus has been given on improving reactor designs (e.g
membrane based reactors) and characteristics (i.e
diffusers) to increase the availability of gases to the microbes [7–9]
Despite regularly achieving a product gas for direct feed-in to the gas grid (>95% CH4)
studies are still witnessing loses of H2 not converted through the methanogenic pathway [10,11]
FuelCitation Excerpt :This is due to the biogas sector that attracts increasing interests
considering the advantages of using biomethane as fuel for heat and transportation [13]
The four technologies which are the most commonly applied in biogas upgrading include physical/chemical absorption [14]
A comprehensive comparison between these technologies has been presented in earlier study [12]
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Volume 9 - 2018 | https://doi.org/10.3389/fmicb.2018.01313
Nitrogen based eutrophication of ecosystems is a global problem that gains momentum through a growing global population
The water quality of nitrate or ammonium contaminated rivers and streams cannot always be amended in centralized waste water treatment plants
Field denitrification plants were suggested as a solution for a decentralized reduction of nitrate to dinitrogen
stable and cheap organic carbon sources serve as carbon and electron source for a microbial community
our knowledge on the impact of these organic carbon sources on the development and diversity of these cultures is sparse
the stability of these denitrification plants at different nitrate loading rates especially in the higher concentration regime were not tested so far
we compare the fate of carbon and nitrogen as well as the microbial community of wood pellet (WP) (pressed sawdust)
and wood chips (WC) based laboratory denitrification reactors
Our study reveals that the diversity and composition of the community is strongly dependent on the carbon source
The three reactor types were characterized by different nitrate reduction kinetics and were affected differently by high nitrate loading rates
While the nitrate reduction kinetics were negatively influenced by higher nitrate doses in the wheat straw reactors
WPs as carbon source sustained the opposite trend and WC lead to an overall slower but concentration independent nitrate reduction rate
the concentration of soluble organic carbon was highest in the WP reactors but methane emission was not detectable
This is corroborated by the microbial diversity data in which methanogenic species were highly underrepresented compared to the other two reactor types
the methane emissions in the wheat straw and WC reactors were comparable to each other
investigations regarding the exact microbial composition and the catalyzed processes within these denitrification beds are necessary to model and predict nitrate elimination and to analyze their overall sustainability
One assumption is that the microbial composition in these beds is strongly dependent on the carbon material and influences the nitrate elimination process and the formation of side products
the exact microbial composition of denitrification beds was recently investigated for the first time in WC filled systems
we revealed that the microbial community changed depending on the nitrate loading rate and that high nitrate loading rates (low Corg/NO3-) could lead to a diversification of anaerobic nitrate reduction toward the production of ammonium through DNRA
which contradicts to textbook knowledge claiming that DNRA should be favored under high Corg/NO3- ratios
it was elucidated that higher nitrate loading rates can increase methane emissions in WC based denitrification beds
The effect of nitrate loading rates on DNRA and methane emissions was unexpected and also highly unwanted regarding the desired application of these systems as sustainable and ecosystem-friendly nitrate elimination technology
The aim of this study was to elucidate whether this effect of high nitrate loading rates on the fate of carbon and nitrogen is specific to denitrification beds based on WC or whether other sustainable stable organic carbon materials would lead to the development of different microbial communities that would consequently also respond differently to variations in the nitrate loading rate
We expected the result of this study to be generic with regard to the suitability of a carbon source for the elimination of nitrate in a specific concentration window
Our motivation is the planned construction of one of the first field denitrification beds in middle Europe
which is supposed to eliminate nitrate from agricultural drainage waters that run directly into a fen
The construction of such a field denitrification system at this but also at every other field site necessitates knowledge regarding the nitrate elimination rates and the resilience of the system toward different nitrate concentrations
we show here the results from a 200-day laboratory triplicate experiments with wood pellets (WPs) and wheat straw as denitrification substrates and aim to correlate the results to the microbial community in the reactors and to our previous study with WC
Our results reveal that all three materials lead to unique microbial community compositions and sustain also individual responses toward nitrate pulses
Also the used artificial moor media and inoculum were the same as in the previous study
The reactors were incubated at room temperature (approx
The starting concentration of nitrate was 1.18 mmol L-1
which correlated to the highest measured nitrate concentration of an agricultural drainage from a field site – a fen in the Vulkaneifel (Germany) – that we observe regarding the eutrophication effects of agricultural drainage waters
This fen is surrounded by agricultural fields and drainages lead directly into this sensible ecosystem
In the experiment runtime of 200 days, samples were taken two to three times a week and analyzed for NO3-, NO2-, NH4+, and TOC according to Grießmeier et al. (2017) with a spectral photometer DR3900 and cuvette tests (Hach) as well as a TOC-analyzer (Multi N/C 2100 S Analytic Jena, Germany). Organic carbon compounds were analyzed via HPLC according to Kipf et al. (2013)
Whenever the nitrate concentration decreased below 0.24 mmol L-1
nitrate was added to reach the initial NO3- concentration of 1.18 mmol L-1
The nitrate concentration was increased to the twofold (2.4 mM L-1)
and 20-fold (24 mM L-1) of the initial concentration to test the response of the systems to variations in the nitrate loading rates
On day 70 all reactors of the triplicates were opened and samples were taken to analyze the biodiversity in the planktonic phase as well as in the biofilms growing on the surface of the organic carbon sources (WPs and wheat straw)
genomic DNA was extracted from drainage water from the study site (collected December 8
Genomic DNA was extracted from 800 μl of the planktonic and from 200 to 300 mg of the solid samples using the innuSPEED Soil DNA Kit (Analytic Jena)
as per the manufacturer’s guidelines
The maximum nitrate removal rate was determined using the maximum slope of the nitrate reduction kinetics for every reactor type
A one-way analysis of variance (ANOVA) and a following Tukey’s honestly significant difference (HSD) post-hoc test with a significance level of 0.05 was performed to analyze the statistical significance of the nitrate elimination rates sustained by the different carbon sources
All bioinformatic analysis as well as the rarefaction curves and PCoA of the 16S rRNA gene amplicon sequencing were conducted as described previously with the CLC Genomic Workbench software 11.0.1 and the additional microbial genomic module 3.0
First all reads of every triplicate were quality trimmed with a limit of 0.05
a primer sequences trim and merging of the paired reads was performed
The OTU clustering was performed against the SILVA 16S v128 97% database with a similarity percentage specified by the OTU database and new creations were allowed with a taxonomy similarity of 80%
OTUs with a minimum combined abundance less than 50 were removed
OTUs belonging to Bacteria detected with the Archaea primer pair were excluded before the visualization of the relative abundance of the OTUs
Out of the triplicate of every sample the mean value for every OTUs was calculated
Alpha diversity was described with the phylogenetic diversity
the total number of OTUs and the Shannon index by aligning the OTUs using MUSCLE 2.0 and building a maximum likelihood based phylogenetic tree with the tree algorithm Neighbor Joining and nucleotide substitution model Jukes Cantor
A Principle Coordinate analysis (PCoA) was performed on the D_0.5 UniFrac distance
For the analysis of the nirS gene amplicons the merged sequencing reads were analyzed using the blastN algorithm and a subset of sequences derived from the database of the European Nucleotide Archive (ENA) containing only nitrite reductases (E.C
Reads were accounted as nirS sequences if the gained E-value of the alignment was below 10-10
The phylogenetic assignment was conducted by grouping the hits with more than 100 reads of the blast analysis on the level of the bacterial order
S2 provides the results of the sequencing analysis parameters for each sample
All raw reads of the amplicon sequencing that were retrieved for this study are publicly available through NCBI BioProject PRJNA445677 under SRA accession: SRP145155
The objective of this study was to analyze the effect of different organic carbon sources in laboratory surrogates of environmental denitrification beds on the fate of nitrogen and carbon at varying nitrate loading rates and to analyze how this response would be catalyzed by the developing microbial communities
only the mean values are shown for all parameters
A detailed analysis of each triplicate is depicted in the Supplementary Figures S1–S4
the mean maximum acetate concentration in these reactors was only 4.2 mM acetate (Supplementary Figure S5)
FIGURE 1. Development of the nitrogen species and total organic carbon (TOC) in the laboratory reactors. Mean value concentration of nitrate, nitrite, ammonium, and TOC in the laboratory denitrification reactors filled with (A) wood pellets (WP), (B) wheat straw, or (C) wood chips (WC). Data from the wood chip filled reactors derived from the earlier published investigation of Grießmeier et al. (2017)
Dashed vertical lines represent the different nitrate addition events: dotted lines represent 1× (1.18 mmol L-1) nitrate addition
dotted and dashed lines represent 2× (2.36 mmol L-1) nitrate addition on Day 72
5× (5.9 mmol L-1) nitrate addition on Day 112
10× (11.8 mmol L-1) nitrate addition on Day 131
and 20× (23.6 mmol L-1) nitrate addition on Day 148
The measured concentration of organic acids (acetate
and fumarate) was very low at this time point in the wheat straw reactors
comparable low organic acid concentrations were also detected in the WC reactors and this did not affect the nitrate elimination rates to the same extent as in the wheat straw reactors (Supplementary Figures S5
Maximal and mean nitrate elimination rate in each reactor type for the different nitrate addition events with additional p-values for the analysis of variance (ANOVA)
Maximum nitrate elimination rate for the 5× (A)
Differences between the samples were determined by analysis of variance (ANOVA) followed by a Tukey post-hoc test
(D) Depicts the maximum nitrate elimination of each triplicate for every nitrate addition event
Significant differences (p < 0.05) between the samples are marked with an asterisks
The rather robust nitrate reduction in the WP systems went along with short pulses of nitrite that could be detected after every nitrate addition, no matter if at the beginning of the experiment – to reach the initial nitrate concentration - or in the later phase with higher nitrate concentrations (Figure 1A and Supplementary Figure S2)
This indicates that the nitrate elimination was probably conducted by a different biocenosis compared to the other two systems
This value is significantly lower than the starting concentration of NO3-N used in this study (74 mg l-1 NO3-/16.7 mg l-1 NO3-N)
CWs work rather well regarding the elimination of different pesticides and they might in fact be superior compared to denitrification beds regarding this application
the removal of higher nitrate concentrations can most probably not be superior to denitrification beds as the latter provide a robust anoxic niche for denitrifying organisms and a constant supply of carbon and electrons
the similarity of the material might be the reason why the conditions selected in both reactor types for Clostridiales
FIGURE 3. Microbial diversity in the laboratory reactors. Relative abundance of the 16S rDNA amplicon sequencing results for (A) OTUs of Bacteria (>1% of the total number of amplicons) and (B) OTUs of Archaea. SILVA 16S v 128 97% served as reference database. Results of the WC reactors were first published in Grießmeier et al. (2017)
Maximum values of different diversity indices – Shannon entropy
total number of OTUs and phylogenetic diversity – for each triplicate of the different samples as well as their mean value and standard deviation (SD)
These two known denitrifying orders were accompanied in the WC reactors by members of the order Xanthomonadales (mainly from the genus Pseudoxanthomonas) which is also known to contain denitrifying organisms (Lycus et al., 2017) and could possibly also play an important role in the denitrification process
no order commonly known to contain denitrifiers was found in the solid phase of the wheat straw reactors
One possibility could be that organisms that were underrepresented (less than 1% relative abundance) may be responsible for the denitrification process here or are so far not known to be able to accomplish this process
division of labor could also be a reason why a small number of nirS encoding organisms could be sufficient to sustain the observed denitrification rates
Total abundance of reads which could be assigned to nirS genes
Only nitrite reductases which inhabited an E-value lower than 10-10 and minimum read amount of 100 were used for further analysis
further elemental analysis of the WPs used in this study will show
if there is an increased heavy metal concentration
which could lead to the inhibition of methanogens
Volume percent [% v/v] of produced CH4 and CO2 in the different denitrification reactors (A) wheat straw
Dashed vertical lines represent the added nitrate concentrations: dotted lines represent 1× (1.18 mmol L-1) nitrate addition
This study represents an enlargement of an earlier investigation (Grießmeier et al., 2017)
gas production and microbial composition of denitrification reactors filled with either wheat straw or WPs were compared to this former study where WC were used as carbon source
The results reveal that the choice of the carbon material not only determines the fate of the nitrate reduction
it also defines the microbial composition in the denitrification beds
The reactors filled with WPs seem to be suitable for high nitrate concentrations
we could not measure methane emissions even at high TOC concentrations and over a time period of 200 days
the occurring nitrite peaks and the gel like character of the soaked WPs are disadvantages of this material
The reactors with straw showed the best nitrate elimination rates for moderate nitrate concentrations
Still this material does not seem to be suitable for high nitrate loading rates
high methane production and ammonia concentrations of almost 4 mM make this carbon source also unsuitable for a field denitrification bed
The clearest advantage of the WC over the other two materials seems to be the highly diverse microbial community that developed over time
The more diverse an ecosystem is the more robust it will be regarding process perturbations
the temperature and the water flow through the systems in field scale compared to lab scale is hard to predict
we will be able to judge on this hypothesis by the analysis of field system that is supposed to rescue a fen in the Vulkaneifel in Germany
The raw data supporting the conclusions of this manuscript will be made available by the authors
VG performed the experimental work including reactor design
and bioinformatic evaluation of the 16S rRNA amplicon sequencing data
and prepared all figures of the manuscript
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2018.01313/full#supplementary-material
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Citation: Grießmeier V and Gescher J (2018) Influence of the Potential Carbon Sources for Field Denitrification Beds on Their Microbial Diversity and the Fate of Carbon and Nitrate
Copyright © 2018 Grießmeier and Gescher. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY)
provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited
*Correspondence: Johannes Gescher, am9oYW5uZXMuZ2VzY2hlckBraXQuZWR1
Water ResearchCitation Excerpt :The two sets of variables were separated by the metal (Fe)
the bacterial communities reacted differently to various organic matters (Reitter et al.
the organic matter had a negative effect on bacterial activity in both the MG (standardized coefficient = 0.520) and SG (standardized coefficient = -0.056)
Science of the Total EnvironmentCitation Excerpt :Mycobacterium neoaurum and Rhodococcus erythropolis in the LJH reservoir play a key role in negative associations (Lipko and Belykh
They were found to have widely negative associations with other actinobacteria because actinobacterial communities would compete for similar resources (Reitter et al.
Mycobacterium neoaurum occurred frequently in the hypolimnion layer
which had a higher concentration of Fe and Mn
Metrics details
Micrarchaeota is a distinctive lineage assigned to the DPANN archaea
which includes poorly characterised microorganisms with reduced genomes that likely depend on interactions with hosts for growth and survival
we report the enrichment of a stable co-culture of a member of the Micrarchaeota (Ca
Micrarchaeum harzensis) together with its Thermoplasmatales host (Ca
We show that symbiont-host interactions depend on biofilm formation as evidenced by growth experiments
comparative transcriptomic analyses and electron microscopy
extracellular polymeric substances and lipid content analyses indicate that the Micrarchaeon symbiont relies on the acquisition of metabolites from its host
Our study of the cell biology and physiology of a Micrarchaeon and its host adds to our limited knowledge of archaeal symbioses
we report the isolation of a stable co-culture of this Micrarchaeon together with its host
a previously unknown member of the Thermoplasmatales
This allows us to conduct experiments aiming at understanding the interaction of the two organisms and the response of the Thermoplasmatales member to growth in co-culture with the Micrarchaeon
we were able to isolate the host B_DKE by enriching at pH 2.5 for planktonic organisms
The composition of cultures was verified via PCR with organism-specific primers and CARD-FISH
Based on the isolation of the Thermoplasmatales host and the reconstruction of complete genome sequences of both organisms
we propose the names”Candidatus Micrarchaeum harzensis” sp
pertaining to the German region of the Harz Mountains
where the organism was isolated) and “Candidatus Scheffleriplasma hospitalis” gen
Horst Scheffler and in recognition of his work on mine geology and commitment to our work; Gr
plasma something shaped or moulded; hos.pi.ta′lis
referring to its ability to serve as a host for “Candidatus Micrarchaeum harzensis”)
we used physiology informed strategies for deselecting against additional community members and show that selection for biofilm formation of the Thermoplasmatales host population was the critical factor for obtaining a stable co-culture
Depicted are the mean cell numbers of Ca
Micrarchaeum harzensis (empty squares) and Ca
Scheffleriplasma hospitalis (full squares) calculated via qPCR and the ferrous iron concentration (light grey circles) over time
Error bars show standard deviation of triplicates
Source data are provided as a Source Data file
To examine the impact of the co-cultivation with the Micrarchaeon on Ca. Scheffleriplasma hospitalis its growth characteristics were compared between pure and co-culture under otherwise identical conditions (growth curve of Ca. Scheffleriplasma hospitalis pure culture in Supplementary Fig. 2)
Cells of the Thermoplasmatales member showed a similar growth and ferric iron reduction in pure culture in comparison with the co-culture
Scheffleriplasma hospitalis in co-culture (7.49 ± 1.45 days
n = 3) was not significantly different (unpaired
significance level 0.05) to the doubling time of the organism cultivated without its interaction partner (7.19 ± 3.80 days
growth of the host seems to be little affected by the Micrarchaeon under the tested conditions
Scheffleriplasma hospitalis was sequenced using a combination of PacBio and Illumina sequencing
Illumina sequencing was also performed on the Ca
The two organisms have circular chromosomes of 1,959,588 base pairs (bp) (Ca
Scheffleriplasma hospitalis) and 989,838 bp (Ca
Scheffleriplasma hospitalis isolate and the strain within the co-culture were 100% identical which was important for the later comparative transcriptomic analysis
An analysis of clusters of orthologous groups (COGs) revealed that Ca
Micrarchaeum harzensis contains more proteins with unknown function (29%; 300 putative proteins without an arCOG-assignment) relative to the overall number of genes compared to Ca
Scheffleriplasma hospitalis (20%; 419 putative proteins without an arCOG-assignment)
Given are the enzyme commission (EC) numbers of the involved enzymes in bold and the Transcripts Per Million (TPM) values (mean value of four co-culture samples) of the corresponding Ca
Missing genes and metabolites that the Micrarchaeon cannot produce itself are highlighted in dark red
Question marks label the unknown anchoring of the S-layer protein and an unknown flippase
Among the tested lectins, only those specific to galactose- and mannose-related conjugates bound the extracellular matrix of the co-culture and of Ca. Scheffleriplasma hospitalis cells in pure culture (see Fig. 3 and Table 1)
and PTA seemed to discriminate between the extracellular matrix of Ca
Scheffleriplasma hospitalis in the presence or absence of Ca
Micrarchaeum harzensis on the matrix chemistry or composition
Micrarchaeum harzensis cells was weak and only possible with some of the lectins that bound to Ca
Micrarchaeum harzensis to build carbohydrate polymers or the production of less common polymers for which we did not have a lectin
It suggests that the detected signals on Ca
Micrarchaeum harzensis are likely due to growth within the biofilm matrix of Ca
Shown are example images of the microscopic analysis of the pure culture (left) and co-culture (right)
The images show the results for staining with lectin CA (co-culture) and HHA (pure culture)
Scheffleriplasma hospitalis was stained with the general archaea probe Arch915 (blue) which does not stain Ca
Micrarchaeum harzensis was stained using the Micrarchaeota-specific ARMAN980 probe (magenta)
The experiment was repeated at least three times with equivalent results
The different pathways are indicated with dark blue (MVA pathway I)
violet (MVA pathway III) and magenta arrows (MVA pathway IV)
Scheffleriplasma hospitalis are indicated with black and grey circles
Abbreviations are AMPD anhydromevalonate phosphate decarboxylase
DGGGPS 2,3-bis-O-geranylgeranyl glycerol-1-phosphate synthase
GGGPS 3-O-geranylgeranyl glycerol-1-phosphate synthase
IDI isopentenyl-diphosphate-delta-isomerase
MBD mevalonate-3,5-bisphosphate-decarboxylase
Membrane localisation was verified using the TMHMM algorithm which detected eight transmembrane helices in the protein
Ca. Scheffleriplasma hospitalis and Ca. Micrarchaeum harzensis genes are highlighted in light blue and violet, respectively. The Maximum likelihood phylogenetic trees shown here included our archaeal backbone dataset (Supplementary Data 7) and were inferred for arCOG02937 (149 sequences with 304 amino acids)
arCOG00570 (1877 sequences with 132 amino acids) and COG2074 (arCOG01968 and arCOG01967
121 sequences with 171 amino acids) with the LG+C10+F+R model with an ultrafast bootstrap approximation run with 1000 replicates
that the inclusions of bacterial and eukaryotic homologues did not change the interpretation of our findings
Note that arCOG02937 and arCOG02074 represent the key enzymes of the Type-III mevalonate pathway characteristic of Thermoplasmatales
Only bootstrap support values above 90 are shown as indicated in the panel
Both organisms possess the enzymes to convert gluconic acid to glycerate
our results reveal that the pattern of metabolites do not seem to deviate between isolated Ca
Scheffleriplasma hospitalis and co-culture and that the kinetics of consumption show minor differences towards faster consumption of some compounds in the co-culture
either both organisms employ similar pathways and compounds or
Micrarchaeum harzensis predominantly uses metabolites provided by Ca
The latter assumption is in agreement with the sparsity of transporters encoded in the Ca
which may indicate that it relies on direct cell-cell interaction for nutrient and metabolite exchange
Normalisation was done using a z-score
and significance was calculated by a two-tailed t-test
were observed (a) in physical contact with Ca
as well as (b) free living and (c) undergoing cell division
The freeze-etching experiment was repeated once
each time micrographs showing more than 100 cells were analysed
The detailed characterisation of our co-culture in comparison with pure host cultures indicate a specific regulatory response of Ca
Scheffleriplasma hospitalis as a consequence of growth with Ca
The combination of genomic analyses with comparative metabolomics
lipidomics and determination of EPS composition revealed that the growth of Ca
Micrarchaeum harzensis is dependent on interaction with its host Ca
whose growth seemed little impaired by the symbiont
Cryo-ET micrographs and comparative transcriptomics indicate that Ca
Scheffleriplasma hospitalis might initiate the interaction by biofilm formation
change of EPS composition and development of a filamentous structure
which was observed in contact with Micrarchaeota cells
A physical interaction involving surface remodelling is established
which is likely crucial for the uptake of various metabolites and building blocks for
Due to the limited metabolic capabilities of Ca
Micrarchaeum harzensis and its dependency on Ca
it is very likely that the DPANN member initiates the interaction
The close cell-cell interactions between acidophilic Micrarchaeota and Thermoplasmatales may also provide a route for horizontal gene transfer among these DPANN symbionts and their hosts
The cultures typically reached the exponential growth phase after incubation for 2–8 weeks
Imaging was conducted using a Zeiss Axiovert 200 M fluorescence microscope equipped with the software Axio Vision 4.7
Sequences with ≥90% gaps were removed using a custom script (faa_drop.py) and used for a phylogenetic analysis with FastTree (v2.1.10
Differential expression was assessed by using the Create Expression Browser 1.1 implementation of CLC Genomics Workbench 20.0.1 (QIAGEN
Results were filtered for log2fold changes higher or lower than 2 or -2
and a false discovery rate of 0.01 (Bonferroni)
For differential expression analyses transcriptomic data was compared to Ca
The experiment was performed two times with equivalent results
A response factor derived from an archaeol:GDGT-0 standard (1:1) was used to correct for the difference in ionisation between archaeol and GDGTs
The ToFMS was operated in extended dynamic range mode (2 GHz) with a scan rate of 2 Hz
We assessed archaeal lipid distributions by monitoring m/z 600–1400
Archaeal lipids were identified by searching within 10 ppm mass accuracy for relevant [M + H] + signals
Scheffleriplasma hospitalis and a co-culture of Ca
Scheffleriplasma hospitalis were inoculated as described above for 42 (pure culture) or 49 days (co-culture) until all available ferric iron was reduced and stationary phase was reached
1 mL culture was sampled and stored at −80 °C until further analyses
along with samples for ferrous iron quantification to estimate growth
and samples for DNA extraction and CARD-FISH for further detection of Ca
500 µL samples were amended by inducing sulphur precipitation through the addition of a spatula tip of CaCO3 to each sample
mixing for 5 min at 2,000 rpm at room temperature
This treatment also led to cell lysis so that the analysis included also intracellular metabolites
After centrifugation for 5 min at 17,000 × g at room temperature
50 µL of the supernatant was transferred to glass vials and dried under vacuum at 4 °C
Dried samples were stored at −80 °C until further analysis
100 µL of anaerobically grown culture was removed aseptically from the growth flask
2.5 µL of the culture was immediately applied to a freshly glow-discharged Quantifoil R2/2 Cu/Rh 200 mesh or R3.5/1 Au 200 mesh grid
blotted for 4–5 s and plunge-frozen into liquid ethane using a Vitrobot Mark IV (Thermo Fisher Scientific Inc.
while the blotting chamber was maintained at 100% humidity at 10 °C
For half of the prepared grids 10 nm protein-A gold (CMC Utrecht
Netherlands) was pelleted by centrifugation (100,000 × g
4 °C) resuspended in 1:10 dilution of the growth medium and additionally added to the samples immediately prior to grid preparation
Micrarchaeum harzensis cells was performed using medium magnification cryo-EM image data collected at a pixel size of 3.998 nm
Dividing cells were classified into associated or un-associated
whether they were in direct contact to the larger host cell Ca
Further information on research design is available in the Nature Research Reporting Summary linked to this article
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Genomics-informed isolation and characterization of a symbiotic Nanoarchaeota system from a terrestrial geothermal environment
A new symbiotic nanoarchaeote (Candidatus Nanoclepta minutus) and its host (Zestosphaera tikiterensis gen
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Characterisation of a stable laboratory co-culture of acidophilic nanoorganisms
Unexpected host dependency of Antarctic Nanohaloarchaeota
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cell-wall-deficient archaeon Cuniculiplasma divulgatum gen
Three new genera of fungi from extremely acidic soils
Comparative genomics provides insights into the genetic diversity and evolution of the DPANN superphylum
Promiscuous archaeal ATP synthase concurrently coupled to Na+ and H+ translocation
Nanoarchaeum equitans and Ignicoccus hospitalis: new insights into a unique
A complex endomembrane system in the archaeon Ignicoccus hospitalis tapped by Nanoarchaeum equitans
Assessment of lectin-binding analysis for in situ detection of glycoconjugates in biofilm systems
Biosynthesis of ether-type polar lipids in archaea and evolutionary considerations
Biosynthesis of archaeal membrane ether lipids
Evidence of a novel mevalonate pathway in archaea
An adaptation to life in acid through a novel mevalonate pathway
Composition of the lipids of Nanoarchaeum equitans and their origin from its host Ignicoccus sp
The archaellum: an old motility structure with a new name
Biology of archaea from a novel family Cuniculiplasmataceae (Thermoplasmata) ubiquitous in hyperacidic environments
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Complete atomic structure of a native archaeal cell surface
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Ferrozine - a new spectrophotometric reagent for iron
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Inexpensive multiplexed library preparation for megabase-sized genomes
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Archaeal Clusters of Orthologous Genes (arCOGs): an update and application for analysis of shared features between Thermococcales
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dbCAN: a web resource for automated carbohydrate-active enzyme annotation
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HydDB: a web tool for hydrogenase classification and analysis
HMMER web server: interactive sequence similarity searching
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The authors thank Carola Berg for excellent technical assistance
is a recipient of a Sir Henry Dale Fellowship
jointly funded by the Wellcome Trust and the Royal Society (202231/Z/16/Z)
would like to thank the Vallee Research Foundation
the European Molecular Biology Organization
the Leverhulme Trust and the Lister Institute for Preventative Medicine for support
was supported by the European Research Council (ERC STG ASymbEL: 947317)
the Swedish Research Council (VR starting grant 2016-03559 to A.S.) and the NWO-I foundation of the Netherlands Organisation for Scientific Research (WISE fellowship)
was supported by the NWO-I foundation of the Netherlands Organisation for Scientific Research (WISE fellowship to A.S.)
was supported by the Soehngen Institute of Anaerobic Microbiology (SIAM) Gravitation grant (024.002.002) of the Netherlands Ministry of Education
Culture and Science (OCW) and the Netherlands Organization for Scientific Research (NWO)
We thank Marianne Baas for technical support with the lipid analysis
were partly funded by the German Research Foundation (DFG) (grant number: 252014092)
These authors contributed equally: Susanne Krause
Kerstin Schmidt-Hohagen & Karsten Hiller
Braunschweig Integrated Centre for Systems Biology (BRICS)
Department of Marine Microbiology and Biogeochemistry
Royal Netherlands Institute for Sea Research
interpreted metagenomic and metatranscriptomic data and conducted together with T.R.N
contributed to the writing of the manuscript
performed PacBio and Illumina sequencing and were involved in bioinformatic analysis of the data
interpretation of the respective data and contributed to the writing of the manuscript
interpreted the data and was involved in writing the manuscript
performed and interpreted the metabolome analysis and contributed to the writing of the manuscript
contributed to metabolome analysis and writing of the manuscript
constructed phylogenetic trees and contributed to the writing of the manuscript
performed and interpreted the lipid analysis and contributed to the writing of the manuscript
Nature Communications thanks Mircea Podar and the other
reviewer for their contribution to the peer review of this work
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DOI: https://doi.org/10.1038/s41467-022-29263-y
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Volume 10 - 2019 | https://doi.org/10.3389/fmicb.2019.00126
Shewanella oneidensis is one of the best-understood model organisms for extracellular electron transfer
Endogenously produced and exported flavin molecules seem to play an important role in this process and mediate the connection between respiratory enzymes on the cell surface and the insoluble substrate by acting as electron shuttle and cytochrome-bound cofactor
the addition of riboflavin to a bioelectrochemical system (BES) containing S
oneidensis cells as biocatalyst leads to a strong current increase
an external application of riboflavin to increase current production in continuously operating BESs does not seem to be applicable due to the constant washout of the soluble flavin compound
we developed a recyclable electron shuttle to overcome the limitation of mediator addition to BES
Riboflavin was coupled to magnetic beads that can easily be recycled from the medium
The effect on current production and cell distribution in a BES as well as the recovery rate and the stability of the beads was investigated
The addition of synthesized beads leads to a more than twofold higher current production
which was likely caused by increased biofilm production
90% of the flavin-coupled beads could be recovered from the BESs using a magnetic separator
although bioelectrochemical systems (BESs) are perfectly suited for continuous biofilm based biotechnological production
the constant stream of fresh media over the biofilm would result in a continuous wash out of flavin compounds
neither the exogenous addition of soluble flavins nor the endogenous overproduction seem to be key strategies to enhance biotechnological production or consumption rates
The aim of this research was to study the application of a recyclable electron shuttle and its effect on current production in a BES in order to overcome disadvantages and limitations of flavin addition such as losses by washing out or high process costs
riboflavin was coupled to magnetic beads and the effects on current production in MR-1 as well as their stability and recyclability were investigated
All strains used in this study are listed in Table 1. S. oneidensis barcode is a strain that was developed by Dolch et al. (2016). It contains a 72 bp synthetic genomic integration that can be used for the quantification of cells via quantitative PCR (qPCR, see below). The gfp strain constitutively expresses a gfp gene and was used for fluorescence microcopy (Stöckl et al., 2016)
All strains were pre-cultured under oxic conditions in LB medium at 30°C
Cells were then transferred into anoxic minimal medium containing 12 mM HEPES buffer
70 mM lactate as electron donor and 100 mM fumarate as electron acceptor
the medium contained (per liter): 0.221 g K2HPO4
and 8.77 g NaCl supplemented with 1 mM MgSO4
The pH was adjusted to 7.4 and all bottles were sealed with rubber stoppers
oxygen was removed from the medium via the repeated application of a vacuum and following sparging of the headspace with N2
Before inoculation into bioelectrochemical reactors
the cells were harvested by centrifugation (5 min
6000 g) and washed twice with medium containing neither electron donor nor electron acceptor
the cells were resuspended to an OD600 of 0.07 in medium containing 70 mM lactate but no electron acceptor
The gfp-strain was cultivated with the addition of kanamycin (50 mg L-1) and L-rhamnose (2.2 g L-1) for plasmid maintenance and continuous eGFP expression
All bioelectrochemical experiments were conducted in triplicates using a single chamber MFC with a working volume of 270 ml (Bursac et al., 2017)
Germany) and platinum mesh (projected area of 1.25 cm2
Germany) were used as anode and cathode material
and an Ag/AgCl electrode (Sensortechnik Meinsberg
the anode was first rinsed with isopropanol
The complete bioelectrochemical setup was sterilized by autoclaving
the working electrode was poised to 0 mV vs
SHE using a potentiostat (Pine Instruments
United States) and current was monitored for 46 h
BES were constantly flushed with N2 gas in order to provide anoxic conditions and constant mixing of the liquid phase
The magnetic beads (PureCube MagBeads; Cube Biotech
Germany) used in this work are spherical magnetic agarose beads
The beads were synthesized by the company as a solid phase-based material via EDC/NHS-mediated coupling for covalent modification
A riboflavin-modified epoxide function was coupled to the magnetic agarose with three different alkane carbon chains with a respective chain length of 4 (C4)
glycine-modified epoxide function was used as a control and is from here on referred to as glycine-coupled beads
The beads had an average particle diameter of 25 μm and were stored in a 25% (w/v) suspension in 100% isopropanol
the beads were rinsed three times with sterile medium without electron donor and acceptor as stated above
The number of beads was quantified using a Neubauer chamber (Roth
The recovering process from the anolyte of the BES was performed using a magnetic separator and the recovery efficiency was calculated based on the difference between particle number added before the bioelectrochemical experiments and after the recovering process at the end of the experiments
Riboflavin was decoupled from the beads chemically by adding 100 mM NaOH for 30 min. The beads were then separated from the riboflavin solution using a magnetic separator. Riboflavin was quantified using a plate reader (Infinite Pro M200 Tecan, Switzerland) at 440 nm (Bartzatt and Wol, 2014)
The riboflavin concentration was determined based on a calibration curve
Several dilutions of a riboflavin solution in 100 mM NaOH with concentrations ranging from 0.5 to 10 μM were prepared as standards
Genomic DNA isolation as well qPCR based cell quantification were conducted according to Dolch et al. (2016)
Wild type and ΔOMC cells were pre-grown
harvested and centrifuged for 5 min at 6000 g
The optical density was adjusted in minimal medium with 50 mM lactate as electron donor and 10 mM fumarate as electron acceptor to OD600 of 1
1 ml of cells was mixed with 100 μl of beads (coupled to either riboflavin or glycine) and cells were incubated overnight under anoxic conditions
the beads were washed twice in anoxic medium lacking electron donor and acceptor using a magnetic separator
The binding of cells was assessed qualitatively under the microscope
Significance of the data was determined via Welch Two Sample T-test and F-test
Experiments in the impedance flow cell were performed according to Stöckl et al. (2016) in a previously described flow cell (40)
The flow cell was modified by the addition of an Ag/AgCl reference electrode (RE-3VT
Japan) and assembled under sterile conditions
Sterile Na2SO4 [electrolyte counter electrode (CE)] and lactate containing medium [LM
for working electrode (WE)] were filled into the respective half-cell chambers
The flow cells were tempered under an incubation hood to 30°C and the solutions were pumped through the flow cell by a peristaltic pump
The WE solution was flushed with N2 with a flow rate of 5 mL min-1 in order to ensure anoxic conditions in the WE chamber
The polarization and EIS routines were subsequently started
SHE) was applied to the indium tin oxide (ITO) WE and EIS was measured with a potentiostat (Reference 600
The frequency (f) range varied between 100 kHz and 50 mHz with an amplitude (U) of 10 mV rms and 10 points per decade
Polarization of the WE was started prior to the addition of bacteria to an OD600 of 0.1
Beads were added simultaneously to the cells to the WE chamber
Similar to the bacteria the beads were circulated between the flow cell and WE chamber reservoir
EIS measurements were performed after 24 h of incubation
Microscopic images of cells growing on the ITO WE were taken 24 h after inoculation
Samples were viewed on a Leica DM 5500B and images were taken with a Leica DFC 360 FX camera and the corresponding Leica LAS AF Lite software
Pumping was paused during image acquisition to prevent image disturbance by the peristaltic pump
A 50-fold higher shuttle concentration resulted in a linear increase of the current density
but for economic reasons we chose 37 nM riboflavin as suitable working concentration for further experiments
The effect of direct riboflavin addition on average current density in BES with 0
Error bars represent the standard deviations from means of samples taken in independent triplicates
The next step was to transfer the effect of soluble riboflavin on the current density to a recyclable shuttle that can be extracted easily from the medium. Therefore, riboflavin was coupled to magnetic beads via organic spacers of different chain lengths: short (C4), medium (C11), and long (C40). The number of C-atoms in the spacer had a strong impact on the current density in the BES (Figure 2)
Short spacers resulted in the highest current densities [7.5 ( ± 0.76) μA/cm2]
With increasing number of C-atoms between riboflavin and the magnetic beads
Medium spacers exhibited a current of 4.6 (±0.22) μA/cm2 and long spacers of 3.1 ± 0.31 μA/cm2
Glycine-coupled beads served as control and produced a slightly higher amount of current compared to the experiment without addition of riboflavin or magnetic beads (4.6 ± 0.47 μA/cm2)
addition of riboflavin-coupled beads to the anodic chamber resulted in a 2.4-fold increase of the average current density compared to experiment without magnetic beads
whereas the glycine-coupled control only led to a minor increase (1.4-fold)
Impact of riboflavin coupled beads on current density in BES
Three different linker molecules characterized by short (C4)
and long (C40) chain length were placed between beads and the riboflavin molecule
The control experiment was conducted without addition of riboflavin or magnetic beads; C4/C11/C40 represent the addition of riboflavin-coupled beads with the respective linker chain lengths; glycine instead of a riboflavin molecule was added to the C4 linker in the glycine-coupled control beads
The concentration of riboflavin was 37 nM in all experiments
(B) Average current density after 46 h of operation
We also analyzed the recovery rate and riboflavin concentration of all beads after the experiment and could measure for all setups very good recovery efficiencies of up to 90% (Figure 3)
The stability of the riboflavin-coupled beads was analyzed via BES experiments in which the beads were recycled from the anode compartment and then reused in a fresh BES setup
The experiment was repeated three times and no significant change in the current density could be detected (data not shown)
Recovery efficiencies of the beads and riboflavin content before and after batch experiments
C4/C11/C40 represent riboflavin-coupled beads with the respective chain lengths
Gray bars show the normalization to the beads number
striped bars to riboflavin content before the experiment and after the recovery process
so that a binding between riboflavin and OMCs should result in a co-elution of cells with the beads
microscopic analysis of all preparations exhibited no differences between wild type and ΔOMC cells (data not shown)
which indicates that at least under the chosen conditions riboflavin does not seem to bind to the OMCs
We compared total cell numbers in the different experiments and quantified the number of planktonic vs. anode-attached cells to investigate the effect of riboflavin and magnetic beads on the cell distribution in the anode chamber in further detail. Therefore, qPCR analysis was conducted to quantify the number of planktonic and biofilm-attached cells in the BES containing soluble riboflavin, riboflavin coupled to C4-beads and glycine-coupled control beads (Figure 4)
the number of planktonic cells was comparable both with and without riboflavin
the cell number increased significantly (p = 0.021) and 6.3-fold more cells could be detected compared to BES without the addition of riboflavin
this correlates well with the measured current increase
Adding riboflavin-coupled beads to the BES also influences the distribution of the cells
As seen with riboflavin as soluble compound
significantly more cells attached to the anode (p = 0.042)
whereas with glycine-coupled beads cell adhesion was positively affected but with rather high standard deviations which rendered this effect to be not significant (p = 0.277)
the increase in anode attached cells correlates roughly with the stimulating effect of the beads on current production
it can be assumed that there is a correlation of cells on the anode and current production and that this correlation is driven by riboflavin (either coupled to beads or as free compound)
whereas the beads per se affect biofilm growth at least not as robustly
Comparison of the total cell number determined via qPCR in BES with the addition of riboflavin
glycine-coupled control beads and riboflavin-coupled beads with a linker length of 4 carbon atoms
The riboflavin-coupled beads were added so that the overall riboflavin concentration was equal to the experiment with free riboflavin (37 nM)
The control experiment was conducted without addition of riboflavin or magnetic beads
Gray bars indicate planktonic cells; striped bars biofilm cells
even the addition of glycine-coupled beads leads to an increased GFP signal on the ITO WE
magnetic beads coupled with riboflavin gave an even higher fluorescence signal
indicating a promoting effect on the biofilm formation under anode respiring conditions
(A) Nyquist presentation of EIS measurements after 24 h of flow cell operation
(B) Bode plot and phase angle of the EIS measurements of flow cells without beads
flow cells without beads are depicted in gray squares
flow cells with glycine-coupled control beads in orange circles
and flow cells with riboflavin-coupled beads in blue triangles
Points represent average values of independent triplicates; arrows indicate the corresponding axis
The inset in (A) shows an equivalent electrical circuit for the BES flow cell; RCT: charge transfer resistance; RU: solution resistance; CPEDL: double layer constant phase element
(C) Fluorescence microscopy images of gfp-expressing MR-1 on ITO glass anodes in experiments without beads (1)
with glycine-coupled control beads (2) and with riboflavin-coupled beads (3) after 24 h of incubation
Circular areas without cells are due to the position of magnetic beads
In this study, an increased current density in MR-1-inoculated BESs was achieved by adding a recyclable electron shuttle composed of riboflavin-coupled magnetic beads. From an applied point of view the concentration of endogenous shuttles is usually rather low and exogenous addition of it is expensive and in some cases even environmentally toxic (Rinaldi et al., 2008)
permanent washout takes place in continuous cultivation systems
a shuttle that can be recycled as the here presented riboflavin-coupled magnetic beads would be advantageous
shuttles were either added to the medium or produced endogenously by microorganisms
the redox mediator has to be added continuously to avoid performance decrease due to washout
the beneficial effect of riboflavin can be recovered by magnetic separation and recycled with very good recovery efficiencies of up to 90%
This makes the process of adding bead-coupled riboflavin to BES much more sustainable
efficient and economical compared to the external addition or endogenous overproduction of the soluble compound
it does not seem to be necessary that the riboflavin is freely diffusible as the effect was detected also with riboflavin coupled to beads with a diameter of 25 μm
the effect of riboflavin on biofilm and current production was higher when it was added in its free form
A possible factor for this might be that riboflavin coupled to the beads is not as accessible as the free compound
This limited accessibility might also be the reason
why we could not detect a binding of cells to the beads as a result of outer membrane cytochrome expression
Impedance spectroscopy revealed that the addition of beads decreases the impedance by more than 50%
This decrease is mostly connected to the charge transfer resistance which is seen in the Nyquist plot as the beginning of a classical charge transfer semi-circle
non-electroactive) did not show any significant difference in the charge transfer resistance
Since the beads are made out of iron oxide and covered by a presumably permeable agarose coating
it is possible that they are conductive themselves and can reduce the resistance of the anode by acting as an extension of the electrode
thereby extending the electroactive surface area and lowering the overall impedance
the covalently attached compound (riboflavin and glycine
respectively) does not seem to affect the electrochemical properties of the bioanode
the microscopic images indicate an increased biofilm production caused by the addition of beads to the system and regarding biofilm density
riboflavin-coupled beads clearly outperform glycine-coupled ones
This enhanced cell density is reflected in the qPCR data
where riboflavin-coupled beads also exhibits a boosting effect on the number of anode-attached cells
It is possible that the effect of the beads on a BES is dual: an improved conductivity leads to decreased resistance and by this more effective EET and current production
and (as stated above) riboflavin itself not only influences the electron transfer to the anode but also plays a role in biofilm production and/or formation
KS-R wrote the manuscript with support from DR and JG
RU and DH supervised the electrochemistry part
Outer membrane cytochromes/flavin interactions in Shewanella spp.-A molecular perspective
In situ monitoring of Shewanella oneidensis MR-1 biofilm growth on gold electrodes by using a Pt microelectrode
Detection and Assay of Vitamin B-2 (Riboflavin) in Alkaline Borate Buffer with UV/Visible Spectrophotometry
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Acetoin production via unbalanced fermentation in Shewanella oneidensis
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Electron transfer process in microbial electrochemical technologies: the role of cell-surface exposed conductive proteins
Genomic barcode-based analysis of exoelectrogens in wastewater biofilms grown on anode surfaces
Redox linked flavin sites in extracellular decaheme proteins involved in microbe-mineral electron transfer
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Effect of oxygen on the per-cell extracellular electron transfer rate of Shewanella oneidensis MR-1 explored in bioelectrochemical systems
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Gescher J and Sturm-Richter K (2019) Addition of Riboflavin-Coupled Magnetic Beads Increases Current Production in Bioelectrochemical Systems via the Increased Formation of Anode-Biofilms
Copyright © 2019 Arinda, Philipp, Rehnlund, Edel, Chodorski, Stöckl, Holtmann, Ulber, Gescher and Sturm-Richter. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY)
*Correspondence: Katrin Sturm-Richter, a2F0cmluLnN0dXJtLXJpY2h0ZXJAa2l0LmVkdQ==
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Volume 13 - 2022 | https://doi.org/10.3389/fpsyt.2022.819607
This article is part of the Research TopicThe Development of Biomarkers in PsychiatryView all 11 articles
Major depressive disorder (MDD) is a widespread common disorder
there are no easy and frequent to use non-invasive biomarkers that could guide the diagnosis and treatment of MDD
The aim of this study was to investigate whether there are different mass concentrations of volatile organic compounds (VOCs) in the exhaled breath between patients with MDD and healthy controls
patients with MDD according to DSM-V and healthy subjects were investigated
VOCs contained in the breath were collected immediately after awakening
and after 60 min in a respective breath sample and measured using PRT-MS (proton-transfer-reaction mass spectrometry)
and 90 were significantly decreased in patients with MDD compared with healthy controls
changes during the time in mass concentrations of m/z 93 and 69 significantly differed between groups
Differentiation between groups was possible with an AUCs of 0.80–0.94 in ROC analyses
VOCs differed between patients and controls
might be a promising tool for future studies
Altered masses are conceivable with energy metabolism in a variety of biochemical processes and involvement of the brain–gut–lung–microbiome axis
The aforementioned measures currently under investigation are invasive blood tests
except the test for cortisol when measured in saliva
is unpleasant to collect for the participants
It is not convenient for patients to give numerous blood samples throughout the day or even over several days in order to follow the disease course longitudinally
functional neuroimaging is expensive and time consuming and it is not feasible to scan patients several times as a routine procedure
A non-invasive longitudinal measurement would certainly increase the information on individual disease characteristics and the dynamics of these during the disease in patients
new non-invasive markers are highly needed
no study exists that investigated whether VOCs in breath differ between patients with MDD and healthy controls
although metabolic changes are well known in patients with MDD
The aim of this study was therefore primarily to identify potential VOCs in breath that differ between patients and controls
we were interested to investigate the change of breath gas markers during the awakening time
since the awakening time was previously under focus of cortisol research in depression
we were interested to examine whether breath gas analysis might have the potential to differentiate between patients and controls and to investigate if multiple measurements over the first hour after awakening might improve classification
we tested for the influence of hospital environment and medication on the detected mass concentrations
From our psychiatric service 26 patients with DSM-V MDD diagnosis and 25 healthy controls were recruited in a prospective design
All the patients were in therapy either as inpatients or outpatients and at time of investigation were mildly to severely depressed
Inclusion criteria for patients were MDD according to DSM-V and age between 18 and 65 years
The latter applied to healthy controls too
who were recruited from the local community matched for age and sex to the patients included into the study
Exclusion criteria for participants were a known alcohol or drug dependency
Neurological disorders and diseases affecting the brain function were further excluded (e.g.
hypo- or hyperthyroidism) and also acute internal disorders
Our participants reported no acute gastrointestinal disease
for the patients a current psychotic disorder
depressive episodes with psychotic symptoms
other psychiatric axis 1 disorders were excluded
For healthy controls any history of a psychiatric disorder was an exclusion criterion
All the patients and controls had to give written informed consent to participate in the study
All the subjects were investigated clinically and diagnosis were confirmed using the SCID diagnostic interview (13) by an additional independent investigator. Moreover, they have been examined using standardized questionnaires for psychiatric symptoms: Hamilton Depression Scale (HAMD) (14), Clinical Global Impression (CGI) (15), and Beck Depression Inventory (BDI) (16)
The current medication and also the medication during the last 2 weeks before study inclusion were documented for the group of patients receiving antidepressants
the past clinical course was assessed from interviews and case notes within the psychiatric services in particular to stage the recurrence of the disease
previous other doctors’ reports were collected
as exact as possible treatment history for medications and psychotherapy were obtained
We measured the VOC concentrations as counts per seconds in the breath gas of all the participants (patients as well as controls) with Proton-Transfer-Reaction Mass Spectrometry (PTR-MS)
Awakening was defined when participants got out of the bed in the morning
All the breath gas collection was carried out after awakening in patients and controls on an empty stomach
to avoid contamination with acute food intake or smoking effects
Participants were instructed to sit calm for 2 min and to breath normally and then to start breath gas sampling
Since breath gas was collected at awakening
which are special tubes for collecting air and breath
No further preparation such as freezing or making use of condensation is necessary
For better detection of the exact substances
we carried out six probes with the PTR-MS system as well as a more sophisticated system based on a time-of-flight (TOF) analyzer unit
The sensitivity and specificity of such a system is by far better than the quadrupole-based system
Smoking influences some of the VOCs. In the smokers benzene, xylene isomers, styrene, ethylbenzene, acetonitrile, and furan derivatives and also hydrocarbons have been detected in exhaled breath (17)
With regards to smoking the patients and test persons behavior was documented and moreover
it can clearly be detected with breath gas analysis and the VOCs concerned were excluded from the analysis
we selected those VOCs that are already known from breath research and are not related to smoking
We determined an effect-size for group differences between patients and controls as d = 1.37 for comparison of single values and an effect size of 15 per group
we intended thus to recruit 25 patients and controls to allow also for covariates to be included in the analyses
Group differences between patients and controls and interactive effects between groups and time (during awakening) were analyzed using general linear models for repeated measures
Correction for multiple comparison was applied using false discovery rate (FDR) and significance was assumed with p = 0.05
Cliffs Delta statistics was used to indicate effect sizes for differences between patients and controls irrespective of distribution of values
Effects of antidepressant medication and the clinical environment (inpatients and outpatients) were analyzed further
a random forest analysis for feature extraction was used to cope with the structure of the test set and the measured values
the data set was divided into ten randomly chosen training and validation data sets in the ratio of 75 and 25%
The algorithm tries to keep the number of patients and healthy subjects in each randomly chosen data set equal
In each validation of the trained random forest model
the importance of each measured value is calculated using the permutation method
calculated importance values were summed for each measured mass
the five masses with the highest summed importance values were then used for logistic regression
Based on the obtained formulas for combination of markers we obtained the predicted values for the model in the test sample
These models were available to our statistician
The obtained results and reference standards were confirmed in the validation sample
A ROC analysis was then carried out to identify sensitivity
and accuracy for discrimination between patients with MDD and healthy controls
There are no significant differences between patients and controls in terms of gender, age, BMI, alcohol consumption and education (Table 1)
patients with MDD show significant higher depression severity compared to healthy controls
but did not survive false discovery rate (FDR) correction: m/z 42 was increased in patients with MDD compared with healthy controls [F(1/50) = 8.3
Decreased in patients with MDD compared with healthy controls were m/z 70 [F(1/50) = 5.3
Time course and differences between groups for markers 88
Moreover, different time courses during the awakening for the concentrations of the m/z 93 [F(1/50) = 5.2, p = 0.007 with assumed sphericity] and 69 [F(1/50) = 2.6, p = 0.091 with Greenhouse–Geisser correction] were detected between patients with MDD and controls (Supplementary Figure 1)
The difference between m/z 93 at 30 min minus baseline was significantly higher for patients with MDD compared with the controls [F(1/50 = 13.5
The difference between m/z 69 at 60 min minus 30 min is significantly different between groups as well [F(1/50) = 4.6
Random forest analyses indicate the masses most important for differentiating between patients and controls
Shown is sensitivity and 1-specificity for the combination of markers in the validation sample
First m/z 74 was calculated alone (1x Vars)
then subsequently the other important markers are added showing an increase up to the first three markers
Adding the marker m/z 69 showed very good classification. The classification was as following: AUC = 0.96 in the test sample and AUC = 0.91 in the validation sample (Supplementary Figure 2)
we tested whether breath gas sampling in the hospital for inpatients differed from breath gas sampling at home considering depression severity
the six patients being in outpatient therapy were compared with the 19 patients in the hospital
No significant difference was found in the aforementioned significant different breath gas markers
Levels of m/z 74 were significantly lower in patients sampling at home compared to those sampling in the hospital [F(1/24) = 6.2
No significant difference in concentration of these VOCs was detected between patients on antidepressants compared with those without antidepressants
Endogenous VOCs provide a plethora of information regarding the metabolic processes
This is to our knowledge the first study using breath gas analysis to explore potential signatures for supporting diagnostics in MDD
oral microbiome and not only gut or lung microbiome might need to be considered when locating origins of altered VOCs
This would argue that reduced physical activity might be a contributing factor to butyric acid in breath
further studies are necessary to study the effect on exercise butyric acid in patients with MDD
this might be different due to pulmonary ventilation
where increases of isoprene have been detected
and m/z 94 were not found to be associated with exercise so far
It could also be proven for isoprene that it can be measured in increased concentration in the air breathed during physical activity. Here, it could be proven that the measured concentration also depends on the lung blood flow. Endogenous production is not increased during increased activity (28)
M/z 93 was significantly increased in MDD compared with the controls and significantly increased during the awakening response in patients more than in the healthy controls. This mass belongs to toluene (29), which is predominantly used as an industrial feedstock. Its exposure was previously found to be associated with cognitive dysfunctioning in the neuropsychological tests (30)
diagnostics are still based on clinical interviews
psychiatric history and assessment of psychopathology
Breath gas analysis has the advantage against blood analyses or functional MRI that it is a non-invasive
Measurement in patients with MDD was well-tolerated and is feasible also over several time points during the day
during the awakening period like in our study
subjects were comfortable with the procedure even when they were severely depressed and were not stressed by it
Breath gas analysis did show a very good accuracy in predicting patients with MDD vs
healthy subjects in the test as well as the validation sample
An AUC of 0.93 for a three-factor solution seems to be promising for the next step in studying these signatures in the larger clinical studies including also other diagnoses
the sample size was small thus limiting the generalizability of the findings
the sample size needs to be extended toward more outpatients treated in the community and patients in remission as well as longitudinal assessments during the disease course
This will allow to explore whether the markers are trait or state dependent
antidepressant medication seems not to have a major effect
it should then be tested whether this might be the case for all the antidepressant classes
The type of diet can have an impact on metabolites excreted
these effects can be seen in exhaled breath
the exact components of the diet were not explicitly asked about
nutrition needs to be taken into consideration
we are not aware of any of the masses we found to be associated with nutrition
but given the limited number of existing studies
it seems to be important to control for nutrition
breath gas analysis was carried out in patients and controls at awakening and the hour afterward on an empty stomach
patients were more often smokers than non-smokers
Although VOCs known to be associated with smoking were excluded from analyses
in a larger sample the effect of smoking needs to be investigated
the present study shows that breath gas analysis might be an interesting method to investigate the metabolic profile in patients with major depressive disorder (MDD)
The raw data supporting the conclusions of this article will be made available by the authors
The studies involving human participants were reviewed and approved by Ethics Committee of medical faculty of Otto von Guericke University Magdeburg
The patients/participants provided their written informed consent to participate in this study
HD: analysis and interpretation of the data and revising the manuscript
LG and DG: interpretation of the data and revising the manuscript
All authors agreed to be accountable for all aspects of the work ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated
TF received funding from the European Union Horizon 2020 Programme within the project Deep-Learning and HPC to boost biomedical applications for health (DeepHealth): Grant number: 825111
The authors obtained a patent for breath gas analysis in major depressive disorder
there is no embargo for the publication any more
TF received fees for presentation from Janssen-Cilag
The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations
Any product that may be evaluated in this article
or claim that may be made by its manufacturer
is not guaranteed or endorsed by the publisher
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpsyt.2022.819607/full#supplementary-material
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Copyright © 2022 Lueno, Dobrowolny, Gescher, Gbaoui, Meyer-Lotz, Hoeschen and Frodl. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY)
*Correspondence: Thomas Frodl, dGZyb2RsQHVrYWFjaGVuLmRl
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Microbiological Chemistry and Geomicrobiology
Volume 11 - 2020 | https://doi.org/10.3389/fmicb.2020.00815
This article is part of the Research TopicElectromicrobiology – From Electrons To EcosystemsView all 14 articles
Microbial electrochemical technologies (METs) have emerged in recent years as a promising alternative green source of energy
with microbes consuming organic matter to produce energy or valuable byproducts
It is the ability of performing extracellular electron transfer that allows these microbes to exchange electrons with an electrode in these systems
The low levels of current achieved have been the limiting factor for the large-scale application of METs
Shewanella oneidensis MR-1 is one of the most studied electroactive organisms regarding extracellular electron transfer
and it has been shown that biofilm formation is a key factor for current generation
The transcription factor bolA has been identified as a central player in biofilm formation in other organisms
with its overexpression leading to increased biofilm
In this work we explore the effect of this gene in biofilm formation and current production by S
Our results demonstrate that an increased biofilm formation and consequent current generation was achieved by the overexpression of this gene
This information is crucial to optimize electroactive organisms toward their practical application in METs
highlighting the potential of EAB manipulation to optimize BES
The bolA gene, initially identified as a transcriptional regulator for cell shape in Escherichia coli (Aldea et al., 1988), was recently shown to be responsible for promoting biofilm development by targeting several genes encoding proteins related to this process (Dressaire et al., 2015). This gene is present in numerous electroactive organisms (Supplementary Table S1)
we report the effect of the bolA gene in the development of S
oneidensis MR-1 biofilm and the consequences for current density production in BES
We demonstrate that the bolA gene increases both current generation in BES and biofilm formation
opening the way for future regulation studies focusing on this gene
This work is a step forward towards a clear understanding of the genes that regulate biofilm formation in S
This knowledge is of great importance towards the optimization of current production in BES
paving the way for their commercial application
Bacterial strains were cultivated overnight in LB supplemented with kanamycin (50 μg/mL) at 30°C with 150 rpm agitation. For the growth curves, cells were diluted in M4 medium (Delgado et al., 2019) supplemented with kanamycin (50 μg/mL) to a starting OD600 of 0.07
200 μL were then transferred to individual wells of a polystyrene flat bottom 96-well plate (Sarstedt) and allowed to grow at 30°C without stirring
The cell density was measured at 600 nm every 30 min for 46 h using a Multiskan Sky Microplate Spectrophotometer (Thermo ScientificTM)
The experiment was conducted using twelve replicates and the mean and standard deviation were calculated using MS Excel
Planktonic cells were harvested from the cultures after the growth curves (46 h of growth)
Samples were observed in slides coated with 1.5% (wt/vol) agarose film and enclosed with a cover glass
Images were acquired on a Leica DM 6000B upright microscope equipped with an Andor iXon 885 EMCCD camera and controlled with the MetaMorph V5.8 software
using the 100 × 1.4 NA oil immersion objective plus a 1.6× optvar
Images were processed using ImageJ software
Growth and analysis of static biofilms under microoxic conditions were measured using crystal violet staining on the 96-well plate resulting from the growth curve experiment according to (Dressaire et al., 2015)
Each well was cleaned three times with 200 μL water and then treated with 200 μL 0.1% crystal violet for 15 min
The plate was then washed three times with water to remove the excess of crystal violet and dried at 65°C for 15 min
200 μL of 96% ethanol were added to each well and incubated for 15 min at room temperature and the optical density of each well was measured at 570 nm using a Multiskan Sky Microplate Spectrophotometer (Thermo ScientificTM)
The ratio of biofilm development to planktonic growth was calculated using the cell density (OD570/OD600)
An unpaired t-test was used to determine significance of the data
The bioelectrochemical experiments were conducted in triplicates using a single chamber BES with a working volume of 270 mL (Bursa et al., 2017)
Germany) were used as working and counter electrode material
0.199 V vs standard hydrogen electrode (SHE)] (Sensortechnik Meinsberg
the working electrode was rinsed with isopropanol
cells were harvested from the preculture by centrifugation (7 min
6000 × g) and washed 3 times with M4 medium containing neither electron donor nor electron acceptor
Cells were then resuspended to a starting OD600 of 0.07 in M4 medium containing 70 mM lactate and kanamycin (50 μg/mL)
the working electrode was poised to 0 mV vs SHE and current was monitored for 46 h
BES were incubated at 30°C and constantly flushed with N2 gas in order to ensure anoxic conditions
the medium was continuously agitated using a magnetic stirrer
The OD600 was measured in the beginning and after the 46 h of the BES experiments and showed that the planktonic growth was negligible (ΔOD600 < 0.02)
a standard curve using biological triplicates of the bacterial strains in six different dilutions was established
the cells were counted in two different dilutions (Neubauer chamber improved
cell counts of isolated DNA sample were determined
Bacterial growth profile of the different strains was monitored for 46 h under microoxic conditions to evaluate the effect of bolA (Figure 1A). There were no significant differences detected in the growth of the strains. Furthermore, the microscopic images taken to explore differences in cell shape show that no morphological differences exist between the strains at this scale (Figure 1B)
oneidensis MR-1 strains obtained in the 96 well-plate: Black - WT; Brown – WT+; Green – ΔbolA; Blue – ΔbolA+
Cells were cultured for 46 h under microaerobic conditions in M4 medium and OD600 was measured every 30 min
(B) Phase contrast microscope imaging of the different strains: 1 – WT; 2 – WT+; 3 – ΔbolA; 4 – ΔbolA+
Pictures were taken using agarose-coated slides and cultures resulting from the growth curves
Cultures resulting from the growth curve were used to evaluate biofilm production by crystal violet staining (Figure 2A)
The results show that the overexpression of bolA leads to an increase in biofilm production
with significant differences (unpaired t-test p < 0.05) found between the WT and both the WT+ and ΔbolA+
The strain WT+ produces a 1.24-fold increase in the ratio of planktonic cells to biofilm relative to the WT while the strain ΔbolA+ produces a 1.26-fold increase
Although the ΔbolA strain presents a slight increase in biofilm formation relative to the WT strain this difference is not significant
Representation of the biofilm production by the different strains normalized by OD600 of the planktonic cultures (A) and mean current density produced by the different strains in BES (B)
Black – WT; Brown – WT+; Green – ΔbolA; Blue – ΔbolA+
Biofilm formation was measured by crystal violet stain with cell cultures resulting from the growth under microaerobic conditions after 46 h incubation
The potential of the anode in BES was poised to 0 vs SHE using an Ag/AgCl reference electrode
Stars represent significant differences (unpaired t-test p < 0.05)
A very similar effect can be observed in the ΔbolA+ strain
The DNA deposited on the anodes of BES was isolated using qPCR and the DNA content was examined to evaluate if the increased current density of the bolA overexpressing strains correlates with cell attachment on the anode. Interestingly, the deletion of bolA leads to a 1.8-fold decreased amount of DNA on the anode (Figure 3)
while the complementation of the bolA deletion shows almost the same amount of DNA on the anode as the WT
No significant difference was observed between the WT and the bolA overexpressing strain (WT +)
Amount of DNA on the anode relative to the wildtype determined by qPCR
DNA was isolated from the anodes after BES experiments
The bolA gene was originally identified as a transcriptional regulator for cell shape in E. coli, as its overexpression leads to round cell morphology (Aldea et al., 1988). BolA was demonstrated to promote biofilm development by targeting several genes encoding proteins related to this process, being described as a modulator for the switch between planktonic to sessile lifestyles (Vieira et al., 2004; Dressaire et al., 2015)
In this work we addressed the effect of this gene in S. oneidensis MR-1, one of the most widely studied microorganism regarding extracellular electron transfer in BES. It has been demonstrated that, in these systems, an increase in biofilm thickness leads to an improvement in current generation (Yu et al., 2011; Yong et al., 2014; Liu et al., 2015; Zajdel et al., 2018; Freyman et al., 2019)
Phylogenetic tree based on the alignment of the bolA sequence from the different electroactive Shewanella species
Tree constructed by neighbor joining using CLC main workbench 8.1 software (Qiagen)
Differences could also be observed in the biofilm formation
with the overexpression and complemented strains producing an approximate 1.25-fold increase in biofilm production
This result relates very well with the 1.2-fold increase in the mean current density observed upon expression of the bolA gene
the amount of DNA deposited on the anode in the ΔbolA+ strain was higher than that of the ΔbolA
As the qPCR detects both intracellular DNA and extracellular DNA
that can be embedded in the biofilm matrix and help in extracellular electron transfer processes
it is difficult to determine if the bolA gene promotes biofilm formation by increasing extracellular DNA
The biofilm assay was conducted under microoxic conditions given the inability to detect biofilm formation using this protocol under anoxic conditions
This could be attributed to the low optical densities obtained when growing S
oneidensis MR-1 in minimal medium under anoxic condition in the 96-well plates
in the case of oxic or microoxic conditions
the biofilm is formed on the top of the well
at the interface between the culture medium and oxygen
which allows the cells to get both nutrients and the terminal electron acceptor (i.e.
the oxygen is absent and the electrode acts as the terminal electron acceptor
promoting biofilm development on its surface
as well as the understanding of what processes bolA regulates would increase our knowledge in enhancing biofilm formation and consequently increase current production in BES
The datasets generated for this study are available on request to the corresponding author
AS and ME performed the experiments and carried out the data acquisition and analysis
All authors were involved in the discussion of the results and in writing the manuscript
This work was supported by Fundação para a Ciência e a Tecnologia (FCT) Portugal (Project PTDC/BIA-BQM/30176/2017
fellowship SFRH/BD/129067/2017 to AS) and by Cooperação Científica e Tecnológica FCT/DAAD
It received funding by Project LISBOA-01-0145-FEDER-007660 (Microbiologia Molecular
Estrutural e Celular) funded by FEDER funds through COMPETE2020 – Programa Operacional Competitividade e Internacionalização (POCI)
and from the European Union’s Horizon 2020 Research and Innovation Programme under grant agreement No
This work was also partially supported by Portuguese Platform of BioImaging (PPBI) (PPBI-POCI-01-0145-FEDER-022122)
co-funded by national funds from Orçamento de Estado (OE)
and by european funds from Fundo Europeu de Desenvolvimento Regional (FEDER)
Arraiano for their support with the results and protocols
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2020.00815/full#supplementary-material
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Copyright © 2020 Silva, Edel, Gescher and Paquete. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY)
*Correspondence: Catarina M. Paquete, Y3BhcXVldGVAaXRxYi51bmwucHQ=
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“There’s no such thing as bad weather — only the wrong clothes,” could have been written about Skye
this is a place where sensibly attired islanders think nothing of hopping in their kayaks to glide past curious otters
or hiking the famous mountain range in horizontal rain
when a road bridge connecting the town of Broadford to Kyle of Lochalsh was built
Skye has become an island that is also not an island
its accessibility means it has surged in popularity with second-home owners who drive up from Glasgow and Edinburgh (four hours and 40 minutes from both cities) and open their car doors to a land
Class of 2017: Regis High SchoolStatesman JournalGraduation ceremonies were at 1:30 p.m
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Put your prejudices aside and get ready to try the dairy-free
vegan ice cream that just might be your new favorite at Frankie & Jo’s
“Welcome to our new tradition of mindful ice cream,” says the website for Seattle’s new Frankie & Jo’s
You’d be forgiven an eye-roll at the language
appropriated from the realm of yoga or meditation: “We live and breathe the layered nuances of plant-based ice cream making so that your experience can be pure
and delicious.” (What would an unintentional ice-cream experience be like
Frances and Joanne (who were neither vegan nor gluten-free)
The veganism-opposed might mount a protest: “Cream” is in “ice cream” for a reason — it’s not “ice plant”
Linguists could calmly take issue: “New tradition” is an oxymoron
And there may be some part of us all that screams: Can’t we just enjoy our ice cream
Sunday-Thursday 2-10 p.m., Friday-Saturday 2-11 p.m.; 206-257-1676; frankieandjos.com
cleansing breath and prepare to have your palate
for Frankie & Jo’s ice cream is straight-up delicious
Believe it or not — all dietary needs and political predilections aside — it could be your new favorite ice cream
Frankie & Jo’s vanilla has a faint caramelly flavor from its brown cane sugar
plus the taste of real vanilla bean; it’s unabashedly sweet
lush and very ready for any berry to top it
Is it slightly lighter than regular ice cream
with maybe a little bit of a soft-serve texture to it
It’s something to ponder while you eat it all up
The cocoa-nib brownie mint was my instant favorite
despite the fact that I don’t usually like stuff mixed into my ice cream
and as such are a major achievement of gooey goodness; the cocoa nibs add welcome little explosions of bitter crunch; the mint is subtle
Beet strawberry rose sorbet practically glows a bright crimson
Electric-yellow gingered golden milk is even brighter
its complex taste a love-it-or-hate-it punch of fresh turmeric root; fresh and candied ginger; cinnamon; cardamom; black pepper; and sea salt
its spicy coconut richness will remind you of curry
(I’d say skip the waffle cone; it’s made with oat flour
and it ends up a little crumbly and overly healthy-tasting.)
sprouts them overnight and makes nut milk from them the next day
Most flavors also contain the nondairy lusciousness that is coconut milk — think of the smooth richness of a piña colada
expensive Vitamix that sounds like an airplane taking off
And she says the secret — the thing that makes it so much better than whatever other dairy-free ice cream you may have had the misfortune of trying — is what’s not there: no gums to create an artificially fluffy texture
no stabilizers to keep the fat and liquid combined for an artificially prolonged shelf life
The path to Frankie & Jo’s began with pastry chef Martin realizing she had a dairy allergy
Martin started making her own dairy-free ice cream back then
eventually approaching Brunson about sharing it with the world
and “kind of admired each other from afar,” Brunson says
“We weren’t best friends like we are now.” Their research and development included a trip to L.A
shipments of more nondairy ice cream from around the country
eating every kind available in the grocery-store freezer case
Then came “experimenting a lot with the fact that ice cream is a formula of sugar and fat
just like most baking … playing with those percentages to get a beautiful
Brunson and Martin worked for a year and a half to get the recipes right and the shop open
and the reception has been almost clamorously appreciative
They’re so sincerely delighted that people like the result
For those with allergies or diets of their own choice
“It doesn’t feel like an afterthought — it’s specifically for them,” Brunson says
to be trendy; neither of them are vegan themselves
but they both respect “the idea that you don’t have to use animals to make beautiful food.”
And those with a knee-jerk negative response might just come around with the first spoonful
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The Building and Construction Authority (BCA) issued orders to stop excavation works on a site in Birżebbugia just a few metres away from the archaeological heritage of Għar il-Friefet following the contractor’s failure to submit a commencement notice before starting works
The development in question will consist of 178 apartment units
five retail outlets and one office spaced out over three blocks four storeys high
Ample evidence of the works that were carried out could be seen in the form of heavy machinery and recently disturbed soil on site
works that may affect third parties adjacent to a site require a thorough assessment of any potential risks to nearby property
with the contractors being responsible for submitting a commencement notice at least five days before the works start
While the planning application (PA/2901/16) was already approved in March 2019
the contractors initiated works before completed geological studies were submitted for scrutiny
The application lists Ansgar Gescher as the applicant on behalf of Scirocco Heights Ltd
a real estate firm that lists Gescher as the sole shareholder on the Malta Business Registry
The contractors on site both fall under the umbrella of Zahra Group
a cave described by the case officer as “an underground cave of ecological
A YouTube channel listed under the name of Pierre Farrugia uploaded recent footage of an excursion into the cave
which is closed off to public access unless permission is obtained from the relevant authorities
“Għar il-Friefet forms part of a greater area of the archaeological and geological area that includes Għar Dalam
This cave is a Level 1 Area of Scientific Importance and a Grade B Area of Archaeological Importance,” the case officer’s report reads
The development itself now remains in limbo as the BCA is expected to assess the latest method statements submitted by the applicant
with its order to stop works until further notice
who is the architect for Birżebbuġia’s local council
wrote a damage report on behalf of one of the residents whose property might be affected by development works in the area
When asked whether residents ought to worry about the development
“the matter remains unclear” given that the latest method statements did not include the necessary geological studies to ensure third party property would not be affected
“The reports need to determine whether there are fissures in the rocks
and whether there is any potential for rocks to slide over each other and if so
what measures need to be taken,” Cacopardo told The Shift
The architect also spoke of how development on the site has been in the works since the 1970s
pointing out that he had personally participated in the PA’s board meeting on the original development in the name of the local council
“We had participated in the process and we had insisted on ensuring protection for Għar il-Friefet
among other things,” Cacopardo told The Shift
including where access is limited to trucks and vehicles to avoid damage as well as other conditions on controlling vibrations in the area to prevent any damage being caused to either people’s residences or Għar il-Friefet’s archaeological heritage,” he added
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cultural and social commentary from civil society
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One person was killed in an accident on a German highway after he drove his truck into a cargo container filled with iron material that was left on the road
The accident happened just past midnight on Thursday when the container dislodged from a truck being driven by a Dutch operator with no valid driver's license
was later found to have a blood alcohol content of 0.74 per mille
He was found about a half-kilometer further north of the accident site on Autobahn 31 near Gescher
Münster Police said it was not known why the cargo separated from the truck
His body was recovered once rescue workers were able to cut through the wreckage
The four others who were hurt were aged 30
Portions of Autobahn 31 remained closed until about 2 p.m
Police said the accident caused nearly 130 thousand euros in property damage
A blood test was used to determine the amount of alcohol in the Dutch driver's system
The legal limit in Germany is 0.5 per mille for most drivers
and truck drivers are not allowed to have any alcohol in their system
according to the European Transport Safety Council
You are in: Leicester > People > Your Stories > Broccoli Juice from Braunstone
A Leicester man with bladder cancer says his daily glass of broccoli juice is helping to prevent his cancer from spreading
Ray Wiseman says that Cancer Research UK is now planning to look into the benefits of broccoli
Ray Wiseman from Braunstone in Leicester was diagnosed with bladder cancer five and half years ago
He's 79 years old and the prognosis wasn't good
suggested that they should buy a juicing machine
She told Ray that he should drink a glass of broccoli juice once a day
as it would help build up the immunity in his bladder
BBC Leicester's Bridget Blair went to meet Ray and Joan Wiseman at their home..
Help playing audio/video
Broccoli juice isn't proven to help stop bladder cancer from spreading
but Ray believes it is doing him some good:
Ray and Joan wrote to The Daily Mail with the idea of telling other people about the positive effects of broccoli juice
They weren't expecting the media frenzy it spawned
with interviews on radio and television and in national newspapers
Joan says they're a little old to cope with all the photo shoots and interviews
but it'll be worth it if other people can be helped:
"If all through this any people can become more aware of it
"I would love to think that if anybody else could benefit from this
"By all accounts Cancer [Research] UK are going to get in touch with us
wondering if what we tell them about the recipe and everything would be of any use to their cancer sufferers."
But is there any evidence behind the broccoli juice
BBC Leicester's Chris Baxter spoke to Professor Andy Gescher from the University of Leicester..
Professor Gescher is investigating naturally occurring chemicals and their role in preventing cancer
He says it could be true that broccoli juice has helped slow down Ray's cancer
but there is no scientific proof that broccoli can help existing cancers yet
However a connection between cancer and broccoli has been discussed before:
it has long been suggested that certain constituents...that they may prevent cancer
That has been shown in animal experiments."
Chris Baxter and Breakfast show producer Kay Wright made some broccoli juice and gave it a try - listen to how they got on:
500mg broccoli2 carrots1 apple and a few drops of lemon juice
Wash the fruit and vegetables and put them in a juicer
add the lemon juice and put it in the fridge
last updated: 12/09/2008 at 16:52created: 23/07/2008