Changes in the Epigenetic Landscape of ME/CFS Reflect Systemic Dysfunctions; Helliwell, Thesis 2019, paper 2020

Dolphin

Senior Member (Voting Rights)
Source: University of Otago
Date: December 20, 2019
URL: https://ourarchive.otago.ac.nz/handle/10523/10114

https://ourarchive.otago.ac.nz/bitstream/handle/10523/10114/HelliwellAmberAH2019GeneticsMasters.pdf
(210 Mb !)


An epigenetic analysis of Myalgic Encephalomyelitis/Chronic Fatigue
Syndrome
-------------------------------------------------------------------
Amber Mikaela Helliwell
- Department of Genetics, University of Otago, New Zealand


Abstract

Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a
debilitating disease affecting approximately 20,000 New Zealanders.
Patients experience lifelong persistence of the disease with symptoms
including a characteristic post exertional malaise, and dysfunctions in
cognition, sleep and the autonomic nervous system. Symptoms are severe
enough to prevent normal function, leaving a significant proportion of
patients house or bed bound greatly reducing quality of life. Prior
research and disease presentation indicates a multi-systemic
pathophysiology primarily involving metabolic, immune and neurological
dysfunctions. Susceptibility is believed to be a combination of a
genetic predisposition in combination with environmental stressors.
Recent investigative efforts have turned to epigenetics in order to
further understand the disease. DNA methylation is a well-characterized
epigenetic modification that is linked to changes in gene expression,
especially when it is found within the regulatory regions of the genome
such as promoters. Additionally, DNA methylation is a malleable,
environmentally affected regulatory modification with the potential to
provide insights into systematic changes linked to the disease. This
investigation aimed to characterize, in depth, the DNA methylation
patterns of ME/CFS patients compared with age and gender matched healthy
controls.

In order to determine the DNA methylation variation in ME/CFS a cohort
of 10 patients and 10 matched controls were investigated in the study.
DNA was extracted from peripheral blood mononuclear cell fractions
purified from whole blood. Following quality assessment of isolated DNA,
DNA fragment libraries were prepared for Reduced Representation
Bisulfite Sequencing (RRBS). The RRBS libraries were sequenced using
high throughput next generation sequencing. The subsequent data were
analysed using multiple bioinformatic platforms in order to determine
patterns of differential methylation between the patient and control
groups. RRBS designed MethylKit and DMAP analysis pipelines were
utilised in order to investigate changes at each individual cytosine and
at clustered cytosines within DNA 40-220bp fragments respectively.
Additional methylation variation was investigated across genomic
features of interest including promoters, enhancers and gene bodies.
Genes identified associated with gene body differential methylation were
then utilised for further pathway enrichment analyses.

With appropriate statistical significance thresholds, Methylkit
identified 394 differentially methylated cytosines and DMAP identified
76 differentially methylated fragments. Manual inspection of the data
identified four clusters of MethylKit cytosines overlapping or in close
proximity to DMAP fragments. These clusters identified regions of
regulatory importance for 16 protein-coding genes. Further independent
regulatory feature analysis identified 22 promoter regions associated
with 45 differentially methylated cytosines (utilising MethylKit data)
and 11 promoters associated with 12 fragments (utilising DMAP data).
Analysis of gene body differential methylation identified 91 genes
associated with 121 individual differentially methylated cytosines and
31 genes associated with 31 fragments containing methylated cytosines.
Functional pathway enrichment analysis with a FDR <0.05 identified 7
functional pathways through analysis of MethylKit identified genes, and
23 functional pathways through analysis of DMAP identified.

The 16 genes associated with the regulatory regions identified by
clusters of differential methylation largely falling into either immune
or metabolic/mitochondrial related functions. Further gene body analysis
identified a number of enriched functional pathways including a number
of immune, metabolic and particularly neurological related functions.
Together the pattern of DNA methylation in patients implicated
components of a number of systems that may be differentially methylated
and therefore potentially differentially regulated compared to a healthy
population. Particularly the large number of enriched neurotransmitters
and neuropeptide reactome pathways identified by DMAP genes implicate an
irregular stimulation of the HPA axis through the 'Stress Centre'
(Paraventricular nucleus), a link between an irregular neuroendocrine
response to stress and the stress sensitivity of ME/CFS patients.
Overall this work shows specific changes in ME/CFS methylation with
compelling links to the pathophysiology of the disease.

Keywords: DNA methylation; Myalgic Encephalomyelitis/Chronic Fatigue
Syndrome; MethylKit; DMAP; Reduced representation bisulfite sequencing

--------
 
Great. Thank you for finding.

There have been already quite some studies on epigenetics as well.

I think epigenetical changes could be not forced but helped: under good circumstances.

There is also an acetylation of genes (as well of proteins).
 
I downloaded the 210MB file containing 201 pages. Most of it is double Dutch to me.

There were 10 patients and 10 controls, 5 male and 5 female of each. Glancing through the very detailed report and looking at the tables I think the study really needs a much larger sample as differences reported could just be random.

To get useful data with a small sample a project is described that is underway where they will look at individual patient data over time along with relapse/partial recovery symptom reporting where the patient would be their own control.
4.7 Future directions
The outcome of this research clearly indicates that epigenetics is an avenue of investigation worth pursuing in order to further understand the pathophysiology of ME/CFS. Future work is therefore planned to build on the foundation established here. These include a study currently underway that is a longitudinal assessment of the DNA methylome of two patients and a control (age and sex matched) where the blood was taken at regular intervals to capture periods of relapse and partial recovery in the patients. Due to the potential link between the DNA methylation state and the disease state of ME/CFS patients, the investigation of the methylome across these relapse events will determine whether the characteristic fluctuations in symptom severity is associated with fluctuations in the DNA methylation in critical genes and genomic regions.

There might be some useful data in the thesis if it was analysed against individual patient symptoms and clinical testing data. For example the report did have 2 hypermethalated data points that might indicate "Primary Immunodeficiency" - from the table on P148.

Reading it made me wonder what is happening with the Lights large NIH study "Novel Gene Variants In ME/CFS And Fibromyalgia". That study has been very quiet for a while now.
 
There were 10 patients and 10 controls, 5 male and 5 female of each. Glancing through the very detailed report and looking at the tables I think the study really needs a much larger sample as differences reported could just be random.

To get useful data with a small sample a project is described that is underway where they will look at individual patient data over time along with relapse/partial recovery symptom reporting where the patient would be their own control.
This team has previously said that they're aware their cohort is rather small (lack of funding) but that they believe they can still get worthwhile data from it by using methods employed by rare diseases research where you by definition only have a handful of patients. I don't know what those methods are. Maybe what you're describing, an individual being their own control over a long period of time?
 
Merged thread

Changes in the Epigenetic Landscape of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Reflect Systemic Dysfunctions;Helliwell July 2020


Purpose: ME/CFS is a lifelong debilitating disease that affects approximately 1% of the global population. Previous studies have identified dysfunctional activity in metabolic, immune and neurological pathways. The goal of this study is to identify ME/CFS specific variations in DNA methylation to determine whether the patient specific epigenetic patterns provide insight into the disease pathophysiology.
Methods: DNA was extracted from the PBMCs of 10 ME/CFS patients and age/gender matched controls. After performing RRBS the sequence was aligned to hg19 genome using Bismark. The data was analyzed using first an ANOVA F test through DMAP in order to determine variation between the patient and control groups across 40-220bp fragments of the genome. Additional analysis was performed following a MethylKit pipeline, which analyzed the variation on a single CpG basis using a Fishers test.

Results: From a total of 146,575 DMAP fragments we identified 76 differentially methylated fragments (P <0.05, Diff meth +/- 15%). A total of 31 were associated with gene regions (intronic/exonic). MethylKit analysis also identified a total of 394 differentially methylated cytosines (FDR corrected P <0.05, Diff meth +/- 15%) from a total of 196,172 individual analyzed cytosines, 91 of the statistically significant cytosines fell within gene regions. Comparison of both methylomes and regions where both the DMAP fragments and multiple MethylKit cytosines fell highlighted areas of the genome containing regulatory elements associated with metabolic and immune activity. Gene body pathway enrichment additionally identified immune metabolic and neurological related functions.

Conclusions: Our study represents the first investigation of ME/CFS patients using reduced representation bisulfite sequencing. We identified a number of major differences between patients that distinguished them from healthy controls. Our results identified a number of differentially methylated regulatory elements and gene bodies that highlight the disturbed pathophysiology in ME/CFS. In particular the large number of enriched neurotransmitter and neuropeptide reactome pathways highlighted a disturbed neurological pathophysiology in patients.
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE153667
 
Last edited by a moderator:
I can't conclude much from this. The study overall is reasonably well conducted and written with a variety of visualisations and analyses.

But none of the findings tie in well with other studies. The discussion is weaker than the rest of the article, the sections on HPA axis in particular read like pandering to a colleague, with a lacking of depth or a critical view of prior studies which potentially contradict the hypothesis. The link between the results of this study and HPA axis dysfunction based hypotheses are particularly weak. The one specific link mentioned was Mitochondrial uncoupling protein 2 hypermethylation (which lowers gene expression) and a study that found that HPA axis stimulation leads to increased UCP2 expression. UCP2 could simply be downregulated in patients due to activity patterns or other metabolic reasons. The reason why HPA axis stimlation leads to increased UCP2 is simply that it is a feed-forward stimulatory process.

The only prior mention of UCP2 in CFS or ME research is an aside in this narrative review by Gerwin Morris et al. https://www.sciencedirect.com/science/article/abs/pii/S1043661819308011
 
Back
Top Bottom