Uncovering the genetic architecture of ME/CFS: a precision approach reveals impact of rare monogenic variation, 2025, Birch, Younger et al

then wouldn’t it be helpful to have information from people with rare variants which cause larger or more clear susceptibilities

Absolutely, I think everyone is agreed on that. But if rare variants are really rare it is hard to get statistical data on relative prevalence. i think people are just arguing about how much weight one can give to rare variants that look a bit like what you were expecting to find when we cannoot be sure they are actually conferring risk rather than showing up by chance.
 
Ok pulled together a starter set of both the studies and a few reviews of studies

threads on the forum where they were discussed:
the few that didn't have threads have now.
 
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Oh yes I agree; and the point was not that there isn't a unifying mechanism, just that in some cases it can be caused by a rare variant. Totally agree.
Ah okay, thanks for clarifying. I think a lot of the pushback comes from myself and several others on the thread interpreting the comment below and others from your posts as you arguing against a unifying mechanism. [Edit: I think everyone here is on board with the idea that rare variants could contribute strongly to someone developing ME/CFS]

I absolutely feel that - at the molecular level - ME/CFS is not one, but rather perhaps even hundreds of disease with convergent symptoms...
 
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Of interest; do you think that there is no role for a mito defect in ME/CFS?
See below.
NIH-funded work has documented increased ME/CFS diagnoses following covid infection and increased rates of ME/CFS since COVID.
There are going to be more new ME/CFS cases if people get infected far more often than they used to. That’s different from covid having an increased rate of new onset ME/CFS compared to other viral infections.

Edited for clarity.
If mitochondrial dysfunction is only one pathway to ME/CFS, you’d expect related findings in just a subset of cases; not seeing it in everyone doesn’t refute the hypothesis. In heterogeneous cohorts, rare events like rhabdomyolysis could be missed (could be underpowered for this group of folks, testing to see the issue could be time-point specific, etc.). I’m not claiming it’s common or even proven; only that its absence at group level doesn’t disprove the hypothesis. I looked hard at rhabdo for a while, and there are case reports of rhabdo in ME/CFS/Long COVID patients - one I recall was an autopsy case from the UK; there were some other mentions on reddit and ME/CFS long hauler sites. So like all of these; they remain to be proven, but IMO anyway :) remain a plausible, if uncommon, path.
I don’t understand what you mean «pathway to ME/CFS». Can you clarify?
How do you (or others who discussed it) define broken mitochondria?
Good question. Reduced ability to generate ATP. If that was the case, we’d have seen it on the day 1 CPETs. Those results are about normal.

Other stuff related to mitochondria might be going wrong, but I have no idea if that’s upstream or downstream or just part of a self-sustaining cycle.
So can I ask; what would be your take on rare causes of ME/CFS? honestly interested in general.
I’m not sure I understand what you mean by rare causes of ME/CFS.

My layman’s thinking is that you need some kind of pathology that everyone with ME/CFS has in common. I’m sure there are hundreds of factors that make it more or less likely that you end up with ME/CFS, including rare genes.

It might be that there are two or three diseases that would all fit what we now think of as ME/CFS, but I don’t think I’ve ever heard about a syndrome that was based on reasonable clinical and scientific judgement that turned out to be dozens or hundreds of different diseases. (So excluding FND, etc. that are just territory-grabbing attempts by the BPS crowd - they are not reasonable).

———

Thank you for all for all of the studies, and thank you @Sly Saint for linking the threads!
 
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Ok pulled together a starter set of both the studies and a few reviews of studies; not exhaustive. It’d be great if someone had already done a deep, post-hoc review of these papers with varied expertise. We’re slowly scanning pre-existing omics studies for signals that map to mitochondrial variants (including in supplement tables that may have been overlooked); if we ever finish, I’ll share it gladly.
Hi Liz, I'm Daniel Missailidis, a postdoc cell biologist who has worked on ME/CFS going on 11 years now. I wrote one of the papers you linked (my PhD training was as a mitochondrial person). We have several different omics datasets and a lot of data from cell lines from people with ME/CFS using various functional assays, particularly mitochondrial ones. This includes a mountain of unpublished data that we are working through. If you are interested in doing anything with omics or functional data from fibroblasts, LCLs or PBMC from people with ME/CFS maybe shoot me an email at D.Missailidis@latrobe.edu.au and we can potentially have a chat with my lab head Sarah Annesley included. We're very open to data sharing and collaboration.

As far as a really dedicated lit review goes on this particular topic, I can't think of anything anything that I'd call up to date, comprehensive or cohesive, but based on your prior post if you do have an interest in the cellular lipid metabolism side of things my most recent paper is probably doing a good job putting relevant literature together in its Introduction https://www.s4me.info/threads/multi...case-control-study-2026-missailidis-et.48171/

I'm sure when you read everything it will be the obvious elephant in the room but the biggest limitation right now in terms of the pathway biology side of things and "what's happening" with lipid metabolism is that this is all so tissue-specific and hard to pin down with currently available data from biofluids or very few studies using some lymphoid cell subsets (such as the Maya T cell work or my linked experiment in LCLs). I think we need more specific mechanistic hypotheses built around specific tissue/cell behaviours, or otherwise things will just get more muddled and word-matchy.

Personally my suspicion is that there may not be anything body-wide happening in terms of a lipid metabolism aberration but I could be proven wrong. I suspect this because the cell types showing differences have signalling and development activity that's really specific to them, like T and B cell subsets. As for mitochondria I do not think we have clear functional evidence of a respiration defect beyond the WASF3 paper https://www.s4me.info/threads/wasf3...onic-fatigue-syndrome-2023-hwang-et-al.34776/, although I am aware of unpublished data by others that has not replicated this. I suspect that if there is a mitochondrial component it is more related to a signalling aberration than a direct deficit of energy production. Anyway this is not to impose my suspicions about mechanism on you but to open the door to potential conversations / collaboration and to try to help everyone benefit from collective experience in the open. Cheers, and if I don't hear from you by email good luck and hope to cross paths elsewhere :)

PS: I just saw you were the senior author on this thread's paper - I haven't factored this into what I was saying yet due not having read it yet
 
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There are lots of papers on mitochondrial function but that probably just reflects a presupposition that mitochondria are relevant
I have thought this for years.

IMO there are two key foundations for this line of investigation without which I would be pivoting my research direction much harder than I am. One is the WASF3 paper and one is the FBXL4 hit in DecodeME. I am not convinced about respiration but I think mitophagy has legs because of signalling connections with innate immune activators.
 
Oh yes I agree; and the point was not that there isn't a unifying mechanism, just that in some cases it can be caused by a rare variant. Totally agree.
Ah okay, thanks for clarifying. I think a lot of the pushback comes from myself and several others on the thread interpreting the comment below and others from your posts as you arguing against a unifying mechanism. [Edit: I think everyone here is on board with the idea that rare variants could contribute strongly to someone developing ME/CFS]

I absolutely feel that - at the molecular level - ME/CFS is not one, but rather perhaps even hundreds of disease with convergent symptoms...
Ahh, let me try to clear it up then; I’m not arguing against the idea of a unifying mechanism in a broad conceptual sense. What I’m saying is that I don’t think there’s a single tractable specific mechanism that explains ME/CFS across all patients.

What I thought was initially being raised was a single unifying mechanism - everyone has exactly the same underlying defect type of thing. But then the discussion moved to make me think that the suggestion was that there are multiple mechanisms all rolling up to a shared downstream effect; and that I could get behind; though to be clear those very high level mechanisms are often not what you need when you are thinking translationally towards treatments... I’m also new here and this is off our paper, so part of me was trying to strike a balance and not come on too strong :).

It also seems to align with how e.g. DecodeME describes their findings; they explicitly say ME/CFS “is likely to involve multiple distinct biological processes” - and avoid proposing a single causal mechanism. Their top signals span immune, neuro, and stress pathways, suggesting (depending on how you think on it) that there are either diverse mechanisms converging on a shared "endpoint", or that each are parts of a single unifying process; e.g. something like dysregulated immune signaling in response to physiological stress. A bit of semantics really IMHO. [Edited to be clear that I'm not saying it is immune; just giving this as an example].

Does that help clarify? TLDL I believe there are many mechanisms (how many depends on what you define as a mechanism, but the potential to keep rolling up until you get to a high level "single" unifying mechanism (maybe : ).. ).
 
See below.

There are going to be more new ME/CFS cases if people get infected far more often than they used to. That’s different from covid having an increased rate of new onset ME/CFS compared to other viral infections.

Edited for clarity.

I don’t understand what you mean «pathway to ME/CFS». Can you clarify?

Good question. Reduced ability to generate ATP. If that was the case, we’d have seen it on the day 1 CPETs. Those results are about normal.

Other stuff related to mitochondria might be going wrong, but I have no idea if that’s upstream or downstream or just part of a self-sustaining cycle.

I’m not sure I understand what you mean by rare causes of ME/CFS.

My layman’s thinking is that you need some kind of pathology that everyone with ME/CFS has in common. I’m sure there are hundreds of factors that make it more or less likely that you end up with ME/CFS, including rare genes.

It might be that there are two or three diseases that would all fit what we now think of as ME/CFS, but I don’t think I’ve ever heard about a syndrome that was based on reasonable clinical and scientific judgement that turned out to be dozens or hundreds of different diseases. (So excluding FND, etc. that are just territory-grabbing attempts by the BPS crowd - they are not reasonable).

———

Thank you for all for all of the studies, and thank you @Sly Saint for linking the threads!
Sorry if I am messing up the links admins! Will try to do better there once I get my head around it :).
 
threads on the forum where they were discussed:
the few that didn't have threads have now.
This is brilliant!!
 
Thanks very much for engaging with the forum, @LizWorthey! Great to have you here.

On your above point, would it be worth trying to recruit online people with multiple family members with ME/CFS who have already had their genome sequenced via 23andMe or whatever? Maybe commercial testing isn't good enough, though, or maybe some bias will be introduced in this way. I don't know enough about it.

Or, if better-quality sequencing is needed and no money is easily/rapidly available via grants, how about a crowdfunder? I can see one being very successful, since we wouldn't be talking about hundreds of thousands, presumably, and people are keen on genetics after DecodeME. Speed is of the essence. We all want our lives back (you included!). :)
Yes 100% and we did try to recruit folks in families for exactly that reason :).

Commercial sequencing can be fine - I don't have anything to do with the companies, but we have analysed data from various companies so could give opinions perhaps... at least where the data has been seen to be good ;).

However, the vast majority of what 23andMe provides is based on an "array", which only looks at ~1 million specific positions in the genome (nucleotides). These are mostly common variants, chosen because they’re useful for broad population studies across many diseases. But they covers only a fraction of the ~6.4 billion nucleotides in the genome. We really want whole genome sequencing, which captures almost everything.

What we have done so far is to work with folks who already have their sequence data. But we are chatting with a couple of possible philanthropists who might help us get enough money to sequence people who can't afford it themselves; or just in general. There are enough costs associated with trying to stay or get healthy :(. Happy to chat further.
 
But we are chatting with a couple of possible philanthropists who might help us get enough money to sequence people who can't afford it themselves; or just in general.

If any of hem has significant resources, it'd be good to point them towards the SequenceME project at Edinburgh. If that could go ahead researchers would have around 15,000 genomes to work with, from what is probably the most tightly defined large ME/CFS cohort in the world.
 
Ahh, let me try to clear it up then; I’m not arguing against the idea of a unifying mechanism in a broad conceptual sense. What I’m saying is that I don’t think there’s a single tractable specific mechanism that explains ME/CFS across all patients.

What I thought was initially being raised was a single unifying mechanism - everyone has exactly the same underlying defect type of thing. But then the discussion moved to make me think that the suggestion was that there are multiple mechanisms all rolling up to a shared downstream effect; and that I could get behind; though to be clear those very high level mechanisms are often not what you need when you are thinking translationally towards treatments... I’m also new here and this is off our paper, so part of me was trying to strike a balance and not come on too strong :).

It also seems to align with how e.g. DecodeME describes their findings; they explicitly say ME/CFS “is likely to involve multiple distinct biological processes” - and avoid proposing a single causal mechanism. Their top signals span immune, neuro, and stress pathways, suggesting (depending on how you think on it) that there are either diverse mechanisms converging on a shared "endpoint", or that each are parts of a single unifying process; e.g. something like dysregulated immune signaling in response to physiological stress. A bit of semantics really IMHO. [Edited to be clear that I'm not saying it is immune; just giving this as an example].

Does that help clarify? TLDL I believe there are many mechanisms (how many depends on what you define as a mechanism, but the potential to keep rolling up until you get to a high level "single" unifying mechanism (maybe : ).. ).
Thanks for explaining more. I think I get where you're coming from, there's just residual confusion from us understanding the same term to mean different things. For understanding the illness itself I think it comes down to understanding what is the feedback loop driving the chronic disease state. Genes can predispose to falling into that loop, or help keep you in the loop once you get stuck, or modify how that loop presents phenotypically. Around that main point it seems like we may be in agreement, it's just the tricky matter of sorting out how or if any one gene might be involved
 
Thanks for explaining more. I think I get where you're coming from, there's just residual confusion from us understanding the same term to mean different things. For understanding the illness itself I think it comes down to understanding what is the feedback loop driving the chronic disease state. Genes can predispose to falling into that loop, or help keep you in the loop once you get stuck, or modify how that loop presents phenotypically. Around that main point it seems like we may be in agreement, it's just the tricky matter of sorting out how or if any one gene might be involved
Yes, exactly; that’s what I was trying to get at too. It’s hard to meaningfully debate whether there’s a “single unifying mechanism” without first defining what we mean by the term. I suspect as much of the lack of clarity stems from differing interpretations of “mechanism” as it does “unifying”. And of course, that’s a separate issue from the equally important questions re effect sizes, genetics, and inheritance :).
 
If any of hem has significant resources, it'd be good to point them towards the SequenceME project at Edinburgh. If that could go ahead researchers would have around 15,000 genomes to work with, from what is probably the most tightly defined large ME/CFS cohort in the world.
I can't remember if DecodeME asked about whether we had rellies with ME/CFS, including rellies in DecodeME itself, which would allow just those people to be WGS'ed?
 
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