Looking through the candidate list again, I think there's an interesting thread that ties several of the top genes together, which is regulation of type I (alpha/beta) interferon signaling.

OLFM4

No directionality info from eQTLs.

PEBP1



TRIM38
(type I interferons are one of the main products of TLR and cGAS-STRING/viral RNA sensing)



KLHL20


E3-ubiquitin ligases are typically associated with degradation of interferon, but it might not be so cut and dry.

ZNFX1

I'll note that though this is an interferon-stimulated gene, it's activity as a dsRNA sensory would also trigger interferon.


And interestingly, PRDX6, a cousin of PRDX5--which is inhibited by itaconate to allow type I interferon production in macrophages


The BTNs could also be part of the story via their regulatory effect on TLRs. Plus TLR/type I interferon signaling utilizes MAPK signaling, which potentially implicates ZNF322 (increased) and SUDS3 (increased).Plus PTGIS (decreased expression), since prostaglandins are known to inhibit interferon signaling in some contexts.

Just throwing things at a wall to see what sticks based on the assumption that at least some of these genes are actually affected by the identified SNPs. The directionality of most of these (where eQTL data is provided) seems to generally be in the direction of enhanced interferon in ME/CFS (either increased expression in genes that are positive regulators or decreased in genes that are negative regulators), so that would be some weak evidence against the idea that these SNPs are driven by [edit: poorer protection in ME/CFS cases] against viral infections.

[Edit: and acknowledging that I’m probably biased here since I already think there’s a good case for type I interferons in ME/CFS]
Very interesting! How would we test the hypothesis that type I interferons are involved in ME/CFS?
 
Very interesting! How would we test the hypothesis that type I interferons are involved in ME/CFS?
I unfortunately can't give details about projects involving data from another research group, but I can say that I'm already on the case and have reasons to be encouraged so far ;) (I know, the most annoying response to hear from a researcher!)

Speaking in generalities, there are a couple ways this could be assessed depending on the specific hypothesis. Measurements in the blood have turned up nil so far, so if type I interferon is involved, that negative finding at baseline has to be explained.

The options for type I interferon are basically:
1) Interferon only reaches detectable levels in the blood transiently, i.e. during active PEM.
2) Interferon production is limited to certain tissues and does not reach the bloodstream.

It could potentially be a combination of both as well, if interferon production starts from a trigger in the tissue and eventually increases in concentration until it reaches the blood during PEM. One option is to run high-sensitivity assays for interferon on blood samples from pwME in active PEM, which probably would probably be quite difficult to arrange but is potentially doable for a team of able-bodied researchers who can drive around for home visits.

The second option, which could potentially provide more mechanistic insight but would be much more technically involved, is to collect (and possibly culture) cells from the tissues you think are affected and measure interferon before and after some stimulation. Measuring interferon directly can sometimes get difficult depending on your experimental setup, so initial screens might look at the expression of interferon-stimulated genes, which tend to give a more robust signal.
 
One option is to run high-sensitivity assays for interferon on blood samples from pwME in active PEM, which probably would probably be quite difficult to arrange but is potentially doable for a team of able-bodied researchers who can drive around for home visits.

If they're standard assays, it might not be unsurmountable for moderately affected people with access to a general hospital.

I have to have bloods taken every fortnight at the moment, so I drive 15 minutes to the hospital, park next to it, wheel in to the phlebotomy dept next to the reception desk, take a ticket and wait for my number to come up. The whole thing (waiting included) never takes more than 10 minutes.

It's so streamlined I could do it in pretty nasty PEM. You don't even have to talk to anyone except for giving your DoB; I swear they get paid by the number of vials they fill, they never even look up from what they're doing.
 
If they're standard assays, it might not be unsurmountable for moderately affected people with access to a general hospital.
They’re not standard assays, unfortunately, though if it’s possible to find enough people that can travel while in PEM then sample collection could just happen as normal. If it gets funded by one of the charities maybe they could be convinced to include funds to pay for a driver to make the trek as painless as possible. Or at least one could dream.
 
It could potentially be a combination of both as well, if interferon production starts from a trigger in the tissue and eventually increases in concentration until it reaches the blood during PEM.
This makes intuitive sense to me but that is probably meaningless.

Two thoughts and you've probably already had both of them but just in case you havent:
One option is to run high-sensitivity assays for interferon on blood samples from pwME in active PEM, which probably would probably be quite difficult to arrange but is potentially doable for a team of able-bodied researchers who can drive around for home visits.

Chris Armstrong's team are/were doing a study that involved sampling people in active PEM with home visits iirc, so he might be a good person to consult on the logistics of that.

The second option, which could potentially provide more mechanistic insight but would be much more technically involved, is to collect (and possibly culture) cells from the tissues you think are affected and measure interferon before and after some stimulation.
I know LIINC have a lot of tissue samples from pwLC, perhaps they have some of the tissues you theorise are affected? But of course access is a problem and probably not possible to know which test subjects experience PEM.


Anyway glad you're on the case and encouraged that you're encouraged. I look forward to hearing more when you can share it!
 
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Looking through the candidate list again, I think there's an interesting thread that ties several of the top genes together, which is regulation of type I (alpha/beta) interferon signaling.

OLFM4

No directionality info from eQTLs.

PEBP1



TRIM38
(type I interferons are one of the main products of TLR and cGAS-STRING/viral RNA sensing)



KLHL20


E3-ubiquitin ligases are typically associated with degradation of interferon, but it might not be so cut and dry.

ZNFX1

I'll note that though this is an interferon-stimulated gene, it's activity as a dsRNA sensory would also trigger interferon.


And interestingly, PRDX6, a cousin of PRDX5--which is inhibited by itaconate to allow type I interferon production in macrophages


The BTNs could also be part of the story via their regulatory effect on TLRs. Plus TLR/type I interferon signaling utilizes MAPK signaling, which potentially implicates ZNF322 (increased) and SUDS3 (increased).Plus PTGIS (decreased expression), since prostaglandins are known to inhibit interferon signaling in some contexts.

Just throwing things at a wall to see what sticks based on the assumption that at least some of these genes are actually affected by the identified SNPs. The directionality of most of these (where eQTL data is provided) seems to generally be in the direction of enhanced interferon in ME/CFS (either increased expression in genes that are positive regulators or decreased in genes that are negative regulators), so that would be some weak evidence against the idea that these SNPs are driven by [edit: poorer protection in ME/CFS cases] against viral infections.

[Edit: and acknowledging that I’m probably biased here since I already think there’s a good case for type I interferons in ME/CFS]

One thing I'm trying to get my head around is to what extent the 'immunological' and 'neurological' parts of the genetics story are compartmentalised. For example is there a inteferon response happening within the neurons (or glia) themselves or would something like that be happening elsewhere and affecting neurons through cell interactions etc.

None of these genes here have particular neuron specificity as far as I can tell. However, PEBP1 can supposedly be degraded into ' hippocampal cholinergic neurostimulating peptide (HCNP)'

From Entrez: This gene encodes a member of the phosphatidylethanolamine-binding family of proteins and has been shown to modulate multiple signaling pathways, including the MAP kinase (MAPK), NF-kappa B, and glycogen synthase kinase-3 (GSK-3) signaling pathways. The encoded protein can be further processed to form a smaller cleavage product, hippocampal cholinergic neurostimulating peptide (HCNP), which may be involved in neural development. This gene has been implicated in numerous human cancers and may act as a metastasis suppressor gene. Multiple pseudogenes of this gene have been identified in the genome. [provided by RefSeq, Jul 2015]

and KLHL20, much like RABGAP1L and ARFGEF2 regulates vesicle trafficking between in the region between golgi and membrane - and is supposedly involved in neurite development.

From Uniprot: Substrate-specific adapter of a BCR (BTB-CUL3-RBX1) E3 ubiquitin-protein ligase complex involved in interferon response and anterograde Golgi to endosome transport. The BCR(KLHL20) E3 ubiquitin ligase complex mediates the ubiquitination of DAPK1, leading to its degradation by the proteasome, thereby acting as a negative regulator of apoptosis 1. The BCR(KLHL20) E3 ubiquitin ligase complex also specifically mediates 'Lys-33'-linked ubiquitination 2. Involved in anterograde Golgi to endosome transport by mediating 'Lys-33'-linked ubiquitination of CORO7, promoting interaction between CORO7 and EPS15, thereby facilitating actin polymerization and post-Golgi trafficking 3. Also acts as a regulator of endothelial migration during angiogenesis by controlling the activation of Rho GTPases. The BCR(KLHL20) E3 ubiquitin ligase complex acts as a regulator of neurite outgrowth by mediating ubiquitination and degradation of PDZ-RhoGEF/ARHGEF11 4. In case of tumor, the BCR(KLHL20) E3 ubiquitin ligase complex is involved in tumor hypoxia: following hypoxia, the BCR(KLHL20)complex mediates ubiquitination and degradation of PML, potentiating HIF-1 signaling and cancer progression

Maybe it is significant that the decode genes may moonlight with roles both in neurite development and immunological responses
 
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