# Uncovering the genetic architecture of ME/CFS: a precision approach reveals impact of rare monogenic variation

**Authors:** Camille L. Birch, Brandon M. Wilk, Manavalan Gajapathy, Shaurita D. Hutchins, Gurpreet Kaur, Donna M. Brown, Tarun K. K. Mamidi, Kathleen S. Hodgin, Alp Turgut, Jarred W. Younger, Elizabeth A. Worthey

PMC · DOI: 10.1186/s12967-025-07586-w · Journal of Translational Medicine · 2025-12-24

## TL;DR

This study uses genomic and transcriptomic data to uncover rare genetic variations linked to ME/CFS, revealing molecular pathways that may explain the condition's symptoms and variability.

## Contribution

The study introduces a precision medicine approach to identify rare monogenic variants and their impact on ME/CFS, highlighting molecular convergence despite genetic heterogeneity.

## Key findings

- Rare and common genetic variants were found in 32% of probands and 39% of affected individuals, impacting energy production and stress resilience.
- Genetic disruptions converged on pathways related to ATP generation, glycolysis, and muscle recovery, aligning with ME/CFS symptoms.
- Environmental and genetic modifiers were identified that may explain variability in disease onset and progression within families.

## Abstract

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a disabling and heterogeneous disorder lacking validated biomarkers or targeted therapies. Clinical variability and elusive pathophysiology hinder progress toward effective diagnostics and treatment. Core symptoms include persistent fatigue, post-exertional malaise, unrefreshing sleep, cognitive dysfunction, and pain. We tested whether an individualized, “n-of-1” genomic and transcriptomic framework combined with comprehensive, participant-informed phenotyping could reveal molecular signatures unique to each patient.

Clinical-grade whole-genome sequencing was conducted in 31 affected individuals from 25 families, with RNA-seq performed on a subset (16 affected, 7 unaffected) using blood samples. Machine-learning assisted variant triage, transcript-aware damage prediction, and expert review identified pathogenic or likely pathogenic variants in 8 of 25 probands (32%) and 12 of 31 affected individuals (39%).

Findings revealed marked genetic heterogeneity, including large-effect rare and more common variants. Implicated pathways included ATP generation, oxidative phosphorylation, fatty acid oxidation; regulation of glycolysis, amino acid and lipid turnover; ion and solute homeostasis; synaptic signaling, excitability, oxygen transport, and muscle integrity, resilience, and post-exertional recovery; previously implicated processes. Plausible modifiers influencing disease onset, severity, and relapsing–remitting patterns and possibly explaining intrafamilial variability and inconsistent findings across studies, were also identified. Despite gene-level diversity, downstream effects converged on impaired energy production, reduced stress resilience, and vulnerability to post-exertional metabolic failure; disruptions consistent with core ME/CFS symptoms of exertional intolerance, cognitive fog, and fatigue.

Our findings support the hypothesis that at least a subset of ME/CFS cases represent distinct molecular disorders that converge on shared physiological pathways. Validation in larger, more diverse cohorts will be essential to test this hypothesis and establish generalizability, but increase size alone is unlikely to resolve causation in a disorder defined by rarity, heterogeneity, and molecular complexity. We suggest that progress will require experimental designs that integrate individual-level genomic data with deep, participant-informed deep phenotyping, capturing the combined effects of rare and common variants and environmental modifiers on disease expression and progression. We believe that an individualized precision medicine framework will uncover molecular drivers and modifiers of ME/CFS previously obscured by heterogeneity, enabling biologically informed stratification, improved trial design, biomarker discovery, and targeted interventions in this historically neglected condition.

The online version contains supplementary material available at 10.1186/s12967-025-07586-w.

## Full-text entities

- **Genes:** PGM1 (phosphoglucomutase 1) [NCBI Gene 5236] {aka CDG1T, GSD14}, CHRFAM7A (CHRNA7 (exons 5-10) and FAM7A (exons A-E) fusion) [NCBI Gene 89832] {aka CHRNA7, CHRNA7-DR1, D-10}, COL6A3 (collagen type VI alpha 3 chain) [NCBI Gene 1293] {aka BTHLM1, BTHLM1C, DYT27, UCMD1, UCMD1C}, SURF1 (SURF1 cytochrome c oxidase assembly factor) [NCBI Gene 6834] {aka CMT4K, MC4DN1, SHY1}, HADHA (hydroxyacyl-CoA dehydrogenase trifunctional multienzyme complex subunit alpha) [NCBI Gene 3030] {aka ECHA, GBP, LCEH, LCHAD, MLCL AT, MTPA}, APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, EPB42 (erythrocyte membrane protein band 4.2) [NCBI Gene 2038] {aka PA, SPH5}, COL4A3 (collagen type IV alpha 3 chain) [NCBI Gene 1285] {aka ATS2, ATS3, ATS3A, ATS3B, BFH2}, CACNA1S (calcium voltage-gated channel subunit alpha1 S) [NCBI Gene 779] {aka CACNL1A3, CCHL1A3, CMYO18, CMYP18, Cav1.1, DHPRM}, SLC4A1 (solute carrier family 4 member 1 (Diego blood group)) [NCBI Gene 6521] {aka AE1, BND3, CD233, CHC, DI, EMPB3}, TACO1 (translational activator of cytochrome c oxidase I) [NCBI Gene 51204] {aka CCDC44, MC4DN8}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, ACAD9 (acyl-CoA dehydrogenase family member 9) [NCBI Gene 28976] {aka MC1DN20, NPD002}, ENO3 (enolase 3) [NCBI Gene 2027] {aka GSD13, MSE}, CLDN16 (claudin 16) [NCBI Gene 10686] {aka HOMG3, PCLN1}, CACNA1B (calcium voltage-gated channel subunit alpha1 B) [NCBI Gene 774] {aka BIII, CACNL1A5, CACNN, Cav2.2, DYT23, NEDNEH}, DEFA1 (defensin alpha 1) [NCBI Gene 1667] {aka DEF1, DEFA2, HNP-1, HP-1, HP1, MRS}, NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 2908] {aka GCCR, GCR, GCRST, GR, GRL}, THRA (thyroid hormone receptor alpha) [NCBI Gene 7067] {aka AR7, CHNG6, EAR7, ERB-T-1, ERBA, ERBA1}, SIAE (sialic acid acetylesterase) [NCBI Gene 54414] {aka AIS6, CSE-C, CSEC, LSE, YSG2}, PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 10891] {aka LEM6, PGC-1(alpha), PGC-1alpha, PGC-1v, PGC1, PGC1A}, POLR3G (RNA polymerase III subunit G) [NCBI Gene 10622] {aka C31, RPC32, RPC7}, NLRP12 (NLR family pyrin domain containing 12) [NCBI Gene 91662] {aka CLR19.3, FCAS2, NALP12, PAN6, PYPAF7, RNO}, CFTR (CF transmembrane conductance regulator) [NCBI Gene 1080] {aka ABC35, ABCC7, CF, CFTR/MRP, MRP7, TNR-CFTR}, SPTB (spectrin beta, erythrocytic) [NCBI Gene 6710] {aka EL3, HS2, HSPTB1, SPH2}, RYR1 (ryanodine receptor 1) [NCBI Gene 6261] {aka CCO, CMYO1A, CMYO1B, CMYP1A, CMYP1B, KDS}, CUBN (cubilin) [NCBI Gene 8029] {aka IFCR, IGS, IGS1, MGA1, gp280}, THRB (thyroid hormone receptor beta) [NCBI Gene 7068] {aka C-ERBA-2, C-ERBA-BETA, ERBA2, GRTH, NR1A2, PRTH}, SLC16A3 (solute carrier family 16 member 3) [NCBI Gene 9123] {aka MCT 3, MCT 4, MCT-3, MCT-4, MCT3, MCT4}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, FCRL1 (Fc receptor like 1) [NCBI Gene 115350] {aka CD307a, FCRH1, IFGP1, IRTA5}, TADA2A (transcriptional adaptor 2A) [NCBI Gene 6871] {aka ADA2, ADA2A, KL04P, TADA2L, hADA2}, ZEB2 (zinc finger E-box binding homeobox 2) [NCBI Gene 9839] {aka HSPC082, SIP-1, SIP1, SMADIP1, ZFHX1B}, ACADM (acyl-CoA dehydrogenase medium chain) [NCBI Gene 34] {aka ACAD1, MCAD, MCADH}, MMACHC (metabolism of cobalamin associated C) [NCBI Gene 25974] {aka cblC}, NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548] {aka AGTAVPRL, AII, AVP, C1orf7, CIAS1, CLR1.1}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, CHRNE (cholinergic receptor nicotinic epsilon subunit) [NCBI Gene 1145] {aka ACHRE, CMS1A1, CMS1D, CMS1E, CMS2A, CMS4A}, RAPSN (receptor associated protein of the synapse) [NCBI Gene 5913] {aka CMS11, CMS4C, FADS, RAPSYN, RNF205}, PSMB8 (proteasome 20S subunit beta 8) [NCBI Gene 5696] {aka ALDD, D6S216, D6S216E, JMP, LMP7, NKJO}, SLC12A3 (solute carrier family 12 member 3) [NCBI Gene 6559] {aka NCC, NCCT, TSC}, ELOVL4 (ELOVL fatty acid elongase 4) [NCBI Gene 6785] {aka ADMD, CT118, ISQMR, SCA34, STGD2, STGD3}, HAGHL (hydroxyacylglutathione hydrolase like) [NCBI Gene 84264], GMPPB (GDP-mannose pyrophosphorylase B) [NCBI Gene 29925] {aka LGMDR19, MDDGA14, MDDGB14, MDDGC14}, SPTA1 (spectrin alpha, erythrocytic 1) [NCBI Gene 6708] {aka EL2, HPP, HS3, SPH3, SPTA}, COLQ (collagen like tail subunit of asymmetric acetylcholinesterase) [NCBI Gene 8292] {aka CMS5, EAD}, G6PD (glucose-6-phosphate dehydrogenase) [NCBI Gene 2539] {aka CNSHA1, G6PD1}, SLC12A9 (solute carrier family 12 member 9) [NCBI Gene 56996] {aka CCC6, CIP1, WO3.3, hCCC6}, LRRN3 (leucine rich repeat neuronal 3) [NCBI Gene 54674] {aka FIGLER5, NLRR-3, NLRR3}, IL2 (interleukin 2) [NCBI Gene 3558] {aka IL-2, TCGF, lymphokine}, TRPM2 (transient receptor potential cation channel subfamily M member 2) [NCBI Gene 7226] {aka EREG1, KNP3, LTRPC2, LTrpC-2, NUDT9H, NUDT9L1}, NLRC4 (NLR family CARD domain containing 4) [NCBI Gene 58484] {aka AIFEC, CARD12, CLAN, CLAN1, CLANA, CLANB}, MVK (mevalonate kinase) [NCBI Gene 4598] {aka LRBP, MK, MVLK, POROK3}, MYH14 (myosin heavy chain 14) [NCBI Gene 79784] {aka DFNA4, DFNA4A, FP17425, MHC16, MYH17, NMHC II-C}, ACADVL (acyl-CoA dehydrogenase very long chain) [NCBI Gene 37] {aka ACAD6, LCACD, VLCAD}, ZNF683 (zinc finger protein 683) [NCBI Gene 257101] {aka Hobit}, KCNJ18 (potassium inwardly rectifying channel subfamily J member 18) [NCBI Gene 100134444] {aka KIR2.6, TTPP2}, CENPF (centromere protein F) [NCBI Gene 1063] {aka CENF, CILD31, PRO1779, STROMS, hcp-1}, CD248 (CD248 molecule) [NCBI Gene 57124] {aka CD164L1, TEM1}, KIR2DL4 (killer cell immunoglobulin like receptor, two Ig domains and long cytoplasmic tail 4) [NCBI Gene 3805] {aka CD158D, G9P, KIR-103AS, KIR-2DL4, KIR103, KIR103AS}
- **Diseases:** polyuria (MESH:D011141), dominant and recessive spherocytosis (MESH:C567159), renal tubulopathies (MESH:C562654), abdominal pain (MESH:D015746), channelopathy (MESH:D053447), cryohydrocytosis (MESH:C535827), anxiety (MESH:D001007), post-exertional metabolic failure (MESH:D051437), irritability (MESH:D001523), familial autoinflammatory disorders (MESH:D056587), overactive bladder (MESH:D053201), dyspnea (MESH:D004417), muscle weakness (MESH:D018908), sleep disturbance (MESH:D012893), Pain (MESH:D010146), cobalamin deficiency (MESH:C564747), Gitelman and hypomagnesemia syndromes (OMIM:613882), erythrocyte and hemolytic disorders (MESH:D012010), Ullrich congenital muscular dystrophy 1A (MESH:C537521), dystroglycanopathies (MESH:D058494), mitochondrial and metabolic disorders (MESH:D028361), digenic disease (MESH:D004194), orthostatic intolerance (MESH:D054971), congenital myasthenic syndromes (MESH:D020294), trauma (MESH:D014947), reflux (MESH:D005764), headaches (MESH:D006261), inflammatory (MESH:D007249), systemic lupus erythematosus (MESH:D008180), hemolysis (MESH:D006461), neck pain (MESH:D019547), hearing loss (MESH:D034381), Major depressive disorder (MESH:D003865), Chronic Fatigue Syndrome (MESH:D015673), dominant disorders (MESH:D030342), seizures (MESH:D012640), thyroid (MESH:D013966), hypokalemic metabolic alkalosis disorder (MESH:D000471), facial pain (MESH:D005157), proteinuria (MESH:D011507), vertigo (MESH:D014717), Fatigue (MESH:D005221), cardiomyopathies (MESH:D009202), cognitive and mood-related symptoms (MESH:D019954), jaundice (MESH:D007565), dysarthria (MESH:D004401), hypokalemic periodic paralysis (MESH:D020514), multisystem dysfunction (MESH:D019578), HPO (MESH:D001734), fatigability (MESH:D009759), hepatic steatosis (MESH:D005234), digestive abnormalities (MESH:D004065), autoimmune disease (MESH:D001327), limb-girdle weakness (MESH:D049288), structural or metabolic myopathies (MESH:D020914), nausea (MESH:D009325), episodic weakness (MESH:C564565), GI issues (MESH:D006470), dysautonomia (MESH:D054969), splenomegaly (MESH:D013163)
- **Chemicals:** phosphorus (MESH:D010758), oxygen (MESH:D010100), bicarbonate (MESH:D001639), carb (MESH:D002241), fatty acid (MESH:D005227), amino acid (MESH:D000596), long-chain fatty acid (-), calcium (MESH:D002118), folate (MESH:D005492), lipid (MESH:D008055), vitamin B12 (MESH:D014805), ATP (MESH:D000255), ion (MESH:D007477)
- **Species:** Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** p.Leu84Phe, p.Glu510Gln, G376E, L156P, p.Gln407Ter, T354M, p.Asp27His, p.Thr233Met, p.Arg399Ter, c.985A>G, p.Asp906Gly, N1303K, G157D, p.Ser314Asn, p.Gly448Val, -99C > T, R503C

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12888368/full.md

## References

114 references — full list in the complete paper: https://tomesphere.com/paper/PMC12888368/full.md

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Source: https://tomesphere.com/paper/PMC12888368