Evidence map›Paper›PMID 41752134›Full record

ArticleInternational journal of molecular sciences2026

Systematic Examination of Gene Expression and Proteomic Evidence Across Tissues Supports the Role of Mitochondrial Dysregulation in ME/CFS.

Gregory R Keele, Mike Enger, Quinn Barnette, Roman Ruiz-Esparza, Manuel Alvarado, Ravi Mathur, Jeran K Stratford, Stephanie N Giamberardino, Linda Morris Brown, Bradley T Webb and 1 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Gregory R KeeleRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.ORCID 0000-0002-1843-7900
Mike EngerRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.ORCID 0000-0002-9530-9814
Quinn BarnetteRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.
Roman Ruiz-EsparzaRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.ORCID 0000-0001-8114-0723
Manuel AlvaradoRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.
Ravi MathurRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.
Jeran K StratfordRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.
Stephanie N GiamberardinoRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.ORCID 0000-0001-7440-5156
Linda Morris BrownRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.
Bradley T WebbDepartment of Population Health Sciences, Geisinger, Danville, PA 17822, USA.ORCID 0000-0002-0576-5366
Megan Ulmer CarnesRTI International, 3040 E Cornwallis Rd, Research Triangle Park, NC 27709, USA.

Funding

DMCC for ME/CFS: Recompete 2022 + CDE Admin SupplementU24NS105535 · NINDS · RESEARCH TRIANGLE INSTITUTE · PI Linda Morris Brown, Megan Carnes · 2017 to 2026
$9.9M
NIH HHS U24NS105535NINDS NIH HHS U24 NS105535
6 · The paper itself

Abstract

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a chronic, multisystem disease characterized by post-exertional malaise and persistent fatigue. The cause of ME/CFS is not well understood, and there are no established biomarkers or FDA-approved pharmacotherapies. The clinical heterogeneity of ME/CFS presents challenges to diagnosis and treatment and necessitates collaborative efforts to generate robust findings. This study leveraged gene and protein expression data from the mapMECFS data repository and the DecodeME Genome-Wide Association Study (GWAS) to assess consistent gene signatures across studies. The mitochondrial genes MT-RNR1 and MT-RNR2 exhibited lower expression in ME/CFS cases in two studies. Combining this with increased expression of mitochondrial genes in platelets from another study, this supports mitochondrial dysregulation as having a role in ME/CFS. Furthermore, ME/CFS-associated genes were mapped to compounds in drug databases as possible treatments for further investigation. In muscle gene expression data, 107 approved compounds target 26 genes with functions relevant to mitochondrial support and immunomodulators. From the DecodeME GWAS, 83 approved compounds target 24 genes with functions related to energy metabolism and mitochondrial function. Though little consistency in specific genes was observed across studies, which highlights the need for larger studies, mitochondrial dysfunction in ME/CFS cases was evident across studies.

Indexed as

Fatigue Syndrome, ChronicMitochondriaProteomicsGene Expression ProfilingGene Expression RegulationGenome-Wide Association StudyHumanschronic fatigue syndromedata repositorydrug repurposinggene expressioninfection-associated chronic illness (IACI)mapMECFSmyalgic encephalomyelitisproteomics

Identifiers

PMID41752134
PMCPMC12940889

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.