Evidence map›Paper›PMID 40738238›Full record

SynthesisMitochondrion2025

Peripheral immune progression to long COVID is associated with mitochondrial gene transcription: A meta-analysis.

David P Maison, Vedbar S Khadka, Isam Mohd-Ibrahim, Michael J Peluso, Timothy J Henrich, Youping Deng, Mariana Gerschenson

Abstract readMeta-Analysis
In one paragraph

Synthesis in Mitochondrion, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. VSL#3British journal of biomedical science · 2026
    Trial
  2. Article
  3. Article
  4. Article
  5. Article
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

7 authors.

David P MaisonDivision of Experimental Medicine, Department of Medicine, UCSF, San Francisco, CA, USA; Department of Cell and Molecular Biology, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
Vedbar S KhadkaDepartment of Quantitative Health Sciences, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
Isam Mohd-IbrahimDepartment of Quantitative Health Sciences, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA.
Michael J PelusoDivision of HIV, Infectious Diseases, and Global Medicine, Department of Medicine, UCSF, San Francisco, CA, USA.
Timothy J HenrichDivision of Experimental Medicine, Department of Medicine, UCSF, San Francisco, CA, USA.
Youping DengDepartment of Quantitative Health Sciences, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA. Electronic address: dengy@hawaii.edu.
Mariana GerschensonDepartment of Cell and Molecular Biology, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, USA. Electronic address: gerschen@hawaii.edu.

Funding

UH Hilo COP A&RP20GM103466 · NIGMS · UNIVERSITY OF HAWAII AT MANOA · PI Peter R Hoffmann · 2012 to 2026
$60.3M
The Role of gp120 on Cardiovascular Disease in People Living with HIVU54MD007601 · NIMHD · UNIVERSITY OF HAWAII AT MANOA · PI Benjamin C. Fogelgren · 2017 to 2026
$59.5M
TRPA1 Physiology in Diabetes, Metabolic Syndrome, and MetabolismP20GM113134 · NIGMS · UNIVERSITY OF HAWAII AT MANOA · PI Kathryn Jaques Schunke · 2017 to 2026
$21.5M
Tracking and Evaluation CoreU54GM138062 · NIGMS · UNIVERSITY OF HAWAII AT MANOA · PI OKAMOTO, SCOTT KIYOSHI · 2021 to 2025
$15.5M
Pacific Center for Genome ResearchU54HG013243 · NHGRI · UNIVERSITY OF HAWAII AT MANOA · PI Alexandra Margaret Lynn Binder, Youping Deng · 2023 to 2026
$10.8M
The Hawaii Advanced Training in Artificial Intelligence for Precision Nutrition Science Research (AIPrN)T32DK137523 · NIDDK · UNIVERSITY OF HAWAII AT MANOA · PI Youping Deng, RACHEL NOVOTNY · 2023 to 2026
$1.7M
NHGRI NIH HHS U54 HG013243NIDDK NIH HHS T32 DK137523NIGMS NIH HHS P20 GM103466NIGMS NIH HHS P20 GM113134NIGMS NIH HHS U54 GM138062NIMHD NIH HHS U54 MD007601
6 · The paper itself

Abstract

SARS-CoV-2, the virus responsible for the COVID-19 pandemic, has led to millions of cases of Long COVID worldwide. Long COVID is a phenomenon characterized by persistent and debilitating mental and physical symptoms following acute infection. Despite ongoing research, trials, and considerable progress in understanding Long COVID, its exact causes remain only partially understood, with current hypotheses addressing specific aspects of the condition. We conducted one of the most comprehensive meta-analyses to date of all quality bulk RNA-seq studies worldwide from the COVID-19 pandemic and show significant mitochondrial transcript changes in the peripheral immune system of people with Long COVID, with unexpectedly low levels of intracellular viral RNA in Long COVID. This extensive analysis, which includes 26 studies and 1,272 individuals, shows that mononuclear cells, PBMC, and granulocytes from Long COVID patients exhibit significant alterations in mitochondrial genes and related processes. These findings likely represent the true transcriptomic landscape of Long COVID across diverse datasets, highlighting the long-lasting impacts of SARS-CoV-2 on peripheral immune function. In combination with other ex vivo and proteomics studies showing mitochondrial dysfunction, our results suggest critical new directions, such as the potential role of clonal hematopoiesis and infected seed cells. This work highlights the need for further investigation into the mechanisms underlying these immune changes and persistent symptoms in people with Long COVID. These findings will serve as a foundation for defining the paradigm underlying the biological mechanisms of Long COVID, driving research into the peripheral immune system, bone marrow, and mitochondria.

Indexed as

COVID-19Genes, MitochondrialMitochondriaPost-Acute COVID-19 SyndromeTranscription, GeneticDisease ProgressionHumansLeukocytes, MononuclearCOVID-19GranulocyteMitochondriaMononuclearRNA

Identifiers

PMID40738238
PMCPMC12377506

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.