Go to The Journal of Clinical Investigation
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Journal stats
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
  • Physician-Scientist Development
  • Current issue
  • Past issues
  • By specialty
    • COVID-19
    • Cardiology
    • Immunology
    • Metabolism
    • Nephrology
    • Oncology
    • Pulmonology
    • All ...
  • Videos
  • Collections
    • In-Press Preview
    • Resource and Technical Advances
    • Clinical Research and Public Health
    • Research Letters
    • Editorials
    • Perspectives
    • Physician-Scientist Development
    • Reviews
    • Top read articles

  • Current issue
  • Past issues
  • Specialties
  • In-Press Preview
  • Resource and Technical Advances
  • Clinical Research and Public Health
  • Research Letters
  • Editorials
  • Perspectives
  • Physician-Scientist Development
  • Reviews
  • Top read articles
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Journal stats
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact

Submit a comment

Whole-genome methylation sequencing uncovers PASC signature elicited by T4 lymphocytes, shared with pulmonary fibrosis risk
Andy Madrid, Joseph Balnis, Lisa A. Drake, Anupama Tiwari, Vraj J. Patel, Paul J. Feustel, Jihua Liu, Sündüz Keleş, Fangxiu Xu, Chris L. Wright, Alvaro G. Hernandez, Recai Yucel, Marc A. Judson, Harold A. Singer, Reid S. Alisch, Ariel Jaitovich
Andy Madrid, Joseph Balnis, Lisa A. Drake, Anupama Tiwari, Vraj J. Patel, Paul J. Feustel, Jihua Liu, Sündüz Keleş, Fangxiu Xu, Chris L. Wright, Alvaro G. Hernandez, Recai Yucel, Marc A. Judson, Harold A. Singer, Reid S. Alisch, Ariel Jaitovich
View: Text | PDF
Clinical Research and Public Health In-Press Preview Inflammation Pulmonology

Whole-genome methylation sequencing uncovers PASC signature elicited by T4 lymphocytes, shared with pulmonary fibrosis risk

  • Text
  • PDF
Abstract

BACKGROUND. Long-COVID, or post-acute sequelae of COVID-19 (PASC), leads to debilitating physical and cognitive deficits. No PASC molecular signature present in patients with diverse symptoms has been described. While PASC engages pathways regulating pro-fibrotic programs, no comparison of PASC with fibrosis-associated epigenetic landscapes has been reported at the bulk or single-cell level. We hypothesize that a subset of DNA methylation changes are present in PASC patients from multiple cohorts, predominate in specific immune or inflammatory cell-types, and overlap with the epigenetic profile of patients at risk of pulmonary fibrosis. METHODS. Two distinct prospective cohorts, in 2021 and in 2022-24, involving 203 patients with PASC underwent bulk whole genome methylation sequencing (WGMS). Single-cell WGMS data was generated from an independent PASC cohort. Sixty-eight pre-pandemic patients with conditions elevating risk of pulmonary fibrosis development were compared with PASC. RESULTS. Sixteen differentially methylated regions distinguished PASC versus multiple independent, healthy controls. Single-cell analysis of these regions indicated trending relative hypermethylation at multiple cell types, with T4 lymphocytes eliciting hypermethylation at most of the sequences identified to be PASC-specific DMRs in the bulk analysis. Patients at risk of pulmonary fibrosis development elicited DNA methylation changes overlapping PASC. CONCLUSION. In two independent prospective cohorts, blood WGMS identifies differentially methylated regions associated with PASC. Hypermethylation of these regions is predominantly, although not exclusively, associated with T4 lymphocytes and overlap with changes present in pre-pandemic pulmonary fibrosis at-risk patients. FUNDING. National Institutes of Health award HL160661 (AJ); and AI173035 (AJ and RSA).

Authors

Andy Madrid, Joseph Balnis, Lisa A. Drake, Anupama Tiwari, Vraj J. Patel, Paul J. Feustel, Jihua Liu, Sündüz Keleş, Fangxiu Xu, Chris L. Wright, Alvaro G. Hernandez, Recai Yucel, Marc A. Judson, Harold A. Singer, Reid S. Alisch, Ariel Jaitovich

×

Guidelines

The Editorial Board will only consider comments that are deemed relevant and of interest to readers. The Journal will not post data that have not been subjected to peer review; or a comment that is essentially a reiteration of another comment.

  • Comments appear on the Journal’s website and are linked from the original article’s web page.
  • Authors are notified by email if their comments are posted.
  • The Journal reserves the right to edit comments for length and clarity.
  • No appeals will be considered.
  • Comments are not indexed in PubMed.

Specific requirements

  • Maximum length, 400 words
  • Entered as plain text or HTML
  • Author’s name and email address, to be posted with the comment
  • Declaration of all potential conflicts of interest (even if these are not ultimately posted); see the Journal’s conflict-of-interest policy
  • Comments may not include figures
This field is required
This field is required
This field is required
This field is required
This field is required
This field is required

Copyright © 2026 American Society for Clinical Investigation
ISSN 2379-3708

Sign up for email alerts