Evidence map›Paper›PMID 41532065›Full record

ArticleCanadian respiratory journal2026

Integrated Mendelian Randomization and Single-Cell RNA Sequencing Analyses Reveal Lactate Metabolism as a Key Pathway in COVID-19-Induced Pulmonary Fibrosis.

Xin Zhang, Liping Jia, Tuersun Yeziya, Shuyan Yang, Miaomiao Chen, Yan Mo, Xia Tong, Lanlan Zhang

Erratum issuedAbstract read
In one paragraph

Article in Canadian respiratory journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Xin ZhangDepartment of Gastroenterology, The First People's Hospital of Shuangliu District (West China Airport Hospital of Sichuan University), Chengdu, 610200, China.ORCID 0000-0002-1791-9334
Liping JiaKey Laboratory of Birth Defects and Related Diseases of Women and Children of MOE, State Key Laboratory of Biotherapy, West China Second University Hospital, Sichuan University, Chengdu, 610064, China, scu.edu.cn.
Tuersun YeziyaDepartment of Internal Medicine, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China, scu.edu.cn.
Shuyan YangDepartment of Gastroenterology, The First People's Hospital of Shuangliu District (West China Airport Hospital of Sichuan University), Chengdu, 610200, China.
Miaomiao ChenDepartment of Respiratory and Critical Care Medicine, Tianjin Chest Hospital, Tianjin, 300010, China, chesthospital.com.ORCID 0000-0003-1385-6206
Yan MoDepartment of Neurology Medicine, The Aviation Industry Corporation of China (AVIC) 363 Hospital, Chengdu, China.
Xia TongDepartment of Gastroenterology, The First People's Hospital of Shuangliu District (West China Airport Hospital of Sichuan University), Chengdu, 610200, China.ORCID 0009-0003-0243-7169
Lanlan ZhangDepartment of Pulmonary and Critical Care Medicine, State Key Laboratory of Respiratory Health and Multimorbidity, West China Hospital, Sichuan University, Chengdu, 610064, China, scu.edu.cn.ORCID 0000-0002-5381-9453

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The COVID-19 pandemic has led to a variety of long-term complications, with COVID-19-induced idiopathic pulmonary fibrosis (IPF) becoming a major concern. However, the underlying mechanisms, effective therapeutic strategies, and long-term prognosis of COVID-19-related pulmonary fibrosis remain unclear. Methods: This study utilized Mendelian randomization (MR) analysis and single-cell RNA sequencing (scRNA-seq) to systematically investigate the molecular mechanisms underlying COVID-19-induced pulmonary fibrosis. MR analysis was conducted to assess causal relationships, while scRNA-seq provided detailed insights into the cellular and molecular processes involved in fibrosis. Results: MR analysis revealed a significant association between COVID-19 infection and the development of IPF (OR = 1.15, 95% CI = 1.05-1.25, Conclusion: This study uncovers a critical mechanism by which COVID-19 promotes pulmonary fibrosis through the regulation of lactate metabolism in lung epithelial cells, with SLC16A4 playing a pivotal role. These findings highlight the potential of targeting this metabolic pathway as a therapeutic approach for pulmonary fibrosis, offering new directions for future antifibrotic treatment strategies.

Indexed as

COVID-19Idiopathic Pulmonary FibrosisLactic AcidPulmonary FibrosisHumansMendelian Randomization AnalysisPandemicsSARS-CoV-2Sequence Analysis, RNASingle-Cell AnalysisLactic AcidCOVID-19lactate metabolismMendelian randomization (MR)pulmonary fibrosissingle-cell RNA sequencing (scRNA)SLC16A4

Identifiers

PMID41532065
PMCPMC12791023

What Socratic 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 Socratic graph.