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.
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.
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.
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.
Who cites it
1 citing paper in PubMed.
- Integrated Mendelian Randomization and Single-Cell RNA Sequencing Analyses Reveal Lactate Metabolism as a Key Pathway in COVID-19-Induced Pulmonary Fibrosis.Canadian respiratory journal · 2026Article
Corrections and comments
- Erratum issued
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
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.
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Registered trials
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.