Evidence map›Paper›PMID 42435052›Full record

ArticleInflammation research : official journal of the European Histamine Research Society ... [et al.]2026

Integrative multi-omics identifies CYP1B1 as a candidate molecular link between toxicant exposure and ferroptosis-related epithelial stress in COPD.

Lingfeng Liu, Mingjun Jiang, Muzi Lei, Kun Du, Xiangyang Ye, Dafei Wei, Xiaowu Tan, Zhuang Mi, Yao Tang, Ruiting Sun and 1 more

Abstract read
In one paragraph

Article in Inflammation research : official journal of the European Histamine Research Society ... [et al.], 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. 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. 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.

Lingfeng Liu *Department of Pulmonary and Critical Care Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Mingjun Jiang *Vascular Disease Center, Shanghai Fourth People's Hospital, School of Medicine, Tongji University, Shanghai, 200092, China.
Muzi LeiDepartment of Intensive Care Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Kun DuMOE Key Laboratory of Rare Pediatric Diseases, College of Basic Medical Sciences, Hengyang Medical School, University of South China, Hengyang, 421009, China.
Xiangyang YeDepartment of Infectious Diseases, Xiangya Hospital of Central South University, Changsha, 410083, China.
Dafei WeiDepartment of Children's Medical Center, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Xiaowu TanDepartment of Pulmonary and Critical Care Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Zhuang MiDepartment of Pulmonary and Critical Care Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Yao TangDepartment of Cardiovascular Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China.
Ruiting SunState Key Laboratory of Respiratory Diseases, National Clinical Research Center for Respiratory Diseases, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 511495, China. Dr.srt@hotmail.com.
Sha LiuDepartment of Pulmonary and Critical Care Medicine, The Second Affiliated Hospital, University of South China, Hengyang, 421001, China. 2018020001@usc.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundChronic obstructive pulmonary disease (COPD) is characterized by progressive airflow limitation, chronic airway inflammation, and epithelial remodeling. Although oxidative stress and lipid peroxidation are increasingly recognized as important contributors to COPD pathobiology, the epithelial biomarkers and regulatory pathways linking cigarette-smoke exposure to ferroptosis-related injury remain incompletely defined.

objectiveThis study aimed to identify COPD-associated biomarkers and pathways by integrating bulk transcriptomics, single-cell RNA sequencing, machine-learning analysis, and experimental validation, with a particular focus on the potential association between CYP1B1 and ferroptosis-related epithelial stress.

methodsPublic transcriptomic cohorts, including GSE47460, GSE76925, and GSE37768, were analyzed using differential expression analysis, weighted gene co-expression network analysis, functional enrichment analysis, and machine-learning-based feature prioritization. Single-cell RNA-seq datasets, including GSE196341 and GSE135893, were used to explore cell-type localization of candidate genes. A cigarette-smoke-exposed mouse model and cigarette-smoke extract-treated 16HBE cells were used for experimental validation, and small-scale proteomic data were incorporated as orthogonal supporting evidence. Molecular docking was performed as an exploratory analysis to predict putative interactions between CYP1B1 and candidate compounds.

resultsTwenty-four candidate genes were identified by intersecting COPD-associated co-expression modules with differentially expressed genes. Machine-learning analysis prioritized BHLHE22, DPP6, DHRS9, and CYP1B1 as candidate diagnostic biomarkers. The combined model showed high discrimination in the training cohort, with reduced but retained performance in an external validation cohort. Single-gene ROC analysis in an independent dataset suggested moderate discriminatory performance, with CYP1B1 showing relatively consistent performance across analyses. Single-cell analysis indicated that CYP1B1 expression was enriched in airway secretory cell-related populations, and CYP1B1-high airway secretory cells were associated with ferroptosis-related pathway signatures. In cigarette-smoke-exposed mice and CSE-treated 16HBE cells, CYP1B1 expression was increased, accompanied by inflammatory and epithelial injury-related changes. Knockdown of CYP1B1 attenuated CSE-induced alterations in ferroptosis-related markers, including GPX4, MDA, 4-HNE, and GSH/GSSG. Exploratory molecular docking identified several compounds with predicted CYP1B1-binding potential, although experimental validation is required.

conclusionsIntegrative multi-omics and experimental analyses identified CYP1B1 as a candidate COPD-associated epithelial stress biomarker linked to ferroptosis-related signatures in airway secretory cell populations. The findings suggest a potential association between cigarette-smoke-induced CYP1B1 upregulation, lipid peroxidation-related epithelial injury, and epithelial remodeling in COPD. However, CYP1B1 should be considered an exploratory biomarker and putative mechanistic node rather than a validated diagnostic tool or therapeutic target at this stage. Further studies using larger clinically annotated cohorts, smoking-adjusted analyses, cell-type-specific perturbation, ferroptosis rescue experiments, and pharmacological validation are needed.

Indexed as

Cytochrome P-450 CYP1B1FerroptosisPulmonary Disease, Chronic ObstructiveAnimalsCell LineEpithelial CellsHumansMaleMiceMice, Inbred C57BLMolecular Docking SimulationMultiomicsTranscriptomeCYP1B1 protein, humanCyp1b1 protein, mouseCytochrome P-450 CYP1B1Biomarker discoveryCOPDCYP1B1Epithelial remodelingFerroptosisMulti-omicsSingle-cell RNA sequencing

Identifiers

PMID42435052
PMCPMC13356096

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.