Evidence map›Paper›PMID 41484613›Full record

ArticleRespiratory research2026

Comprehensive profiling of lactylation-associated genes in pulmonary hypertension through bulk and single-cell RNA sequencing integration.

Rui Han, Yue Wang, Xuejin Lu, Wenhao Li, Wenlong Wu, Wanrong Wang, Daxiong Zeng, Ran Wang

Abstract read
In one paragraph

Article in Respiratory research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

8 authors.

Rui Han *Department of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China.
Yue Wang *Department of Infectious Diseases, The Second people's hospital of Hefei, Hefei hospital affiliated to Anhui medical university, Hefei, 230001, China.
Xuejin Lu *Department of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China.
Wenhao LiDepartment of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China.
Wenlong WuDepartment of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China.
Wanrong WangDepartment of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China.
Daxiong ZengDepartment of pulmonary and critical care medicine, Fourth Affiliated Hospital of Soochow University (Dushu Lake Hospital Affiliated to Soochow University), Suzhou, 215006, China. zengdxsz@126.com.
Ran WangDepartment of respiratory and critical care medicine, The first affiliated hospital of Anhui medical university, Hefei, 230022, China. wangran@ahmu.edu.cn.

Funding

National Natural Science Foundation of China 81970051
6 · The paper itself

Abstract

backgroundPulmonary hypertension (PH) is a progressive disorder with high pulmonary arterial pressure, causing right ventricular dysfunction. Understanding PH's molecular basis is vital for therapy development, but research on lactylation's role in PH is limited and needs more investigation.

methodsWe integrated bulk RNA-seq datasets (GSE113439, GSE186996) and single-cell RNA-seq data (GSE210248) from PH patients and controls Differential expression analysis identified lactylation-associated hub genes. Functional enrichment (GO/KEGG), immune infiltration, and cell-cell communication analyses were performed. In vitro validation included RT-PCR and western blot on hypoxic pulmonary artery smooth muscle cells (PASMCs).

resultsWe identified lymphocyte cytosolic protein 1 (LCP1) as a core lactylation-related hub gene, significantly upregulated in PH and validated in human/rat models. Single-cell profiling revealed elevated lactylation levels in vascular smooth muscle cells (VSMCs), T lymphocytes, and monocytes/macrophages within PH tissues. Cell communication analysis implicated TWEAK signaling from monocytes/macrophages to VSMCs as a driver of vascular remodeling. Metabolic pathways (e.g., glycolysis, bile acid metabolism) correlated strongly with lactylation activity. In vitro, hypoxia-induced LCP1 overexpression in PASMCs confirmed bioinformatic findings.

conclusionWe analyzed lactylation-related genes in PH, identifying LCP1 as a key diagnostic marker, and described immune cell lactylation in PH patients, offering insights for future research.

Indexed as

Hypertension, PulmonarySequence Analysis, RNASingle-Cell AnalysisAnimalsCells, CulturedGene Expression ProfilingHumansMaleMuscle, Smooth, VascularMyocytes, Smooth MusclePulmonary ArteryRatsRNA-SeqDifferential expressionImmune infiltrationLCP1Pulmonary hypertensionSingle-cell RNA sequencing

Identifiers

PMID41484613
PMCPMC12866019

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.