Evidence map›Paper›PMID 42213334›Full record

ArticleJournal of thrombosis and thrombolysis2026

Single-cell transcriptomics reveals NDRG1/TGF‑β1 associated vascular smooth muscle cell phenotypic switching in chronic thromboembolic pulmonary hypertension.

Kai Zheng, Xia Zheng, Jie Li, Mingyuan Xu, Bin He, Xiaopeng Liu, Bo Ma, Jie Chen, Ran Miao, Zhidong Ye and 3 more

Abstract read
PubMed Publisher
In one paragraph

Article in Journal of thrombosis and thrombolysis, 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

13 authors.

Kai Zheng *China-Japan Friendship Hospital (Institute of Clinical Medical Sciences), Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
Xia Zheng *Department of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China. zhengxia256@126.com.
Jie Li *Institute of Clinical Medical Sciences, China-Japan Friendship Hospital, Beijing, China.
Mingyuan XuDepartment of Cardiovascular Surgery, Zhongnan Hospital of Wuhan University, Wuhan, China.
Bin HeDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.
Xiaopeng LiuDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.
Bo MaDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.
Jie ChenDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.
Ran MiaoNational Center for Respiratory Medicine; State Key Laboratory of Respiratory Health and Multimorbidity; National Clinical Research Center for Respiratory Diseases; Institute of Respiratory Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College; Department of Pulmonary and Critical Care Medicine, Center of Respiratory Medicine, China-Japan Friendship Hospital, Beijing, China.
Zhidong YeDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China.
Zhenguo ZhaiNational Center for Respiratory Medicine; State Key Laboratory of Respiratory Health and Multimorbidity; National Clinical Research Center for Respiratory Diseases; Institute of Respiratory Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College; Department of Pulmonary and Critical Care Medicine, Center of Respiratory Medicine, China-Japan Friendship Hospital, Beijing, China.
Peng LiuDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China. liupeng6618@yeah.net.
Yanan ZhenDepartment of Cardiovascular Surgery, China-Japan Friendship Hospital, Beijing, China. jamario@163.com.

Funding

the National High Level Hospital Clinical Research Funding No. 2023-NHLHCRF-PY-10
6 · The paper itself

Abstract

Chronic thromboembolic pulmonary hypertension (CTEPH) is characterized by a unique combination of mechanical obstruction resulting from organized thrombi and a variable degree of secondary small-vessel remodeling, both of which contribute to increased pulmonary vascular resistance. In this process, pulmonary artery smooth muscle cell (SMC) phenotypic switching plays a critical role in the progression of microvascular disease. However, the underlying molecular mechanisms remain incompletely elucidated. Single-cell RNA sequencing (scRNA-seq) data from CTEPH patients and normal pulmonary artery tissues (GSE224143, GSE228644) were integrated. After data preprocessing, unsupervised clustering, and cell type annotation using Seurat, we focused on SMC subtype analysis and constructed functional landscapes via pseudobulk DESeq2, Gene Ontology (GO) enrichment analysis, Monocle3 pseudotime trajectory analysis, and high-dimensional weighted gene co-expression network analysis (hdWGCNA). Core findings were validated using bulk RNA-seq datasets (GSE84538) and experimental approaches, including Western blotting, immunofluorescence, EdU proliferation assay, and Transwell/scratch wound healing migration assay. scRNA-seq analysis identified 18 distinct cell clusters in pulmonary vascular tissues. Compared with controls, CTEPH tissues showed reduced fibroblasts and increased immune cells (T cells, monocytes/macrophages) and SMCs. Four SMC phenotypes were identified, with a marked expansion of fibroblast-like SMCs in CTEPH and a dynamic transition from contractile to fibroblast-like phenotype confirmed by pseudotime analysis. Upregulated genes in CTEPH SMCs were enriched in extracellular matrix organization and TGF-β signaling pathways (significantly activated). Cross-validation via hdWGCNA, pseudotime trajectory, and bulk RNA-seq data identified NDRG1 (a hypoxia-inducible gene) as a core gene. NDRG1 was significantly overexpressed in CTEPH SMCs and tissues, positively correlating with pulmonary vascular resistance (PVR). Functional experiments showed that NDRG1 knockdown inhibited hypoxia-induced migration/proliferation of human pulmonary artery smooth muscle cells (HPASMCs), suppressed TGF-β/SMAD pathway activation, and reduced fibroblast-like phenotype marker (Vimentin, COL1A1) expression. NDRG1 is associated with SMC phenotypic switching toward the fibroblast-like phenotype and promotes pulmonary vascular remodeling in CTEPH via the TGF-β/SMAD pathway. NDRG1 and related key gene axes may serve as potential therapeutic targets for CTEPH.

Indexed as

Chronic thromboembolic pulmonary hypertensionNDRG1Single-cell RNA sequencingSmooth muscle cell phenotypic switchingVascular remodeling

Identifiers

What Socratic holds

Textmetadata
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.