Evidence map›Paper›PMID 42089585›Full record

ArticleMediators of inflammation2026

Single-Cell Transcriptomics Identifies BST2 as an Oncogenic Driver and Immunotherapy Biomarker in Lung Adenocarcinoma.

Keyun Zhu, Mingrong Lin, Chengbin Lin, Tao Hu, Zhikai Cao, Shuo Huang, Yan Shen, Jing Zeng, Jinxian He, Weiyu Shen and 1 more

Abstract read
In one paragraph

Article in Mediators of inflammation, 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. Article
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.

Keyun ZhuDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0000-0002-1400-4403
Mingrong LinDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0001-3407-3772
Chengbin LinDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.
Tao HuDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0008-1979-7407
Zhikai CaoDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0004-4342-3705
Shuo HuangDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0004-9681-9180
Yan ShenDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0007-1862-0610
Jing ZengDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0007-2670-2712
Jinxian HeDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0001-9690-6610
Weiyu ShenDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0000-0003-3756-5083
Jianjian YingDepartment of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, 315040, Zhejiang, China, nbu.edu.cn.ORCID https://orcid.org/0009-0004-3514-0326

Funding

Medical Science and Technology Project of Zhejiang Province 2024KY297Natural Science Foundation of Ningbo 2023J224Natural Science Foundation of Ningbo 2023J226
6 · The paper itself

Abstract

backgroundLung adenocarcinoma (LUAD) is a leading cause of cancer-related mortality worldwide. The tumor microenvironment (TME) plays a pivotal role in LUAD progression, but the specific molecular mechanisms driving malignancy and immune evasion remain incompletely understood. Bone marrow stromal cell antigen 2 (BST2) has been implicated in other cancers, yet its functional role and therapeutic potential in LUAD require further elucidation.

methodsWe integrated single-cell RNA sequencing (scRNA-seq) data from primary LUAD tissues and normal lung tissues with bulk RNA-seq data from The Cancer Genome Atlas (TCGA)-LUAD and GEO cohorts. Malignant epithelial cells were identified using inferCNV analysis. Cellular trajectory and cell-cell communication analyses were systematically performed to delineate the malignant transformation process and its interactions with the TME. High-dimensional weighted gene coexpression network analysis further identified key functional modules within malignant subpopulations. The oncogenic role of BST2 was comprehensively validated through differential expression analysis, survival analysis, gene set enrichment analysis (GSEA), and in vitro cellular assays, including RT‑qPCR, MTT, colony formation, Transwell invasion, and wound healing experiments. In addition, we employed the tumor immune dysfunction and exclusion (TIDE) algorithm to evaluate its association with immunotherapy response and performed drug screening via the Clue.io platform to explore its therapeutic potential.

resultsscRNA-seq analysis revealed significant heterogeneity in the TME and identified two distinct subpopulations of malignant epithelial cells. Trajectory analysis uncovered a specific lineage (Lineage 4) driving the normal-to-malignant transition, while cell communication analysis highlighted interactions between malignant cells and tumor-associated macrophages (TAMs) mediated by MIF and APP signaling pathways. High-dimensional weighted gene coexpression network analysis (hdWGCNA) identified a coexpression gene module (Module 1) specifically enriched in malignant subpopulations. By intersecting with a set of immunoregulatory genes, BST2 was ultimately determined as a key candidate oncogene. BST2 was significantly upregulated in malignant epithelial cells and TAMs, and its high expression was closely associated with poor patient prognosis. GSEA demonstrated that high BST2 expression was linked to the activation of crucial oncogenic pathways, including oxidative phosphorylation, Kras signaling, and epithelial-mesenchymal transition (EMT). In vitro validation further confirmed that BST2 knockdown suppressed LUAD cell proliferation, migration, and invasion. Furthermore, elevated BST2 expression was associated with reduced efficacy of immune checkpoint blockade (ICB) therapy.

conclusionOur study unveils BST2 as a critical oncogene in LUAD, promoting tumor progression and influencing the TME, particularly via TAM recruitment. BST2 expression predicts patient prognosis and immunotherapy response, positioning it as a promising biomarker and therapeutic target.

Indexed as

Adenocarcinoma of LungAntigens, CDBiomarkers, TumorImmunotherapyLung NeoplasmsBone Marrow Stromal Antigen 2Cell Line, TumorEpithelial-Mesenchymal TransitionGene Expression Regulation, NeoplasticGPI-Linked ProteinsHumansSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscriptomeTumor MicroenvironmentAntigens, CDBiomarkers, TumorBone Marrow Stromal Antigen 2BST2 protein, humanGPI-Linked Proteinsimmune cellsLUADTME

Identifiers

PMID42089585
PMCPMC13147935

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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.