Evidence map›Paper›PMID 42870859›Full record

ArticleTranslational cancer research2026

Multi-omics integration identifies PON2 as a prognostic biomarker and mediator of tumor microenvironment remodeling in gallbladder cancer.

Jian Yang, Lingbo Hu, Chao Yang, Haoyang Bei, Yulian Wu

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Article in Translational cancer research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jian YangDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Lingbo HuDepartment of Hepatopancreatobiliary Surgery, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China.
Chao YangDepartment of Blood Purification, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China.
Haoyang BeiDepartment of Hepatopancreatobiliary Surgery, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China.
Yulian WuDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.ORCID https://orcid.org/0000-0002-4090-0551

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Gallbladder cancer (GBC) is an aggressive biliary tract malignancy with limited therapeutic options and poor prognosis. Tumor microenvironment (TME) remodeling contributes substantially to GBC progression; however, the molecular drivers linking malignant epithelial programs to microenvironmental alterations remain poorly defined. This study aimed to characterize the cellular ecosystem of GBC and identify clinically relevant molecular targets associated with tumor progression and TME remodeling. Methods: Single-cell RNA sequencing (RNA-seq) data from 10 GBC tissues and 4 matched adjacent normal tissues were analyzed to define the cellular landscape of GBC. Unsupervised clustering, cell-type annotation, and copy number variation analysis were used to characterize TME composition and identify malignant epithelial populations. Integrated analyses of single-cell transcriptomic, bulk RNA-seq, and tumor proteomic datasets were performed to screen candidate prognostic biomarkers. The clinical relevance of the candidate gene was evaluated by survival analysis and validated in clinical GBC specimens using immunohistochemistry and quantitative real-time polymerase chain reaction. Functional assays were conducted in GBC cell lines to assess its effects on tumor cell proliferation and migration. Cell-cell communication analysis was further used to explore potential interactions between malignant epithelial cells and non-malignant microenvironmental components. Results: Single-cell profiling revealed substantial cellular heterogeneity within the GBC microenvironment and identified malignant epithelial clones with distinct transcriptional programs. Multi-omics integration identified paraoxonase 2 (PON2) as a potential prognostic biomarker in GBC. Elevated PON2 expression was validated in clinical GBC specimens and was associated with worse overall survival. Conclusions: This multi-omics study identifies PON2 as a clinically relevant biomarker associated with GBC progression and TME remodeling. PON2 may serve as a prognostic indicator and potential therapeutic target, providing new insights into TME-directed translational strategies for GBC.

Indexed as

Gallbladder cancer (GBC)paraoxonase 2 (PON2)single-cell RNA sequencing (scRNA-seq)tumor microenvironment (TME)tumor progression

Identifiers

PMID42870859
PMCPMC13657823

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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.