Evidence map›Paper›PMID 42859340›Full record

ArticleAdvanced biotechnology2026

Spatial multi-omics uncovers an invasive-desmoplastic cellular community with prognostic and therapeutic implications in pancreatic ductal adenocarcinoma.

Chang-Hao Liang, Hua Ye, Hui Xu, Chen Fang, Jian-Ping Lian, Yue-Qin Chen, Wen-Tao Wang, Bo He

Abstract read
In one paragraph

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

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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Chang-Hao Liang *MOE Key Laboratory of Gene Function and Regulation, Guangdong Province Key Laboratory of Pharmaceutical Functional Genes, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China.
Hua Ye *Department of Anesthesiology, and Department of Hepatobiliary, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, China.
Hui Xu *Department of Anesthesiology, and Department of Hepatobiliary, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, China.
Chen FangMOE Key Laboratory of Gene Function and Regulation, Guangdong Province Key Laboratory of Pharmaceutical Functional Genes, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China.
Jian-Ping LianMOE Key Laboratory of Gene Function and Regulation, Guangdong Province Key Laboratory of Pharmaceutical Functional Genes, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China.
Yue-Qin ChenMOE Key Laboratory of Gene Function and Regulation, Guangdong Province Key Laboratory of Pharmaceutical Functional Genes, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China.
Wen-Tao WangMOE Key Laboratory of Gene Function and Regulation, Guangdong Province Key Laboratory of Pharmaceutical Functional Genes, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China. wangwt8@mail.sysu.edu.cn.ORCID http://orcid.org/0000-0003-3913-4455
Bo HeDepartment of Anesthesiology, and Department of Hepatobiliary, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, China. heb@mail.sysu.edu.cn.

Funding

National Key R&D Program of China 2022YFA1303302National Natural Science Foundation of China 32370594National Natural Science Foundation of China 81772621
6 · The paper itself

Abstract

Pancreatic ductal adenocarcinoma (PDAC) is characterized by a dense desmoplastic stroma and profound spatial heterogeneity, yet the multicellular organizational principles governing its tumor microenvironment remain poorly understood. Here, we performed single-cell RNA sequencing (scRNA-seq; n = 9) and spatial transcriptomics (n = 4), integrating 61,234 single cells and 30,430 spots to identify an invasive-frontier myofibroblastic cancer-associated fibroblast (IF-myCAF), which is characterized by elevated expression of ACTA2, TAGLN, COL11A1, THBS2, CTHRC1, and POSTN. IF-myCAFs were validated in eight independent PDAC cohorts (159 samples with 67,959 CAFs), showing conserved transcriptional programs and representing a major CAF subpopulation across datasets. Spatial cellular community (CC) analysis identified five recurrent CCs that delineated the multicellular organization of PDAC. Notably, the invasive-desmoplastic CC (ID-CC), which localized to the tumor-stroma interface, was defined by a 5.8-fold enrichment of IF-myCAF; within this community, IF-myCAF colocalized with malignant ductal cells and macrophages. We also found that the ID-CC transcriptional signature was independently associated with worse outcome in TCGA-PAAD. Furthermore, ligand-receptor (LR) analysis of 4,009 IF-myCAF-associated LR pairs identified IF-myCAF as the predominant cell population mediating ECM-related intercellular signaling within ID-CC. Structure-based virtual screening against four IF-myCAF-derived ligand-receptor axes mediating intercellular communication within this community (THBS2-CD47, CTHRC1-FZD8, PPIA-BSG/CD147, MIF-CD74) identified five multi-target drug-repurposing candidates, including conivaptan, lonafarnib, rucaparib, desloratadine, and ketotifen. Collectively, this study first identified a novel CAF subpopulation, IF-myCAF, and established a CC-based organizational scheme for PDAC spatial architecture. Our findings advance our understanding of spatial ecosystem-level stromal heterogeneity in PDAC and suggest targeting IF-myCAF-driven signaling within ID-CC.

Indexed as

Cancer-associated fibroblastsCellular communitiesDrug repurposingPancreatic ductal adenocarcinomaSpatial transcriptomics

Identifiers

PMID42859340
PMCPMC13653914

What OpenQuestion holds

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Registered trials

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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.