Evidence map›Paper›PMID 40855036›Full record

ArticleCellular oncology (Dordrecht, Netherlands)2025

Integrating multi-modal transcriptomics identifies cellular subtypes with distinct roles in PDAC progression.

Jun Wu, Tenghui Dai, Ziyue Li, Meng Pan, Wei Zhang, Hao Chen, Guansheng Zheng, Li Qiao, Qizhou Lian, Yang Liu and 1 more

Abstract read
In one paragraph

Article in Cellular oncology (Dordrecht, Netherlands), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. POSTNOncology reports · 2026
    Article
  5. Article
  6. Review
  7. 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

11 authors.

Jun Wu *Laboratory Medicine, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China.ORCID http://orcid.org/0000-0002-1717-0378
Tenghui Dai *Institute for Brain Research and Rehabilitation, South China Normal University, Guangzhou, 510631, China.ORCID http://orcid.org/0009-0005-3771-4167
Ziyue Li *Cord Blood Bank, Guangzhou Institute of Eugenics and Perinatology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510623, China.
Meng Pan *Department of Hepatobiliary Surgery, The Second Affiliated Hospital of Wannan Medical College, Wuhu, 241001, China.
Wei ZhangInstitute for Brain Research and Rehabilitation, South China Normal University, Guangzhou, 510631, China.ORCID http://orcid.org/0009-0007-6333-4138
Hao ChenDepartment of Gastroenterology, Guangdong Provincial People's Hospital, Southern Medical University, Guangzhou, 510080, China.
Guansheng ZhengDepartment of Clinical Laboratory, Guangdong Provincial People's Hospital, Southern Medical University, Guangzhou, 510080, China.
Li QiaoDepartment of Rehabilitation Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.
Qizhou LianCord Blood Bank, Guangzhou Institute of Eugenics and Perinatology, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510623, China. qz.lian@siat.ac.cn.
Yang LiuState Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China. liuy245@mail3.sysu.edu.cn.ORCID http://orcid.org/0009-0006-4321-0878
Jierong ChenLaboratory Medicine, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. chenjierong@gdph.org.cn.ORCID http://orcid.org/0009-0001-5904-7140

Funding

Climbing Scientific Peak Project for Talents at The Second Affiliated Hospital of Wannan Medical College DFJH2022012Guangzhou Basic and Applied Basic Research Program 2024A04J10021Key Programs of Wannan Medical College WK2022ZF26National Key Research and Development Program of China grant 2023YFA0914904; 2022YFA1105601National Natural Science Foundation of China 82102497
6 · The paper itself

Abstract

purposePancreatic ductal adenocarcinoma (PDAC) remains one of the deadliest malignancies, largely due to its highly immunosuppressive and fibrotic tumor microenvironment (TME). However, the spatial and functional organization of its cellular components remains poorly understood.

methodsWe present an integrated transcriptomic atlas of the PDAC TME by combining single-cell RNA sequencing (n = 88; 187,520 cells), Visium spatial transcriptomics (n = 20; 67,933 spots), bulk RNA sequencing (n = 1,383), and high-resolution Xenium spatial transcriptomics (n = 2; 307,679 cells). Key findings were validated using scRNA-seq, bulk datasets, multiplex immunohistochemistry, and spatial imaging.

resultsPOSTN⁺ fibroblasts and SPP1⁺ macrophages consistently co-infiltrated across 12 independent bulk RNA-seq cohorts, and showed spatial correlation in both Visium and Xenium platforms. Those tumor-promoting cell states were enriched in hypoxic, angiogenesis, and epithelial-mesenchymal transition, and were linked to poor prognosis. In contrast, CCL4⁺ CD8⁺ effector T cells and IGHG1⁺ plasma cells co-occurred within immune-active niches, were enriched for cytotoxic and activation-related pathways, and were associated with improved patient survival. Notably, these protective immune subsets remained detectable despite the immunosuppressive nature of the PDAC TME. Expression specificity of POSTN, SPP1, CCL4, and IGHG1 was validated at the transcriptomic and protein levels.

conclusionsWe delineate two opposing cellular programs in the PDAC TME-tumor-promoting stromal remodeling and anti-tumor immune activation-spatially organized in distinct niches. Those findings suggest that targeting POSTN⁺ fibroblasts and SPP1⁺ macrophages-mediated stromal interactions while promoting CCL4⁺ T cell and IGHG1⁺ plasma cell immunity, may offer new therapeutic strategies for PDAC.

Indexed as

Carcinoma, Pancreatic DuctalDisease ProgressionGene Expression ProfilingPancreatic NeoplasmsTranscriptomeGene Expression Regulation, NeoplasticHumansMacrophagesSingle-Cell AnalysisTumor MicroenvironmentCCL4IGHG1PDACPOSTNSPP1TME

Identifiers

PMID40855036
PMCPMC12528271

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LicenceCC BY-NC-ND
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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.