Evidence map›Paper›PMID 42864774›Full record

ArticleCancer medicine2026

Integrated scRNA-Seq and Spatial Transcriptomics Reveal CHPF and GPC1 as Markers of Cancer-Associated Fibroblast-Dominant Domains in Colorectal Cancer.

Yuan-Jie Liu, Qian-Wen Ye, Hui Zhang, Ning Yang, Yang Li, Jie-Pin Li

Abstract read
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Article in Cancer medicine, 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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2 · The registry

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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

6 authors.

Yuan-Jie LiuDepartment of Oncology, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.ORCID https://orcid.org/0000-0001-5062-555X
Qian-Wen YeNo. 1 Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.
Hui ZhangNo. 1 Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.
Ning YangShanghai Seventh People's Hospital, Shanghai University of Chinese Medicine, Shanghai, China.
Yang LiDepartment of Endoscopy Center, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.ORCID https://orcid.org/0000-0002-0772-9887
Jie-Pin LiJiangsu Provincial Key Laboratory of Tumor Systems Biology and Chinese Medicine, The Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.ORCID https://orcid.org/0000-0002-3060-3625

Funding

China Postdoctoral Science Foundation 2024M761501Natural Science Foundation of Jiangsu Province BK20251141Project of National Clinical Research Base of Traditional Chinese Medicine in Jiangsu Province JD2023SZ04Projects of Chinese Medicine and integrated Chinese and Western medicine in Jiangsu Province, China CYTF2026009Special Support program of China Postdoctoral Science Foundation 2025T181073
6 · The paper itself

Abstract

Spatial heterogeneity in the colorectal cancer (CRC) tumor microenvironment (TME) is closely related to stromal organization and may influence treatment-related features. In this study, we integrated single-cell RNA sequencing and spatial transcriptomic data from CRC tissues to examine cancer-associated fibroblast (CAF)-dominant spatial domains. GPC1 and CHPF were enriched in stromal regions and showed higher expression in CRC tissues than in normal tissues. In the analyzed cohorts, higher GPC1 and CHPF expression was associated with advanced clinicopathological features and poorer survival outcomes in univariate analyses. Single-cell analyses showed that GPC1 and CHPF were mainly expressed in fibroblasts and were enriched in an ADAM12-associated fibroblast subset with myofibroblast-like features, extracellular matrix-related genes, and hypoxia/glycolysis-related signatures. Cell-cell communication analysis suggested that this fibroblast subset was linked to higher inferred WNT signaling. Drug-response and immunotherapy-related analyses further showed that GPC1 and CHPF expression was associated with transcriptomic patterns related to treatment response. In mucinous adenocarcinoma (MA), the ADAM12-associated fibroblast program showed stronger inferred MIF-related signaling and was associated with macrophage M2-like features. Spatial mapping and multiplex immunofluorescence supported partial colocalization of GPC1, CHPF, and ADAM12 in CAF-rich stromal regions. In CAFs, GPC1 or CHPF knockdown reduced ADAM12, CAF activation markers, and WNT/MIF-related proteins, while ADAM12 knockdown weakened macrophage M2-like marker expression in a co-culture model. These findings suggest that GPC1 and CHPF mark an ADAM12-associated CAF program linked to stromal remodeling and immune-related features in CRC, especially in MA, but further studies are needed to define its functional role.

Indexed as

Biomarkers, TumorCancer-Associated FibroblastsColorectal NeoplasmsGlypicansADAM12 ProteinFemaleGene Expression Regulation, NeoplasticHumansMaleRNA-SeqSingle-Cell Gene Expression AnalysisSpatial TranscriptomicsTumor MicroenvironmentADAM12 ProteinADAM12 protein, humanBiomarkers, TumorGlypicansADAM12cancer‐associated fibroblastsCHPFcolorectal cancerGPC1immunotherapyspatial domains

Identifiers

PMID42864774
PMCPMC13658848

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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.