Evidence map›Paper›PMID 39526457›Full record

ArticleCancer medicine2024

Pan-Cancer Single-Cell Transcriptomic Analysis Reveals Divergent Expression of Embryonic Proangiogenesis Gene Modules in Tumorigenesis.

Zeshuai Wang, Yiyi Su, Lisha Zhao, Wei Liu, Jiaqi Zhang, Wei Yang, Hanjie Li, Mingqian Feng, Hao Wang, Zhuo Song

Abstract read
In one paragraph

Article in Cancer medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

2 citing papers in PubMed.

  1. Article
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4 · The record

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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

10 authors.

Zeshuai WangCollege of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.ORCID https://orcid.org/0009-0005-4103-6549
Yiyi SuCollege of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.
Lisha ZhaoMaternal-Fetal Medicine Institute, Department of Obstetrics and Gynecology, Shenzhen Baoan Women's and Children's Hospital, Shenzhen University, Shenzhen, China.
Wei LiuGuangdong Provincial Key Laboratory of Medical Molecular Diagnostics, Guangdong Medical University, Dongguan, China.
Jiaqi ZhangKey Laboratory of Quantitative Synthetic Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.
Wei YangMaternal-Fetal Medicine Institute, Department of Obstetrics and Gynecology, Shenzhen Baoan Women's and Children's Hospital, Shenzhen University, Shenzhen, China.
Hanjie LiKey Laboratory of Quantitative Synthetic Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.
Mingqian FengCollege of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.
Hao WangMaternal-Fetal Medicine Institute, Department of Obstetrics and Gynecology, Shenzhen Baoan Women's and Children's Hospital, Shenzhen University, Shenzhen, China.
Zhuo SongMaternal-Fetal Medicine Institute, Department of Obstetrics and Gynecology, Shenzhen Baoan Women's and Children's Hospital, Shenzhen University, Shenzhen, China.

Funding

the Grant of 2021 Guangdong Recruitment Program of Foreign Experts (Hao Wang)the Health and Medical Scientific Research Project of Shenzhen Bao'an Medical Association BAYXH2024026the National Key R&D Program of China 2019YFA0906100the Shenzhen Key Medical Discipline Construction Fund SZXK028
6 · The paper itself

Abstract

backgroundAngiogenesis is indispensable for the sustained survival and progression of both embryonic development and tumorigenesis. This intricate process is tightly regulated by a multitude of pro-angiogenic genes. The presence of gene modules facilitating angiogenesis has been substantiated in both embryonic development and the context of tumor proliferation. However, it remains unresolved whether the pro-angiogenic gene modules expressed during embryonic development also exist in tumors.

methodsThis study performed a pan-cancer single-cell RNA sequencing (scRNA-seq) analysis on samples from 332 patients across seven cancer types: thyroid carcinoma, lung cancer, breast cancer, hepatocellular carcinoma, colorectal cancer, ovarian carcinoma, and prostate adenocarcinoma. Data processing was carried out using the Seurat R package, with rigorous quality control to filter high-quality cells and mitigate batch effects across datasets. We used principal component analysis (PCA), shared nearest neighbor graph-based clustering, and Uniform Manifold Approximation and Projection (UMAP) to visualize cell types and identify distinct cell clusters. Myeloid cell subpopulations were further analyzed for the expression of embryonic pro-angiogenic gene modules (EPGM) and tumor pro-angiogenic gene modules (TPGM).

resultsThe analysis identified nine major cell types within the tumor microenvironment, with myeloid cells consistently exhibiting elevated expression of both tumor pro-angiogenic gene modules (TPGM) and EPGM across all tumor types. In particular, myeloid cells, including macrophages and monocytes, showed high EPGM expression, indicating an active role of embryonic pro-angiogenesis pathways in tumors. A subset analysis revealed 20 distinct myeloid subtypes with varying EPGM and TPGM expression across different cancers. Treatment and disease stage influenced these gene expressions, with certain subtypes, such as HSPAhi/STAT1+ macrophages in breast cancer, displaying reduced pro-angiogenic gene activity post-treatment.

conclusionThis study provides evidence that tumors may exploit EPGM to enhance vascularization and support sustained growth, as evidenced by the elevated EPGM expression in tumor-associated myeloid cells. The consistent presence of EPGM in TAMs across multiple cancer types suggests a conserved mechanism wherein tumors harness embryonic angiogenic pathways to facilitate their progression. Distinct EPGM expression patterns in specific myeloid cell subsets indicate potential therapeutic targets, particularly in cases where EPGM activation contributes to resistance against anti-angiogenic therapies. These findings shed new light on the molecular mechanisms underlying tumor angiogenesis and highlight the prognostic relevance of EPGM expression in cancer, underscoring its potential as a biomarker for clinical applications.

Indexed as

Gene Expression Regulation, NeoplasticNeoplasmsNeovascularization, PathologicSingle-Cell AnalysisCarcinogenesisGene Expression ProfilingGene Regulatory NetworksHumansTranscriptomeTumor Microenvironmentangiogenesisangiogenic macrophagesembryonic developmentneovascularizationsingle‐cell transcriptometumor microenvironment

Identifiers

PMID39526457
PMCPMC11551789

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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.