Evidence map›Paper›PMID 41209347›Full record

ArticleComputational and structural biotechnology journal2025

Single-cell analysis decodes cellular dynamics in clear cell renal cell carcinoma with tumor thrombus.

Huiying Tao, Mao Xie, Feng Zhang, Jiazi Cha, Yuchen Zeng, Hao Xie, Jiahao Guo, Yufan Yang, Conghui Li, Chunhua Lin

Abstract read
In one paragraph

Article in Computational and structural biotechnology journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Tui: A Multigenerational and Expert-Correctable Tracker for Cellular Dynamics.Computational and structural biotechnology journal · 2026
    Article
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

10 authors.

Huiying TaoDepartment of Urology, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong 264000, China.
Mao XieDepartment of Urology, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong 264000, China.
Feng ZhangDepartment of Breast Surgery, Breast Cancer Center, The Affiliated Taian City Central Hospital of Qingdao University, Taian, Shandong 271000, China.
Jiazi ChaDepartment of Urology, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong 264000, China.
Yuchen ZengHangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang 310000, China.
Hao XieSchool of Clinical Medicine, Shandong Second Medical University, Weifang, Shandong 261000, China.
Jiahao GuoThe 2nd Medical College of Binzhou Medical University, Yantai, China.
Yufan YangDepartment of Urology, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong 264000, China.
Conghui LiDepartment of Biology, University of Copenhagen, Copenhagen 2100, Denmark.
Chunhua LinDepartment of Urology, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong 264000, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Venous tumor thrombus formation represents a pivotal stage in the metastatic cascade of clear cell renal cell carcinoma (ccRCC). To gain deeper insights into the cellular and molecular landscape underlying this process, we performed comprehensive single-cell RNA sequencing on primary ccRCC tumors and their matched venous tumor thrombi, aiming to systematically characterize the microenvironment of tumor thrombus formation. Our analysis reveals a distinct cellular composition within the tumor thrombus, marked by a significant enrichment of myeloid cells and a relative depletion of T/NK cells, establishing an immunosuppressive milieu at the tumor thrombus site. Notably, we identified a pro-tumorigenic tumor-associated macrophage subpopulation exhibiting M2-like polarization and pro-angiogenic/immunosuppressive characteristics that significantly expanding within the thrombus. Concomitantly, the CD8 + T cell compartment displayed transcriptional signatures indicative of functional exhaustion. Intercellular communication network analysis highlighted the upregulation of adhesion-promoting signaling pathways and context-dependent stromal-immune crosstalk within the thrombus. Furthermore, epithelial cells residing within the tumor thrombus exhibited transcriptional adaptations associated with enhanced migration and survival, alongside increased genomic instability. This study provides a valuable data resource for understanding and targeting the tumor thrombus niche.

Indexed as

Clear Cell Renal Cell Carcinoma (ccRCC)MetastasisSingle-Cell RNA Sequencing (scRNA-seq)Tumor Microenvironment (TME)Tumor Thrombus (TT)

Identifiers

PMID41209347
PMCPMC12589952

What Socratic holds

Textmetadata
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 Socratic graph.