Evidence map›Paper›PMID 39639369›Full record

ArticleGenome biology2024

Increased spatial coupling of integrin and collagen IV in the immunoresistant clear-cell renal-cell carcinoma tumor microenvironment.

Alex C Soupir, Mitchell T Hayes, Taylor C Peak, Oscar Ospina, Nicholas H Chakiryan, Anders E Berglund, Paul A Stewart, Jonathan Nguyen, Carlos Moran Segura, Natasha L Francis and 15 more

Abstract read
In one paragraph

Article in Genome biology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.

0numbers the graph read from it
0cells of the map it votes in
22citing 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

22 citing papers in PubMed.

  1. Article
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  9. Article
  10. Article
  11. Review
  12. FAPNature communications · 2025
    Article
  13. The Duality of Collagens in Metastases of Solid Tumors.International journal of molecular sciences · 2025
    Review
  14. Article
  15. Article
  16. Cancer therapy resistance from a spatial-omics perspective.Clinical and translational medicine · 2025
    Review
  17. Article
  18. Review
  19. CSF2 polarized neutrophils and invaded renal cancer cellsOpen medicine (Warsaw, Poland) · 2025
    Article
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

25 authors.

Alex C SoupirDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Mitchell T HayesDepartment of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Taylor C PeakDepartment of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Oscar OspinaDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Nicholas H ChakiryanDepartment of Urology, Oregon Health & Science University, Portland, OR, 97239, USA.
Anders E BerglundDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Paul A StewartDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Jonathan NguyenDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Carlos Moran SeguraDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Natasha L FrancisTissue Core, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Paola M Ramos EchevarriaNontherapeutic Research Operations, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Jad ChahoudDepartment of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Roger LiDepartment of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Kenneth Y TsaiDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Jodi A BalasiDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Yamila Caraballo PeresDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Jasreman DhillonDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Lindsey A MartinezTissue Core, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Warren E GloriaDepartment of Pathology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Nathan SchurmanNanoString, Seattle, WA, 98109, USA.
Sean KimNanoString, Seattle, WA, 98109, USA.
Mark GregoryNanoString, Seattle, WA, 98109, USA.
James MuléDepartment of Immunology, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Brooke L Fridley *Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, 33612, USA.
Brandon J Manley *Department of Genitourinary Oncology, Moffitt Cancer Center, Tampa, FL, 33612, USA. brandon.manley@moffitt.org.

Funding

TRANSLATIONAL RESEARCHP30CA076292 · NCI · UNIVERSITY OF SOUTH FLORIDA · PI John L. Cleveland · 1998 to 2026
$93.5M
Analytical tools for studying the tumor microenvironment leveraging spatial transcriptomicsU01CA274489 · NCI · H. LEE MOFFITT CANCER CTR & RES INST · PI FRIDLEY, BROOKE L, YU, XIAOQING · 2022 to 2024
$1.2M
NCI NIH HHS P30 CA076292NCI NIH HHS U01 CA274489
6 · The paper itself

Abstract

backgroundImmunotherapy has improved survival for patients with advanced clear cell renal cell carcinoma (ccRCC), but resistance to therapy develops in most patients. We use cellular-resolution spatial transcriptomics in patients with immunotherapy naïve and exposed primary ccRCC tumors to better understand immunotherapy resistance.

resultsSpatial molecular imaging of tumor and adjacent stroma samples from 21 tumors suggests that viable tumors following immunotherapy harbor more stromal CD8 + T cells and neutrophils than immunotherapy naïve tumors. YES1 is significantly upregulated in immunotherapy exposed tumor cells. Spatial GSEA shows that the epithelial-mesenchymal transition pathway is spatially enriched and the associated ligand-receptor transcript pair COL4A1-ITGAV has significantly higher autocorrelation in the stroma after exposure to immunotherapy. More integrin αV + cells are observed in immunotherapy exposed stroma on multiplex immunofluorescence validation. Compared to other cancers in TCGA, ccRCC tumors have the highest expression of both COL4A1 and ITGAV. Assessing bulk RNA expression and proteomic correlates in CPTAC databases reveals that collagen IV protein is more abundant in advanced stages of disease.

conclusionsSpatial transcriptomics of samples of 3 patient cohorts with cRCC tumors indicates that COL4A1 and ITGAV are more autocorrelated in immunotherapy-exposed stroma compared to immunotherapy-naïve tumors, with high expression among fibroblasts, tumor cells, and endothelium. Further research is needed to understand changes in the ccRCC tumor immune microenvironment and explore potential therapeutic role of integrin after immunotherapy treatment.

Indexed as

Carcinoma, Renal CellCollagen Type IVKidney NeoplasmsTumor MicroenvironmentEpithelial-Mesenchymal TransitionGene Expression Regulation, NeoplasticHumansImmunotherapyIntegrinsTranscriptomeCollagen Type IVIntegrinsImmunotherapy resistanceLigand receptorMalignant-cell typingSingle-cell RNASpatial transcriptomics

Identifiers

PMID39639369
PMCPMC11622564

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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.