Evidence map›Paper›PMID 36630952›Full record

ArticleCell reports. Medicine2023

Conserved angio-immune subtypes of the tumor microenvironment predict response to immune checkpoint blockade therapy.

Madhav Subramanian, Ashraf Ul Kabir, Derek Barisas, Karen Krchma, Kyunghee Choi

Open access · goldAbstract read
In one paragraph

Article in Cell reports. Medicine, 2023. 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
5.8field-weighted citation impact, top 4% of its field
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, 26 citations in OpenAlex.

  1. Trial
  2. Review
  3. Review
  4. Linking tumour angiogenesis and tumour immunity.Nature reviews. Immunology · 2026
    Review
  5. Article
  6. Article
  7. Review
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  16. Mechanisms of immunotherapy resistance in small cell lung cancer.Cancer drug resistance (Alhambra, Calif.) · 2024
    Review
  17. Article
  18. Article
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  20. 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

5 authors at 1 institution in 1 country.

Madhav SubramanianDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA.
Ashraf Ul KabirDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA.
Derek BarisasDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA; Immunology Program, Washington University School of Medicine, St. Louis, MO, USA.
Karen KrchmaDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA.
Kyunghee ChoiDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA; Immunology Program, Washington University School of Medicine, St. Louis, MO, USA. Electronic address: kchoi@wustl.edu.
Washington University in St. Louis · US

Funding

Hemangioglast Development and RegulationR01HL055337 · NHLBI · WASHINGTON UNIVERSITY · PI CHOI, KYUNGHEE · 2001 to 2024
$9.1M
HEMATOPOIETIC COMMITMENT: MOLECULAR MECHANISMSR01HL063736 · NHLBI · WASHINGTON UNIVERSITY · PI CHOI, KYUNGHEE · 2000 to 2016
$5.6M
Epigenetic regulations of macrophage developmentR01HL149954 · NHLBI · WASHINGTON UNIVERSITY · PI CHOI, KYUNGHEE · 2020 to 2023
$2.1M
NHLBI NIH HHS R01 HL055337NHLBI NIH HHS R01 HL063736NHLBI NIH HHS R01 HL149954
6 · The paper itself

Abstract

Immune checkpoint blockade (ICB) therapy has revolutionized cancer treatment. However, only a fraction of patients respond to ICB therapy. Accurate prediction of patients to likely respond to ICB would maximize the efficacy of ICB therapy. The tumor microenvironment (TME) dictates tumor progression and therapy outcome. Here, we classify the TME by analyzing the transcriptome from 11,069 cancer patients based on angiogenesis and T cell activity. We find three distinct angio-immune TME subtypes conserved across 30 non-hematological cancers. There is a clear inverse relationship between angiogenesis and anti-tumor immunity in TME. Remarkably, patients displaying TME with low angiogenesis with strong anti-tumor immunity show the most significant responses to ICB therapy in four cancer types. Re-evaluation of the renal cell carcinoma clinical trials provides compelling evidence that the baseline angio-immune state is robustly predictive of ICB responses. This study offers a rationale for incorporating baseline angio-immune scores for future ICB treatment strategies.

Indexed as

Carcinoma, Renal CellKidney NeoplasmsHumansImmune Checkpoint InhibitorsTranscriptomeTumor MicroenvironmentImmune Checkpoint Inhibitorsimmune checkpoint blockadetumor angiogenesistumor immunity

Identifiers

PMID36630952
PMCPMC9873950
OpenAlexW4315474709

What OpenQuestion holds

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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.