Evidence map›Paper›PMID 34921236›Full record

ArticleNPJ precision oncology2021

High TGF-β signature predicts immunotherapy resistance in gynecologic cancer patients treated with immune checkpoint inhibition.

Ying Ni, Ahmed Soliman, Amy Joehlin-Price, Peter G Rose, Anda Vlad, Robert P Edwards, Haider Mahdi

Open access · goldAbstract read
In one paragraph

Article in NPJ precision oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
44citing papers in PubMed, 2 pooled it
3.4field-weighted citation impact, top 5% 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

44 citing papers in PubMed, 2 syntheses or guidelines pooled it, 54 citations in OpenAlex.

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  15. Acquired resistance to immunotherapy by physical barriers with cancer cell-expressing collagens in non-small cell lung cancer.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  16. Emerging Immunotherapy Targets in Early Drug Development.International journal of molecular sciences · 2025
    Review
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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

7 authors at 3 institutions in 1 country.

Ying NiCenter for Immunotherapy and Precision Immuno-Oncology, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH, 44195, USA.
Ahmed SolimanDepartment of Pediatrics, Case Western University, 2103 Cornell Rd, Cleveland, OH, 44106, USA.
Amy Joehlin-PriceDepartment of Anatomic Pathology, Pathology and Laboratory Medicine Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH, 44195, USA.
Peter G RoseSection of Gynecologic Oncology, Women's Health Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH, 44195, USA.
Anda VladMagee Women's Hospital, University of Pittsburgh Medical Center, Pittsburgh, PA, 15213, USA.
Robert P EdwardsMagee Women's Hospital, University of Pittsburgh Medical Center, Pittsburgh, PA, 15213, USA.
Haider MahdiMagee Women's Hospital, University of Pittsburgh Medical Center, Pittsburgh, PA, 15213, USA. mahdihs@upmc.edu.ORCID http://orcid.org/0000-0002-6343-5314
Cleveland Clinic · USMagee-Womens Research Institute · USCornell University · US

Funding

TRANSLATIONAL RESEARCH ONCOLOGY TRAINING GRANTK12CA076917 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI GERSON, STANTON L. · 1997 to 2022
$14.2M
Targeting the Chemokine System to Sensitize Tumors to ImmunotherapyP01CA234212 · NCI · ROSWELL PARK CANCER INSTITUTE CORP · PI KALINSKI, PAWEL · 2020 to 2024
$10.1M
NCI NIH HHS K12 CA076917NCI NIH HHS P01 CA234212
6 · The paper itself

Abstract

Various immune signatures predictive of resistance to immune checkpoint inhibitors (ICI) have been described in multiple solid cancers, but still under-investigated in gynecological (GYN) cancer. For 49 GYN cancer patients included in our study, without transcriptome signature, immune-related toxicity was the only clinical predictor of ICI treatment response (p = 0.008). The objective clinical response was the only predictor of progression-free survival (ICI-PFS, p = 0.0008) and overall survival (ICI-OS, p = 0.01). Commonly used ICI marker PD-L1 expression negatively correlated with progression-free survival (ICI-PFS) (p = 0.0019). We performed transcriptome and signaling pathway enrichment analyses based on ICI treatment responses and the survival outcome, and further estimated immune cell abundance using 547 gene markers. Our data revealed that TGF-β regulated signaling pathway was noted to play an important role in immunotherapy failure. Using our 6-genes TGF-β score, we observed longer ICI-PFS associated with lower TGF-β score (8.1 vs. 2.8 months, p = 0.046), which was especially more prominent in ovarian cancer (ICI-PFS 16.6 vs. 2.65 months, p = 0.0012). Further, abundant immunosuppressive cells like T-regulatory cells, eosinophils, and M2 macrophages were associated with shorter ICI-OS and correlated positively with CD274 and CTLA4 expressions. This study provides insight on the potential role of TGF-β in mediating immunotherapy resistance and cross-talking to immunosuppressive environment in GYN cancer. The TGF-β score, if validated in a larger cohort, can identify patients who likely to fail ICI and benefit from targeting this pathway to enhance the response to ICI.

Identifiers

PMID34921236
PMCPMC8683510
OpenAlexW4200156483

What OpenQuestion holds

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LicenceCC BY
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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.