Evidence map›Paper›PMID 34233760›Full record

ArticleBiomarker research2021

Integration of tumor inflammation, cell proliferation, and traditional biomarkers improves prediction of immunotherapy resistance and response.

Sarabjot Pabla, R J Seager, Erik Van Roey, Shuang Gao, Carrie Hoefer, Mary K Nesline, Paul DePietro, Blake Burgher, Jonathan Andreas, Vincent Giamo and 7 more

Open access · goldAbstract read
In one paragraph

Article in Biomarker research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 1 pooled it
2.9field-weighted citation impact, top 6% 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

18 citing papers in PubMed, 1 synthesis or guideline pooled it, 42 citations in OpenAlex.

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  10. Heat Shock Proteins and Breast Cancer.International journal of molecular sciences · 2024
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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

17 authors at 1 institution in 1 country.

Sarabjot PablaOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
R J SeagerOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Erik Van RoeyOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Shuang GaoOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Carrie HoeferOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Mary K NeslineOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Paul DePietroOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Blake BurgherOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Jonathan AndreasOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Vincent GiamoOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Yirong WangOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Felicia L LenzoOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Margot SchoenbornOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Shengle ZhangOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Roger KleinOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Sean T GlennOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA.
Jeffrey M ConroyOmniSeq, Inc, 700 Ellicott Street, Buffalo, NY, 14203, USA. Jeffrey.Conroy@omniseq.com.ORCID http://orcid.org/0000-0003-1764-9706
Roswell Park Comprehensive Cancer Center · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundContemporary to the rapidly evolving landscape of cancer immunotherapy is the equally changing understanding of immune tumor microenvironments (TMEs) which is crucial to the success of these therapies. Their reliance on a robust host immune response necessitates clinical grade measurements of immune TMEs at diagnosis. In this study, we describe a stable tumor immunogenic profile describing immune TMEs in multiple tumor types with ability to predict clinical benefit from immune checkpoint inhibitors (ICIs).

methodsA tumor immunogenic signature (TIGS) was derived from targeted RNA-sequencing (RNA-seq) and gene expression analysis of 1323 clinical solid tumor cases spanning 35 histologies using unsupervised analysis. TIGS correlation with ICI response and survival was assessed in a retrospective cohort of NSCLC, melanoma and RCC tumor blocks, alone and combined with TMB, PD-L1 IHC and cell proliferation biomarkers.

resultsUnsupervised clustering of RNA-seq profiles uncovered a 161 gene signature where T cell and B cell activation, IFNg, chemokine, cytokine and interleukin pathways are over-represented. Mean expression of these genes produced three distinct TIGS score categories: strong (n = 384/1323; 29.02%), moderate (n = 354/1323; 26.76%), and weak (n = 585/1323; 44.22%). Strong TIGS tumors presented an improved ICI response rate of 37% (30/81); with highest response rate advantage occurring in NSCLC (ORR = 36.6%; 16/44; p = 0.051). Similarly, overall survival for strong TIGS tumors trended upward (median = 25 months; p = 0.19). Integrating the TIGS score categories with neoplastic influence quantified via cell proliferation showed highly proliferative and strong TIGS tumors correlate with significantly higher ICI ORR than poorly proliferative and weak TIGS tumors [14.28%; p = 0.0006]. Importantly, we noted that strong TIGS and highly [median = not achieved; p = 0.025] or moderately [median = 16.2 months; p = 0.025] proliferative tumors had significantly better survival compared to weak TIGS, highly proliferative tumors [median = 7.03 months]. Importantly, TIGS discriminates subpopulations of potential ICI responders that were considered negative for response by TMB and PD-L1.

conclusionsTIGS is a comprehensive and informative measurement of immune TME that effectively characterizes host immune response to ICIs in multiple tumors. The results indicate that when combined with PD-L1, TMB and cell proliferation, TIGS provides greater context of both immune and neoplastic influences on the TME for implementation into clinical practice.

Indexed as

Algorithmic analysisBorderlineCell proliferationInflamedInflammationIpilimumabNivolumabNon-inflamedPembrolizumab

Identifiers

PMID34233760
PMCPMC8265007
OpenAlexW3182868971

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.