Evidence map›Paper›PMID 30709424›Full record

ArticleJournal for immunotherapy of cancer2019

Proliferative potential and resistance to immune checkpoint blockade in lung cancer patients.

Sarabjot Pabla, Jeffrey M Conroy, Mary K Nesline, Sean T Glenn, Antonios Papanicolau-Sengos, Blake Burgher, Jacob Hagen, Vincent Giamo, Jonathan Andreas, Felicia L Lenzo and 36 more

Open access · goldAbstract readMulticenter Study
In one paragraph

Article in Journal for immunotherapy of cancer, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
60citing papers in PubMed, 2 pooled it
5.2field-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

60 citing papers in PubMed, 2 syntheses or guidelines pooled it, 106 citations in OpenAlex.

  1. Pooled it
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  5. Review
  6. Article
  7. Distinct molecular subtypes of KRASClinical and translational medicine · 2025
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  11. Targeting MELK in tumor cells and tumor microenvironment: from function and mechanism to therapeutic application.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025
    Review
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  18. Innovation (Cambridge (Mass.)) · 2024
    Article
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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

46 authors at 12 institutions in 7 countries.

Sarabjot PablaOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Jeffrey M ConroyOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Mary K NeslineOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Sean T GlennOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Antonios Papanicolau-SengosOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Blake BurgherOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Jacob HagenOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Vincent GiamoOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Jonathan AndreasOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Felicia L LenzoOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Wang YirongOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Grace K DyRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Edwin YauRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Amy EarlyRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Hongbin ChenRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Wiam BsharaRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Katherine G MaddenDartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA.
Keisuke ShiraiDartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA.
Konstantin DragnevDartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA.
Laura J TafeDartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA.
Daniele MarinDuke University, Durham, NC, 27708, USA.
Jason ZhuDuke University, Durham, NC, 27708, USA.
Jeff ClarkeDuke University, Durham, NC, 27708, USA.
Matthew LabriolaDuke University, Durham, NC, 27708, USA.
Shannon McCallDuke University, Durham, NC, 27708, USA.
Tian ZhangDuke University, Durham, NC, 27708, USA.
Matthew ZibelmanFox Chase Cancer Center, Philadelphia, PA, 19111, USA.
Pooja GhataliaFox Chase Cancer Center, Philadelphia, PA, 19111, USA.
Isabel Araujo-FernandezHospital Universitario Virgen Macarena, 41009, Sevilla, Spain.
Arun SingaviMedical College of Wisconsin, Milwaukee, WI, 53226, USA.
Ben GeorgeMedical College of Wisconsin, Milwaukee, WI, 53226, USA.
Andrew Craig MacKinnonMedical College of Wisconsin, Milwaukee, WI, 53226, USA.
Jonathan ThompsonMedical College of Wisconsin, Milwaukee, WI, 53226, USA.
Rajbir SinghMeharry Medical College, Nashville, TN, 37208, USA.
Robin JacobMeharry Medical College, Nashville, TN, 37208, USA.
Lynn DresslerMission Health System, Asheville, NC, 28801, USA.
Mark SteciukMission Health System, Asheville, NC, 28801, USA.
Oliver BinnsMission Health System, Asheville, NC, 28801, USA.
Deepa KasugantiCommunity Hospital, Munster, IN, 46321, USA.
Neel ShahCommunity Hospital, Munster, IN, 46321, USA.
Marc ErnstoffRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Kunle OdunsiRoswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14206, USA.
Razelle KurzrockCenter for Personalized Cancer Therapy, Moores Cancer Center, La Jolla, CA, 92093, USA.
Mark GardnerOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
Lorenzo GalluzziDepartment of Radiation Oncology, Weill Cornell Medical College, New York, NY, 10065, USA.
Carl MorrisonOmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA. Carl.Morrison@OmniSeq.com.ORCID 0000-0002-3441-8363
IQE (United Kingdom) · GBRoswell Park Comprehensive Cancer Center · USDuke University · USDartmouth–Hitchcock Medical Center · USMedical College of Wisconsin · USMission Health · USFox Chase Cancer Center · USMeharry Medical College · USUniversity Hospital Münster · DECenter for Personalized Cancer Treatment · NLDélégation Paris 5 · FRHospital Universitario Virgen Macarena · ES

Funding

Women's Cancer Research ProgramP30CA014236 · NCI · DUKE UNIVERSITY · PI JOHN N. NORTON · 1985 to 2026
$174.8M
NCI NIH HHS P30 CA014236
6 · The paper itself

Abstract

backgroundResistance to immune checkpoint inhibitors (ICIs) has been linked to local immunosuppression independent of major ICI targets (e.g., PD-1). Clinical experience with response prediction based on PD-L1 expression suggests that other factors influence sensitivity to ICIs in non-small cell lung cancer (NSCLC) patients.

methodsTumor specimens from 120 NSCLC patients from 10 institutions were evaluated for PD-L1 expression by immunohistochemistry, and global proliferative profile by targeted RNA-seq.

resultsCell proliferation, derived from the mean expression of 10 proliferation-associated genes (namely BUB1, CCNB2, CDK1, CDKN3, FOXM1, KIAA0101, MAD2L1, MELK, MKI67, and TOP2A), was identified as a marker of response to ICIs in NSCLC. Poorly, moderately, and highly proliferative tumors were somewhat equally represented in NSCLC, with tumors with the highest PD-L1 expression being more frequently moderately proliferative as compared to lesser levels of PD-L1 expression. Proliferation status had an impact on survival in patients with both PD-L1 positive and negative tumors. There was a significant survival advantage for moderately proliferative tumors compared to their combined highly/poorly counterparts (p = 0.021). Moderately proliferative PD-L1 positive tumors had a median survival of 14.6 months that was almost twice that of PD-L1 negative highly/poorly proliferative at 7.6 months (p = 0.028). Median survival in moderately proliferative PD-L1 negative tumors at 12.6 months was comparable to that of highly/poorly proliferative PD-L1 positive tumors at 11.5 months, but in both instances less than that of moderately proliferative PD-L1 positive tumors. Similar to survival, proliferation status has impact on disease control (DC) in patients with both PD-L1 positive and negative tumors. Patients with moderately versus those with poorly or highly proliferative tumors have a superior DC rate when combined with any classification schema used to score PD-L1 as a positive result (i.e., TPS ≥ 50% or ≥ 1%), and best displayed by a DC rate for moderately proliferative tumors of no less than 40% for any classification of PD-L1 as a negative result. While there is an over representation of moderately proliferative tumors as PD-L1 expression increases this does not account for the improved survival or higher disease control rates seen in PD-L1 negative tumors.

conclusionsCell proliferation is potentially a new biomarker of response to ICIs in NSCLC and is applicable to PD-L1 negative tumors.

Indexed as

Carcinoma, Non-Small-Cell LungLung NeoplasmsAdultAgedAged, 80 and overAntineoplastic Agents, ImmunologicalB7-H1 AntigenBase SequenceBiomarkersCell ProliferationDrug Resistance, NeoplasmFemaleHumansMaleMiddle AgedSurvival AnalysisAntineoplastic Agents, ImmunologicalB7-H1 AntigenBiomarkersCD274 protein, humanAtezolizumabIpilimumabNivolumabPD-1Pembrolizumab

Identifiers

PMID30709424
PMCPMC6359802
OpenAlexW2922140624

What OpenQuestion holds

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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.