Evidence map›Paper›PMID 35490853›Full record

ArticleJournal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer2022

Discovery of Biomarkers of Resistance to Immune Checkpoint Blockade in NSCLC Using High-Plex Digital Spatial Profiling.

Myrto Moutafi, Sandra Martinez-Morilla, Prajan Divakar, Ioannis Vathiotis, Niki Gavrielatou, Thazin Nwe Aung, Vesal Yaghoobi, Aileen I Fernandez, Jon Zugazagoitia, Roy S Herbst and 2 more

Open access · greenAbstract read
In one paragraph

Article in Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.

0numbers the graph read from it
0cells of the map it votes in
33citing papers in PubMed
3.7field-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

33 citing papers in PubMed, 38 citations in OpenAlex.

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  6. Tumorigenesis and Tumor Microenvironment in Lung Cancer.Current issues in molecular biology · 2026
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors at 3 institutions in 2 countries.

Myrto MoutafiDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Sandra Martinez-MorillaDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Prajan DivakarNanoString Technologies, Seattle, Washington.
Ioannis VathiotisDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Niki GavrielatouDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Thazin Nwe AungDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Vesal YaghoobiDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Aileen I FernandezDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut.
Jon ZugazagoitiaSection of Medical Oncology, Hospital Universitario 12 de Octubre, Madrid, Spain.
Roy S HerbstSection of Oncology, Department of Medicine, Yale School of Medicine, New Haven, Connecticut.
Kurt A SchalperDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut; Section of Oncology, Department of Medicine, Yale School of Medicine, New Haven, Connecticut.
David L RimmDepartment of Pathology, Yale School of Medicine, New Haven, Connecticut; Section of Oncology, Department of Medicine, Yale School of Medicine, New Haven, Connecticut. Electronic address: david.rimm@yale.edu.
Yale University · USHospital Universitario 12 De Octubre · ESNanostring Technologies (United States) · US

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Yale Pathology Tissue Services Shared ResourceP30CA016359 · NCI · YALE UNIVERSITY · PI Eric P. Winer · 1985 to 2026
$85.0M
Yale SPORE in Lung Cancer (YSILC): The Biology and Personalized Treatment of Lung CancerP50CA196530 · NCI · YALE UNIVERSITY · PI Harriet M. Kluger · 2015 to 2026
$31.1M
NCATS NIH HHS UL1 TR001863NCI NIH HHS P30 CA016359NCI NIH HHS P50 CA196530
6 · The paper itself

Abstract

introductionDespite the clinical efficacy of immune checkpoint inhibitors (ICIs) in NSCLC, only approximately 20% of patients remain disease-free at 5 years. Here, we use digital spatial profiling to find candidate biomarker proteins associated with ICI resistance.

methodsPretreatment samples from 56 patients with NSCLC treated with ICI were analyzed using the NanoString GeoMx digital spatial profiling method. A panel of 71 photocleavable oligonucleotide-labeled primary antibodies was used for protein detection in four molecular compartments (tumor, leukocytes, macrophages, and immune stroma). Promising candidates were orthogonally validated with quantitative immunofluorescence. Available pretreatment samples from 39 additional patients with NSCLC who received ICI and 236 non-ICI-treated patients with operable NSCLC were analyzed to provide independent cohort validation.

resultsBiomarker discovery using the protein-based molecular compartmentalization strategy allows 284 protein variables to be assessed for association with ICI resistance by univariate analysis using continuous log-scaled data. Of the 71 candidate protein biomarkers, CD66b in the CD45+CD68 molecular compartment (immune stroma) predicted significantly shorter overall survival (OS) (hazard ratio [HR] 1.31, p = 0.016) and was chosen for validation. Orthogonal validation by quantitative immunofluorescence illustrated that CD66b was associated with resistance to ICI therapy but not prognostic for poor outcomes in untreated NSCLC (discovery cohort [OS HR 2.49, p = 0.026], validation cohort [OS HR 2.05, p = 0.046], non-ICI-treated cohort [OS HR 1.67, p = 0.06]).

conclusionsUsing the technique, we have discovered that CD66b expression is indicative of resistance to ICI therapy in NSCLC. Given that CD66b identifies neutrophils, further studies are warranted to characterize the role of neutrophils in ICI resistance.

Indexed as

Antineoplastic Agents, ImmunologicalCarcinoma, Non-Small-Cell LungLung NeoplasmsBiomarkers, TumorHumansImmune Checkpoint InhibitorsAntineoplastic Agents, ImmunologicalBiomarkers, TumorImmune Checkpoint InhibitorsDigital spatial profilingIHCImmunohistochemistryImmunotherapy resistanceNSCLCQuantitative immunofluorescence

Identifiers

PMID35490853
PMCPMC9356986
OpenAlexW4225260149

What OpenQuestion holds

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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.