Evidence map›Paper›PMID 40488300›Full record

ArticleCancer research communications2025

Defining Non-small Cell Lung Cancer Tumor Microenvironment Changes at Primary and Acquired Immune Checkpoint Inhibitor Resistance Using Clinical and Real-World Data.

Lang Ho Lee, Xin Xu, Thanos Mourikis, Fanying Tang, Lauren Fairchild, Lexiang Ji, Angelo L Grauel, Joel P Wagner, Sebastian Szpakowski, Marc R Pelletier and 7 more

Registry-linked trialAbstract read
In one paragraph

Article in Cancer research communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03631199 (A Randomized, Double-blind, Placebo-controlled, Phase III Study Evaluating the Efficacy and Safety of Pembrolizumab Plus Platinum-based Doublet Chemotherapy With or Without Canakinumab as First Line Therapy for Locally Advanced or Metastatic Non-squamous and Squamous Non-small Cell Lung Cancer Subjects), which is not on this map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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.

NCT03631199 phase3terminatednot on this map

A Randomized, Double-blind, Placebo-controlled, Phase III Study Evaluating the Efficacy and Safety of Pembrolizumab Plus Platinum-based Doublet Chemotherapy With or Without Canakinumab as First Line Therapy for Locally Advanced or Metastatic Non-squamous and Squamous Non-small Cell Lung Cancer Subjects (CANOPY-1)

TypeinterventionalSponsorNovartis PharmaceuticalsRan2018 to 2026Enrolled673ConditionsNon-small Cell Lung CancerArmscanakinumab, canakinumab-matching placebo, pembrolizumab, carboplatin, cisplatin
3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Review
  2. Review
  3. A Darwinian Perspective on Tumor Evolution.International journal of biological sciences · 2026
    Review
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.

Lang Ho LeeNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0002-9684-160X
Xin XuNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0003-3973-2236
Thanos MourikisNovartis Pharmaceuticals Corporation, Basel, Switzerland.ORCID 0009-0003-8830-3101
Fanying TangNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0003-1887-5764
Lauren FairchildNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0002-6135-5986
Lexiang JiNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0003-2670-8413
Angelo L GrauelNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0003-1403-2903
Joel P WagnerNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0001-6579-2908
Sebastian SzpakowskiNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0009-0000-5368-028X
Marc R PelletierNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0003-2860-591X
Lisa KattenhornNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0002-9360-8677
Laurent SansregretNovartis Pharmaceuticals Corporation, Basel, Switzerland.ORCID 0009-0007-6467-2251
Carlotta CostaNovartis Pharmaceuticals Corporation, Basel, Switzerland.ORCID 0000-0002-1199-2485
Claudia BossenNovartis Pharmaceuticals Corporation, Basel, Switzerland.ORCID 0000-0002-1695-4744
Heather BurksNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0001-9115-9970
Anna F FaragoNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0001-6193-039X
Jincheng WuNovartis Pharmaceuticals Corporation, Cambridge, Massachusetts.ORCID 0000-0002-9776-479X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immune checkpoint inhibitors (ICI) have demonstrated clinical efficacy in non-small cell lung cancer (NSCLC), and extensive research has been conducted to explore biomarkers predictive of ICI response. However, the impact of ICI on the tumor and tumor microenvironment at primary and acquired resistance states is understudied due to the difficulty of collecting tissue biopsies at disease progression. In this study, we leveraged clinical and real-world data to study ICI resistance. Data used in this work consist of treatment outcome information and tissue RNA sequencing data from advanced-stage NSCLC cohorts from three sources: the Tempus real-world evidence database; CANOPY-1 (NCT03631199), a phase III clinical trial in first-line NSCLC; and Stand Up To Cancer (SU2C) publication. Our results indicate higher IFNγ and T-cell exhaustion in patients' tumors at acquired resistance and low levels of B-cell and dendritic cell expression at primary resistance. The lower B-cell and dendritic cell levels may be primarily driven by prior treatment with a platinum-based chemotherapy regimen. Baseline transcriptomics data additionally suggest that innate immune cells may play an antitumor role in PD-L1<1% patients, whereas IFNγ and T-cell inflammation are more predictive of ICI treatment outcomes in PD-L1≥1% patients. Our study suggests a clear divergence of the tumor microenvironment in patients with primary versus acquired resistance and a potential role of myeloid cells in the PD-L1<1% population. These findings shed light on potential next-generation therapies to overcome ICI resistance. SIGNIFICANCE: ICI benefits patients with NSCLC, but resistance remains common. Our research highlights differences in tumor environments between primary and acquired resistance after ICI treatment, emphasizing distinct post-therapy approaches. Findings also suggest myeloid cells as key players in PD-L1-negative cases, guiding future treatment strategies to overcome resistance and improve outcomes.

Indexed as

Carcinoma, Non-Small-Cell LungDrug Resistance, NeoplasmImmune Checkpoint InhibitorsLung NeoplasmsTumor MicroenvironmentBiomarkers, TumorClinical Trials, Phase III as TopicFemaleHumansMaleMulticenter Studies as TopicRandomized Controlled Trials as TopicBiomarkers, TumorImmune Checkpoint Inhibitors

Identifiers

PMID40488300
PMCPMC12207206

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Registered trials

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.