Evidence map›Paper›PMID 35641540›Full record

ArticleScientific reports2022

Cellular engagement and interaction in the tumor microenvironment predict non-response to PD-1/PD-L1 inhibitors in metastatic non-small cell lung cancer.

Angel Qin, Fatima Lima, Samantha Bell, Gregory P Kalemkerian, Bryan J Schneider, Nithya Ramnath, Madelyn Lew, Santhoshi Krishnan, Shariq Mohammed, Arvind Rao and 1 more

Open access · goldAbstract read
In one paragraph

Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
0.8field-weighted citation impact, top 26% 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

12 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. T cell adaptation in chronic infections and tumors.Cellular & molecular immunology · 2026
    Review
  4. Article
  5. T-Cell Immunity and Lung Cancer.Respirology (Carlton, Vic.) · 2026
    Review
  6. Article
  7. Review
  8. Article
  9. Review
  10. Article
  11. Review
  12. 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

11 authors at 2 institutions in 1 country.

Angel QinDepartment of Internal Medicine, Division of Hematology-Oncology, University of Michigan, Ann Arbor, MI, USA.
Fatima LimaDepartment of Surgery, University of Michigan, 1500 East Medical Center Drive, Ann Arbor, MI, USA.
Samantha BellDetroit Health Department, Detroit, MI, USA.
Gregory P KalemkerianDepartment of Internal Medicine, Division of Hematology-Oncology, University of Michigan, Ann Arbor, MI, USA.
Bryan J SchneiderDepartment of Internal Medicine, Division of Hematology-Oncology, University of Michigan, Ann Arbor, MI, USA.
Nithya RamnathDepartment of Internal Medicine, Division of Hematology-Oncology, University of Michigan, Ann Arbor, MI, USA.
Madelyn LewDepartment of Pathology, University of Michigan, Ann Arbor, MI, USA.
Santhoshi KrishnanDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
Shariq MohammedDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
Arvind RaoDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
Timothy L FrankelDepartment of Surgery, University of Michigan, 1500 East Medical Center Drive, Ann Arbor, MI, USA. timofran@med.umich.edu.
University of Michigan–Ann Arbor · USVA Ann Arbor Healthcare System · US

Funding

XenograftP30CA046592 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI THEODORE S LAWRENCE · 1988 to 2026
$178.2M
Synthesizing Image-derived Heterogeneity with Genomic measurements for Assessing Disease Aggressiveness in Lower Grade GliomasR37CA214955 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI KURTEK, SEBASTIAN, RAO, ARVIND · 2018 to 2024
$3.9M
Interrupting Cellular Crosstalk in the Immunosuppressive Microenvironment of Pancreas CancerU01CA224145 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CRAWFORD, HOWARD C., PASCA DI MAGLIANO, MARINA · 2017 to 2021
$2.6M
Role of Interleukin-22 and Innate Lymphoid Cells in Pancreas Cancer Initiation and ProgressionK08CA201581 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI FRANKEL, TIMOTHY LOUIS · 2016 to 2020
$703k
NCI NIH HHS K08 CA201581NCI NIH HHS P30 CA046592NCI NIH HHS R37 CA214955NCI NIH HHS R37-CA214955NCI NIH HHS U01 CA224145NIH HHS K08CA201581
6 · The paper itself

Abstract

Immune checkpoint inhibitors (ICI) with anti-PD-1/PD-L1 agents have improved the survival of patients with metastatic non-small cell lung cancer (mNSCLC). Tumor PD-L1 expression is an imperfect biomarker as it does not capture the complex interactions between constituents of the tumor microenvironment (TME). Using multiplex fluorescent immunohistochemistry (mfIHC), we modeled the TME to study the influence of cellular distribution and engagement on response to ICI in mNSCLC. We performed mfIHC on pretreatment tissue from patients with mNSCLC who received ICI. We used primary antibodies against CD3, CD8, CD163, PD-L1, pancytokeratin, and FOXP3; simple and complex phenotyping as well as spatial analyses was performed. We analyzed 68 distinct samples from 52 patients with mNSCLC. Patients were 39-79 years old (median 67); 44% were male and 75% had adenocarcinoma histology. The most used ICI was atezolizumab (48%). The percentage of PD-L1 positive epithelial tumor cells (EC), degree of cytotoxic T lymphocyte (CTL) engagement with EC, and degree of CTL engagement with helper T lymphocytes (HTL) were significantly lower in non-responders versus responders (p = 0.0163, p = 0.0026 and p = 0.0006, respectively). The combination of these 3 characteristics generated the best sensitivity and specificity to predict non-response to ICI and was also associated with shortened overall survival (p = 0.0271). The combination of low CTL engagement with EC and HTL along with low expression of EC PD-L1 represents a state of impaired endogenous immune reactivity. Together, they more precisely identified non-responders to ICI compared to PD-L1 alone and illustrate the importance of cellular interactions in the TME.

Indexed as

Carcinoma, Non-Small-Cell LungLung NeoplasmsAdultAgedB7-H1 AntigenFemaleHumansImmune Checkpoint InhibitorsMaleMiddle AgedProgrammed Cell Death 1 ReceptorTumor MicroenvironmentB7-H1 AntigenImmune Checkpoint InhibitorsProgrammed Cell Death 1 Receptor

Identifiers

PMID35641540
PMCPMC9156701
OpenAlexW4281687355

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.