Evidence map›Paper›PMID 33655698›Full record

ArticleCancer medicine2021

Integration of comprehensive genomic profiling, tumor mutational burden, and PD-L1 expression to identify novel biomarkers of immunotherapy in non-small cell lung cancer.

Yunfei Shi, Youming Lei, Li Liu, Shiyue Zhang, Wenjing Wang, Juan Zhao, Songhui Zhao, Xiaowei Dong, Ming Yao, Kai Wang and 1 more

Open access · goldAbstract read
In one paragraph

Article in Cancer medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 62 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
62citing papers in PubMed, 2 pooled it
8.7field-weighted citation impact, top 1% 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

62 citing papers in PubMed, 2 syntheses or guidelines pooled it, 110 citations in OpenAlex.

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  12. Intracellular PD-L1: Functions, Regulation, and Therapeutic Implications.International journal of biological sciences · 2026
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2 more citing papers are in PubMed but not listed here.

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 4 institutions in 1 country.

Yunfei ShiDepartment of geriatric thoracic surgery, The First Hospital of Kunming Medical University, Kunming City, People's Republic of China.
Youming LeiDepartment of geriatric thoracic surgery, The First Hospital of Kunming Medical University, Kunming City, People's Republic of China.
Li LiuCancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, People's Republic of China.
Shiyue ZhangOrigiMed, Shanghai, People's Republic of China.
Wenjing WangOrigiMed, Shanghai, People's Republic of China.
Juan ZhaoOrigiMed, Shanghai, People's Republic of China.
Songhui ZhaoOrigiMed, Shanghai, People's Republic of China.
Xiaowei DongOrigiMed, Shanghai, People's Republic of China.
Ming YaoOrigiMed, Shanghai, People's Republic of China.ORCID 0000-0002-9293-987X
Kai WangOrigiMed, Shanghai, People's Republic of China.ORCID 0000-0003-3377-6289
Qing ZhouGuangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong General Hospital and Guangdong Academy of Medical Sciences, Guangzhou, People's Republic of China.ORCID 0000-0002-0922-9915
Unimed Medical Institute · CNKunming Medical University · CNGuangdong General Hospital · CNUnion Hospital · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study aimed to explore the novel biomarkers for immune checkpoint inhibitor (ICI) responses in non-small cell lung cancer (NSCLC) by integrating genomic profiling, tumor mutational burden (TMB), and expression of programmed death receptor 1 ligand (PD-L1). MATERIALS AND

methodsTumor and blood samples from 637 Chinese patients with NSCLC were collected for targeted panel sequencing. Genomic alterations, including single nucleotide variations, insertions/deletions, copy number variations, and gene rearrangements, were assessed and TMB was computed. TMB-high (TMB-H) was defined as ≥10 mutations/Mb. PD-L1 positivity was defined as ≥1% tumor cells with membranous staining. Genomic data and ICI outcomes of 240 patients with NSCLC were derived from cBioPortal.

resultsEGFR-sensitizing mutations, ALK, RET, and ROS1 rearrangements were associated with lower TMB and PD-L1+/TMB-H proportions, whereas KRAS, ALK, RET, and ROS1 substitutions/indels correlated with higher TMB and PD-L1+/TMB-H proportions than wild-type genotypes. Histone-lysine N-methyltransferase 2 (KMT2) family members (KMT2A, KMT2C, and KMT2D) were frequently mutated in NSCLC tumors, and these mutations were associated with higher TMB and PD-L1 expression, as well as higher PD-L1+/TMB-H proportions. Specifically, patients with KMT2C mutations had higher TMB and PD-L1+/TMB-H proportions than wild-type patients. The median progression-free survival (PFS) was 5.47 months (95% CI 2.5-NA) in patients with KMT2C mutations versus 3.17 months (95% CI 2.6-4.27) in wild-type patients (p = 0.058). Furthermore, in patients with NSCLC who underwent ICI treatment, patients with TP53/KMT2C co-mutations had significantly longer PFS and greater durable clinical benefit (HR: 0.48, 95% CI: 0.24-0.94, p = 0.033). TP53 mutation combined with KMT2C or KRAS mutation was a better biomarker with expanded population benefit from ICIs therapy and increased the predictive power (HR: 0.46, 95% CI: 0.26-0.81, p = 0.007).

conclusionWe found that tumors with different alterations in actionable target genes had variable expression of PD-L1 and TMB in NSCLC. TP53/KMT2C co-mutation might serve as a predictive biomarker for ICI responses in NSCLC. IMPLICATIONS FOR PRACTICE: Cancer immunotherapies, especially immune checkpoint inhibitors (ICIs), have revolutionized the treatment of non-small cell lung cancer (NSCLC); however, only a proportion of patients derive durable responses to this treatment. Biomarkers with greater accuracy are highly needed. In total, 637 Chinese patients with NSCLC were analyzed using next-generation sequencing and IHC to characterize the unique features of genomic alterations and TMB and PD-L1 expression. Our study demonstrated that KMT2C/TP53 co-mutation might be an accurate, cost-effective, and reliable biomarker to predict responses to PD-1 blockade therapy in NSCLC patients and that adding KRAS to the biomarker combination creates a more robust parameter to identify the best responders to ICI therapy.

Indexed as

Genetic ProfileMutationAgedAnaplastic Lymphoma KinaseB7-H1 AntigenBiomarkers, TumorCarcinoma, Non-Small-Cell LungChinaFemaleGene RearrangementGenes, erbB-1Genes, p53Genes, rasGenetic MarkersHigh-Throughput Nucleotide SequencingHistone-Lysine N-MethyltransferaseALK protein, humanAnaplastic Lymphoma KinaseB7-H1 AntigenBiomarkers, TumorCD274 protein, humanGenetic MarkersHistone-Lysine N-MethyltransferaseImmune Checkpoint InhibitorsProtein-Tyrosine KinasesProto-Oncogene ProteinsProto-Oncogene Proteins c-retROS1 protein, humanlysine methyltransferase 2Cnon-small cell lung cancerprogrammed cell death 1 ligand 1tumor mutation burdentumor protein p53

Identifiers

PMID33655698
PMCPMC7982619
OpenAlexW3135137395

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.