Evidence map›Paper›PMID 33526794›Full record

ArticleNature communications2021

Pretreatment neutrophil-to-lymphocyte ratio and mutational burden as biomarkers of tumor response to immune checkpoint inhibitors.

Cristina Valero, Mark Lee, Douglas Hoen, Kate Weiss, Daniel W Kelly, Prasad S Adusumilli, Paul K Paik, George Plitas, Marc Ladanyi, Michael A Postow and 19 more

Abstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 314 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
314citing papers in PubMed, 5 pooled it
–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.

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

314 citing papers in PubMed, 5 syntheses or guidelines pooled it.

  1. Pooled it
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  3. Pooled it
  4. Tumor-associated neutrophils suppress CD8British journal of cancer · 2024
    Pooled it
  5. Pooled it
  6. A Phase II Feasibility Study Combining Pembrolizumab and Metformin in Patients with Metastatic Head and Neck Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
    Trial
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  14. Neutrophils in cancer.Nature reviews. Cancer · 2026
    Review
  15. Article
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  18. Article
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  20. Genetic evidence for POR-mediated ferroptosis in lung cancer prevention: a causal role of granulocyte modulation.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Article

254 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

29 authors.

Cristina ValeroDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0003-3397-2888
Mark LeeImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Douglas HoenImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Kate WeissImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Daniel W KellyInformation Systems, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Prasad S AdusumilliDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0002-1699-2046
Paul K PaikDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
George PlitasDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Marc LadanyiDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Michael A PostowDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Charlotte E AriyanDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Alexander N ShoushtariDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0002-8065-4412
Vinod P BalachandranDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0002-2956-223X
A Ari HakimiDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0002-0930-8824
Aimee M CragoDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Kara C Long RocheDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
J Joshua SmithDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0003-2538-5456
Ian GanlyDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Richard J WongDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Snehal G PatelDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jatin P ShahDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0002-6444-6592
Nancy Y LeeDepartment of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Nadeem RiazImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0001-9873-5862
Jingming WangImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Ahmet ZehirDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.ORCID 0000-0001-5406-4104
Michael F BergerDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Timothy A ChanImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA. chant@mskcc.org.
Venkatraman E SeshanDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA. seshanv@mskcc.org.ORCID 0000-0002-9258-2698
Luc G T MorrisDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA. morrisl@mskcc.org.ORCID 0000-0002-4417-2280

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
TOWARDS PRECISION IMMUNO-ONCOLOGY: UNRAVELING THE GENOMIC DETERMINANTS AND MECHANISMS UNDERLYING IMMUNOTHERAPY EFFICACY AND RESISTANCER35CA232097 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI CHAN, TIMOTHY AN-THY · 2018 to 2024
$7.0M
Elucidating genetics of response to immune checkpoint blockade in lung cancerR01CA205426 · NCI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI CHAN, TIMOTHY AN-THY, RIZVI, NAIYER A · 2017 to 2021
$3.2M
Identifying and targeting neoantigens in aggressive salivary carcinomasR01DE027738 · NIDCR · SLOAN-KETTERING INST CAN RESEARCH · PI CHAN, TIMOTHY AN-THY, HO, ALAN L. · 2018 to 2022
$2.8M
Functionalizing recurrent FAT1 mutations and deletions in oral cancerK08DE024774 · NIDCR · SLOAN-KETTERING INST CAN RESEARCH · PI MORRIS, LUC GORDON TRANG · 2014 to 2018
$682k
NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA205426NCI NIH HHS R35 CA232097NIDCR NIH HHS K08 DE024774NIDCR NIH HHS R01 DE027738
6 · The paper itself

Abstract

Treatment with immune checkpoint inhibitors (ICI) has demonstrated clinical benefit for a wide range of cancer types. Because only a subset of patients experience clinical benefit, there is a strong need for biomarkers that are easily accessible across diverse practice settings. Here, in a retrospective cohort study of 1714 patients with 16 different cancer types treated with ICI, we show that higher neutrophil-to-lymphocyte ratio (NLR) is significantly associated with poorer overall and progression-free survival, and lower rates of response and clinical benefit, after ICI therapy across multiple cancer types. Combining NLR with tumor mutational burden (TMB), the probability of benefit from ICI is significantly higher (OR = 3.22; 95% CI, 2.26-4.58; P < 0.001) in the NLR low/TMB high group compared to the NLR high/TMB low group. NLR is a suitable candidate for a cost-effective and widely accessible biomarker, and can be combined with TMB for additional predictive capacity.

Indexed as

AgedDrug Resistance, NeoplasmFemaleFollow-Up StudiesHumansImmune Checkpoint InhibitorsLymphocyte CountLymphocytesMaleMiddle AgedMutation RateNeoplasmsNeutrophilsPredictive Value of TestsProgression-Free SurvivalRetrospective StudiesImmune Checkpoint Inhibitors

Identifiers

PMID33526794
PMCPMC7851155

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.