Evidence map›Paper›PMID 35027437›Full record

ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2022

Accounting for EGFR Mutations in Epidemiologic Analyses of Non-Small Cell Lung Cancers: Examples Based on the International Lung Cancer Consortium Data.

Sabine Schmid, Mei Jiang, M Catherine Brown, Aline Fares, Miguel Garcia, Joelle Soriano, Mei Dong, Sera Thomas, Takashi Kohno, Leticia Ferro Leal and 47 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
0.3field-weighted citation impact, top 45% 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

2 citing papers in PubMed, 2 citations in OpenAlex.

  1. Article
  2. Article
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

57 authors at 20 institutions in 18 countries.

Sabine Schmid *The Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.
Mei Jiang *State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.ORCID 0000-0002-7393-2664
M Catherine BrownThe Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0003-0184-7732
Aline FaresDivision of Medical Oncology, Hospital de Base de São José do Rio Preto, SP, Brazil.
Miguel GarciaThe Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.
Joelle SorianoThe Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.
Mei DongThe Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0003-1735-5361
Sera ThomasLunenfeld-Tanenbaum Research Institute, Sinai Health Systems, Toronto, Ontario, Canada.
Takashi KohnoDivision of Genome Biology, National Cancer Centre Research Institute, Tokyo, Japan.ORCID 0000-0002-5371-706X
Leticia Ferro LealMolecular Oncology Research Center, Barretos Cancer Hospital, Barretos, Brazil.
Nancy DiaoHarvard T.H. Chan School of Public Health, Boston, Massachusetts.ORCID 0000-0003-1741-0244
Juntao XieDepartment of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, China.
Zhichao WangDepartment of Health Sciences Research, Mayo Clinic, Rochester, Minnesota.ORCID 0000-0002-0136-1911
David ZaridzeRussian N.N. Blokhin Cancer Research Centre, Moscow, Russian Federation.
Ivana HolcatovaInstitute of Hygiene and Epidemiology, 1st Faculty of Medicine, Charles University, Prague, Czech Republic.
Jolanta LissowskaDepartment of Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland.
Beata ŚwiątkowskaThe Nofer Institute of Occupational Medicine, Lodz, Poland.ORCID 0000-0003-3757-3868
Dana MatesNational Institute of Public Health, Bucharest, Romania.ORCID 0000-0002-6219-9807
Milan SavicDepartment of Thoracic Surgery, Clinical Center of Serbia, Belgrade, Serbia.
Angela S WenzlaffBarbara Ann Karmanos Cancer Institute, Wayne State University, Detroit, Michigan.ORCID 0000-0001-8669-8240
Curtis C HarrisLaboratory of Human Carcinogenesis, Centre for Cancer Research, National Institutes of Health, Bethesda, Maryland.
Neil E CaporasoDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland.
Hongxia MaDepartment of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing, China.
Guillermo Fernandez-TardonIUOPA, University of Oviedo, and ISPA (Health Research Institute of the Principality of Asturias) and CIBERESP, Asturias, Spain.ORCID 0000-0002-7680-158X
Matthew J BarnettProgram in Biostatistics Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington.ORCID 0000-0002-1028-1091
Gary GoodmanSwedish Cancer Institute, Seattle, Washington.
Michael P A DaviesRoy Castle Lung Cancer Research Programme, The University of Liverpool, Department of Molecular and Clinical Cancer Medicine, Liverpool, United Kingdom.ORCID 0000-0002-7609-4977
Mónica Pérez-RíosDepartment of Preventive Medicine and Public Health, University of Santiago de Compostela, Galicia, Spain.
Fiona TaylorDepartment of Oncology and Metabolism, University of Sheffield Medical School, Sheffield, United Kingdom.
Eric J DuellCatalan Institute of Oncology (ICO), Barcelona, Spain.ORCID 0000-0001-5256-0163
Ben SchoettkerDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Hermann BrennerDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.ORCID 0000-0002-6129-1572
Angeline AndrewDartmouth-Hitchcock Medical Center, Lebanon, New Hampshire.
Angela CoxDepartment of Oncology and Metabolism, University of Sheffield Medical School, Sheffield, United Kingdom.ORCID 0000-0002-5138-1099
Alberto Ruano-RavinaDepartment of Preventive Medicine and Public Health, University of Santiago de Compostela, Galicia, Spain.ORCID 0000-0001-9927-7453
John K FieldRoy Castle Lung Cancer Research Programme, The University of Liverpool, Department of Molecular and Clinical Cancer Medicine, Liverpool, United Kingdom.ORCID 0000-0003-3951-6365
Loic Le MarchandUniversity of Hawaii Cancer Center, Honolulu, Hawaii.
Ying WangAmerican Cancer Society, Atlanta, Georgia.
Chu ChenProgram in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington.
Adonina TardonIUOPA, University of Oviedo, and ISPA (Health Research Institute of the Principality of Asturias) and CIBERESP, Asturias, Spain.ORCID 0000-0001-5150-1209
Sanjay SheteThe University of Texas MD Anderson Cancer Center, Houston, Texas.
Matthew B SchabathDepartment of Cancer Epidemiology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida.ORCID 0000-0003-3241-3216
Hongbing ShenDepartment of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing, China.
Maria Teresa LandiDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland.
Brid M RyanLaboratory of Human Carcinogenesis, Centre for Cancer Research, National Institutes of Health, Bethesda, Maryland.
Ann G SchwartzBarbara Ann Karmanos Cancer Institute, Wayne State University, Detroit, Michigan.ORCID 0000-0002-9525-1157
Lihong QiThe University of California Davis Medical Sciences, Davis, California.
Lori C SakodaKaiser Permanente Northern California, Division of Research, Oakland, California.ORCID 0000-0002-0900-5735
Paul BrennanInternational Agency for Research on Cancer, Lyon, France.ORCID 0000-0002-0518-8714
Ping YangDepartment of Health Sciences Research, Mayo Clinic, Rochester, Minnesota.ORCID 0000-0002-8588-847X
Jie ZhangDepartment of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, China.
David C ChristianiHarvard T.H. Chan School of Public Health, Boston, Massachusetts.ORCID 0000-0002-0301-0242
Rui Manuel ReisMolecular Oncology Research Center, Barretos Cancer Hospital, Barretos, Brazil.ORCID 0000-0002-9639-7940
Kouya ShiraishiDivision of Genome Biology, National Cancer Centre Research Institute, Tokyo, Japan.
Rayjean J HungDalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0002-4486-7496
Wei Xu *The Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.
Geoffrey Liu *The Princess Margaret Cancer Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0002-2603-7296
University of Toronto · CAFred Hutch Cancer Center · USFudan University Shanghai Cancer Center · CNGerman Cancer Research Center · DEGobierno del Principado de Asturias · ESHospital de Câncer de Barretos · BRMassachusetts Department of Public Health · USNanjing Medical University · CNNational Cancer Centre Japan · JPNational Cancer Institute · USNational Institutes of Health · USPrincess Margaret Cancer Centre · CARoy Castle Lung Cancer Foundation · GBThe Barbara Ann Karmanos Cancer Institute · USUniversidade de Santiago de Compostela · ESAmerican Cancer Society · USCancer Center of Hawaii · USCentar za Promociju Nauke · RSCentre international de recherche sur le cancer · FRCharles University · CZ

Funding

Women's Cancer ProgramP30CA015083 · NCI · MAYO CLINIC ROCHESTER · PI AKHILESH PANDEY · 1985 to 2026
$151.3M
TRANSLATIONAL RESEARCHP30CA076292 · NCI · UNIVERSITY OF SOUTH FLORIDA · PI Christine O'Connell · 1998 to 2026
$93.5M
Staff InvestigatorsP30CA093373 · NCI · UNIVERSITY OF CALIFORNIA DAVIS · PI Gina M Dayton · 2002 to 2026
$84.9M
Precision Medicine of CancerZIABC011492 · NCI · DIVISION OF BASIC SCIENCES - NCI · PI HARRIS, CURTIS · 2013 to 2025
$23.2M
THE CAROTENE AND RETINOL EFFICACY TRIAL (CARET)U01CA063673 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI GOODMAN, GARY E · 1994 to 2006
$13.0M
The Boston Lung Cancer Survival CohortU01CA209414 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI David C Christiani · 2017 to 2026
$12.2M
Statistical Methods for Analysis of Massive Genetic and Genomic Data in Cancer ResearchR35CA197449 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI XIHONG LIN · 2015 to 2026
$10.9M
Infrastructure Support and Pilot Tissue Collection for the CARET BiorepositoryU01CA167462 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI NEUHOUSER, MARIAN L · 2018 to 2022
$2.9M
INFRASRUCTURE SUPPORT AND DATA ENHANCEMENTS FOR THE CARET BIOREPOSITORYUM1CA167462 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI GOODMAN, GARY E · 2013 to 2017
$2.8M
NCI NIH HHS P30 CA015083NCI NIH HHS P30 CA076292NCI NIH HHS P30 CA093373NCI NIH HHS R35 CA197449NCI NIH HHS U01 CA063673NCI NIH HHS U01 CA167462NCI NIH HHS U01 CA209414NCI NIH HHS UM1 CA167462NIH HHS U01-CA063673World Health Organization 001
6 · The paper itself

Abstract

backgroundSomatic EGFR mutations define a subset of non-small cell lung cancers (NSCLC) that have clinical impact on NSCLC risk and outcome. However, EGFR-mutation-status is often missing in epidemiologic datasets. We developed and tested pragmatic approaches to account for EGFR-mutation-status based on variables commonly included in epidemiologic datasets and evaluated the clinical utility of these approaches.

methodsThrough analysis of the International Lung Cancer Consortium (ILCCO) epidemiologic datasets, we developed a regression model for EGFR-status; we then applied a clinical-restriction approach using the optimal cut-point, and a second epidemiologic, multiple imputation approach to ILCCO survival analyses that did and did not account for EGFR-status.

resultsOf 35,356 ILCCO patients with NSCLC, EGFR-mutation-status was available in 4,231 patients. A model regressing known EGFR-mutation-status on clinical and demographic variables achieved a concordance index of 0.75 (95% CI, 0.74-0.77) in the training and 0.77 (95% CI, 0.74-0.79) in the testing dataset. At an optimal cut-point of probability-score = 0.335, sensitivity = 69% and specificity = 72.5% for determining EGFR-wildtype status. In both restriction-based and imputation-based regression analyses of the individual roles of BMI on overall survival of patients with NSCLC, similar results were observed between overall and EGFR-mutation-negative cohort analyses of patients of all ancestries. However, our approach identified some differences: EGFR-mutated Asian patients did not incur a survival benefit from being obese, as observed in EGFR-wildtype Asian patients.

conclusionsWe introduce a pragmatic method to evaluate the potential impact of EGFR-status on epidemiological analyses of NSCLC. IMPACT: The proposed method is generalizable in the common occurrence in which EGFR-status data are missing.

Indexed as

Carcinoma, Non-Small-Cell LungLung NeoplasmsErbB ReceptorsHumansMutationSurvival AnalysisEGFR protein, humanErbB Receptors

Identifiers

PMID35027437
PMCPMC9063819
OpenAlexW4206585470

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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.