Evidence map›Paper›PMID 27923066›Full record

ArticlePLoS medicine2016

Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study.

Jianxin Shi, Xing Hua, Bin Zhu, Sarangan Ravichandran, Mingyi Wang, Cu Nguyen, Seth A Brodie, Alessandro Palleschi, Marco Alloisio, Gianluca Pariscenti and 24 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00340340 (Genetic Epidemiology of Lung Cancer and Smoking; Current Title), which is not on this map. Cited by 133 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
133citing papers in PubMed, 1 pooled it
3.4field-weighted citation impact, top 8% 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.

NCT00340340 completednot on this map

Genetic Epidemiology of Lung Cancer and Smoking; Current Title: Environmental And Genetic Lung Cancer Etiology (EAGLE)

TypeobservationalSponsorNational Cancer Institute (NCI)Ran2001 to 2020Enrolled4,429ConditionsLung Cancer
3 · Its place in the literature

Who cites it

133 citing papers in PubMed, 1 synthesis or guideline pooled it, 238 citations in OpenAlex.

  1. Ethnic disparities in survival and progression among EGFR-mutated adenocarcinoma of lung cancer patients treated with tyrosine kinase inhibitors: a systematic review and meta-analysis.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025
    Pooled it
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  20. Role ofTranslational lung cancer research · 2024
    Article

73 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

34 authors at 11 institutions in 3 countries.

Jianxin ShiDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Xing HuaDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Bin ZhuDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Sarangan RavichandranAdvanced Biomedical Computing Center, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, Maryland, United States of America.ORCID http://orcid.org/0000-0001-6349-0172
Mingyi WangDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Cu NguyenCenter for Biomedical Informatics and Information Technology, National Cancer Institute, Bethesda, Maryland, United States of America.ORCID http://orcid.org/0000-0003-0588-5314
Seth A BrodieDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.ORCID http://orcid.org/0000-0003-2640-2422
Alessandro PalleschiDivision of Thoracic Surgery, Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Milan, Italy.ORCID http://orcid.org/0000-0003-4510-5167
Marco AlloisioDivision of Thoracic Surgery, Istituto Clinico Humanitas, Rozzano, Milan, Italy.ORCID http://orcid.org/0000-0001-6997-360X
Gianluca PariscentiThoracic Surgery Unit, Community Hospital, Brescia, Italy.
Kristine JonesDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Weiyin ZhouDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.ORCID http://orcid.org/0000-0002-0467-3064
Aaron J BoukDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Joseph BolandDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Belynda HicksDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.ORCID http://orcid.org/0000-0001-8014-4888
Adam RischInformation Management Services, Inc., Rockville, Maryland, United States of America.ORCID http://orcid.org/0000-0002-0155-7092
Hunter BennettDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.ORCID http://orcid.org/0000-0002-8495-1545
Brian T LukeAdvanced Biomedical Computing Center, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, Maryland, United States of America.
Lei SongDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Jubao DuanCenter for Psychiatric Genetics, Department of Psychiatry and Behavioral Sciences, North Shore University Health System Research Institute, University of Chicago Pritzker School of Medicine, Evanston, Illinois, United States of America.
Pengyuan LiuDepartment of Physiology & Cancer Center, Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America.
Takashi KohnoDivision of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan.
Qingrong ChenCenter for Biomedical Informatics and Information Technology, National Cancer Institute, Bethesda, Maryland, United States of America.
Daoud MeerzamanCenter for Biomedical Informatics and Information Technology, National Cancer Institute, Bethesda, Maryland, United States of America.
Crystal MarconettDepartments of Surgery and of Biochemistry and Molecular Biology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America.
Ite Laird-OffringaDepartments of Surgery and of Biochemistry and Molecular Biology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America.ORCID http://orcid.org/0000-0001-5729-6488
Ian MillsProstate Cancer UK/Movember Centre of Excellence for Prostate Cancer Research, Centre for Cancer Research and Cell Biology, Queen's University, Belfast, United Kingdom.
Neil E CaporasoDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Mitchell H GailDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Angela C PesatoriEpidemiology Unit, Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Milan, Italy.
Dario ConsonniEpidemiology Unit, Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Milan, Italy.
Pier Alberto BertazziEpidemiology Unit, Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Milan, Italy.
Stephen J ChanockDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
Maria Teresa LandiDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America.
National Cancer Institute · USLeidos (United States) · USFondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico · ITUniversity of Milan · ITUniversity of Southern California · USFondazione Humanitas per la Ricerca · ITInformation Management Services · USMedical College of Wisconsin · USNorthShore University HealthSystem · USQueen's University Belfast · GBUniversity of Brescia · IT

Funding

USC/NORRIS COMPREHENSIVE CANCER CENTER (CORE) SUPPORTP30CA014089 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI MYLES G COCKBURN · 1985 to 2026
$181.4M
Pharmacogenetic StudiesZIACP005804 · NCI · DIVISION OF CANCER EPIDEMIOLOGY AND GENETICS · PI SAVAGE, SHARON A. · 2009 to 2025
$11.1M
Epigenetic profiling of human alveolar epithelial cells in health and diseaseR01HL114094 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI BOROK, ZEA, OFFRINGA, ITE A · 2011 to 2015
$3.3M
NCI NIH HHS P30 CA014089NHLBI NIH HHS R01 HL114094
6 · The paper itself

Abstract

backgroundLung adenocarcinoma (LUAD) is the most common histologic subtype of lung cancer and has a high risk of distant metastasis at every disease stage. We aimed to characterize the genomic landscape of LUAD and identify mutation signatures associated with tumor progression. METHODS AND

findingsWe performed an integrative genomic analysis, incorporating whole exome sequencing (WES), determination of DNA copy number and DNA methylation, and transcriptome sequencing for 101 LUAD samples from the Environment And Genetics in Lung cancer Etiology (EAGLE) study. We detected driver genes by testing whether the nonsynonymous mutation rate was significantly higher than the background mutation rate and replicated our findings in public datasets with 724 samples. We performed subclonality analysis for mutations based on mutant allele data and copy number alteration data. We also tested the association between mutation signatures and clinical outcomes, including distant metastasis, survival, and tumor grade. We identified and replicated two novel candidate driver genes, POU class 4 homeobox 2 (POU4F2) (mutated in 9 [8.9%] samples) and ZKSCAN1 (mutated in 6 [5.9%] samples), and characterized their major deleterious mutations. ZKSCAN1 was part of a mutually exclusive gene set that included the RTK/RAS/RAF pathway genes BRAF, EGFR, KRAS, MET, and NF1, indicating an important driver role for this gene. Moreover, we observed strong associations between methylation in specific genomic regions and somatic mutation patterns. In the tumor evolution analysis, four driver genes had a significantly lower fraction of subclonal mutations (FSM), including TP53 (p = 0.007), KEAP1 (p = 0.012), STK11 (p = 0.0076), and EGFR (p = 0.0078), suggesting a tumor initiation role for these genes. Subclonal mutations were significantly enriched in APOBEC-related signatures (p < 2.5×10-50). The total number of somatic mutations (p = 0.0039) and the fraction of transitions (p = 5.5×10-4) were associated with increased risk of distant metastasis. Our study's limitations include a small number of LUAD patients for subgroup analyses and a single-sample design for investigation of subclonality.

conclusionsThese data provide a genomic characterization of LUAD pathogenesis and progression. The distinct clonal and subclonal mutation signatures suggest possible diverse carcinogenesis pathways for endogenous and exogenous exposures, and may serve as a foundation for more effective treatments for this lethal disease. LUAD's high heterogeneity emphasizes the need to further study this tumor type and to associate genomic findings with clinical outcomes.

Indexed as

DNA MethylationAdenocarcinomaAdenocarcinoma of LungAdultAgedExomeFemaleGenomicsHumansItalyLung NeoplasmsMaleMiddle AgedMutationRetrospective StudiesRisk Factors

Identifiers

PMID27923066
PMCPMC5140047
OpenAlexW2560624069

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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.