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Association of Broad-Based Genomic Sequencing With Survival Among Patients With Advanced Non–Small Cell Lung Cancer in the Community Oncology Setting
IMPORTANCE: Broad-based genomic sequencing is being used more frequently for patients with advanced non–small cell lung cancer (NSCLC). However, little is known about the association between broad-based genomic sequencing and treatment selection or survival among patients with advanced NSCLC in a co...
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Published in: | JAMA : the journal of the American Medical Association 2018-08, Vol.320 (5), p.469-477 |
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creator | Presley, Carolyn J Tang, Daiwei Soulos, Pamela R Chiang, Anne C Longtine, Janina A Adelson, Kerin B Herbst, Roy S Zhu, Weiwei Nussbaum, Nathan C Sorg, Rachael A Agarwala, Vineeta Abernethy, Amy P Gross, Cary P |
description | IMPORTANCE: Broad-based genomic sequencing is being used more frequently for patients with advanced non–small cell lung cancer (NSCLC). However, little is known about the association between broad-based genomic sequencing and treatment selection or survival among patients with advanced NSCLC in a community oncology setting. OBJECTIVE: To compare clinical outcomes between patients with advanced NSCLC who received broad-based genomic sequencing vs a control group of patients who received routine testing for EGFR mutations and/or ALK rearrangements alone. DESIGN, SETTING, AND PARTICIPANTS: Retrospective cohort study of patients with chart-confirmed advanced NSCLC between January 1, 2011, and July 31, 2016, and who received care at 1 of 191 oncology practices across the United States using the Flatiron Health Database. Patients were diagnosed with stage IIIB/IV or unresectable nonsquamous NSCLC who received at least 1 line of antineoplastic treatment. EXPOSURES: Receipt of either broad-based genomic sequencing or routine testing (EGFR and/or ALK only). Broad-based genomic sequencing included any multigene panel sequencing assay examining more than 30 genes prior to third-line treatment. MAIN OUTCOMES AND MEASURES: Primary outcomes were 12-month mortality and overall survival from the start of first-line treatment. Secondary outcomes included frequency of genetic alterations and treatments received. RESULTS: Among 5688 individuals with advanced NSCLC (median age, 67 years [interquartile range, 41-85], 63.6% white, 80% with a history of smoking); 875 (15.4%) received broad-based genomic sequencing and 4813 (84.6%) received routine testing. Among patients who received broad-based genomic sequencing, 4.5% received targeted treatment based on testing results, 9.8% received routine EGFR/ALK targeted treatment, and 85.1% received no targeted treatment. Unadjusted mortality rates at 12 months were 49.2% for patients undergoing broad-based genomic sequencing and 35.9% for patients undergoing routine testing. Using an instrumental variable analysis, there was no significant association between broad-based genomic sequencing and 12-month mortality (predicted probability of death at 12 months, 41.1% for broad-based genomic sequencing vs 44.4% for routine testing; difference −3.6% [95% CI, −18.4% to 11.1%]; P = .63). The results were consistent in the propensity score–matched survival analysis (42.0% vs 45.1%; hazard ratio, 0.92 [95% CI, 0.73 to 1.11]; P = .40) vs unmatche |
doi_str_mv | 10.1001/jama.2018.9824 |
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However, little is known about the association between broad-based genomic sequencing and treatment selection or survival among patients with advanced NSCLC in a community oncology setting. OBJECTIVE: To compare clinical outcomes between patients with advanced NSCLC who received broad-based genomic sequencing vs a control group of patients who received routine testing for EGFR mutations and/or ALK rearrangements alone. DESIGN, SETTING, AND PARTICIPANTS: Retrospective cohort study of patients with chart-confirmed advanced NSCLC between January 1, 2011, and July 31, 2016, and who received care at 1 of 191 oncology practices across the United States using the Flatiron Health Database. Patients were diagnosed with stage IIIB/IV or unresectable nonsquamous NSCLC who received at least 1 line of antineoplastic treatment. EXPOSURES: Receipt of either broad-based genomic sequencing or routine testing (EGFR and/or ALK only). Broad-based genomic sequencing included any multigene panel sequencing assay examining more than 30 genes prior to third-line treatment. MAIN OUTCOMES AND MEASURES: Primary outcomes were 12-month mortality and overall survival from the start of first-line treatment. Secondary outcomes included frequency of genetic alterations and treatments received. RESULTS: Among 5688 individuals with advanced NSCLC (median age, 67 years [interquartile range, 41-85], 63.6% white, 80% with a history of smoking); 875 (15.4%) received broad-based genomic sequencing and 4813 (84.6%) received routine testing. Among patients who received broad-based genomic sequencing, 4.5% received targeted treatment based on testing results, 9.8% received routine EGFR/ALK targeted treatment, and 85.1% received no targeted treatment. Unadjusted mortality rates at 12 months were 49.2% for patients undergoing broad-based genomic sequencing and 35.9% for patients undergoing routine testing. Using an instrumental variable analysis, there was no significant association between broad-based genomic sequencing and 12-month mortality (predicted probability of death at 12 months, 41.1% for broad-based genomic sequencing vs 44.4% for routine testing; difference −3.6% [95% CI, −18.4% to 11.1%]; P = .63). The results were consistent in the propensity score–matched survival analysis (42.0% vs 45.1%; hazard ratio, 0.92 [95% CI, 0.73 to 1.11]; P = .40) vs unmatched cohort (hazard ratio, 0.69 [95% CI, 0.62 to 0.77]; log-rank P < .001). CONCLUSIONS AND RELEVANCE: Among patients with advanced non–small cell lung cancer receiving care in the community oncology setting, broad-based genomic sequencing directly informed treatment in a minority of patients and was not independently associated with better survival.</description><identifier>ISSN: 0098-7484</identifier><identifier>EISSN: 1538-3598</identifier><identifier>DOI: 10.1001/jama.2018.9824</identifier><identifier>PMID: 30088010</identifier><language>eng</language><publisher>United States: American Medical Association</publisher><subject>Adult ; Aged ; Aged, 80 and over ; Anaplastic Lymphoma Kinase ; Antineoplastic Agents - therapeutic use ; Carcinoma, Non-Small-Cell Lung - genetics ; Carcinoma, Non-Small-Cell Lung - mortality ; Carcinoma, Non-Small-Cell Lung - therapy ; Clinical outcomes ; Cohort analysis ; Communities ; DNA, Neoplasm - analysis ; Female ; Gene sequencing ; Genes, erbB-1 ; Genomics ; Genotype ; Humans ; Immunotherapy ; Lung cancer ; Lung Neoplasms - genetics ; Lung Neoplasms - mortality ; Lung Neoplasms - therapy ; Male ; Medical screening ; Middle Aged ; Mortality ; Mutation ; Neoplasm Staging ; Non-small cell lung carcinoma ; Oncology ; Original Investigation ; Receptor Protein-Tyrosine Kinases - genetics ; Retrospective Studies ; Sequence Analysis, DNA ; Survival ; Survival Analysis</subject><ispartof>JAMA : the journal of the American Medical Association, 2018-08, Vol.320 (5), p.469-477</ispartof><rights>Copyright American Medical Association Aug 7, 2018</rights><rights>Copyright 2018 American Medical Association. All Rights Reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a437t-980580bfa74aafd48bc4a8a8579b37f90593f60e1fe210778a3a816f2d0c79e53</citedby><cites>FETCH-LOGICAL-a437t-980580bfa74aafd48bc4a8a8579b37f90593f60e1fe210778a3a816f2d0c79e53</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27923,27924</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30088010$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Presley, Carolyn J</creatorcontrib><creatorcontrib>Tang, Daiwei</creatorcontrib><creatorcontrib>Soulos, Pamela R</creatorcontrib><creatorcontrib>Chiang, Anne C</creatorcontrib><creatorcontrib>Longtine, Janina A</creatorcontrib><creatorcontrib>Adelson, Kerin B</creatorcontrib><creatorcontrib>Herbst, Roy S</creatorcontrib><creatorcontrib>Zhu, Weiwei</creatorcontrib><creatorcontrib>Nussbaum, Nathan C</creatorcontrib><creatorcontrib>Sorg, Rachael A</creatorcontrib><creatorcontrib>Agarwala, Vineeta</creatorcontrib><creatorcontrib>Abernethy, Amy P</creatorcontrib><creatorcontrib>Gross, Cary P</creatorcontrib><title>Association of Broad-Based Genomic Sequencing With Survival Among Patients With Advanced Non–Small Cell Lung Cancer in the Community Oncology Setting</title><title>JAMA : the journal of the American Medical Association</title><addtitle>JAMA</addtitle><description>IMPORTANCE: Broad-based genomic sequencing is being used more frequently for patients with advanced non–small cell lung cancer (NSCLC). However, little is known about the association between broad-based genomic sequencing and treatment selection or survival among patients with advanced NSCLC in a community oncology setting. OBJECTIVE: To compare clinical outcomes between patients with advanced NSCLC who received broad-based genomic sequencing vs a control group of patients who received routine testing for EGFR mutations and/or ALK rearrangements alone. DESIGN, SETTING, AND PARTICIPANTS: Retrospective cohort study of patients with chart-confirmed advanced NSCLC between January 1, 2011, and July 31, 2016, and who received care at 1 of 191 oncology practices across the United States using the Flatiron Health Database. Patients were diagnosed with stage IIIB/IV or unresectable nonsquamous NSCLC who received at least 1 line of antineoplastic treatment. EXPOSURES: Receipt of either broad-based genomic sequencing or routine testing (EGFR and/or ALK only). Broad-based genomic sequencing included any multigene panel sequencing assay examining more than 30 genes prior to third-line treatment. MAIN OUTCOMES AND MEASURES: Primary outcomes were 12-month mortality and overall survival from the start of first-line treatment. Secondary outcomes included frequency of genetic alterations and treatments received. RESULTS: Among 5688 individuals with advanced NSCLC (median age, 67 years [interquartile range, 41-85], 63.6% white, 80% with a history of smoking); 875 (15.4%) received broad-based genomic sequencing and 4813 (84.6%) received routine testing. Among patients who received broad-based genomic sequencing, 4.5% received targeted treatment based on testing results, 9.8% received routine EGFR/ALK targeted treatment, and 85.1% received no targeted treatment. Unadjusted mortality rates at 12 months were 49.2% for patients undergoing broad-based genomic sequencing and 35.9% for patients undergoing routine testing. Using an instrumental variable analysis, there was no significant association between broad-based genomic sequencing and 12-month mortality (predicted probability of death at 12 months, 41.1% for broad-based genomic sequencing vs 44.4% for routine testing; difference −3.6% [95% CI, −18.4% to 11.1%]; P = .63). The results were consistent in the propensity score–matched survival analysis (42.0% vs 45.1%; hazard ratio, 0.92 [95% CI, 0.73 to 1.11]; P = .40) vs unmatched cohort (hazard ratio, 0.69 [95% CI, 0.62 to 0.77]; log-rank P < .001). CONCLUSIONS AND RELEVANCE: Among patients with advanced non–small cell lung cancer receiving care in the community oncology setting, broad-based genomic sequencing directly informed treatment in a minority of patients and was not independently associated with better survival.</description><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Anaplastic Lymphoma Kinase</subject><subject>Antineoplastic Agents - therapeutic use</subject><subject>Carcinoma, Non-Small-Cell Lung - genetics</subject><subject>Carcinoma, Non-Small-Cell Lung - mortality</subject><subject>Carcinoma, Non-Small-Cell Lung - therapy</subject><subject>Clinical outcomes</subject><subject>Cohort analysis</subject><subject>Communities</subject><subject>DNA, Neoplasm - analysis</subject><subject>Female</subject><subject>Gene sequencing</subject><subject>Genes, erbB-1</subject><subject>Genomics</subject><subject>Genotype</subject><subject>Humans</subject><subject>Immunotherapy</subject><subject>Lung cancer</subject><subject>Lung Neoplasms - genetics</subject><subject>Lung Neoplasms - mortality</subject><subject>Lung Neoplasms - therapy</subject><subject>Male</subject><subject>Medical screening</subject><subject>Middle Aged</subject><subject>Mortality</subject><subject>Mutation</subject><subject>Neoplasm Staging</subject><subject>Non-small cell lung carcinoma</subject><subject>Oncology</subject><subject>Original Investigation</subject><subject>Receptor Protein-Tyrosine Kinases - genetics</subject><subject>Retrospective Studies</subject><subject>Sequence Analysis, DNA</subject><subject>Survival</subject><subject>Survival Analysis</subject><issn>0098-7484</issn><issn>1538-3598</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNpdUU2PEyEYJkbj1tWrBw-GxIuXqTAwBS4m3Ym7mjSuSTUeyVuGaWlmYIWZJr35Hzz4__aXyKS7G5UDJDwfvA8PQi8pmVNC6Ls99DAvCZVzJUv-CM1oxWTBKiUfoxkhShaCS36GnqW0J3lRJp6iM0aIlISSGfq9TCkYB4MLHocWX8QATXEByTb4yvrQO4PX9sdovXF-i7-7YYfXYzy4A3R42Yd89yWLrR_SCVw2B_Amqz8Hf_vz17qHrsO1zdtqzOR6AiN2Hg87i-vQ96N3wxFfexO6sD3mx4Yhv_QcPWmhS_bF3XmOvl1--Fp_LFbXV5_q5aoAzsRQKEkqSTYtCA7QNlxuDAcJshJqw0SrSKVYuyCWtrakRAgJDCRdtGVDjFC2Yufo_cn3Ztz0tjE5SIRO30TXQzzqAE7_i3i309tw0AvKSyV5Nnh7ZxBD_qY06N4lk_OCt2FMuiSyWggqZZmpb_6j7sMYfY6n83BcVbwSk-H8xDIxpBRt-zAMJXrqXE-d66lzPXWeBa__jvBAvy85E16dCJPuHi0XKs9Vsj-S-7NJ</recordid><startdate>20180807</startdate><enddate>20180807</enddate><creator>Presley, Carolyn J</creator><creator>Tang, Daiwei</creator><creator>Soulos, Pamela R</creator><creator>Chiang, Anne C</creator><creator>Longtine, Janina A</creator><creator>Adelson, Kerin B</creator><creator>Herbst, Roy S</creator><creator>Zhu, Weiwei</creator><creator>Nussbaum, Nathan C</creator><creator>Sorg, Rachael A</creator><creator>Agarwala, Vineeta</creator><creator>Abernethy, Amy P</creator><creator>Gross, Cary P</creator><general>American Medical Association</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QL</scope><scope>7QP</scope><scope>7TK</scope><scope>7TS</scope><scope>7U7</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>K9.</scope><scope>M7N</scope><scope>NAPCQ</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20180807</creationdate><title>Association of Broad-Based Genomic Sequencing With Survival Among Patients With Advanced Non–Small Cell Lung Cancer in the Community Oncology Setting</title><author>Presley, Carolyn J ; Tang, Daiwei ; Soulos, Pamela R ; Chiang, Anne C ; Longtine, Janina A ; Adelson, Kerin B ; Herbst, Roy S ; Zhu, Weiwei ; Nussbaum, Nathan C ; Sorg, Rachael A ; Agarwala, Vineeta ; Abernethy, Amy P ; Gross, Cary P</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a437t-980580bfa74aafd48bc4a8a8579b37f90593f60e1fe210778a3a816f2d0c79e53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Anaplastic Lymphoma Kinase</topic><topic>Antineoplastic Agents - therapeutic use</topic><topic>Carcinoma, Non-Small-Cell Lung - genetics</topic><topic>Carcinoma, Non-Small-Cell Lung - mortality</topic><topic>Carcinoma, Non-Small-Cell Lung - therapy</topic><topic>Clinical outcomes</topic><topic>Cohort analysis</topic><topic>Communities</topic><topic>DNA, Neoplasm - analysis</topic><topic>Female</topic><topic>Gene sequencing</topic><topic>Genes, erbB-1</topic><topic>Genomics</topic><topic>Genotype</topic><topic>Humans</topic><topic>Immunotherapy</topic><topic>Lung cancer</topic><topic>Lung Neoplasms - genetics</topic><topic>Lung Neoplasms - mortality</topic><topic>Lung Neoplasms - therapy</topic><topic>Male</topic><topic>Medical screening</topic><topic>Middle Aged</topic><topic>Mortality</topic><topic>Mutation</topic><topic>Neoplasm Staging</topic><topic>Non-small cell lung carcinoma</topic><topic>Oncology</topic><topic>Original Investigation</topic><topic>Receptor Protein-Tyrosine Kinases - genetics</topic><topic>Retrospective Studies</topic><topic>Sequence Analysis, DNA</topic><topic>Survival</topic><topic>Survival Analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Presley, Carolyn J</creatorcontrib><creatorcontrib>Tang, Daiwei</creatorcontrib><creatorcontrib>Soulos, Pamela R</creatorcontrib><creatorcontrib>Chiang, Anne C</creatorcontrib><creatorcontrib>Longtine, Janina A</creatorcontrib><creatorcontrib>Adelson, Kerin B</creatorcontrib><creatorcontrib>Herbst, Roy S</creatorcontrib><creatorcontrib>Zhu, Weiwei</creatorcontrib><creatorcontrib>Nussbaum, Nathan C</creatorcontrib><creatorcontrib>Sorg, Rachael A</creatorcontrib><creatorcontrib>Agarwala, Vineeta</creatorcontrib><creatorcontrib>Abernethy, Amy P</creatorcontrib><creatorcontrib>Gross, Cary P</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Physical Education Index</collection><collection>Toxicology Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Nursing & Allied Health Premium</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>JAMA : the journal of the American Medical Association</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Presley, Carolyn J</au><au>Tang, Daiwei</au><au>Soulos, Pamela R</au><au>Chiang, Anne C</au><au>Longtine, Janina A</au><au>Adelson, Kerin B</au><au>Herbst, Roy S</au><au>Zhu, Weiwei</au><au>Nussbaum, Nathan C</au><au>Sorg, Rachael A</au><au>Agarwala, Vineeta</au><au>Abernethy, Amy P</au><au>Gross, Cary P</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Association of Broad-Based Genomic Sequencing With Survival Among Patients With Advanced Non–Small Cell Lung Cancer in the Community Oncology Setting</atitle><jtitle>JAMA : the journal of the American Medical Association</jtitle><addtitle>JAMA</addtitle><date>2018-08-07</date><risdate>2018</risdate><volume>320</volume><issue>5</issue><spage>469</spage><epage>477</epage><pages>469-477</pages><issn>0098-7484</issn><eissn>1538-3598</eissn><abstract>IMPORTANCE: Broad-based genomic sequencing is being used more frequently for patients with advanced non–small cell lung cancer (NSCLC). However, little is known about the association between broad-based genomic sequencing and treatment selection or survival among patients with advanced NSCLC in a community oncology setting. OBJECTIVE: To compare clinical outcomes between patients with advanced NSCLC who received broad-based genomic sequencing vs a control group of patients who received routine testing for EGFR mutations and/or ALK rearrangements alone. DESIGN, SETTING, AND PARTICIPANTS: Retrospective cohort study of patients with chart-confirmed advanced NSCLC between January 1, 2011, and July 31, 2016, and who received care at 1 of 191 oncology practices across the United States using the Flatiron Health Database. Patients were diagnosed with stage IIIB/IV or unresectable nonsquamous NSCLC who received at least 1 line of antineoplastic treatment. EXPOSURES: Receipt of either broad-based genomic sequencing or routine testing (EGFR and/or ALK only). Broad-based genomic sequencing included any multigene panel sequencing assay examining more than 30 genes prior to third-line treatment. MAIN OUTCOMES AND MEASURES: Primary outcomes were 12-month mortality and overall survival from the start of first-line treatment. Secondary outcomes included frequency of genetic alterations and treatments received. RESULTS: Among 5688 individuals with advanced NSCLC (median age, 67 years [interquartile range, 41-85], 63.6% white, 80% with a history of smoking); 875 (15.4%) received broad-based genomic sequencing and 4813 (84.6%) received routine testing. Among patients who received broad-based genomic sequencing, 4.5% received targeted treatment based on testing results, 9.8% received routine EGFR/ALK targeted treatment, and 85.1% received no targeted treatment. Unadjusted mortality rates at 12 months were 49.2% for patients undergoing broad-based genomic sequencing and 35.9% for patients undergoing routine testing. Using an instrumental variable analysis, there was no significant association between broad-based genomic sequencing and 12-month mortality (predicted probability of death at 12 months, 41.1% for broad-based genomic sequencing vs 44.4% for routine testing; difference −3.6% [95% CI, −18.4% to 11.1%]; P = .63). The results were consistent in the propensity score–matched survival analysis (42.0% vs 45.1%; hazard ratio, 0.92 [95% CI, 0.73 to 1.11]; P = .40) vs unmatched cohort (hazard ratio, 0.69 [95% CI, 0.62 to 0.77]; log-rank P < .001). CONCLUSIONS AND RELEVANCE: Among patients with advanced non–small cell lung cancer receiving care in the community oncology setting, broad-based genomic sequencing directly informed treatment in a minority of patients and was not independently associated with better survival.</abstract><cop>United States</cop><pub>American Medical Association</pub><pmid>30088010</pmid><doi>10.1001/jama.2018.9824</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Aged, 80 and over Anaplastic Lymphoma Kinase Antineoplastic Agents - therapeutic use Carcinoma, Non-Small-Cell Lung - genetics Carcinoma, Non-Small-Cell Lung - mortality Carcinoma, Non-Small-Cell Lung - therapy Clinical outcomes Cohort analysis Communities DNA, Neoplasm - analysis Female Gene sequencing Genes, erbB-1 Genomics Genotype Humans Immunotherapy Lung cancer Lung Neoplasms - genetics Lung Neoplasms - mortality Lung Neoplasms - therapy Male Medical screening Middle Aged Mortality Mutation Neoplasm Staging Non-small cell lung carcinoma Oncology Original Investigation Receptor Protein-Tyrosine Kinases - genetics Retrospective Studies Sequence Analysis, DNA Survival Survival Analysis |
title | Association of Broad-Based Genomic Sequencing With Survival Among Patients With Advanced Non–Small Cell Lung Cancer in the Community Oncology Setting |
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