Evaluating Comparative Effectiveness With Observational Data: Endoscopic Ultrasound and Survival in Pancreatic Cancer
A previous observational study reported that endoscopic ultrasound (EUS) is associated with improved survival in older patients with pancreatic cancer. The objective of this study was to reevaluate this association using different statistical methods to control for confounding and selection bias. Su...
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Veröffentlicht in: | Cancer 2013-11, Vol.119 (21), p.3861-3869 |
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description | A previous observational study reported that endoscopic ultrasound (EUS) is associated with improved survival in older patients with pancreatic cancer. The objective of this study was to reevaluate this association using different statistical methods to control for confounding and selection bias.
Surveillance, Epidemiology, and End Results (SEER)-Medicare linked data (1992-2007) was used to identify patients with locoregional pancreatic cancer. Two-year survival in patients who did and did not receive EUS was compared by using standard Cox proportional hazards models, propensity score methodology, and instrumental variable analysis.
EUS was associated with improved survival in both unadjusted (hazard ratio [HR] = 0.67, 95% confidence interval [CI] = 0.63-0.72) and standard regression analyses (HR = 0.78, 95% CI = 0.73-0.84) which controlled for age, sex, race, marital status, tumor stage, SEER region, Charlson comorbidity, year of diagnosis, education, preoperative biliary stenting, chemotherapy, radiation, and pancreatic resection. Propensity score adjustment, matching, and stratification did not attenuate this survival benefit. In an instrumental variable analysis, the survival benefit was no longer observed (HR = 1.00, 95% CI = 0.73-1.36).
These results demonstrate the need to exercise caution in using administrative data to infer causal mortality benefits with diagnostic and/or treatment interventions in cancer research. |
doi_str_mv | 10.1002/cncr.28295 |
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Surveillance, Epidemiology, and End Results (SEER)-Medicare linked data (1992-2007) was used to identify patients with locoregional pancreatic cancer. Two-year survival in patients who did and did not receive EUS was compared by using standard Cox proportional hazards models, propensity score methodology, and instrumental variable analysis.
EUS was associated with improved survival in both unadjusted (hazard ratio [HR] = 0.67, 95% confidence interval [CI] = 0.63-0.72) and standard regression analyses (HR = 0.78, 95% CI = 0.73-0.84) which controlled for age, sex, race, marital status, tumor stage, SEER region, Charlson comorbidity, year of diagnosis, education, preoperative biliary stenting, chemotherapy, radiation, and pancreatic resection. Propensity score adjustment, matching, and stratification did not attenuate this survival benefit. In an instrumental variable analysis, the survival benefit was no longer observed (HR = 1.00, 95% CI = 0.73-1.36).
These results demonstrate the need to exercise caution in using administrative data to infer causal mortality benefits with diagnostic and/or treatment interventions in cancer research.</description><identifier>ISSN: 0008-543X</identifier><identifier>EISSN: 1097-0142</identifier><identifier>DOI: 10.1002/cncr.28295</identifier><identifier>PMID: 23922148</identifier><identifier>CODEN: CANCAR</identifier><language>eng</language><publisher>Hoboken, NJ: Wiley-Blackwell</publisher><subject>Adenocarcinoma - diagnostic imaging ; Adenocarcinoma - mortality ; Aged ; Aged, 80 and over ; Biological and medical sciences ; Confounding Factors (Epidemiology) ; Data Interpretation, Statistical ; Endosonography - statistics & numerical data ; Endosonography - utilization ; Female ; Gastroenterology. Liver. Pancreas. Abdomen ; Humans ; Liver. Biliary tract. Portal circulation. Exocrine pancreas ; Male ; Medical sciences ; Multiple tumors. Solid tumors. Tumors in childhood (general aspects) ; Observational Studies as Topic ; Pancreatic Neoplasms - diagnostic imaging ; Pancreatic Neoplasms - mortality ; SEER Program ; Selection Bias ; Survival Analysis ; Treatment Outcome ; Tumors</subject><ispartof>Cancer, 2013-11, Vol.119 (21), p.3861-3869</ispartof><rights>2014 INIST-CNRS</rights><rights>2013 American Cancer Society.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c331t-1b1f2483101c1c87e19c0cef340db33a3788b378d8595440377b52727247f44b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27901,27902</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=27834174$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23922148$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>PARMAR, Abhishek D</creatorcontrib><creatorcontrib>SHEFFIELD, Kristin M</creatorcontrib><creatorcontrib>YIMEI HAN</creatorcontrib><creatorcontrib>VARGAS, Gabriela M</creatorcontrib><creatorcontrib>GUTURU, Praveen</creatorcontrib><creatorcontrib>KUO, Yong-Fang</creatorcontrib><creatorcontrib>GOODWIN, James S</creatorcontrib><creatorcontrib>RIALL, Taylor S</creatorcontrib><title>Evaluating Comparative Effectiveness With Observational Data: Endoscopic Ultrasound and Survival in Pancreatic Cancer</title><title>Cancer</title><addtitle>Cancer</addtitle><description>A previous observational study reported that endoscopic ultrasound (EUS) is associated with improved survival in older patients with pancreatic cancer. The objective of this study was to reevaluate this association using different statistical methods to control for confounding and selection bias.
Surveillance, Epidemiology, and End Results (SEER)-Medicare linked data (1992-2007) was used to identify patients with locoregional pancreatic cancer. Two-year survival in patients who did and did not receive EUS was compared by using standard Cox proportional hazards models, propensity score methodology, and instrumental variable analysis.
EUS was associated with improved survival in both unadjusted (hazard ratio [HR] = 0.67, 95% confidence interval [CI] = 0.63-0.72) and standard regression analyses (HR = 0.78, 95% CI = 0.73-0.84) which controlled for age, sex, race, marital status, tumor stage, SEER region, Charlson comorbidity, year of diagnosis, education, preoperative biliary stenting, chemotherapy, radiation, and pancreatic resection. Propensity score adjustment, matching, and stratification did not attenuate this survival benefit. In an instrumental variable analysis, the survival benefit was no longer observed (HR = 1.00, 95% CI = 0.73-1.36).
These results demonstrate the need to exercise caution in using administrative data to infer causal mortality benefits with diagnostic and/or treatment interventions in cancer research.</description><subject>Adenocarcinoma - diagnostic imaging</subject><subject>Adenocarcinoma - mortality</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Biological and medical sciences</subject><subject>Confounding Factors (Epidemiology)</subject><subject>Data Interpretation, Statistical</subject><subject>Endosonography - statistics & numerical data</subject><subject>Endosonography - utilization</subject><subject>Female</subject><subject>Gastroenterology. Liver. Pancreas. Abdomen</subject><subject>Humans</subject><subject>Liver. Biliary tract. Portal circulation. Exocrine pancreas</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Multiple tumors. Solid tumors. Tumors in childhood (general aspects)</subject><subject>Observational Studies as Topic</subject><subject>Pancreatic Neoplasms - diagnostic imaging</subject><subject>Pancreatic Neoplasms - mortality</subject><subject>SEER Program</subject><subject>Selection Bias</subject><subject>Survival Analysis</subject><subject>Treatment Outcome</subject><subject>Tumors</subject><issn>0008-543X</issn><issn>1097-0142</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkF1LwzAUhoMobn7c-AMkN94InTlJalIvBJnzAwYTdOhdSdNUI106krbgvzdz84uQ5A3nOW8OL0JHQEZACD3TTvsRlTRLt9AQSCYSApxuoyEhRCYpZy8DtBfCe3wKmrJdNKAsoxS4HKJu0qu6U611r3jcLJbKR90bPKkqo1fKmRDws23f8KwIxvex3DhV42vVqgs8cWUTdLO0Gs_r1qvQdK7EKu7Hzvc2emPr8IOKE5rYqfE4SuMP0E6l6mAON_c-mt9MnsZ3yXR2ez--miaaMWgTKKCiXDIgoEFLYSDTRJuKcVIWjCkmpCziUco0SzknTIgipSIuLirOC7aPLte-y65YmFIbF2es86W3C-U_8kbZ_H_F2bf8telzJgEgPY8Gp2sD7ZsQvKl-eoHkq_DzVfj5V_gRPv772w_6nXYETjaAClrVlY9h2PDLCck4CM4-AYcKj1A</recordid><startdate>20131101</startdate><enddate>20131101</enddate><creator>PARMAR, Abhishek D</creator><creator>SHEFFIELD, Kristin M</creator><creator>YIMEI HAN</creator><creator>VARGAS, Gabriela M</creator><creator>GUTURU, Praveen</creator><creator>KUO, Yong-Fang</creator><creator>GOODWIN, James S</creator><creator>RIALL, Taylor S</creator><general>Wiley-Blackwell</general><scope>IQODW</scope><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>5PM</scope></search><sort><creationdate>20131101</creationdate><title>Evaluating Comparative Effectiveness With Observational Data: Endoscopic Ultrasound and Survival in Pancreatic Cancer</title><author>PARMAR, Abhishek D ; SHEFFIELD, Kristin M ; YIMEI HAN ; VARGAS, Gabriela M ; GUTURU, Praveen ; KUO, Yong-Fang ; GOODWIN, James S ; RIALL, Taylor S</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c331t-1b1f2483101c1c87e19c0cef340db33a3788b378d8595440377b52727247f44b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Adenocarcinoma - diagnostic imaging</topic><topic>Adenocarcinoma - mortality</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Biological and medical sciences</topic><topic>Confounding Factors (Epidemiology)</topic><topic>Data Interpretation, Statistical</topic><topic>Endosonography - statistics & numerical data</topic><topic>Endosonography - utilization</topic><topic>Female</topic><topic>Gastroenterology. Liver. Pancreas. Abdomen</topic><topic>Humans</topic><topic>Liver. Biliary tract. Portal circulation. Exocrine pancreas</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Multiple tumors. Solid tumors. Tumors in childhood (general aspects)</topic><topic>Observational Studies as Topic</topic><topic>Pancreatic Neoplasms - diagnostic imaging</topic><topic>Pancreatic Neoplasms - mortality</topic><topic>SEER Program</topic><topic>Selection Bias</topic><topic>Survival Analysis</topic><topic>Treatment Outcome</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>PARMAR, Abhishek D</creatorcontrib><creatorcontrib>SHEFFIELD, Kristin M</creatorcontrib><creatorcontrib>YIMEI HAN</creatorcontrib><creatorcontrib>VARGAS, Gabriela M</creatorcontrib><creatorcontrib>GUTURU, Praveen</creatorcontrib><creatorcontrib>KUO, Yong-Fang</creatorcontrib><creatorcontrib>GOODWIN, James S</creatorcontrib><creatorcontrib>RIALL, Taylor S</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Cancer</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>PARMAR, Abhishek D</au><au>SHEFFIELD, Kristin M</au><au>YIMEI HAN</au><au>VARGAS, Gabriela M</au><au>GUTURU, Praveen</au><au>KUO, Yong-Fang</au><au>GOODWIN, James S</au><au>RIALL, Taylor S</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evaluating Comparative Effectiveness With Observational Data: Endoscopic Ultrasound and Survival in Pancreatic Cancer</atitle><jtitle>Cancer</jtitle><addtitle>Cancer</addtitle><date>2013-11-01</date><risdate>2013</risdate><volume>119</volume><issue>21</issue><spage>3861</spage><epage>3869</epage><pages>3861-3869</pages><issn>0008-543X</issn><eissn>1097-0142</eissn><coden>CANCAR</coden><abstract>A previous observational study reported that endoscopic ultrasound (EUS) is associated with improved survival in older patients with pancreatic cancer. The objective of this study was to reevaluate this association using different statistical methods to control for confounding and selection bias.
Surveillance, Epidemiology, and End Results (SEER)-Medicare linked data (1992-2007) was used to identify patients with locoregional pancreatic cancer. Two-year survival in patients who did and did not receive EUS was compared by using standard Cox proportional hazards models, propensity score methodology, and instrumental variable analysis.
EUS was associated with improved survival in both unadjusted (hazard ratio [HR] = 0.67, 95% confidence interval [CI] = 0.63-0.72) and standard regression analyses (HR = 0.78, 95% CI = 0.73-0.84) which controlled for age, sex, race, marital status, tumor stage, SEER region, Charlson comorbidity, year of diagnosis, education, preoperative biliary stenting, chemotherapy, radiation, and pancreatic resection. Propensity score adjustment, matching, and stratification did not attenuate this survival benefit. In an instrumental variable analysis, the survival benefit was no longer observed (HR = 1.00, 95% CI = 0.73-1.36).
These results demonstrate the need to exercise caution in using administrative data to infer causal mortality benefits with diagnostic and/or treatment interventions in cancer research.</abstract><cop>Hoboken, NJ</cop><pub>Wiley-Blackwell</pub><pmid>23922148</pmid><doi>10.1002/cncr.28295</doi><tpages>9</tpages></addata></record> |
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subjects | Adenocarcinoma - diagnostic imaging Adenocarcinoma - mortality Aged Aged, 80 and over Biological and medical sciences Confounding Factors (Epidemiology) Data Interpretation, Statistical Endosonography - statistics & numerical data Endosonography - utilization Female Gastroenterology. Liver. Pancreas. Abdomen Humans Liver. Biliary tract. Portal circulation. Exocrine pancreas Male Medical sciences Multiple tumors. Solid tumors. Tumors in childhood (general aspects) Observational Studies as Topic Pancreatic Neoplasms - diagnostic imaging Pancreatic Neoplasms - mortality SEER Program Selection Bias Survival Analysis Treatment Outcome Tumors |
title | Evaluating Comparative Effectiveness With Observational Data: Endoscopic Ultrasound and Survival in Pancreatic Cancer |
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