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Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy

IMPORTANCE: Temporal shifts in clinical knowledge and practice need to be adjusted for in treatment outcome assessment in clinical evidence. OBJECTIVE: To use electronic health record (EHR) data to (1) assess the temporal trends in treatment decisions and patient outcomes and (2) emulate a randomize...

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Autores principales: Hou, Jue, Zhao, Rachel, Cai, Tianrun, Beaulieu-Jones, Brett, Seyok, Thany, Dahal, Kumar, Yuan, Qianyu, Xiong, Xin, Bonzel, Clara-Lea, Fox, Claire, Christiani, David C., Jemielita, Thomas, Liao, Katherine P., Liaw, Kai-Li, Cai, Tianxi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9227003/
https://www.ncbi.nlm.nih.gov/pubmed/35737384
http://dx.doi.org/10.1001/jamanetworkopen.2022.18371
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author Hou, Jue
Zhao, Rachel
Cai, Tianrun
Beaulieu-Jones, Brett
Seyok, Thany
Dahal, Kumar
Yuan, Qianyu
Xiong, Xin
Bonzel, Clara-Lea
Fox, Claire
Christiani, David C.
Jemielita, Thomas
Liao, Katherine P.
Liaw, Kai-Li
Cai, Tianxi
author_facet Hou, Jue
Zhao, Rachel
Cai, Tianrun
Beaulieu-Jones, Brett
Seyok, Thany
Dahal, Kumar
Yuan, Qianyu
Xiong, Xin
Bonzel, Clara-Lea
Fox, Claire
Christiani, David C.
Jemielita, Thomas
Liao, Katherine P.
Liaw, Kai-Li
Cai, Tianxi
author_sort Hou, Jue
collection PubMed
description IMPORTANCE: Temporal shifts in clinical knowledge and practice need to be adjusted for in treatment outcome assessment in clinical evidence. OBJECTIVE: To use electronic health record (EHR) data to (1) assess the temporal trends in treatment decisions and patient outcomes and (2) emulate a randomized clinical trial (RCT) using EHR data with proper adjustment for temporal trends. DESIGN, SETTING, AND PARTICIPANTS: The Clinical Outcomes of Surgical Therapy (COST) Study Group Trial assessing overall survival of patients with stages I to III early-stage colon cancer was chosen as the target trial. The RCT was emulated using EHR data of patients from a single health care system cohort who underwent colectomy for early-stage colon cancer from January 1, 2006, to December 31, 2017, and were followed up to January 1, 2020, from Mass General Brigham. Analyses were conducted from December 2, 2019, to January 24, 2022. EXPOSURES: Laparoscopy-assisted colectomy (LAC) vs open colectomy (OC). MAIN OUTCOMES AND MEASURES: The primary outcome was 5-year overall survival. To address confounding in the emulation, pretreatment variables were selected and adjusted. The temporal trends were adjusted by stratification of the calendar year when the colectomies were performed with cotraining across strata. RESULTS: A total of 943 patients met key RCT eligibility criteria in the EHR emulation cohort, including 518 undergoing LAC (median age, 63 [range, 20-95] years; 268 [52%] women; 121 [23%] with stage I, 165 [32%] with stage II, and 232 [45%] with stage III cancer; 32 [6%] with colon adhesion; 278 [54%] with right-sided colon cancer; 18 [3%] with left-sided colon cancer; and 222 [43%] with sigmoid colon cancer) and 425 undergoing OC (median age, 65 [range, 28-99] years; 223 [52%] women; 61 [14%] with stage I, 153 [36%] with stage II, and 211 [50%] with stage III cancer; 39 [9%] with colon adhesion; 202 [47%] with right-sided colon cancer; 39 [9%] with left-sided colon cancer; and 201 [47%] with sigmoid colon cancer). Tests for temporal trends in treatment assignment (χ(2) = 60.3; P < .001) and overall survival (χ(2) = 137.2; P < .001) were significant. The adjusted EHR emulation reached the same conclusion as the RCT: LAC is not inferior to OC in overall survival rate with risk difference at 5 years of −0.007 (95% CI, –0.070 to 0.057). The results were consistent for stratified analysis within each temporal period. CONCLUSIONS AND RELEVANCE: These findings suggest that confounding bias from temporal trends should be considered when conducting clinical evidence studies with long time spans. Stratification of calendar time and cotraining of models is one solution. With proper adjustment, clinical evidence may supplement RCTs in the assessment of treatment outcome over time.
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spelling pubmed-92270032022-07-08 Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy Hou, Jue Zhao, Rachel Cai, Tianrun Beaulieu-Jones, Brett Seyok, Thany Dahal, Kumar Yuan, Qianyu Xiong, Xin Bonzel, Clara-Lea Fox, Claire Christiani, David C. Jemielita, Thomas Liao, Katherine P. Liaw, Kai-Li Cai, Tianxi JAMA Netw Open Original Investigation IMPORTANCE: Temporal shifts in clinical knowledge and practice need to be adjusted for in treatment outcome assessment in clinical evidence. OBJECTIVE: To use electronic health record (EHR) data to (1) assess the temporal trends in treatment decisions and patient outcomes and (2) emulate a randomized clinical trial (RCT) using EHR data with proper adjustment for temporal trends. DESIGN, SETTING, AND PARTICIPANTS: The Clinical Outcomes of Surgical Therapy (COST) Study Group Trial assessing overall survival of patients with stages I to III early-stage colon cancer was chosen as the target trial. The RCT was emulated using EHR data of patients from a single health care system cohort who underwent colectomy for early-stage colon cancer from January 1, 2006, to December 31, 2017, and were followed up to January 1, 2020, from Mass General Brigham. Analyses were conducted from December 2, 2019, to January 24, 2022. EXPOSURES: Laparoscopy-assisted colectomy (LAC) vs open colectomy (OC). MAIN OUTCOMES AND MEASURES: The primary outcome was 5-year overall survival. To address confounding in the emulation, pretreatment variables were selected and adjusted. The temporal trends were adjusted by stratification of the calendar year when the colectomies were performed with cotraining across strata. RESULTS: A total of 943 patients met key RCT eligibility criteria in the EHR emulation cohort, including 518 undergoing LAC (median age, 63 [range, 20-95] years; 268 [52%] women; 121 [23%] with stage I, 165 [32%] with stage II, and 232 [45%] with stage III cancer; 32 [6%] with colon adhesion; 278 [54%] with right-sided colon cancer; 18 [3%] with left-sided colon cancer; and 222 [43%] with sigmoid colon cancer) and 425 undergoing OC (median age, 65 [range, 28-99] years; 223 [52%] women; 61 [14%] with stage I, 153 [36%] with stage II, and 211 [50%] with stage III cancer; 39 [9%] with colon adhesion; 202 [47%] with right-sided colon cancer; 39 [9%] with left-sided colon cancer; and 201 [47%] with sigmoid colon cancer). Tests for temporal trends in treatment assignment (χ(2) = 60.3; P < .001) and overall survival (χ(2) = 137.2; P < .001) were significant. The adjusted EHR emulation reached the same conclusion as the RCT: LAC is not inferior to OC in overall survival rate with risk difference at 5 years of −0.007 (95% CI, –0.070 to 0.057). The results were consistent for stratified analysis within each temporal period. CONCLUSIONS AND RELEVANCE: These findings suggest that confounding bias from temporal trends should be considered when conducting clinical evidence studies with long time spans. Stratification of calendar time and cotraining of models is one solution. With proper adjustment, clinical evidence may supplement RCTs in the assessment of treatment outcome over time. American Medical Association 2022-06-23 /pmc/articles/PMC9227003/ /pubmed/35737384 http://dx.doi.org/10.1001/jamanetworkopen.2022.18371 Text en Copyright 2022 Hou J et al. JAMA Network Open. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the CC-BY-NC-ND License.
spellingShingle Original Investigation
Hou, Jue
Zhao, Rachel
Cai, Tianrun
Beaulieu-Jones, Brett
Seyok, Thany
Dahal, Kumar
Yuan, Qianyu
Xiong, Xin
Bonzel, Clara-Lea
Fox, Claire
Christiani, David C.
Jemielita, Thomas
Liao, Katherine P.
Liaw, Kai-Li
Cai, Tianxi
Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title_full Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title_fullStr Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title_full_unstemmed Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title_short Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy
title_sort temporal trends in clinical evidence of 5-year survival within electronic health records among patients with early-stage colon cancer managed with laparoscopy-assisted colectomy vs open colectomy
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9227003/
https://www.ncbi.nlm.nih.gov/pubmed/35737384
http://dx.doi.org/10.1001/jamanetworkopen.2022.18371
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