Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1784734053665079296 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9227003 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Medical Association |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT houjue temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT zhaorachel temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT caitianrun temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT beaulieujonesbrett temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT seyokthany temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT dahalkumar temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT yuanqianyu temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT xiongxin temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT bonzelclaralea temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT foxclaire temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT christianidavidc temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT jemielitathomas temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT liaokatherinep temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT liawkaili temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy AT caitianxi temporaltrendsinclinicalevidenceof5yearsurvivalwithinelectronichealthrecordsamongpatientswithearlystagecoloncancermanagedwithlaparoscopyassistedcolectomyvsopencolectomy |