Cargando…

Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer

External control (EC) arms derived from electronic health records (EHRs) can provide appropriate comparison groups when randomized control arms are not feasible, but have not been explored for metastatic colorectal cancer (mCRC) trials. We constructed EC arms from two patient-level EHR-derived datab...

Descripción completa

Detalles Bibliográficos
Autores principales: Schröder, Carsten, Lawrance, Marcus, Li, Chen, Lenain, Christelle, Mhatre, Shivani K., Fakih, Marwan, Reyes-Rivera, Irmarie, Bretscher, Michael T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer Health 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8140779/
https://www.ncbi.nlm.nih.gov/pubmed/33891473
http://dx.doi.org/10.1200/CCI.20.00149
_version_ 1783696242691276800
author Schröder, Carsten
Lawrance, Marcus
Li, Chen
Lenain, Christelle
Mhatre, Shivani K.
Fakih, Marwan
Reyes-Rivera, Irmarie
Bretscher, Michael T.
author_facet Schröder, Carsten
Lawrance, Marcus
Li, Chen
Lenain, Christelle
Mhatre, Shivani K.
Fakih, Marwan
Reyes-Rivera, Irmarie
Bretscher, Michael T.
author_sort Schröder, Carsten
collection PubMed
description External control (EC) arms derived from electronic health records (EHRs) can provide appropriate comparison groups when randomized control arms are not feasible, but have not been explored for metastatic colorectal cancer (mCRC) trials. We constructed EC arms from two patient-level EHR-derived databases and evaluated them against the control arm from a phase III, randomized controlled mCRC trial. METHODS: IMblaze370 evaluated atezolizumab with or without cobimetinib versus regorafenib in patients with mCRC. EC arms were constructed from the Flatiron Health (FH) EHR-derived de-identified database and the combined FH/Foundation Medicine Clinico-Genomic Database (CGDB). IMblaze370 eligibility criteria were applied to the EC cohorts. Propensity scores and standardized mortality ratio weighting were used to balance baseline characteristics between the IMblaze370 and EC arms; balance was assessed using standardized mean differences. Kaplan-Meier method estimated median overall survival (OS). Cox proportional hazards models estimated hazard ratios with bootstrapped 95% CIs to compare differences in OS between study arms. RESULTS: The FH EC included 184 patients; the CGDB EC included 108 patients. Most characteristics were well-balanced (standardized mean difference < 0.1) between each EC arm and the IMblaze370 population. Median OS was similar between the IMblaze370 control arm (8.5 months [95% CI, 6.41 to 10.71]) and both EC arms: FH (8.5 months [6.93 to 9.92]) and CGDB (8.8 months [7.85 to 9.92]). OS comparisons between the IMblaze370 experimental arm and the FH EC (hazard ratio, 0.85 [0.64 to 1.14]) and CGDB EC (0.86 [0.65 to 1.18]) yielded similar results as the comparison with the IMblaze370 control arm (1.01 [0.75 to 1.37]). CONCLUSION: EC arms constructed from the FH database and the CGDB closely replicated the control arm from IMblaze370. EHR-derived EC arms can provide meaningful comparators in mCRC trials when recruiting a randomized control arm is not feasible.
format Online
Article
Text
id pubmed-8140779
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Wolters Kluwer Health
record_format MEDLINE/PubMed
spelling pubmed-81407792022-04-23 Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer Schröder, Carsten Lawrance, Marcus Li, Chen Lenain, Christelle Mhatre, Shivani K. Fakih, Marwan Reyes-Rivera, Irmarie Bretscher, Michael T. JCO Clin Cancer Inform ORIGINAL REPORTS External control (EC) arms derived from electronic health records (EHRs) can provide appropriate comparison groups when randomized control arms are not feasible, but have not been explored for metastatic colorectal cancer (mCRC) trials. We constructed EC arms from two patient-level EHR-derived databases and evaluated them against the control arm from a phase III, randomized controlled mCRC trial. METHODS: IMblaze370 evaluated atezolizumab with or without cobimetinib versus regorafenib in patients with mCRC. EC arms were constructed from the Flatiron Health (FH) EHR-derived de-identified database and the combined FH/Foundation Medicine Clinico-Genomic Database (CGDB). IMblaze370 eligibility criteria were applied to the EC cohorts. Propensity scores and standardized mortality ratio weighting were used to balance baseline characteristics between the IMblaze370 and EC arms; balance was assessed using standardized mean differences. Kaplan-Meier method estimated median overall survival (OS). Cox proportional hazards models estimated hazard ratios with bootstrapped 95% CIs to compare differences in OS between study arms. RESULTS: The FH EC included 184 patients; the CGDB EC included 108 patients. Most characteristics were well-balanced (standardized mean difference < 0.1) between each EC arm and the IMblaze370 population. Median OS was similar between the IMblaze370 control arm (8.5 months [95% CI, 6.41 to 10.71]) and both EC arms: FH (8.5 months [6.93 to 9.92]) and CGDB (8.8 months [7.85 to 9.92]). OS comparisons between the IMblaze370 experimental arm and the FH EC (hazard ratio, 0.85 [0.64 to 1.14]) and CGDB EC (0.86 [0.65 to 1.18]) yielded similar results as the comparison with the IMblaze370 control arm (1.01 [0.75 to 1.37]). CONCLUSION: EC arms constructed from the FH database and the CGDB closely replicated the control arm from IMblaze370. EHR-derived EC arms can provide meaningful comparators in mCRC trials when recruiting a randomized control arm is not feasible. Wolters Kluwer Health 2021-04-23 /pmc/articles/PMC8140779/ /pubmed/33891473 http://dx.doi.org/10.1200/CCI.20.00149 Text en © 2021 by American Society of Clinical Oncology https://creativecommons.org/licenses/by-nc-nd/4.0/Creative Commons Attribution Non-Commercial No Derivatives 4.0 License: https://creativecommons.org/licenses/by-nc-nd/4.0/
spellingShingle ORIGINAL REPORTS
Schröder, Carsten
Lawrance, Marcus
Li, Chen
Lenain, Christelle
Mhatre, Shivani K.
Fakih, Marwan
Reyes-Rivera, Irmarie
Bretscher, Michael T.
Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title_full Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title_fullStr Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title_full_unstemmed Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title_short Building External Control Arms From Patient-Level Electronic Health Record Data to Replicate the Randomized IMblaze370 Control Arm in Metastatic Colorectal Cancer
title_sort building external control arms from patient-level electronic health record data to replicate the randomized imblaze370 control arm in metastatic colorectal cancer
topic ORIGINAL REPORTS
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8140779/
https://www.ncbi.nlm.nih.gov/pubmed/33891473
http://dx.doi.org/10.1200/CCI.20.00149
work_keys_str_mv AT schrodercarsten buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT lawrancemarcus buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT lichen buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT lenainchristelle buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT mhatreshivanik buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT fakihmarwan buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT reyesriverairmarie buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer
AT bretschermichaelt buildingexternalcontrolarmsfrompatientlevelelectronichealthrecorddatatoreplicatetherandomizedimblaze370controlarminmetastaticcolorectalcancer