Cargando…

Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design

OBJECTIVES: To demonstrate the feasibility of pragmatic clinical trials comparing the effectiveness of treatments using the electronic medical record (EMR) and an adaptive assignment design. METHODS: We have designed and are implementing pragmatic trials at the point-of-care using custom-designed st...

Descripción completa

Detalles Bibliográficos
Autores principales: Simon, Kelly Claire, Tideman, Samuel, Hillman, Laura, Lai, Rebekah, Jathar, Raman, Ji, Yuan, Bergman-Bock, Stuart, Castle, James, Franada, Tiffani, Freedom, Thomas, Marcus, Revital, Mark, Angela, Meyers, Steven, Rubin, Susan, Semenov, Irene, Yucus, Chad, Pham, Anna, Garduno, Lisette, Szela, Monika, Frigerio, Roberta, Maraganore, Demetrius M
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6207187/
https://www.ncbi.nlm.nih.gov/pubmed/30386852
http://dx.doi.org/10.1093/jamiaopen/ooy017
_version_ 1783366486340927488
author Simon, Kelly Claire
Tideman, Samuel
Hillman, Laura
Lai, Rebekah
Jathar, Raman
Ji, Yuan
Bergman-Bock, Stuart
Castle, James
Franada, Tiffani
Freedom, Thomas
Marcus, Revital
Mark, Angela
Meyers, Steven
Rubin, Susan
Semenov, Irene
Yucus, Chad
Pham, Anna
Garduno, Lisette
Szela, Monika
Frigerio, Roberta
Maraganore, Demetrius M
author_facet Simon, Kelly Claire
Tideman, Samuel
Hillman, Laura
Lai, Rebekah
Jathar, Raman
Ji, Yuan
Bergman-Bock, Stuart
Castle, James
Franada, Tiffani
Freedom, Thomas
Marcus, Revital
Mark, Angela
Meyers, Steven
Rubin, Susan
Semenov, Irene
Yucus, Chad
Pham, Anna
Garduno, Lisette
Szela, Monika
Frigerio, Roberta
Maraganore, Demetrius M
author_sort Simon, Kelly Claire
collection PubMed
description OBJECTIVES: To demonstrate the feasibility of pragmatic clinical trials comparing the effectiveness of treatments using the electronic medical record (EMR) and an adaptive assignment design. METHODS: We have designed and are implementing pragmatic trials at the point-of-care using custom-designed structured clinical documentation support and clinical decision support tools within our physician’s typical EMR workflow. We are applying a subgroup based adaptive design (SUBA) that enriches treatment assignments based on baseline characteristics and prior outcomes. SUBA uses information from a randomization phase (phase 1, equal randomization, 120 patients), to adaptively assign treatments to the remaining participants (at least 300 additional patients total) based on a Bayesian hierarchical model. Enrollment in phase 1 is underway in our neurology clinical practices for 2 separate trials using this method, for migraine and mild cognitive impairment (MCI). RESULTS: We are successfully collecting structured data, in the context of the providers’ clinical workflow, necessary to conduct our trials. We are currently enrolling patients in 2 point-of-care trials of non-inferior treatments. As of March 1, 2018, we have enrolled 36% of eligible patients into our migraine study and 63% of eligible patients into our MCI study. Enrollment is ongoing and validation of outcomes has begun. DISCUSSION: This proof of concept article demonstrates the feasibility of conducting pragmatic trials using the EMR and an adaptive design. CONCLUSION: The demonstration of successful pragmatic clinical trials based on a customized EMR and adaptive design is an important next step in achieving personalized medicine and provides a framework for future studies of comparative effectiveness.
format Online
Article
Text
id pubmed-6207187
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-62071872018-10-30 Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design Simon, Kelly Claire Tideman, Samuel Hillman, Laura Lai, Rebekah Jathar, Raman Ji, Yuan Bergman-Bock, Stuart Castle, James Franada, Tiffani Freedom, Thomas Marcus, Revital Mark, Angela Meyers, Steven Rubin, Susan Semenov, Irene Yucus, Chad Pham, Anna Garduno, Lisette Szela, Monika Frigerio, Roberta Maraganore, Demetrius M JAMIA Open Research and Applications OBJECTIVES: To demonstrate the feasibility of pragmatic clinical trials comparing the effectiveness of treatments using the electronic medical record (EMR) and an adaptive assignment design. METHODS: We have designed and are implementing pragmatic trials at the point-of-care using custom-designed structured clinical documentation support and clinical decision support tools within our physician’s typical EMR workflow. We are applying a subgroup based adaptive design (SUBA) that enriches treatment assignments based on baseline characteristics and prior outcomes. SUBA uses information from a randomization phase (phase 1, equal randomization, 120 patients), to adaptively assign treatments to the remaining participants (at least 300 additional patients total) based on a Bayesian hierarchical model. Enrollment in phase 1 is underway in our neurology clinical practices for 2 separate trials using this method, for migraine and mild cognitive impairment (MCI). RESULTS: We are successfully collecting structured data, in the context of the providers’ clinical workflow, necessary to conduct our trials. We are currently enrolling patients in 2 point-of-care trials of non-inferior treatments. As of March 1, 2018, we have enrolled 36% of eligible patients into our migraine study and 63% of eligible patients into our MCI study. Enrollment is ongoing and validation of outcomes has begun. DISCUSSION: This proof of concept article demonstrates the feasibility of conducting pragmatic trials using the EMR and an adaptive design. CONCLUSION: The demonstration of successful pragmatic clinical trials based on a customized EMR and adaptive design is an important next step in achieving personalized medicine and provides a framework for future studies of comparative effectiveness. Oxford University Press 2018-06-11 /pmc/articles/PMC6207187/ /pubmed/30386852 http://dx.doi.org/10.1093/jamiaopen/ooy017 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of the American Medical Informatics Association. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Research and Applications
Simon, Kelly Claire
Tideman, Samuel
Hillman, Laura
Lai, Rebekah
Jathar, Raman
Ji, Yuan
Bergman-Bock, Stuart
Castle, James
Franada, Tiffani
Freedom, Thomas
Marcus, Revital
Mark, Angela
Meyers, Steven
Rubin, Susan
Semenov, Irene
Yucus, Chad
Pham, Anna
Garduno, Lisette
Szela, Monika
Frigerio, Roberta
Maraganore, Demetrius M
Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title_full Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title_fullStr Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title_full_unstemmed Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title_short Design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
title_sort design and implementation of pragmatic clinical trials using the electronic medical record and an adaptive design
topic Research and Applications
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6207187/
https://www.ncbi.nlm.nih.gov/pubmed/30386852
http://dx.doi.org/10.1093/jamiaopen/ooy017
work_keys_str_mv AT simonkellyclaire designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT tidemansamuel designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT hillmanlaura designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT lairebekah designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT jatharraman designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT jiyuan designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT bergmanbockstuart designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT castlejames designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT franadatiffani designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT freedomthomas designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT marcusrevital designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT markangela designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT meyerssteven designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT rubinsusan designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT semenovirene designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT yucuschad designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT phamanna designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT gardunolisette designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT szelamonika designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT frigerioroberta designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign
AT maraganoredemetriusm designandimplementationofpragmaticclinicaltrialsusingtheelectronicmedicalrecordandanadaptivedesign