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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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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 |
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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 |
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