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Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies

The US Food and Drug Administration (FDA) has publicly recognized the importance of improving drug development efficiency, deeming translational biomarkers a top priority. The use of imaging biomarkers has been associated with increased rates of drug approvals. An appropriate level of validation pro...

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Detalles Bibliográficos
Autores principales: Izmailova, Elena S., Maguire, R. Paul, McCarthy, Timothy J., Müller, Martijn L. T. M., Murphy, Philip, Stephenson, Diane
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014695/
https://www.ncbi.nlm.nih.gov/pubmed/36382716
http://dx.doi.org/10.1111/cts.13461
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author Izmailova, Elena S.
Maguire, R. Paul
McCarthy, Timothy J.
Müller, Martijn L. T. M.
Murphy, Philip
Stephenson, Diane
author_facet Izmailova, Elena S.
Maguire, R. Paul
McCarthy, Timothy J.
Müller, Martijn L. T. M.
Murphy, Philip
Stephenson, Diane
author_sort Izmailova, Elena S.
collection PubMed
description The US Food and Drug Administration (FDA) has publicly recognized the importance of improving drug development efficiency, deeming translational biomarkers a top priority. The use of imaging biomarkers has been associated with increased rates of drug approvals. An appropriate level of validation provides a pragmatic way to choose and implement these biomarkers. Standardizing imaging modality selection, data acquisition protocols, and image analysis (in ways that are agnostic to equipment and algorithms) have been key to imaging biomarker deployment. The best known examples come from studies done via precompetitive collaboration efforts, which enable input from multiple stakeholders and data sharing. Digital health technologies (DHTs) provide an opportunity to measure meaningful aspects of patient health, including patient function, for extended periods of time outside of the hospital walls, with objective, sensor‐based measures. We identified the areas where learnings from the imaging biomarker field can accelerate the adoption and widespread use of DHTs to develop novel treatments. As with imaging, technical validation parameters and performance acceptance thresholds need to be established. Approaches amenable to multiple hardware options and data processing algorithms can be enabled by sharing DHT data and by cross‐validating algorithms. Data standardization and creation of shared databases will be vital. Pre‐competitive consortia (public‐private partnerships and professional societies that bring together all stakeholders, including patient organizations, industry, academic experts, and regulators) will advance the regulatory maturity of DHTs in clinical trials.
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spelling pubmed-100146952023-03-16 Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies Izmailova, Elena S. Maguire, R. Paul McCarthy, Timothy J. Müller, Martijn L. T. M. Murphy, Philip Stephenson, Diane Clin Transl Sci Reviews The US Food and Drug Administration (FDA) has publicly recognized the importance of improving drug development efficiency, deeming translational biomarkers a top priority. The use of imaging biomarkers has been associated with increased rates of drug approvals. An appropriate level of validation provides a pragmatic way to choose and implement these biomarkers. Standardizing imaging modality selection, data acquisition protocols, and image analysis (in ways that are agnostic to equipment and algorithms) have been key to imaging biomarker deployment. The best known examples come from studies done via precompetitive collaboration efforts, which enable input from multiple stakeholders and data sharing. Digital health technologies (DHTs) provide an opportunity to measure meaningful aspects of patient health, including patient function, for extended periods of time outside of the hospital walls, with objective, sensor‐based measures. We identified the areas where learnings from the imaging biomarker field can accelerate the adoption and widespread use of DHTs to develop novel treatments. As with imaging, technical validation parameters and performance acceptance thresholds need to be established. Approaches amenable to multiple hardware options and data processing algorithms can be enabled by sharing DHT data and by cross‐validating algorithms. Data standardization and creation of shared databases will be vital. Pre‐competitive consortia (public‐private partnerships and professional societies that bring together all stakeholders, including patient organizations, industry, academic experts, and regulators) will advance the regulatory maturity of DHTs in clinical trials. John Wiley and Sons Inc. 2022-12-02 /pmc/articles/PMC10014695/ /pubmed/36382716 http://dx.doi.org/10.1111/cts.13461 Text en © 2022 The Authors. Clinical and Translational Science published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Reviews
Izmailova, Elena S.
Maguire, R. Paul
McCarthy, Timothy J.
Müller, Martijn L. T. M.
Murphy, Philip
Stephenson, Diane
Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title_full Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title_fullStr Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title_full_unstemmed Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title_short Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
title_sort empowering drug development: leveraging insights from imaging technologies to enable the advancement of digital health technologies
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014695/
https://www.ncbi.nlm.nih.gov/pubmed/36382716
http://dx.doi.org/10.1111/cts.13461
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