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Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms

Objectives : Over the past few years, challenges from the pandemic have led to an explosion of data sharing and algorithmic development efforts in the areas of molecular measurements, clinical data, and digital health. We aim to characterize and describe recent advanced computational approaches in t...

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Autores principales: Tang, Alice, Woldemariam, Sarah, Roger, Jacquelyn, Sirota, Marina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Georg Thieme Verlag KG 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9719766/
https://www.ncbi.nlm.nih.gov/pubmed/36463867
http://dx.doi.org/10.1055/s-0042-1742513
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author Tang, Alice
Woldemariam, Sarah
Roger, Jacquelyn
Sirota, Marina
author_facet Tang, Alice
Woldemariam, Sarah
Roger, Jacquelyn
Sirota, Marina
author_sort Tang, Alice
collection PubMed
description Objectives : Over the past few years, challenges from the pandemic have led to an explosion of data sharing and algorithmic development efforts in the areas of molecular measurements, clinical data, and digital health. We aim to characterize and describe recent advanced computational approaches in translational bioinformatics across these domains in the context of issues or progress related to equity and inclusion. Methods : We conducted a literature assessment of the trends and approaches in translational bioinformatics in the past few years. Results : We present a review of recent computational approaches across molecular, clinical, and digital realms. We discuss applications of phenotyping, disease subtype characterization, predictive modeling, biomarker discovery, and treatment selection. We consider these methods and applications through the lens of equity and inclusion in biomedicine. Conclusion : Equity and inclusion should be incorporated at every step of translational bioinformatics projects, including project design, data collection, model creation, and clinical implementation. These considerations, coupled with the exciting breakthroughs in big data and machine learning, are pivotal to reach the goals of precision medicine for all.
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spelling pubmed-97197662022-12-05 Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms Tang, Alice Woldemariam, Sarah Roger, Jacquelyn Sirota, Marina Yearb Med Inform Objectives : Over the past few years, challenges from the pandemic have led to an explosion of data sharing and algorithmic development efforts in the areas of molecular measurements, clinical data, and digital health. We aim to characterize and describe recent advanced computational approaches in translational bioinformatics across these domains in the context of issues or progress related to equity and inclusion. Methods : We conducted a literature assessment of the trends and approaches in translational bioinformatics in the past few years. Results : We present a review of recent computational approaches across molecular, clinical, and digital realms. We discuss applications of phenotyping, disease subtype characterization, predictive modeling, biomarker discovery, and treatment selection. We consider these methods and applications through the lens of equity and inclusion in biomedicine. Conclusion : Equity and inclusion should be incorporated at every step of translational bioinformatics projects, including project design, data collection, model creation, and clinical implementation. These considerations, coupled with the exciting breakthroughs in big data and machine learning, are pivotal to reach the goals of precision medicine for all. Georg Thieme Verlag KG 2022-12-04 /pmc/articles/PMC9719766/ /pubmed/36463867 http://dx.doi.org/10.1055/s-0042-1742513 Text en IMIA and Thieme. This is an open access article published by Thieme under the terms of the Creative Commons Attribution-NonDerivative-NonCommercial License, permitting copying and reproduction so long as the original work is given appropriate credit. Contents may not be used for commercial purposes, or adapted, remixed, transformed or built upon. ( https://creativecommons.org/licenses/by-nc-nd/4.0/ ) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License, which permits unrestricted reproduction and distribution, for non-commercial purposes only; and use and reproduction, but not distribution, of adapted material for non-commercial purposes only, provided the original work is properly cited.
spellingShingle Tang, Alice
Woldemariam, Sarah
Roger, Jacquelyn
Sirota, Marina
Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title_full Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title_fullStr Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title_full_unstemmed Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title_short Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms
title_sort translational bioinformatics to enable precision medicine for all: elevating equity across molecular, clinical, and digital realms
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9719766/
https://www.ncbi.nlm.nih.gov/pubmed/36463867
http://dx.doi.org/10.1055/s-0042-1742513
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