Progress toward a universal biomedical data translator

Abstract Clinical, biomedical, and translational science has reached an inflection point in the breadth and diversity of available data and the potential impact of such data to improve human health and well‐being. However, the data are often siloed, disorganized, and not broadly accessible due to di...

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Main Authors: Karamarie Fecho (Author), Anne E. Thessen (Author), Sergio E. Baranzini (Author), Chris Bizon (Author), Jennifer J. Hadlock (Author), Sui Huang (Author), Ryan T. Roper (Author), Noel Southall (Author), Casey Ta (Author), Paul B. Watkins (Author), Mark D. Williams (Author), Hao Xu (Author), William Byrd (Author), Vlado Dančík (Author), Marc P. Duby (Author), Michel Dumontier (Author), Gustavo Glusman (Author), Nomi L. Harris (Author), Eugene W. Hinderer (Author), Greg Hyde (Author), Adam Johs (Author), Andrew I. Su (Author), Guangrong Qin (Author), Qian Zhu (Author), The Biomedical Data Translator Consortium (Author)
Format: Book
Published: Wiley, 2022-08-01T00:00:00Z.
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100 1 0 |a Karamarie Fecho  |e author 
700 1 0 |a Anne E. Thessen  |e author 
700 1 0 |a Sergio E. Baranzini  |e author 
700 1 0 |a Chris Bizon  |e author 
700 1 0 |a Jennifer J. Hadlock  |e author 
700 1 0 |a Sui Huang  |e author 
700 1 0 |a Ryan T. Roper  |e author 
700 1 0 |a Noel Southall  |e author 
700 1 0 |a Casey Ta  |e author 
700 1 0 |a Paul B. Watkins  |e author 
700 1 0 |a Mark D. Williams  |e author 
700 1 0 |a Hao Xu  |e author 
700 1 0 |a William Byrd  |e author 
700 1 0 |a Vlado Dančík  |e author 
700 1 0 |a Marc P. Duby  |e author 
700 1 0 |a Michel Dumontier  |e author 
700 1 0 |a Gustavo Glusman  |e author 
700 1 0 |a Nomi L. Harris  |e author 
700 1 0 |a Eugene W. Hinderer  |e author 
700 1 0 |a Greg Hyde  |e author 
700 1 0 |a Adam Johs  |e author 
700 1 0 |a Andrew I. Su  |e author 
700 1 0 |a Guangrong Qin  |e author 
700 1 0 |a Qian Zhu  |e author 
700 1 0 |a The Biomedical Data Translator Consortium  |e author 
245 0 0 |a Progress toward a universal biomedical data translator 
260 |b Wiley,   |c 2022-08-01T00:00:00Z. 
500 |a 1752-8062 
500 |a 1752-8054 
500 |a 10.1111/cts.13301 
520 |a Abstract Clinical, biomedical, and translational science has reached an inflection point in the breadth and diversity of available data and the potential impact of such data to improve human health and well‐being. However, the data are often siloed, disorganized, and not broadly accessible due to discipline‐specific differences in terminology and representation. To address these challenges, the Biomedical Data Translator Consortium has developed and tested a pilot knowledge graph‐based "Translator" system capable of integrating existing biomedical data sets and "translating" those data into insights intended to augment human reasoning and accelerate translational science. Having demonstrated feasibility of the Translator system, the Translator program has since moved into development, and the Translator Consortium has made significant progress in the research, design, and implementation of an operational system. Herein, we describe the current system's architecture, performance, and quality of results. We apply Translator to several real‐world use cases developed in collaboration with subject‐matter experts. Finally, we discuss the scientific and technical features of Translator and compare those features to other state‐of‐the‐art, biomedical graph‐based question‐answering systems. 
546 |a EN 
690 |a Therapeutics. Pharmacology 
690 |a RM1-950 
690 |a Public aspects of medicine 
690 |a RA1-1270 
655 7 |a article  |2 local 
786 0 |n Clinical and Translational Science, Vol 15, Iss 8, Pp 1838-1847 (2022) 
787 0 |n https://doi.org/10.1111/cts.13301 
787 0 |n https://doaj.org/toc/1752-8054 
787 0 |n https://doaj.org/toc/1752-8062 
856 4 1 |u https://doaj.org/article/e60f6adb4b8840dba0f6a5708823c0c0  |z Connect to this object online.