AI Article Synopsis
- The American Medical Informatics Association's Genomics and Translational Biomedical Informatics Workgroup is assessing how AI can be applied in genomics for better health outcomes.
- The assessment involved discussions among workgroup members and reviews of relevant literature to reach consensus on key factors influencing AI's clinical application in genomics.
- Important conclusions highlight the need for extensive informatics research, larger datasets, the avoidance of exacerbating disparities, standardized genomic data, and collaborative interfaces between AI technologies and clinicians for improved decision-making.
Article Abstract
Objective: Given the importance AI in genomics and its potential impact on human health, the American Medical Informatics Association-Genomics and Translational Biomedical Informatics (GenTBI) Workgroup developed this assessment of factors that can further enable the clinical application of AI in this space.
Process: A list of relevant factors was developed through GenTBI workgroup discussions in multiple in-person and online meetings, along with review of pertinent publications. This list was then summarized and reviewed to achieve consensus among the group members.
Conclusions: Substantial informatics research and development are needed to fully realize the clinical potential of such technologies. The development of larger datasets is crucial to emulating the success AI is achieving in other domains. It is important that AI methods do not exacerbate existing socio-economic, racial, and ethnic disparities. Genomic data standards are critical to effectively scale such technologies across institutions. With so much uncertainty, complexity and novelty in genomics and medicine, and with an evolving regulatory environment, the current focus should be on using these technologies in an interface with clinicians that emphasizes the value each brings to clinical decision-making.
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| http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10797281 | PMC |
| http://dx.doi.org/10.1093/jamia/ocad211 | DOI Listing |
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