The global market place for tailored medication is poised to achieve $3.18 trillion over the coming half-decade. While cellular and genetic therapy paradigms offer myriad benefits for biotech enterprises and their clientele, realizing treatments for patients presents numerous hurdles. Luckily, the emergence and progression of artificial intelligence arrive opportunistically to aid life sciences firms in conquering these challenges with aplomb. Below, we delineate four pivotal trends illustrating how enterprises leverage artificial intelligence in tailored medicine, encompassing cellular and genetic therapies.
Employing Artificial Intelligence in Cellular and Genetic Therapies
Trend #1: Deciphering Data Complexity
An instrumental facet of AI systems lies in their capacity to sift through and decipher vast volumes of data. Entities in the life sciences sphere, particularly providers of tailored medication, stand to gain significantly from patient-centric data, presently underutilized. The average person is estimated to generate over 1 million gigabytes of health-related data throughout their lifespan. However, the intricate nature of genetic data, characterized by high dimensionality and low sample sizes, poses challenges to management.
The introduction of machine learning in healthcare heralds promising avenues for developers of precision therapies to unravel patient-centric data. A notable instance arises from a study employing AI to scrutinize the genetic profiles of 800 Mayo Clinic patients, aiming to aid psychiatrists in antidepressant prescription. Following analysis of individual genetic profiles and health records, the algorithm prognosticated the efficacy of specific drugs in alleviating symptoms with 90% accuracy. Previously, psychiatrists relied on standardized methodologies for depression medication prescription, accurate only 50% of the time. Ultimately, AI's capacity to process and analyze copious structured and unstructured data sets the stage for myriad prospects within tailored medicine.
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The average individual is estimated to generate over 1 million gigabytes of health-related data throughout their lifetime.
Trend #2: Augmenting Treatment Protocols
By scrutinizing extensive patient-centric data sets, AI can aid healthcare practitioners (HCPs) in treatment endeavors. Given that tailored medicine tailor’s bespoke treatment for each patient, both diagnosis and treatment demand considerable expertise and precision. Hence, machine learning models offer substantial support to HCPs by dissecting abundant information and furnishing data-driven diagnoses for individual patients. A case in point was evidenced at the International Symposium on Biomedical Imaging, where participants devised algorithms for breast cancer detection in biopsy images. Integrating an AI system with HCP expertise augmented diagnosis success rates to 99.5%, slashing human error by 85%.
Furthermore, the proliferation of health applications and wearable technologies will yield myriad patient-centric data points in the forthcoming decade. Analyzing this data with AI can furnish HCPs with holistic insights into patients' health status and behaviors, encompassing dietary patterns, physical activity, and sleep habits. For instance, a research cohort at Cardiogram leveraged an AI neural network to scrutinize wearable data, facilitating early identification of sleep apnea and atrial fibrillation with over 90% accuracy.
The integration of AI systems and HCP expertise bolstered diagnosis success rates to 99.5%, mitigating human error by 85%.
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