IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development
Abstract The emergence of severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) led to multiple drug repurposing clinical trials that have yielded largely uncertain outcomes. To overcome this challenge, we used IDentif.AI, a platform that pairs experimental validation with artificial intellig...
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doaj-3bdb703644b14f66b5677f820eca6cec2021-10-08T14:05:41ZengWileyBioengineering & Translational Medicine2380-67612021-01-0161n/an/a10.1002/btm2.10196IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug developmentAgata Blasiak0Jhin Jieh Lim1Shirley Gek Kheng Seah2Theodore Kee3Alexandria Remus4De Hoe Chye5Pui San Wong6Lissa Hooi7Anh T. L. Truong8Nguyen Le9Conrad E. Z. Chan10Rishi Desai11Xianting Ding12Brendon J. Hanson13Edward Kai‐Hua Chow14Dean Ho15The N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeCancer Science Institute of Singapore National University of Singapore Singapore SingaporeDefence Medical and Environmental Research Institute DSO National Laboratories Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeDefence Medical and Environmental Research Institute DSO National Laboratories Singapore SingaporeDefence Medical and Environmental Research Institute DSO National Laboratories Singapore SingaporeCancer Science Institute of Singapore National University of Singapore Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeDefence Medical and Environmental Research Institute DSO National Laboratories Singapore SingaporeOsmosis Baltimore Maryland USAInstitute for Personalized Medicine, School of Biomedical Engineering Shanghai Jiao Tong University Shanghai ChinaDefence Medical and Environmental Research Institute DSO National Laboratories Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeThe N.1 Institute for Health (N.1) National University of Singapore Singapore SingaporeAbstract The emergence of severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) led to multiple drug repurposing clinical trials that have yielded largely uncertain outcomes. To overcome this challenge, we used IDentif.AI, a platform that pairs experimental validation with artificial intelligence (AI) and digital drug development to rapidly pinpoint unpredictable drug interactions and optimize infectious disease combination therapy design with clinically relevant dosages. IDentif.AI was paired with a 12‐drug candidate therapy set representing over 530,000 drug combinations against the SARS‐CoV‐2 live virus collected from a patient sample. IDentif.AI pinpointed the optimal combination as remdesivir, ritonavir, and lopinavir, which was experimentally validated to mediate a 6.5‐fold enhanced efficacy over remdesivir alone. Additionally, it showed hydroxychloroquine and azithromycin to be relatively ineffective. The study was completed within 2 weeks, with a three‐order of magnitude reduction in the number of tests needed. IDentif.AI independently mirrored clinical trial outcomes to date without any data from these trials. The robustness of this digital drug development approach paired with in vitro experimentation and AI‐driven optimization suggests that IDentif.AI may be clinically actionable toward current and future outbreaks.https://doi.org/10.1002/btm2.10196artificial intelligencecombinatory treatmentCOVID‐19digital medicinedrug developmentdrug interactions |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Agata Blasiak Jhin Jieh Lim Shirley Gek Kheng Seah Theodore Kee Alexandria Remus De Hoe Chye Pui San Wong Lissa Hooi Anh T. L. Truong Nguyen Le Conrad E. Z. Chan Rishi Desai Xianting Ding Brendon J. Hanson Edward Kai‐Hua Chow Dean Ho |
spellingShingle |
Agata Blasiak Jhin Jieh Lim Shirley Gek Kheng Seah Theodore Kee Alexandria Remus De Hoe Chye Pui San Wong Lissa Hooi Anh T. L. Truong Nguyen Le Conrad E. Z. Chan Rishi Desai Xianting Ding Brendon J. Hanson Edward Kai‐Hua Chow Dean Ho IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development Bioengineering & Translational Medicine artificial intelligence combinatory treatment COVID‐19 digital medicine drug development drug interactions |
author_facet |
Agata Blasiak Jhin Jieh Lim Shirley Gek Kheng Seah Theodore Kee Alexandria Remus De Hoe Chye Pui San Wong Lissa Hooi Anh T. L. Truong Nguyen Le Conrad E. Z. Chan Rishi Desai Xianting Ding Brendon J. Hanson Edward Kai‐Hua Chow Dean Ho |
author_sort |
Agata Blasiak |
title |
IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development |
title_short |
IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development |
title_full |
IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development |
title_fullStr |
IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development |
title_full_unstemmed |
IDentif.AI: Rapidly optimizing combination therapy design against severe Acute Respiratory Syndrome Coronavirus 2 (SARS‐Cov‐2) with digital drug development |
title_sort |
identif.ai: rapidly optimizing combination therapy design against severe acute respiratory syndrome coronavirus 2 (sars‐cov‐2) with digital drug development |
publisher |
Wiley |
series |
Bioengineering & Translational Medicine |
issn |
2380-6761 |
publishDate |
2021-01-01 |
description |
Abstract The emergence of severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) led to multiple drug repurposing clinical trials that have yielded largely uncertain outcomes. To overcome this challenge, we used IDentif.AI, a platform that pairs experimental validation with artificial intelligence (AI) and digital drug development to rapidly pinpoint unpredictable drug interactions and optimize infectious disease combination therapy design with clinically relevant dosages. IDentif.AI was paired with a 12‐drug candidate therapy set representing over 530,000 drug combinations against the SARS‐CoV‐2 live virus collected from a patient sample. IDentif.AI pinpointed the optimal combination as remdesivir, ritonavir, and lopinavir, which was experimentally validated to mediate a 6.5‐fold enhanced efficacy over remdesivir alone. Additionally, it showed hydroxychloroquine and azithromycin to be relatively ineffective. The study was completed within 2 weeks, with a three‐order of magnitude reduction in the number of tests needed. IDentif.AI independently mirrored clinical trial outcomes to date without any data from these trials. The robustness of this digital drug development approach paired with in vitro experimentation and AI‐driven optimization suggests that IDentif.AI may be clinically actionable toward current and future outbreaks. |
topic |
artificial intelligence combinatory treatment COVID‐19 digital medicine drug development drug interactions |
url |
https://doi.org/10.1002/btm2.10196 |
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