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...

Full description

Bibliographic Details
Main Authors: 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
Format: Article
Language:English
Published: Wiley 2021-01-01
Series:Bioengineering & Translational Medicine
Subjects:
Online Access:https://doi.org/10.1002/btm2.10196
id doaj-3bdb703644b14f66b5677f820eca6cec
record_format Article
spelling 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
work_keys_str_mv AT agatablasiak identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT jhinjiehlim identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT shirleygekkhengseah identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT theodorekee identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT alexandriaremus identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT dehoechye identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT puisanwong identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT lissahooi identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT anhtltruong identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT nguyenle identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT conradezchan identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT rishidesai identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT xiantingding identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT brendonjhanson identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT edwardkaihuachow identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
AT deanho identifairapidlyoptimizingcombinationtherapydesignagainstsevereacuterespiratorysyndromecoronavirus2sarscov2withdigitaldrugdevelopment
_version_ 1716838262620815360