Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease

Traditional drug discovery process use differential, Bayesian and other network based approaches. We developed a Boolean approach for building disease maps and prioritizing pre-clinical models to discover a first-in-class therapy to restore and protect the leaky gut barrier in inflammatory bowel dis...

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Main Authors: Debashis Sahoo, Lee Swanson, Ibrahim M. Sayed, Gajanan D. Katkar, Stella-Rita Ibeawuchi, Yash Mittal, Rama F. Pranadinata, Courtney Tindle, Mackenzie Fuller, Dominik L. Stec, John T. Chang, William J. Sandborn, Soumita Das, Pradipta Ghosh
Format: Article
Language:English
Published: Nature Portfolio 2021-07-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-021-24470-5
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author Debashis Sahoo
Lee Swanson
Ibrahim M. Sayed
Gajanan D. Katkar
Stella-Rita Ibeawuchi
Yash Mittal
Rama F. Pranadinata
Courtney Tindle
Mackenzie Fuller
Dominik L. Stec
John T. Chang
William J. Sandborn
Soumita Das
Pradipta Ghosh
author_facet Debashis Sahoo
Lee Swanson
Ibrahim M. Sayed
Gajanan D. Katkar
Stella-Rita Ibeawuchi
Yash Mittal
Rama F. Pranadinata
Courtney Tindle
Mackenzie Fuller
Dominik L. Stec
John T. Chang
William J. Sandborn
Soumita Das
Pradipta Ghosh
author_sort Debashis Sahoo
collection DOAJ
description Traditional drug discovery process use differential, Bayesian and other network based approaches. We developed a Boolean approach for building disease maps and prioritizing pre-clinical models to discover a first-in-class therapy to restore and protect the leaky gut barrier in inflammatory bowel disease.
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spelling doaj.art-d3b3157a040445e7931fa319037c22872022-12-21T23:38:16ZengNature PortfolioNature Communications2041-17232021-07-0112111410.1038/s41467-021-24470-5Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel diseaseDebashis Sahoo0Lee Swanson1Ibrahim M. Sayed2Gajanan D. Katkar3Stella-Rita Ibeawuchi4Yash Mittal5Rama F. Pranadinata6Courtney Tindle7Mackenzie Fuller8Dominik L. Stec9John T. Chang10William J. Sandborn11Soumita Das12Pradipta Ghosh13Department of Pediatrics, University of California San DiegoDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Medical Microbiology and Immunology, Faculty of Medicine, Assiut UniversityDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Pathology, University of California San DiegoDepartment of Medicine, University of California San DiegoDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Cellular and Molecular Medicine, University of California San DiegoDepartment of Medicine, University of California San DiegoDepartment of Medicine, University of California San DiegoDepartment of Pathology, University of California San DiegoRebecca and John Moore Comprehensive Cancer Center, University of California San DiegoTraditional drug discovery process use differential, Bayesian and other network based approaches. We developed a Boolean approach for building disease maps and prioritizing pre-clinical models to discover a first-in-class therapy to restore and protect the leaky gut barrier in inflammatory bowel disease.https://doi.org/10.1038/s41467-021-24470-5
spellingShingle Debashis Sahoo
Lee Swanson
Ibrahim M. Sayed
Gajanan D. Katkar
Stella-Rita Ibeawuchi
Yash Mittal
Rama F. Pranadinata
Courtney Tindle
Mackenzie Fuller
Dominik L. Stec
John T. Chang
William J. Sandborn
Soumita Das
Pradipta Ghosh
Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
Nature Communications
title Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
title_full Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
title_fullStr Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
title_full_unstemmed Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
title_short Artificial intelligence guided discovery of a barrier-protective therapy in inflammatory bowel disease
title_sort artificial intelligence guided discovery of a barrier protective therapy in inflammatory bowel disease
url https://doi.org/10.1038/s41467-021-24470-5
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