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Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform
Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease with ill-defined pathogenesis, calling for urgent developments of new therapeutic regimens. Herein, we applied PandaOmics, an AI-driven target discovery platform, to analyze the expression profiles of central nervous system (C...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9273868/ https://www.ncbi.nlm.nih.gov/pubmed/35837482 http://dx.doi.org/10.3389/fnagi.2022.914017 |
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author | Pun, Frank W. Liu, Bonnie Hei Man Long, Xi Leung, Hoi Wing Leung, Geoffrey Ho Duen Mewborne, Quinlan T. Gao, Junli Shneyderman, Anastasia Ozerov, Ivan V. Wang, Ju Ren, Feng Aliper, Alexander Bischof, Evelyne Izumchenko, Evgeny Guan, Xiaoming Zhang, Ke Lu, Bai Rothstein, Jeffrey D. Cudkowicz, Merit E. Zhavoronkov, Alex |
author_facet | Pun, Frank W. Liu, Bonnie Hei Man Long, Xi Leung, Hoi Wing Leung, Geoffrey Ho Duen Mewborne, Quinlan T. Gao, Junli Shneyderman, Anastasia Ozerov, Ivan V. Wang, Ju Ren, Feng Aliper, Alexander Bischof, Evelyne Izumchenko, Evgeny Guan, Xiaoming Zhang, Ke Lu, Bai Rothstein, Jeffrey D. Cudkowicz, Merit E. Zhavoronkov, Alex |
author_sort | Pun, Frank W. |
collection | PubMed |
description | Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease with ill-defined pathogenesis, calling for urgent developments of new therapeutic regimens. Herein, we applied PandaOmics, an AI-driven target discovery platform, to analyze the expression profiles of central nervous system (CNS) samples (237 cases; 91 controls) from public datasets, and direct iPSC-derived motor neurons (diMNs) (135 cases; 31 controls) from Answer ALS. Seventeen high-confidence and eleven novel therapeutic targets were identified and will be released onto ALS.AI (http://als.ai/). Among the proposed targets screened in the c9ALS Drosophila model, we verified 8 unreported genes (KCNB2, KCNS3, ADRA2B, NR3C1, P2RY14, PPP3CB, PTPRC, and RARA) whose suppression strongly rescues eye neurodegeneration. Dysregulated pathways identified from CNS and diMN data characterize different stages of disease development. Altogether, our study provides new insights into ALS pathophysiology and demonstrates how AI speeds up the target discovery process, and opens up new opportunities for therapeutic interventions. |
format | Online Article Text |
id | pubmed-9273868 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92738682022-07-13 Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform Pun, Frank W. Liu, Bonnie Hei Man Long, Xi Leung, Hoi Wing Leung, Geoffrey Ho Duen Mewborne, Quinlan T. Gao, Junli Shneyderman, Anastasia Ozerov, Ivan V. Wang, Ju Ren, Feng Aliper, Alexander Bischof, Evelyne Izumchenko, Evgeny Guan, Xiaoming Zhang, Ke Lu, Bai Rothstein, Jeffrey D. Cudkowicz, Merit E. Zhavoronkov, Alex Front Aging Neurosci Aging Neuroscience Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease with ill-defined pathogenesis, calling for urgent developments of new therapeutic regimens. Herein, we applied PandaOmics, an AI-driven target discovery platform, to analyze the expression profiles of central nervous system (CNS) samples (237 cases; 91 controls) from public datasets, and direct iPSC-derived motor neurons (diMNs) (135 cases; 31 controls) from Answer ALS. Seventeen high-confidence and eleven novel therapeutic targets were identified and will be released onto ALS.AI (http://als.ai/). Among the proposed targets screened in the c9ALS Drosophila model, we verified 8 unreported genes (KCNB2, KCNS3, ADRA2B, NR3C1, P2RY14, PPP3CB, PTPRC, and RARA) whose suppression strongly rescues eye neurodegeneration. Dysregulated pathways identified from CNS and diMN data characterize different stages of disease development. Altogether, our study provides new insights into ALS pathophysiology and demonstrates how AI speeds up the target discovery process, and opens up new opportunities for therapeutic interventions. Frontiers Media S.A. 2022-06-28 /pmc/articles/PMC9273868/ /pubmed/35837482 http://dx.doi.org/10.3389/fnagi.2022.914017 Text en Copyright © 2022 Pun, Liu, Long, Leung, Leung, Mewborne, Gao, Shneyderman, Ozerov, Wang, Ren, Aliper, Bischof, Izumchenko, Guan, Zhang, Lu, Rothstein, Cudkowicz and Zhavoronkov. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Aging Neuroscience Pun, Frank W. Liu, Bonnie Hei Man Long, Xi Leung, Hoi Wing Leung, Geoffrey Ho Duen Mewborne, Quinlan T. Gao, Junli Shneyderman, Anastasia Ozerov, Ivan V. Wang, Ju Ren, Feng Aliper, Alexander Bischof, Evelyne Izumchenko, Evgeny Guan, Xiaoming Zhang, Ke Lu, Bai Rothstein, Jeffrey D. Cudkowicz, Merit E. Zhavoronkov, Alex Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title | Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title_full | Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title_fullStr | Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title_full_unstemmed | Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title_short | Identification of Therapeutic Targets for Amyotrophic Lateral Sclerosis Using PandaOmics – An AI-Enabled Biological Target Discovery Platform |
title_sort | identification of therapeutic targets for amyotrophic lateral sclerosis using pandaomics – an ai-enabled biological target discovery platform |
topic | Aging Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9273868/ https://www.ncbi.nlm.nih.gov/pubmed/35837482 http://dx.doi.org/10.3389/fnagi.2022.914017 |
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