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Discovering Venom-Derived Drug Candidates Using Differential Gene Expression

Venoms are a diverse and complex group of natural toxins that have been adapted to treat many types of human disease, but rigorous computational approaches for discovering new therapeutic activities are scarce. We have designed and validated a new platform—named VenomSeq—to systematically identify p...

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Detalles Bibliográficos
Autores principales: Romano, Joseph D., Li, Hai, Napolitano, Tanya, Realubit, Ronald, Karan, Charles, Holford, Mandë, Tatonetti, Nicholas P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10467105/
https://www.ncbi.nlm.nih.gov/pubmed/37505720
http://dx.doi.org/10.3390/toxins15070451
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author Romano, Joseph D.
Li, Hai
Napolitano, Tanya
Realubit, Ronald
Karan, Charles
Holford, Mandë
Tatonetti, Nicholas P.
author_facet Romano, Joseph D.
Li, Hai
Napolitano, Tanya
Realubit, Ronald
Karan, Charles
Holford, Mandë
Tatonetti, Nicholas P.
author_sort Romano, Joseph D.
collection PubMed
description Venoms are a diverse and complex group of natural toxins that have been adapted to treat many types of human disease, but rigorous computational approaches for discovering new therapeutic activities are scarce. We have designed and validated a new platform—named VenomSeq—to systematically identify putative associations between venoms and drugs/diseases via high-throughput transcriptomics and perturbational differential gene expression analysis. In this study, we describe the architecture of VenomSeq and its evaluation using the crude venoms from 25 diverse animal species and 9 purified teretoxin peptides. By integrating comparisons to public repositories of differential expression, associations between regulatory networks and disease, and existing knowledge of venom activity, we provide a number of new therapeutic hypotheses linking venoms to human diseases supported by multiple layers of preliminary evidence.
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spelling pubmed-104671052023-08-31 Discovering Venom-Derived Drug Candidates Using Differential Gene Expression Romano, Joseph D. Li, Hai Napolitano, Tanya Realubit, Ronald Karan, Charles Holford, Mandë Tatonetti, Nicholas P. Toxins (Basel) Article Venoms are a diverse and complex group of natural toxins that have been adapted to treat many types of human disease, but rigorous computational approaches for discovering new therapeutic activities are scarce. We have designed and validated a new platform—named VenomSeq—to systematically identify putative associations between venoms and drugs/diseases via high-throughput transcriptomics and perturbational differential gene expression analysis. In this study, we describe the architecture of VenomSeq and its evaluation using the crude venoms from 25 diverse animal species and 9 purified teretoxin peptides. By integrating comparisons to public repositories of differential expression, associations between regulatory networks and disease, and existing knowledge of venom activity, we provide a number of new therapeutic hypotheses linking venoms to human diseases supported by multiple layers of preliminary evidence. MDPI 2023-07-09 /pmc/articles/PMC10467105/ /pubmed/37505720 http://dx.doi.org/10.3390/toxins15070451 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Romano, Joseph D.
Li, Hai
Napolitano, Tanya
Realubit, Ronald
Karan, Charles
Holford, Mandë
Tatonetti, Nicholas P.
Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title_full Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title_fullStr Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title_full_unstemmed Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title_short Discovering Venom-Derived Drug Candidates Using Differential Gene Expression
title_sort discovering venom-derived drug candidates using differential gene expression
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10467105/
https://www.ncbi.nlm.nih.gov/pubmed/37505720
http://dx.doi.org/10.3390/toxins15070451
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