Cargando…

DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery

[Image: see text] Unbiased transcriptomic RNA-seq data has provided deep insights into biological processes. However, its impact in drug discovery has been narrow given high costs and low throughput. Proof-of-concept studies with Digital RNA with pertUrbation of Genes (DRUG)-seq demonstrated the pot...

Descripción completa

Detalles Bibliográficos
Autores principales: Li, Jingyao, Ho, Daniel J., Henault, Martin, Yang, Chian, Neri, Marilisa, Ge, Robin, Renner, Steffen, Mansur, Leandra, Lindeman, Alicia, Kelly, Brian, Tumkaya, Tayfun, Ke, Xiaoling, Soler-Llavina, Gilberto, Shanker, Gopi, Russ, Carsten, Hild, Marc, Gubser Keller, Caroline, Jenkins, Jeremy L., Worringer, Kathleen A., Sigoillot, Frederic D., Ihry, Robert J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9207813/
https://www.ncbi.nlm.nih.gov/pubmed/35508359
http://dx.doi.org/10.1021/acschembio.1c00920
_version_ 1784729605927600128
author Li, Jingyao
Ho, Daniel J.
Henault, Martin
Yang, Chian
Neri, Marilisa
Ge, Robin
Renner, Steffen
Mansur, Leandra
Lindeman, Alicia
Kelly, Brian
Tumkaya, Tayfun
Ke, Xiaoling
Soler-Llavina, Gilberto
Shanker, Gopi
Russ, Carsten
Hild, Marc
Gubser Keller, Caroline
Jenkins, Jeremy L.
Worringer, Kathleen A.
Sigoillot, Frederic D.
Ihry, Robert J.
author_facet Li, Jingyao
Ho, Daniel J.
Henault, Martin
Yang, Chian
Neri, Marilisa
Ge, Robin
Renner, Steffen
Mansur, Leandra
Lindeman, Alicia
Kelly, Brian
Tumkaya, Tayfun
Ke, Xiaoling
Soler-Llavina, Gilberto
Shanker, Gopi
Russ, Carsten
Hild, Marc
Gubser Keller, Caroline
Jenkins, Jeremy L.
Worringer, Kathleen A.
Sigoillot, Frederic D.
Ihry, Robert J.
author_sort Li, Jingyao
collection PubMed
description [Image: see text] Unbiased transcriptomic RNA-seq data has provided deep insights into biological processes. However, its impact in drug discovery has been narrow given high costs and low throughput. Proof-of-concept studies with Digital RNA with pertUrbation of Genes (DRUG)-seq demonstrated the potential to address this gap. We extended the DRUG-seq platform by subjecting it to rigorous testing and by adding an open-source analysis pipeline. The results demonstrate high reproducibility and ability to resolve the mechanism(s) of action for a diverse set of compounds. Furthermore, we demonstrate how this data can be incorporated into a drug discovery project aiming to develop therapeutics for schizophrenia using human stem cell-derived neurons. We identified both an on-target activation signature, induced by a set of chemically distinct positive allosteric modulators of the N-methyl-d-aspartate (NMDA) receptor, and independent off-target effects. Overall, the protocol and open-source analysis pipeline are a step toward industrializing RNA-seq for high-complexity transcriptomics studies performed at a saturating scale.
format Online
Article
Text
id pubmed-9207813
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher American Chemical Society
record_format MEDLINE/PubMed
spelling pubmed-92078132022-06-21 DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery Li, Jingyao Ho, Daniel J. Henault, Martin Yang, Chian Neri, Marilisa Ge, Robin Renner, Steffen Mansur, Leandra Lindeman, Alicia Kelly, Brian Tumkaya, Tayfun Ke, Xiaoling Soler-Llavina, Gilberto Shanker, Gopi Russ, Carsten Hild, Marc Gubser Keller, Caroline Jenkins, Jeremy L. Worringer, Kathleen A. Sigoillot, Frederic D. Ihry, Robert J. ACS Chem Biol [Image: see text] Unbiased transcriptomic RNA-seq data has provided deep insights into biological processes. However, its impact in drug discovery has been narrow given high costs and low throughput. Proof-of-concept studies with Digital RNA with pertUrbation of Genes (DRUG)-seq demonstrated the potential to address this gap. We extended the DRUG-seq platform by subjecting it to rigorous testing and by adding an open-source analysis pipeline. The results demonstrate high reproducibility and ability to resolve the mechanism(s) of action for a diverse set of compounds. Furthermore, we demonstrate how this data can be incorporated into a drug discovery project aiming to develop therapeutics for schizophrenia using human stem cell-derived neurons. We identified both an on-target activation signature, induced by a set of chemically distinct positive allosteric modulators of the N-methyl-d-aspartate (NMDA) receptor, and independent off-target effects. Overall, the protocol and open-source analysis pipeline are a step toward industrializing RNA-seq for high-complexity transcriptomics studies performed at a saturating scale. American Chemical Society 2022-05-04 2022-06-17 /pmc/articles/PMC9207813/ /pubmed/35508359 http://dx.doi.org/10.1021/acschembio.1c00920 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Li, Jingyao
Ho, Daniel J.
Henault, Martin
Yang, Chian
Neri, Marilisa
Ge, Robin
Renner, Steffen
Mansur, Leandra
Lindeman, Alicia
Kelly, Brian
Tumkaya, Tayfun
Ke, Xiaoling
Soler-Llavina, Gilberto
Shanker, Gopi
Russ, Carsten
Hild, Marc
Gubser Keller, Caroline
Jenkins, Jeremy L.
Worringer, Kathleen A.
Sigoillot, Frederic D.
Ihry, Robert J.
DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title_full DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title_fullStr DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title_full_unstemmed DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title_short DRUG-seq Provides Unbiased Biological Activity Readouts for Neuroscience Drug Discovery
title_sort drug-seq provides unbiased biological activity readouts for neuroscience drug discovery
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9207813/
https://www.ncbi.nlm.nih.gov/pubmed/35508359
http://dx.doi.org/10.1021/acschembio.1c00920
work_keys_str_mv AT lijingyao drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT hodanielj drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT henaultmartin drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT yangchian drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT nerimarilisa drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT gerobin drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT rennersteffen drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT mansurleandra drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT lindemanalicia drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT kellybrian drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT tumkayatayfun drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT kexiaoling drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT solerllavinagilberto drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT shankergopi drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT russcarsten drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT hildmarc drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT gubserkellercaroline drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT jenkinsjeremyl drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT worringerkathleena drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT sigoillotfredericd drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery
AT ihryrobertj drugseqprovidesunbiasedbiologicalactivityreadoutsforneurosciencedrugdiscovery