scholarly journals Document Embedding Centroids: New and Versatile Semantic Descriptors for Compounds

Author(s):  
John Santa Maria ◽  
Scott Gleim ◽  
Eugen Lounkine ◽  
Jeremy Jenkins

We describe a novel algorithm for generating representational embeddings of chemical matter based on the biomedical literature/semantic contexts in which they occur. We then demonstrate that these chemical descriptors have utility in nearest neighbor retrieval for early drug discovery tasks such as mechanism of action and target activity predictions.

2020 ◽  
Author(s):  
John Santa Maria ◽  
Scott Gleim ◽  
Eugen Lounkine ◽  
Jeremy Jenkins

We describe a novel algorithm for generating representational embeddings of chemical matter based on the biomedical literature/semantic contexts in which they occur. We then demonstrate that these chemical descriptors have utility in nearest neighbor retrieval for early drug discovery tasks such as mechanism of action and target activity predictions.


PLoS ONE ◽  
2021 ◽  
Vol 16 (9) ◽  
pp. e0257537
Author(s):  
Estel Aparicio-Prat ◽  
Dong Yan ◽  
Marco Mariotti ◽  
Michael Bassik ◽  
Gaelen Hess ◽  
...  

CRISPR base editors are powerful tools for large-scale mutagenesis studies. This kind of approach can elucidate the mechanism of action of compounds, a key process in drug discovery. Here, we explore the utility of base editors in an early drug discovery context focusing on G-protein coupled receptors. A pooled mutagenesis screening framework was set up based on a modified version of the CRISPR-X base editor system. We determine optimized experimental conditions for mutagenesis where sgRNAs are delivered by cell transfection or viral infection over extended time periods (>14 days), resulting in high mutagenesis produced in a short region located at -4/+8 nucleotides with respect to the sgRNA match. The β2 Adrenergic Receptor (B2AR) was targeted in this way employing a 6xCRE-mCherry reporter system to monitor its response to isoproterenol. The results of our screening indicate that residue 184 of B2AR is crucial for its activation. Based on our experience, we outline the crucial points to consider when designing and performing CRISPR-based pooled mutagenesis screening, including the typical technical hurdles encountered when studying compound pharmacology.


2020 ◽  
Author(s):  
Estel Aparicio Prat ◽  
Dong Yan ◽  
Marco Mariotti ◽  
Michael Bassik ◽  
Gaelen Hess ◽  
...  

Abstract Background: CRISPR base editors are powerful tools for large-scale mutagenesis studies. This kind of approach can elucidate the mechanism of action of compounds, a key process in drug discovery. Here, we explore the utility of base editors in an early drug discovery context, and we focus on G-protein coupled receptors.Results: We set up a pooled mutagenesis screening framework based on a modified version of the CRISPR-X base editor system. We determine optimized experimental conditions for mutagenesis where sgRNAs are delivered by cell transfection or viral infection over extended time periods (>14 days), resulting in high mutagenesis produced in a short region located at -4/+8 nucleotides with respect to the sgRNA match. We thus target the Beta 2 Adrenergic Receptor (B2AR) and employ a 6xCRE-mCherry reporter system to monitor its activity. The results of our screening indicate that residue 184 of B2AR is crucial for its activation. Based on our experience, we then outline the crucial points to consider when designing and performing CRISPR-based pooled mutagenesis screening, including the typical technical hurdles encountered when studying compound pharmacology. Conclusions: The base editing technology has a great potential to help deciphering the mechanism of action of drugs, and it is a very powerful tool in drug discovery. Here we show an application of pooled mutagenesis screening to study B2AR, and we provide a roadmap for successfully applying this approach to other target proteins.


2011 ◽  
pp. 235-251
Author(s):  
Devan Marar ◽  
Shobha H. Ganji ◽  
Vaijinath S. Kamanna ◽  
Moti L. Kashyap

2005 ◽  
Vol 10 (21) ◽  
pp. 1443-1450 ◽  
Author(s):  
Gregor Zlokarnik ◽  
Peter D.J. Grootenhuis ◽  
John B. Watson

2008 ◽  
Vol 8 (5) ◽  
pp. 654-660 ◽  
Author(s):  
T RYAN ◽  
J STEVENS ◽  
C THOMAS
Keyword(s):  

MedChemComm ◽  
2014 ◽  
Vol 5 (3) ◽  
pp. 386-396 ◽  
Author(s):  
Georgios Drakakis ◽  
Adam E. Hendry ◽  
Kimberley Hanson ◽  
Suzanne C. Brewerton ◽  
Michael J. Bodkin ◽  
...  

Given the increasing utilization of phenotypic screens in drug discovery also the subsequent mechanism-of-action analysis gains increased attention.


Sign in / Sign up

Export Citation Format

Share Document