On the correspondence between the transcriptomic response of a compound and its effects on its targets

Better understanding the transcriptomic response produced by a compound perturbing its targets can shed light on the underlying biological processes regulated by the compound. However, establishing the relationship between the induced transcriptomic response and the target of a compound is non-trivi...

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Bibliographic Details
Main Authors: Domingo-Fernández, D. (Author), Ence, D. (Author), Engler Hart, C. (Author), Healey, D. (Author)
Format: Article
Language:English
Published: NLM (Medline) 2023
Subjects:
Online Access:View Fulltext in Publisher
View in Scopus
LEADER 02720nam a2200313Ia 4500
001 10.1186-s12859-023-05337-6
008 230529s2023 CNT 000 0 und d
020 |a 14712105 (ISSN) 
245 1 0 |a On the correspondence between the transcriptomic response of a compound and its effects on its targets 
260 0 |b NLM (Medline)  |c 2023 
856 |z View Fulltext in Publisher  |u https://doi.org/10.1186/s12859-023-05337-6 
856 |z View in Scopus  |u https://www.scopus.com/inward/record.uri?eid=2-s2.0-85159695593&doi=10.1186%2fs12859-023-05337-6&partnerID=40&md5=4db2aa6ab368b4e212642a762f1cb6c2 
520 3 |a Better understanding the transcriptomic response produced by a compound perturbing its targets can shed light on the underlying biological processes regulated by the compound. However, establishing the relationship between the induced transcriptomic response and the target of a compound is non-trivial, partly because targets are rarely differentially expressed. Therefore, connecting both modalities requires orthogonal information (e.g., pathway or functional information). Here, we present a comprehensive study aimed at exploring this relationship by leveraging thousands of transcriptomic experiments and target data for over 2000 compounds. Firstly, we confirm that compound-target information does not correlate as expected with the transcriptomic signatures induced by a compound. However, we reveal how the concordance between both modalities increases by connecting pathway and target information. Additionally, we investigate whether compounds that target the same proteins induce a similar transcriptomic response and conversely, whether compounds with similar transcriptomic responses share the same target proteins. While our findings suggest that this is generally not the case, we did observe that compounds with similar transcriptomic profiles are more likely to share at least one protein target and common therapeutic applications. Finally, we demonstrate how to exploit the relationship between both modalities for mechanism of action deconvolution by presenting a case scenario involving a few compound pairs with high similarity. © 2023. The Author(s). 
650 0 4 |a article 
650 0 4 |a case report 
650 0 4 |a clinical article 
650 0 4 |a Compound target identification 
650 0 4 |a deconvolution 
650 0 4 |a Drug discovery 
650 0 4 |a Drug target 
650 0 4 |a Mechanism of action (MoA) deconvolution 
650 0 4 |a transcriptomics 
650 0 4 |a Transcriptomics 
650 0 4 |a writing 
700 1 0 |a Domingo-Fernández, D.  |e author 
700 1 0 |a Ence, D.  |e author 
700 1 0 |a Engler Hart, C.  |e author 
700 1 0 |a Healey, D.  |e author 
773 |t BMC bioinformatics