
| 10.1093/bib/bbw105
http://scihub22266oqcxt.onion/10.1093/bib/bbw105
 C6018726!6018726!27789427
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Brief+Bioinform 2018 ; 19 (2): 277-85 Nephropedia Template TP
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Data-driven approaches used for compound library design, hit triage and bioactivity modeling in high-throughput screening #MMPMID27789427Paricharak S; M�ndez-Lucio O; Chavan Ravindranath A; Bender A; IJzerman AP; van Westen GJPBrief Bioinform 2018[Mar]; 19 (2): 277-85 PMID27789427show ga
High-throughput screening (HTS) campaigns are routinely performed in pharmaceutical companies to explore activity profiles of chemical libraries for the identification of promising candidates for further investigation. With the aim of improving hit rates in these campaigns, data-driven approaches have been used to design relevant compound screening collections, enable effective hit triage and perform activity modeling for compound prioritization. Remarkable progress has been made in the activity modeling area since the recent introduction of large-scale bioactivity-based compound similarity metrics. This is evidenced by increased hit rates in iterative screening strategies and novel insights into compound mode of action obtained through activity modeling. Here, we provide an overview of the developments in data-driven approaches, elaborate on novel activity modeling techniques and screening paradigms explored and outline their significance in HTS.�
  
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