title: HTS-Corrector: software for the statistical analysis and correction of experimental high-throughput screening data.
abstract: BACKGROUND
  High-throughput screening (HTS) plays a central role in modern drug discovery, allowing for testing of >100,000 compounds per screen. The aim of our work was to develop and implement methods for minimizing the impact of systematic error in the analysis of HTS data. To the best of our knowledge, two new data correction methods included in HTS-Corrector are not available in any existing commercial software or freeware.
  
  
  RESULTS
  This paper describes HTS-Corrector, a software application for the analysis of HTS data, detection and visualization of systematic error, and corresponding correction of HTS signals. Three new methods for the statistical analysis and correction of raw HTS data are included in HTS-Corrector: background evaluation, well correction and hit-sigma distribution procedures intended to minimize the impact of systematic errors. We discuss the main features of HTS-Corrector and demonstrate the benefits of the algorithms.
authors.affiliation: Departement d'informatique, Université du Québec à Montreal, C.P.8888 suc.Centre-Ville, Montreal, QC, H3C 3P8, Canada. makarenkov.vladimir@uqam.ca
authors.forename: Vladimir
authors.initials: V
authors.lastname: Makarenkov
authors.forename: Dmytro
authors.initials: D
authors.lastname: Kevorkov
authors.forename: Pablo
authors.initials: P
authors.lastname: Zentilli
authors.forename: Andrei
authors.initials: A
authors.lastname: Gagarin
authors.forename: Nathalie
authors.initials: N
authors.lastname: Malo
authors.forename: Robert
authors.initials: R
authors.lastname: Nadon
mesh_terms: D000465:Algorithms; D019295:Computational Biology / Q000379:methods*; D003198:Computer Simulation; D003201:Computers; D015195:Drug Design; D004353:Drug Evaluation, Preclinical; D004345:Drug Industry; D015233:Models, Statistical; D011786:Quality Control; D015203:Reproducibility of Results; D012984:Software; D013678:Technology, Pharmaceutical