4.4 Article

Evaluation of DOCK 6 as a pose generation and database enrichment tool

期刊

JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN
卷 26, 期 6, 页码 749-773

出版社

SPRINGER
DOI: 10.1007/s10822-012-9565-y

关键词

Pose identification; Pose rescoring; Docking; Virtual screening; Enrichment; ROC curves; Scoring; Sampling; Rmsd; Symmetry

资金

  1. NIH [GM57513, R01GM083669, F31CA134201]
  2. Stony Brook University Office of the Vice President for Research
  3. New York State Office of Science Technology and Academic Research (NYSTAR)
  4. US Department of Energy [DE-AC02-98CH10886]
  5. State of New York
  6. National Institutes of Health (National Center for Research Resources, National Institute of General Medical Sciences [2P41RR0 01081, 9P41GM103311]
  7. National Institute of General Medical Sciences

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In conjunction with the recent American Chemical Society symposium titled Docking and Scoring: A Review of Docking Programs the performance of the DOCK6 program was evaluated through (1) pose reproduction and (2) database enrichment calculations on a common set of organizer-specified systems and datasets (ASTEX, DUD, WOMBAT). Representative baseline grid score results averaged over five docking runs yield a relatively high pose identification success rate of 72.5 % (symmetry corrected rmsd) and sampling rate of 91.9 % for the multi site ASTEX set (N = 147) using organizer-supplied structures. Numerous additional docking experiments showed that ligand starting conditions, symmetry, multiple binding sites, clustering, and receptor preparation protocols all affect success. Encouragingly, in some cases, use of more sophisticated scoring and sampling methods yielded results which were comparable (Amber score ligand movable protocol) or exceeded (LMOD score) analogous baseline grid-score results. The analysis highlights the potential benefit and challenges associated with including receptor flexibility and indicates that different scoring functions have system dependent strengths and weaknesses. Enrichment studies with the DUD database prepared using the SB2010 preparation protocol and native ligand pairings yielded individual area under the curve (AUC) values derived from receiver operating characteristic curve analysis ranging from 0.29 (bad enrichment) to 0.96 (good enrichment) with an average value of 0.60 (27/38 have AUC a parts per thousand yen 0.5). Strong early enrichment was also observed in the critically important 1.0-2.0 % region. Somewhat surprisingly, an alternative receptor preparation protocol yielded comparable results. As expected, semi-random pairings yielded poorer enrichments, in particular, for unrelated receptors. Overall, the breadth and number of experiments performed provide a useful snapshot of current capabilities of DOCK6 as well as starting points to guide future development efforts to further improve sampling and scoring.

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