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Can we trust docking results? Sept 2010 IBM Systems and Technology Group releases a white paper with eHiTS and Cell
Oct 2008
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Aug 22-26, 2010 Boston, MA, USA
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eHiTS
®: Electronic High Throughput Screening
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Validation Tests for eHiTS v6.1 and later versions
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eHiTS 2009 Pose Validation technical note. To see other eHiTS 2009 technical notes, visit our recently updated technical notes pages.
An independent user study ranks eHiTS v9.0 at the top
A group of researchers from the University of Warsaw evaluated 7 docking programs from three aspects: pose prediction accuracy, score correlation with experimental binding energy and score-rmsd correlation. In all 3 categories eHiTS is among the best-2 contenders, while the other-best is always a different program of the seven. This makes eHiTS overall the most reliable and versatile tool.
See details
A comparative validation
study with eHiTS v 6.1
A comparative validation study was performed by Dr. Fedor Zhuravlev [ref 1], from the Technical University of Denmark following the methodology described by M.
Kontoyianni et. al., [ref
2] for 69 PDB targets, belonging to 14
protein families. The PDB entry codes are listed below.
Water was removed from the PDB files, protonation states and
partial charges were assigned automatically by eHiTS during the run.
The standard parameter set was used and we let the porgram generate up
to 60
docking poses for each case. The RMS deviation of the heavy atom
coordinates of each pose from the original X-ray ligand pose
was calculated. The following table contains some statistics
on the results for both the best-scoring and closest to Xray poses
of each input case.
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Standard mode
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Closest to Xray
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Top scoring
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Cases when RMSD < 1.5 A
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87%
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61%
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Cases when RMSD < 3.5 A
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97%
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86%
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Average RMSD
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1.04 A
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2.06 A
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| Average
time*: |
2.2 min / ligand |
Note*: the average time was measured on a single
processor Pentim IV, 2.4 GHz Linux PC.

In comparison to the other five docking tools that are
analysed in the paper [ref 2]:
DOCK, FlexX, LigandFit, GOLD and GLIDE, eHiTS seems to outperform them
all on this vendor
independent dataset.
The above results were obtained using the standard
default parameter set. eHiTS has a full suite of automated
training utilities, which allow the
parameters to
be trained using a set of protein-ligand complex Xray structures (for
family based validation training) or training using a set of actives
and decoys (for enrichment training). When
the
parameters are tuned for a specific protein family, the results improve
significantly.
The eHiTS run typically takes 4-6 minutes on a single
processor workstation
when the standard parameter set is used (producing the above results).
The program also offers the use of different accuracy levels easily set
via command line flags or parameter files. The average run time ranges
from 13 sec/ligand to 30 min/ligand depending on the setting. For
further speed up, especially for multi ligand screening runs, one can
use the database or the filter tool in eHiTS.
The 69 PDB
entry codes used in the comparative validation:
| 1a4g 1a4q 1agw 1aoe
1aq1 1b9s 1b9t 1b9v 1biw 1bkc 1bn1
1bnm 1bnt 1boz 1bqo 1ckp 1d09 1d5j 1d8f 1d8m 1daj 1dg5 1dg7 1di8
1dm2 1fgi 1fm6 1fm9 1fvt 1fvv 1g49 1g4k 1hfp 1hy7 1i9l 1i9n 1ia1 1inf
1ki4 1ki8 1kim 1nsd 1rt1 1rt5 1rt7 1sbg 1sln 1tcx 1upj 1vtk 2bat 2bpw
2bpx 2bp 2fgi 2ki5 2qwk 2tmn 3dfr 3pgh 3tmn 3vtk 4at1 4cox 4dfr 4tmn
5tln 5tmn 6cox |
A large volume, drug-like validation study
A large volume validation study was
performed on 1586 drug-like
PDB codes. These codes were selected as a combination of the GOLD
validation set, the PDB-bind 2004
set, augmented with some more codes from the PDB, filtered with the Lipinski's
rule of five [ref 3] for the
ligands. The
PDB codes (see below)
were processed with eHiTS as downloaded,
i.e. no pre-processing of any kind (e.g. no pre-optimisation of the
receptors or ligands) was done prior to the automated eHiTS run. This
make eHiTS usage extremely simple since all the preparation steps are
done automatically.
eHiTS processed successfully all of the 1586 codes, i.e. did not fail
to
dock any of them. The average top-ranking
solution's distance from the X-ray was: 1.1 A, while the average distance
of the closest solution to the
X-ray was: 0.73 A. Average
docking time was 2.1 minutes on a Pentium IV PC. The docking jobs were
executed in standard docking mode, i.e. accuracy level was set to
3. Results are highlighted in the chart below:
Standard
mode, 1568 codes
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Closest
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Top-rank
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Under
0.5
�
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28%
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11%
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| Under
1.0
� |
81%
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51%
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| Under
1.5
� |
96%
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76%
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| Under
2.0
� |
100%
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92%
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| Under
2.5
� |
100%
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100%
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Average
RMSD:
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0.73
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1.10
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The eHiTS docking validation set
The 1586 PDB entry codes used in the large-volume, drug-like docking validation can be downloaded from here: eHiTS_Validation_Set_DL1568 size: 131 MB.
Notes: the directory name when unpacked is: ehits_validation_1568.
Under that, there are 1568 subdirectories, named by the PDB code, each
directory contains only 2 files, the protein and the ligand. The files are
either mol2 (if available, e.g. from GOLD/PDB-bind set) or pdb format.
The protein files have no water solvent and they are not the full file only a
region around the active site (~7A margin)
Reference:
[1] Personal communication with Fedor Zhuravlev, Assist.Prof.,
Technical University of Denmark, Kemitorvet, DTU 201, DK-2800 Kgs.
Lyngby; www.kemi.dtu.dk
[2] Kontoyianni, M.; McClellan, L. M.; Sokol, G. S.: Evaluation of
Docking Performance: Comparative Data on Docking
Algorithms, J. Med. Chem., 2004;
47(3); 558-565.
[3] Lipinski, C. A.; Lombardo, F.; Dominy, B. W.; Feeney P. J.:
Experimental and computational approaches to estimate solubility and
permeability in drug discovery and development settings. Adv. Drug
Deliv. Rev. 1997, 23, 3-25.
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