DOCK 3.7 2015/04/15 abl1 Tutorial: Difference between revisions
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This | This tutorial use the 3.7.2 beta version of dock release on April 17, 2015. This tutorial is now superseded by[[DOCK 3.7 2018/06/05 abl1 Tutorial]]. | ||
This is for a Linux environment and the scripts assume that you are running on SGE queuing system. | |||
== | More information and tutorials, see [[DOCK_3.7]]. | ||
== set up directories and get databases == | |||
Create directory called "RotationProject" | |||
create a python file called "0000.autodude_db_download.py" | |||
# this gets the database from the autodude webpage | |||
import sys, os | |||
import urllib | |||
system = 'abl1' | |||
url = 'http://autodude.docking.org/dude_e_db2/' | |||
print "url = " + url | |||
#page=requests.get(url) | |||
webfile = urllib.urlopen(url) | |||
page = webfile.read() | |||
webfile.close() | |||
splitpage=page.split('\n') | |||
for line in splitpage: | |||
if system in line: | |||
file = line.replace('"',' ').split()[2] | |||
print url+file | |||
urllib.urlretrieve(url+file,file) | |||
# exit() | |||
This python script will download the dockable db2 databases from the autodude webpage. | |||
python /mnt/nfs/home/rstein/RotationProject/autodude_db_download.py | |||
make a subdirectory called databases: | |||
mkdir databases | |||
go inside. | |||
cd databases | |||
make directories for ligands and decoys and move the corresponding files into those directories | |||
mkdir decoys | |||
mv decoys*db2.gz decoys | |||
mkdir ligands | |||
mv ligands*db2.gz ligands | |||
download the ligand and decoy isomeric smiles file: | |||
wget http://autodude.docking.org/abl1/decoys_final.ism | |||
mv decoys_final.ism decoys.ism | |||
note that the scripts expect the name to be decoys.ism, so we changed the name. | |||
wget http://autodude.docking.org/abl1/actives_final.ism | |||
mv actives_final.ism ligands.ism | |||
== run be_blasti.py== | == run be_blasti.py== | ||
First we need to get our protein of interest from the protein databank (pdb). We will typiclly use a receptor with a ligand bound as is the case for pdbcode 2HYY, which is the Abl kinase domain in complex with imatinib (STI571, Glivec). | |||
Note, in the following scripts, that DOCKBASE is a environment variable that point to the DOCK3.7 code. e.g.: | |||
setenv DOCKBASE "/path2dock3.7/DOCK" | |||
or | |||
setenv DOCKBASE "/nfs/home/tbalius/zzz.github/DOCK" | |||
Note, if you get an error ImportError: No module named Bio.PDB, then install the biopython as followed: | |||
sudo yum install python-biopython | |||
Create the following cshell script 0001.be_balsti_py.csh by using your favorite text editor (eg vim). | |||
Note that the "#" symbol denotes a comment to explain what the script is doing. | |||
#!/bin/csh | |||
# this script calls be_blasti.py which creates a receptor and ligand file from a (list of) pdbcode(s). | |||
# msms is a molecular surface generation program needed for be_blasti.py to run | |||
# which is put in your path | |||
set path = ( /nfs/home/tbalius/zzz.programs/msms $path ) | |||
# you will need to have msms on you system. | |||
set list = "2HYY" # or use `cat filename` to list your pdb codes here from a text file like pdblist_rat, to loop over each variable (pdb code) later | |||
#set list = `cat $1` | |||
#set list = `cat /nfs/work/users/tbalius/VDR/Enrichment/pdblist_rat ` | |||
# CHANGE THIS, according to where the magic is going to happen | |||
#set mountdir = "/mnt/nfs/work/users/tbalius/VDR/" | |||
set mountdir = `pwd` | |||
# loop over pdbnames e.g. 1DB1 or list | |||
foreach pdbname ( $list ) | |||
echo " ${pdbname} " | |||
# for each pdb makes a directory with its name | |||
set workdir = ${mountdir}/${pdbname} | |||
## so you don't blow away stuff; continue means STOP here and continue with next pdb from list | |||
if ( -s $workdir ) then | |||
echo "$workdir exits" | |||
continue | |||
endif | |||
mkdir -p ${workdir} | |||
cd ${workdir} | |||
# the atom type definition is needed for msms which is sym-linked into the cwd | |||
ln -s /nfs/home/tbalius/zzz.programs/msms/atmtypenumbers . | |||
# carbs are disregarded as ligands! if it is: carbohydrate instead of noncarbohydrate | |||
# renumber renumbers the residue number | |||
python $DOCKBASE/proteins/pdb_breaker/be_blasti.py --pdbcode $pdbname nocarbohydrate original_numbers | tee -a pdbinfo_using_biopython.log | |||
# error checking looks for receptor and ligand file which should be produced by be_blasti.py | |||
if !(-s rec.pdb) then | |||
echo "rec.pdb is not found" | |||
endif | |||
mv rec.pdb temp.pdb | |||
grep -v TER temp.pdb | grep -v END > rec.pdb | |||
rm temp.pdb | |||
# be_blasti.py produces peptide which may be used as a ligand if no other ligand is produced | |||
if (-s lig.pdb) then | |||
sed -e "s/HETATM/ATOM /g" lig.pdb > xtal-lig.pdb | |||
else if (-s pep.pdb) then ## if no ligand and peptide | |||
sed -e "s/HETATM/ATOM /g" pep.pdb > xtal-lig.pdb | |||
else | |||
echo "Warning: No ligand or peptid." | |||
endif | |||
end # system | |||
running 0001.be_balsti_py.csh will run a script that comes with dock called be_blasti. | |||
issue the following command to run the script: | |||
csh 0001.be_balsti_py.csh | |||
It will do the following | |||
# Download the pdb file from the web | |||
# Break the file into rec and ligand components | |||
Note that you will need to have msms on you system. | |||
[[get msms]] | |||
For Shoichet lab members msms is already installed. | |||
check to make sure that the right ligand was selected and the the residue is not missing anything of importance. | |||
If this automatic procedure has not prepared these files correctly, then modify them. | |||
Visualize them with chimera or an alternive visualization program like pymol. | |||
cd 2HYY | |||
chimera rec.pdb lig.pdb | |||
[[File:rec_lig_2HYY.png|thumb|center|375px|2HYY, the receptor and ligand generated from be_blasti.py.]] | |||
== run blastermaster.py == | == run blastermaster.py == | ||
== run enrichment | Write (paste what follows) the following script using a text editor like vi. This script creates the files necessary for docking including the spheres (for orienting the ligands/decoys) and grids (for scoring the ligand/decoy poses) | ||
WARNING: if you copy and pasted the script make sure there is no space before the "EOF"; this is because "EOF" designates the "end of file" for the cat command, if a space is there it wont stop cat'ing. | |||
0002.blastermaster.csh | |||
#!/bin/csh | |||
# This script runs Ryan's blastermaster python masterscript for generating everything that dock needs, i.e. grids, spheres | |||
# Run on sgehead as jobs are submitted to the queue | |||
# list is same as in 001... script | |||
set list = "2HYY" | |||
#set list = `cat $1` | |||
#set list = `cat /nfs/work/users/tbalius/VDR/Enrichment/pdblist_all ` | |||
set mountdir = `pwd` | |||
#set mountdir = "/nfs/work/users/tbalius/VDR/" | |||
# loop over all pdb(s) | |||
foreach pdbname ( $list ) | |||
echo "${pdbname}" | |||
set workdir = ${mountdir}/${pdbname} | |||
# checks that 001 ran successfully and produced the directory structure as expected | |||
# if not stops with current pdb code and continues with next one in list | |||
if ! ( -s $workdir ) then | |||
echo "$workdir does not exit" | |||
continue | |||
endif | |||
cd $workdir | |||
#cat xtal-lig_ori.pdb | awk '{if ($1 == "ATOM" || $1 == "HETATM"){print $0}}' | sed -e "s/HETATM/ATOM /g" > xtal-lig.pdb | |||
# the following lines create a qsub script which submits blastermaster to the queue | |||
cat <<EOF > qsub.csh | |||
#!/bin/csh | |||
#\$ -cwd | |||
#\$ -j yes | |||
#\$ -o stderr | |||
#\$ -q all.q | |||
cd $workdir | |||
python $DOCKBASE/proteins/blastermaster/blastermaster.py --addhOptions=" -HIS -FLIPs " -v | |||
EOF | |||
qsub qsub.csh | |||
end # pdbname | |||
# going to the next pdb | |||
# this will produce two directories: | |||
# 1) working - contains all input and output files that are generated; not needed afterwards but as a reference | |||
# 2) dockfiles - contains everything that is needed to run dock (copied from working) | |||
# grids | |||
# trim.electrostatics.phi | |||
# vdw.vdw | |||
# vdw.bmp | |||
# ligand.desolv.heavy | |||
# ligand.desolv.hydrogen | |||
# spheres | |||
# matching_spheres.sph | |||
== Visualize the docking spheres == | |||
Use the showsphere program: | |||
$DOCKBASE/proteins/showsphere/bin/showsphere | |||
$DOCKBASE/proteins/showsphere/doshowsph.csh file.sph 1 file.pdb | |||
for example: | |||
$DOCKBASE/proteins/showsphere/doshowsph.csh 2HYY/dockfiles/matching_spheres.sph 1 matching_spheres.pdb | |||
Alternatively, use the following simple cshell/awk script to convert spheres to pdb format: | |||
cat << EOF > sphere2pdb.csh | |||
#!/bin/csh -f | |||
awk '$0!~/e/{ \ | |||
printf("ATOM %5d C SPH%5d%12.3f%8.3f%8.3f%6.2f%6.2f\nTER\n", \$1, \$1, \$2, \$3, \$4, 1, \$5)}' \$1 | |||
EOF | |||
This command statement will write the commands script to a file called sphere2pdb.csh. Make sure there is not space before the second EOF (end of file) above. To run the command: | |||
csh sphere2pdb.csh file.sph > file.pdb | |||
cd 2HYY/working | |||
chimera rec.pdb matching_spheres.pdb | |||
[[File:Spheres.png|thumb|center|375px|The spheres generated from blastermaster.py in relation to the receptor.]] | |||
The box used for scoring can also be visualized in chimera with the following command: | |||
chimera rec.pdb matching_spheres.pdb box | |||
[[File:Spheresbox.png|thumb|center|375px|The spheres and box generated from blastermaster.py in relation to the receptor.]] | |||
== run enrichment calculations == | |||
See the following tutorial for updated scripts: | |||
[[DOCK_3.7_2016/09/16_Tutorial_for_Enrichment_Calculations_(Trent_%26_Jiankun)]] | |||
Here is the new recomend script that uses the preexisting submission infrastructure of DOCK: | |||
[[DOCK_3.7_2016/09/16_Tutorial_for_Enrichment_Calculations_(Trent_%26_Jiankun)#Submit an enrichment calculation via 0003.lig-decoy_enrichment_submit.csh]] | |||
The script at the following location submits a single job as an array job, ie one script is submitted, but many task are run, where each task is a separate chunk: | |||
[[DOCK_3.7_2016/09/16_Tutorial_for_Enrichment_Calculations_(Trent_%26_Jiankun)# Submit an enrichment calculation via new 0003.lig-decoy_enrichment.csh]] | |||
The following script has advantages in that it is a very intuitive script -- every db2 chunk has a qsub script that is submitted to the queue. | |||
If you decide not to use the methods linked to above then write a file called 0003.lig-decoy_enrichment.csh | |||
#!/bin/csh | |||
#This script docks a DUD-e like ligand-decoy-database to evaluate the enrichment performance of actives over decoys | |||
#It assumes that ligands and decoys have been pre-prepation (see script blablabla_ToDo) which needs to be run in SF. | |||
# $filedir/$pdbname is where your rec.pdb, xtal-lig.pdb, INDOCK, and dockfiles directory live | |||
set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS | |||
# this is where the work is done: | |||
set mountdir = $filedir # Might CHANGE THIS | |||
set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligand.smi for ROC script 00005...csh | |||
## TO DO - rename this outside in the dir structure and call in blbalbalbabla script | |||
if (-s $dude_dir) then | |||
echo " $dude_dir exist" | |||
else | |||
# this is something to modified in future. | |||
# probably better to exit if it is not there. | |||
echo "databases do not exist. " | |||
echo "consider making a symbolic link to the database files" | |||
#echo "making a symbolic link:" | |||
#echo "ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir" | |||
#ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir | |||
endif | |||
# change if you want to use a different or consistent dock version | |||
set dock = ${DOCKBASE}/docking/DOCK/bin/dock64 | |||
set list = "2HYY" | |||
#set list = `cat $1` | |||
#set list = `cat file` | |||
# CHANGE THIS (pdbname) | |||
foreach pdbname ( $list ) | |||
# creates "ligands" and "decoys" and has the aim to dock all of the subsets for those two | |||
foreach db_type ( "ligands" "decoys" ) | |||
set workdir1 = "${mountdir}/${pdbname}/ligands-decoys/${db_type}" | |||
mkdir -p ${workdir1} | |||
cd ${workdir1} | |||
# puts dockfiles in the right relative-path that INDOCK file expects | |||
ln -s $filedir/${pdbname}/dockfiles . | |||
set count = '1' | |||
# loop over database files to put each into a seperate chunk | |||
foreach dbfile (`ls $dude_dir/${db_type}/${db_type}*.db2.gz`) | |||
echo $dbfile | |||
set chunk = "chunk$count" | |||
set workdir2 = ${workdir1}/$chunk | |||
## so you don't blow away stuff | |||
if ( -s $workdir2 ) then | |||
echo "$workdir2 exits" | |||
continue | |||
endif | |||
#rm -rf ${workdir} | |||
mkdir -p ${workdir2} | |||
cd ${workdir2} | |||
# copy INDOCK file of choice in right location | |||
#cp $filedir/zzz.dock3_input/INDOCK . | |||
#cp $filedir/INDOCK_match20K INDOCK | |||
#cp $filedir/INDOCK_5k_TolerantClash INDOCK # CHANGE THIS | |||
cp $filedir/${pdbname}/INDOCK . | |||
# modified the dock file using sed. here we change some key sampling parameters; sed -i changes input file internally (overwrites), -e changes file externally (pipes it to screen or into file if redirected) | |||
#sed -i "s/bump_maximum 50.0/bump_maximum 500.0/g" INDOCK | |||
#sed -i "s/bump_rigid 50.0/bump_rigid 500.0/g" INDOCK | |||
#sed -i "s/check_clashes yes/check_clashes no/g" INDOCK | |||
ln -s $dbfile . | |||
set dbf = `ls *.gz` | |||
echo "./$dbf" | |||
# says what to dock and where it sits | |||
echo "./$dbf" > split_database_index | |||
# writes submission script that runs dock on the sgehead queue | |||
cat <<EOF > DOCKING_${db_type}.csh | |||
#\$ -S /bin/csh | |||
#\$ -cwd | |||
#\$ -q all.q | |||
#\$ -o stdout | |||
#\$ -e stderr | |||
cd ${workdir2} | |||
echo "starting . . ." | |||
date | |||
echo $dock | |||
$dock | |||
date | |||
echo "finished . . ." | |||
EOF | |||
# pause for 100 seconds if you have submitted a lot of jobs | |||
while ( `qstat | wc -l ` > 400 ) | |||
echo "sleep . . ." | |||
sleep 100 | |||
end | |||
qsub DOCKING_${db_type}.csh | |||
# alternatively if you don't want to run it on the queue but locally comment in this instead: | |||
#csh DOCKING_${lig_type}.csh & | |||
@ count = ${count} + 1 | |||
# counter is chuch dir | |||
end # dbfile | |||
end # db_type | |||
end # pdbname | |||
== combine scores and poses == | |||
Write this file as 0004.combineScoresAndPoses.csh. This script combines your docking runs (for ligands and decoys) and stores them in the extract_all.txt file. It also creates a .mol2 file containing all top scoring poses for each ligand/decoy. | |||
Note that if you used the alternative (which is preferred) submission in the above step, then you will need to modify the directory structure in the below script. | |||
From: | |||
${mountdir}/${pdbname}/ligands-decoys/${db_type}/allChunksCombined | |||
To: | |||
${mountdir}/${pdbname}/${db_type}/allChunksCombined | |||
#!/bin/csh | |||
# This script combines the results from the ligand-decoy run 0003 (all chunks) into a combine file containing dock scores from OUTDOCK files | |||
# Three files are produced (one for lig, decoy and both) | |||
# and: a file which has top poses as specified (e.g. top 1000 molecules with 2 poses each); two files (for lig and for decoys) | |||
# to remove dir | |||
# rm -fr pdbs/3O1D/ligands-decoys/ligands/allChunksCombined/ pdbs/3O1D/ligands-decoys/decoys/allChunksCombined/ pdbs/3O1D/ligands-decoys/dockedLigDecoyCombined/ | |||
set filedir = "/mnt/nfs/home/rstein/RotationProject" | |||
set mountdir = "/mnt/nfs/home/rstein/RotationProject" | |||
set d37 = $DOCKBASE/analysis/ | |||
cd $mountdir | |||
set list = "2HYY" | |||
#set list = `cat filename` | |||
#set list = `cat $1` | |||
foreach pdbname ( $list ) | |||
foreach db_type ( "ligands" "decoys" ) | |||
set workdir = ${mountdir}/${pdbname}/ligands-decoys/${db_type}/allChunksCombined | |||
echo $pdbname | |||
#ls -l ${mountdir}/${pdbname}/${db_type}/ | |||
mkdir -p ${workdir} | |||
cd ${workdir} | |||
# creates a file called dirlist that contains the full path of all directories with docked runs (chunks) | |||
ls -ld ${mountdir}/${pdbname}/ligands-decoys/${db_type}/* | awk '/chunk/{print $9}' > dirlist | |||
#ls -ld ${mountdir}/${pdbname}/ligands-decoys/${db_type}/* | |||
# for debuging | |||
#echo "print $db_type dirlist:" | |||
#cat dirlist | |||
# script extracts scores from all docking runs specified in dirlist | |||
$d37/extract_all.py | |||
# script gets poses for top scoring molecules and produces poses.mol2 (default name) | |||
$d37/getposes.py -d ${mountdir}/${pdbname}/ligands-decoys/${db_type} | |||
end # db_type | |||
## combine decoyes and actives | |||
set workdir = ${mountdir}/${pdbname}/ligands-decoys/dockedLigDecoyCombined | |||
rm -rf ${workdir} | |||
mkdir -p ${workdir} | |||
cd ${workdir} | |||
cat ${mountdir}/${pdbname}/ligands-decoys/ligands/allChunksCombined/dirlist ${mountdir}/${pdbname}/ligands-decoys/decoys/allChunksCombined/dirlist > dirlist | |||
# for debuging | |||
#echo "print ALL dirlist" | |||
#cat dirlist | |||
$d37/extract_all.py | |||
#$d37/getposes.py -d ${mountdir}/${pdbname} # doesn't work yet; not really needed | |||
#getposes.py -z -l 1000 -x 2 -f extract_all.sort.uniq.txt -o ligands.1000.mol2 -d /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/Enrichment/1DB1/DOCKING/ligands | |||
end # pdbname | |||
[[File:liganddock.png|thumb|center|375px|The pose generated from a ligand (purple) docked to Abl1 compared to imatinib (blue).]] | |||
[[File:decoydock.png|thumb|center|375px|The pose generated from a decoy (green) docked to Abl1 compared to imatinib (blue).]] | |||
== create AUC plot of ligands and decoys == | |||
Make sure that you are using a version of python that has matplotlib/numpy/scipy modules: | |||
For Shoichet user source the following: | |||
source /nfs/soft/python/envs/complete/latest/env.sh | |||
or | |||
source /nfs/soft/python/envs/complete/latest/env.csh | |||
Also, if you are running the processing script remotely make sure to use X11 forwarding by including a -X in the ssh command. | |||
eg: | |||
ssh gimel.ucsf.bkslab.org -X | |||
Write a file called 0005.AUCplot_of-lig-decoys.csh. | |||
#!/bin/csh | |||
# This script creates a log adjusted AUC (ROC) plot with ligand vs decoy results | |||
# need X11 forwarding enabled when running remotely (ssh sgehead -X). | |||
set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS | |||
set mountdir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS | |||
set d37 = $DOCKBASE/analysis | |||
set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligands.smi | |||
# ln -s /mnt/nfs/work/users/fischer/VDR/lig-decoy-db/ligands.mod.smi /mnt/nfs/work/users/fischer/VDR/lig-decoy-db/ligands.smi | |||
# CHANGE THIS | |||
set list = "2HYY" | |||
#set list = `cat filename` | |||
#set list = `cat $1` | |||
foreach pdbname ( $list ) | |||
set workdir = ${mountdir}/${pdbname}/ROC_ligdecoy/ | |||
# This script will not work without the following line: | |||
echo "HERE is the HAWK" | |||
# checks that previous script 0003 has produced mol2 files | |||
if (! ( -s $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/poses.mol2) && ! (-s $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/poses.mol2 )) then | |||
ls -l $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/poses.mol2 | |||
ls -l $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/poses.mol2 | |||
echo "skipping ${pdbname}. cannot generate ROC" | |||
continue | |||
endif | |||
rm -rf $workdir | |||
mkdir -p $workdir | |||
cd $workdir | |||
#wget http://dude.docking.org/targets/aa2ar/actives_final.ism | |||
# reads ZINC ids (ligand or decoy molecule names) | |||
# everything | |||
awk '{print $2}' $dude_dir/decoys.ism > decoys.name # note that you may have to change the column ($2) based on where the SMILES codes are | |||
awk '{printf "%9s\n", $3}' $dude_dir/ligands.ism > ligands.name # note that you may have to change the column ($3) based on where the SMILES codes are | |||
#things that finished docking | |||
awk '{print $3}' $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/extract_all.sort.uniq.txt > decoys.finished.name | |||
awk '{print $3}' $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/extract_all.sort.uniq.txt > ligands.finished.name | |||
cat ${mountdir}/${pdbname}/ligands-decoys/ligands/allChunksCombined/dirlist ${mountdir}/${pdbname}/ligands-decoys/decoys/allChunksCombined/dirlist > dirlist | |||
#which enrich.py | |||
set enrich_py = $d37/enrich.py | |||
set plots_py = $d37/plots.py | |||
pwd | |||
# calculates AUCs, stores in txt file which is then plotted for finished ligands and decoys | |||
python ${enrich_py} -i . -o . --ligand-file=ligands.finished.name --decoy-file=decoys.finished.name | |||
python ${plots_py} -i . -o . --ligand-file=ligands.finished.name --decoy-file=decoys.finished.name -l $pdbname | |||
mv roc.txt roc.finished.txt | |||
mv roc_own.txt roc_own.finished.txt | |||
mv roc_own.png roc_own.finished.png | |||
# | |||
# calculates AUCs, stores in txt file which is then plotted for all ligands and decoys | |||
# - i is the flag for the input directory, this dir should contain the extract_all.sort.uniq.txt. | |||
# the scripts enrich_py and plots_py will go through the extract file and look for the ligand and decoy names. | |||
# when it finds them it will populate the ROC cruve. these values are devied by the total number of ligand or decoys. | |||
# note that often not all ligands and not all decoys finish so the point (1,1) is always included and interpolations is performed . . . | |||
# | |||
#python ${enrich_py} -i $mountdir/${pdbname}/ligands-decoys/dockedLigDecoyCombined/ -o . --ligand-file=ligands.name --decoy-file=decoys.name | |||
#python ${plots_py} -i $mountdir/${pdbname}/ligands-decoys/dockedLigDecoyCombined/ -o . --ligand-file=ligands.name --decoy-file=decoys.name -l $pdbname | |||
python ${enrich_py} -i . -o . --ligand-file=ligands.name --decoy-file=decoys.name | |||
python ${plots_py} -i . -o . --ligand-file=ligands.name --decoy-file=decoys.name -l $pdbname | |||
end #pbdname | |||
The ROC plot for ligands and decoys docking to Abl1 looks like this: | |||
[[File:AblROCplot.png|thumb|center|375px|The ROC plot generated for the ligands and decoys.]] | |||
This shows poor enrichment, though it is better than random (indicated by the dotted line). This is to be expected as docking to kinases is notoriously difficult. Two changes to our procedure would be to delete some of the spheres to focus docking on a particular region of the protein we are most interested in, as well as increasing the polarity of the hinge region of Abl1 to allow for more hydrogen bonding. | |||
== improving docking == | |||
===Modify matching spheres=== | |||
The docking could be potentially improved by modifying the spheres and orienting the ligands/decoys to only those spheres within the hinge region of Abl1. The following image show modified spheres: | |||
[[File:modspheres.png|thumb|center|375px|Modified spheres to improve docking.]] | |||
To modify spheres: first, convert them to pdb format; then, visualize them in your favorite program (pymol, chimera, etc.); then, delete, move, or add atoms to this file; and finally convert it back to the sph format. | |||
As discussed above [[http://wiki.docking.org/index.php/DOCK_3.7_2015/04/15_abl1_Tutorial#Visualize_the_docking_spheres]], you may use doshowsph.csh to convert the spheres to pdb format. | |||
Here is the program that will convert a pdb file into a sphere file (this program take 2 inputs: name of pdbfile to convert and the name of the sphere file that you want to create.). | |||
$DOCKBASE/proteins/pdbtosph/bin/pdbtosph | |||
for example: | |||
$DOCKBASE/proteins/pdbtosph/bin/pdbtosph matching_spheres_mod.pdb matching_spheres_mod.sph | |||
The 0003.lig-decoy_enrichment.csh would be modified to include this line and renamed to 0003.lig-decoy_enrichment_mod_sph.csh: | |||
!/bin/csh | |||
#This script docks a DUD-e like ligand-decoy-database to evaluate the enrichment performance of actives over decoys | |||
#It assumes that ligands and decoys have been pre-prepation (see script blablabla_ToDo) which needs to be run in SF. | |||
# filedir is where your rec.pdb and xtal-lig.pdb and dockfiles directory live | |||
set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS | |||
# this is where the work is done: | |||
set mountdir = $filedir # Might CHANGE THIS | |||
set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligand.smi for ROC script 00005...csh | |||
## TO DO - rename this outside in the dir structure and call in blbalbalbabla script | |||
if (-s $dude_dir) then | |||
echo " $dude_dir exist" | |||
else | |||
# this is something to modified in future. | |||
# probably better to exit if it is not there. | |||
echo "databases do not exist. " | |||
echo "consider making a symbolic link to the database files" | |||
#echo "making a symbolic link:" | |||
#echo "ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir" | |||
#ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir | |||
endif | |||
# change if you want to use a different or consistent dock version | |||
set dock = ${DOCKBASE}/docking/DOCK/bin/dock64 | |||
set list = "2HYY" | |||
#set list = `cat $1` | |||
#set list = `cat file` | |||
# CHANGE THIS (pdbname) | |||
foreach pdbname ( $list ) | |||
# creates "ligands" and "decoys" and has the aim to dock all of the subsets for those two | |||
foreach db_type ( "ligands" "decoys" ) | |||
set workdir1 = "${mountdir}/${pdbname}/ligands-decoys_sphmod/${db_type}" | |||
mkdir -p ${workdir1} | |||
cd ${workdir1} | |||
# puts dockfiles in the right relative-path that INDOCK file expects | |||
ln -s $filedir/${pdbname}/dockfiles . | |||
set count = '1' | |||
# loop over database files to put each into a seperate chunk | |||
foreach dbfile (`ls $dude_dir/${db_type}/${db_type}*.db2.gz`) | |||
echo $dbfile | |||
set chunk = "chunk$count" | |||
set workdir2 = ${workdir1}/$chunk | |||
## so you don't blow away stuff | |||
if ( -s $workdir2 ) then | |||
echo "$workdir2 exits" | |||
continue | |||
endif | |||
#rm -rf ${workdir} | |||
mkdir -p ${workdir2} | |||
cd ${workdir2} | |||
# copy INDOCK file of choice in right location | |||
#cp $filedir/zzz.dock3_input/INDOCK . | |||
#cp $filedir/INDOCK_match20K INDOCK | |||
#cp $filedir/INDOCK_5k_TolerantClash INDOCK # CHANGE THIS | |||
cp $filedir/${pdbname}/INDOCK . | |||
# modified the dock file using sed. here we change some key sampling parameters; sed -i changes input file internally (overwrites), -e changes file externally (pipes it to screen or into file if redirected) | |||
#sed -i "s/bump_maximum 50.0/bump_maximum 500.0/g" INDOCK | |||
#sed -i "s/bump_rigid 50.0/bump_rigid 500.0/g" INDOCK | |||
#sed -i "s/check_clashes yes/check_clashes no/g" INDOCK | |||
sed -i "s/receptor_sphere_file ..\/dockfiles\/matching_spheres.sph/receptor_sphere_file ..\/..\/..\/working\/matching_spheres_mod.sph/g" INDOCK | |||
ln -s $dbfile . | |||
set dbf = `ls *.gz` | |||
echo "./$dbf" | |||
# says what to dock and where it sits | |||
echo "./$dbf" > split_database_index\ | |||
# writes submission script that runs dock on the sgehead queue | |||
cat <<EOF > DOCKING_${db_type}.csh | |||
#\$ -S /bin/csh | |||
#\$ -cwd | |||
#\$ -q all.q | |||
#\$ -o stdout | |||
#\$ -e stderr | |||
cd ${workdir2} | |||
echo "starting . . ." | |||
date | |||
echo $dock | |||
$dock | |||
date | |||
echo "finished . . ." | |||
EOF | |||
qsub DOCKING_${db_type}.csh | |||
# alternatively if you don't want to run it on the queue but locally comment in this instead: | |||
#csh DOCKING_${lig_type}.csh & | |||
@ count = ${count} + 1 | |||
# counter is chuch dir | |||
end # dbfile | |||
end # db_type | |||
end # pdbname | |||
=== make the hing region more polar === | |||
see the following page: | |||
[[DOCK_3.7_tart]] | |||
==Virtual Screening== | |||
===database setup=== | |||
This part of the tutorial is tailored for shoichet lab use. An outside user of dock might need to deviate from what is described. | |||
Go to zinc and select your compounds of interested: | |||
'[http://zinc15.docking.org/tranches/home http://zinc15.docking.org/tranches/home]' | |||
This is the tranches page which allows users to select the region of chemical space of interest. | |||
lets select the fragment preset. | |||
on lets download the index file. This file contains the location of each database on our cluster. outside users will need to download the databases themselves. | |||
now lets setup the directorys for docking by running the following script: | |||
python /nfs/home/tbalius/zzz.github/DOCK/docking/setup/setup_db2_zinc15_file_number.py ./ vs_frag /nfs/work/tbalius/database_ph4/frags.txt 500 count | |||
The file /nfs/work/tbalius/database_ph4/frags.txt should be changed to that you downloaded from ZINC. | |||
The above script has 5 parameters: | |||
:(1) path where directories will be located (present directory); | |||
:(2) prefix name of the directories; | |||
:(3) the file that contains the db2 files locations; | |||
:(4) the number of directories to be created; and | |||
:(5) the type of run: count (evenly distributes the db2 file among the dirs, this is much faster than the other options), size (It will try and make the directory of equal size), or both (will try and satisfy both criteria). | |||
Note that this script is avable in later beta versons of DOCK3.7. | |||
===submitting the docking calculations=== | |||
This script will submit a job to the queue for each of the docking directorys created by the setup script. | |||
$DOCKBASE/docking/submit/submit.csh | |||
DOCK3.7 is a serial program and is parallelized by submiting many serial jobs to the queue. | |||
===combining the results=== | |||
After your docking jobs have all completed, This script will combine all your results into an extract_all file. | |||
$DOCKBASE/analysis/extract_all.py | |||
This script will create a mol2 file with the top scoring molecules: | |||
$DOCKBASE/analysis/getposes.py | |||
=== curating and hit-picking === | |||
Typically we will visualize the ligands in UCSF Chimera using the veiwdock tool (using the DOCK4, 5, or 6 format). |
Latest revision as of 21:05, 19 October 2023
This tutorial use the 3.7.2 beta version of dock release on April 17, 2015. This tutorial is now superseded byDOCK 3.7 2018/06/05 abl1 Tutorial.
This is for a Linux environment and the scripts assume that you are running on SGE queuing system.
More information and tutorials, see DOCK_3.7.
set up directories and get databases
Create directory called "RotationProject"
create a python file called "0000.autodude_db_download.py"
# this gets the database from the autodude webpage import sys, os import urllib system = 'abl1' url = 'http://autodude.docking.org/dude_e_db2/' print "url = " + url #page=requests.get(url) webfile = urllib.urlopen(url) page = webfile.read() webfile.close() splitpage=page.split('\n') for line in splitpage: if system in line: file = line.replace('"',' ').split()[2] print url+file urllib.urlretrieve(url+file,file) # exit()
This python script will download the dockable db2 databases from the autodude webpage.
python /mnt/nfs/home/rstein/RotationProject/autodude_db_download.py
make a subdirectory called databases:
mkdir databases
go inside.
cd databases
make directories for ligands and decoys and move the corresponding files into those directories
mkdir decoys mv decoys*db2.gz decoys
mkdir ligands mv ligands*db2.gz ligands
download the ligand and decoy isomeric smiles file:
wget http://autodude.docking.org/abl1/decoys_final.ism mv decoys_final.ism decoys.ism
note that the scripts expect the name to be decoys.ism, so we changed the name.
wget http://autodude.docking.org/abl1/actives_final.ism mv actives_final.ism ligands.ism
run be_blasti.py
First we need to get our protein of interest from the protein databank (pdb). We will typiclly use a receptor with a ligand bound as is the case for pdbcode 2HYY, which is the Abl kinase domain in complex with imatinib (STI571, Glivec).
Note, in the following scripts, that DOCKBASE is a environment variable that point to the DOCK3.7 code. e.g.:
setenv DOCKBASE "/path2dock3.7/DOCK"
or
setenv DOCKBASE "/nfs/home/tbalius/zzz.github/DOCK"
Note, if you get an error ImportError: No module named Bio.PDB, then install the biopython as followed:
sudo yum install python-biopython
Create the following cshell script 0001.be_balsti_py.csh by using your favorite text editor (eg vim).
Note that the "#" symbol denotes a comment to explain what the script is doing.
#!/bin/csh # this script calls be_blasti.py which creates a receptor and ligand file from a (list of) pdbcode(s). # msms is a molecular surface generation program needed for be_blasti.py to run # which is put in your path set path = ( /nfs/home/tbalius/zzz.programs/msms $path ) # you will need to have msms on you system. set list = "2HYY" # or use `cat filename` to list your pdb codes here from a text file like pdblist_rat, to loop over each variable (pdb code) later #set list = `cat $1` #set list = `cat /nfs/work/users/tbalius/VDR/Enrichment/pdblist_rat ` # CHANGE THIS, according to where the magic is going to happen #set mountdir = "/mnt/nfs/work/users/tbalius/VDR/" set mountdir = `pwd` # loop over pdbnames e.g. 1DB1 or list foreach pdbname ( $list ) echo " ${pdbname} " # for each pdb makes a directory with its name set workdir = ${mountdir}/${pdbname} ## so you don't blow away stuff; continue means STOP here and continue with next pdb from list if ( -s $workdir ) then echo "$workdir exits" continue endif mkdir -p ${workdir} cd ${workdir} # the atom type definition is needed for msms which is sym-linked into the cwd ln -s /nfs/home/tbalius/zzz.programs/msms/atmtypenumbers . # carbs are disregarded as ligands! if it is: carbohydrate instead of noncarbohydrate # renumber renumbers the residue number python $DOCKBASE/proteins/pdb_breaker/be_blasti.py --pdbcode $pdbname nocarbohydrate original_numbers | tee -a pdbinfo_using_biopython.log # error checking looks for receptor and ligand file which should be produced by be_blasti.py if !(-s rec.pdb) then echo "rec.pdb is not found" endif mv rec.pdb temp.pdb grep -v TER temp.pdb | grep -v END > rec.pdb rm temp.pdb # be_blasti.py produces peptide which may be used as a ligand if no other ligand is produced if (-s lig.pdb) then sed -e "s/HETATM/ATOM /g" lig.pdb > xtal-lig.pdb else if (-s pep.pdb) then ## if no ligand and peptide sed -e "s/HETATM/ATOM /g" pep.pdb > xtal-lig.pdb else echo "Warning: No ligand or peptid." endif end # system
running 0001.be_balsti_py.csh will run a script that comes with dock called be_blasti.
issue the following command to run the script:
csh 0001.be_balsti_py.csh
It will do the following
- Download the pdb file from the web
- Break the file into rec and ligand components
Note that you will need to have msms on you system.
For Shoichet lab members msms is already installed.
check to make sure that the right ligand was selected and the the residue is not missing anything of importance. If this automatic procedure has not prepared these files correctly, then modify them.
Visualize them with chimera or an alternive visualization program like pymol.
cd 2HYY
chimera rec.pdb lig.pdb
run blastermaster.py
Write (paste what follows) the following script using a text editor like vi. This script creates the files necessary for docking including the spheres (for orienting the ligands/decoys) and grids (for scoring the ligand/decoy poses)
WARNING: if you copy and pasted the script make sure there is no space before the "EOF"; this is because "EOF" designates the "end of file" for the cat command, if a space is there it wont stop cat'ing.
0002.blastermaster.csh
#!/bin/csh # This script runs Ryan's blastermaster python masterscript for generating everything that dock needs, i.e. grids, spheres # Run on sgehead as jobs are submitted to the queue # list is same as in 001... script set list = "2HYY" #set list = `cat $1` #set list = `cat /nfs/work/users/tbalius/VDR/Enrichment/pdblist_all ` set mountdir = `pwd` #set mountdir = "/nfs/work/users/tbalius/VDR/" # loop over all pdb(s) foreach pdbname ( $list ) echo "${pdbname}" set workdir = ${mountdir}/${pdbname} # checks that 001 ran successfully and produced the directory structure as expected # if not stops with current pdb code and continues with next one in list if ! ( -s $workdir ) then echo "$workdir does not exit" continue endif cd $workdir #cat xtal-lig_ori.pdb | awk '{if ($1 == "ATOM" || $1 == "HETATM"){print $0}}' | sed -e "s/HETATM/ATOM /g" > xtal-lig.pdb # the following lines create a qsub script which submits blastermaster to the queue cat <<EOF > qsub.csh #!/bin/csh #\$ -cwd #\$ -j yes #\$ -o stderr #\$ -q all.q cd $workdir python $DOCKBASE/proteins/blastermaster/blastermaster.py --addhOptions=" -HIS -FLIPs " -v EOF qsub qsub.csh end # pdbname # going to the next pdb # this will produce two directories: # 1) working - contains all input and output files that are generated; not needed afterwards but as a reference # 2) dockfiles - contains everything that is needed to run dock (copied from working) # grids # trim.electrostatics.phi # vdw.vdw # vdw.bmp # ligand.desolv.heavy # ligand.desolv.hydrogen # spheres # matching_spheres.sph
Visualize the docking spheres
Use the showsphere program:
$DOCKBASE/proteins/showsphere/bin/showsphere
$DOCKBASE/proteins/showsphere/doshowsph.csh file.sph 1 file.pdb
for example:
$DOCKBASE/proteins/showsphere/doshowsph.csh 2HYY/dockfiles/matching_spheres.sph 1 matching_spheres.pdb
Alternatively, use the following simple cshell/awk script to convert spheres to pdb format:
cat << EOF > sphere2pdb.csh #!/bin/csh -f awk '$0!~/e/{ \ printf("ATOM %5d C SPH%5d%12.3f%8.3f%8.3f%6.2f%6.2f\nTER\n", \$1, \$1, \$2, \$3, \$4, 1, \$5)}' \$1 EOF
This command statement will write the commands script to a file called sphere2pdb.csh. Make sure there is not space before the second EOF (end of file) above. To run the command:
csh sphere2pdb.csh file.sph > file.pdb
cd 2HYY/working
chimera rec.pdb matching_spheres.pdb
The box used for scoring can also be visualized in chimera with the following command:
chimera rec.pdb matching_spheres.pdb box
run enrichment calculations
See the following tutorial for updated scripts: DOCK_3.7_2016/09/16_Tutorial_for_Enrichment_Calculations_(Trent_&_Jiankun)
Here is the new recomend script that uses the preexisting submission infrastructure of DOCK:
The script at the following location submits a single job as an array job, ie one script is submitted, but many task are run, where each task is a separate chunk:
The following script has advantages in that it is a very intuitive script -- every db2 chunk has a qsub script that is submitted to the queue.
If you decide not to use the methods linked to above then write a file called 0003.lig-decoy_enrichment.csh
#!/bin/csh #This script docks a DUD-e like ligand-decoy-database to evaluate the enrichment performance of actives over decoys #It assumes that ligands and decoys have been pre-prepation (see script blablabla_ToDo) which needs to be run in SF. # $filedir/$pdbname is where your rec.pdb, xtal-lig.pdb, INDOCK, and dockfiles directory live set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS # this is where the work is done: set mountdir = $filedir # Might CHANGE THIS set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligand.smi for ROC script 00005...csh ## TO DO - rename this outside in the dir structure and call in blbalbalbabla script if (-s $dude_dir) then echo " $dude_dir exist" else # this is something to modified in future. # probably better to exit if it is not there. echo "databases do not exist. " echo "consider making a symbolic link to the database files" #echo "making a symbolic link:" #echo "ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir" #ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir endif # change if you want to use a different or consistent dock version set dock = ${DOCKBASE}/docking/DOCK/bin/dock64 set list = "2HYY" #set list = `cat $1` #set list = `cat file` # CHANGE THIS (pdbname) foreach pdbname ( $list ) # creates "ligands" and "decoys" and has the aim to dock all of the subsets for those two foreach db_type ( "ligands" "decoys" ) set workdir1 = "${mountdir}/${pdbname}/ligands-decoys/${db_type}" mkdir -p ${workdir1} cd ${workdir1} # puts dockfiles in the right relative-path that INDOCK file expects ln -s $filedir/${pdbname}/dockfiles . set count = '1' # loop over database files to put each into a seperate chunk foreach dbfile (`ls $dude_dir/${db_type}/${db_type}*.db2.gz`) echo $dbfile set chunk = "chunk$count" set workdir2 = ${workdir1}/$chunk ## so you don't blow away stuff if ( -s $workdir2 ) then echo "$workdir2 exits" continue endif #rm -rf ${workdir} mkdir -p ${workdir2} cd ${workdir2} # copy INDOCK file of choice in right location #cp $filedir/zzz.dock3_input/INDOCK . #cp $filedir/INDOCK_match20K INDOCK #cp $filedir/INDOCK_5k_TolerantClash INDOCK # CHANGE THIS cp $filedir/${pdbname}/INDOCK . # modified the dock file using sed. here we change some key sampling parameters; sed -i changes input file internally (overwrites), -e changes file externally (pipes it to screen or into file if redirected) #sed -i "s/bump_maximum 50.0/bump_maximum 500.0/g" INDOCK #sed -i "s/bump_rigid 50.0/bump_rigid 500.0/g" INDOCK #sed -i "s/check_clashes yes/check_clashes no/g" INDOCK ln -s $dbfile . set dbf = `ls *.gz` echo "./$dbf" # says what to dock and where it sits echo "./$dbf" > split_database_index # writes submission script that runs dock on the sgehead queue cat <<EOF > DOCKING_${db_type}.csh #\$ -S /bin/csh #\$ -cwd #\$ -q all.q #\$ -o stdout #\$ -e stderr cd ${workdir2} echo "starting . . ." date echo $dock $dock date echo "finished . . ." EOF # pause for 100 seconds if you have submitted a lot of jobs while ( `qstat | wc -l ` > 400 ) echo "sleep . . ." sleep 100 end qsub DOCKING_${db_type}.csh # alternatively if you don't want to run it on the queue but locally comment in this instead: #csh DOCKING_${lig_type}.csh & @ count = ${count} + 1 # counter is chuch dir end # dbfile end # db_type end # pdbname
combine scores and poses
Write this file as 0004.combineScoresAndPoses.csh. This script combines your docking runs (for ligands and decoys) and stores them in the extract_all.txt file. It also creates a .mol2 file containing all top scoring poses for each ligand/decoy.
Note that if you used the alternative (which is preferred) submission in the above step, then you will need to modify the directory structure in the below script.
From:
${mountdir}/${pdbname}/ligands-decoys/${db_type}/allChunksCombined
To:
${mountdir}/${pdbname}/${db_type}/allChunksCombined
#!/bin/csh # This script combines the results from the ligand-decoy run 0003 (all chunks) into a combine file containing dock scores from OUTDOCK files # Three files are produced (one for lig, decoy and both) # and: a file which has top poses as specified (e.g. top 1000 molecules with 2 poses each); two files (for lig and for decoys) # to remove dir # rm -fr pdbs/3O1D/ligands-decoys/ligands/allChunksCombined/ pdbs/3O1D/ligands-decoys/decoys/allChunksCombined/ pdbs/3O1D/ligands-decoys/dockedLigDecoyCombined/ set filedir = "/mnt/nfs/home/rstein/RotationProject" set mountdir = "/mnt/nfs/home/rstein/RotationProject" set d37 = $DOCKBASE/analysis/ cd $mountdir set list = "2HYY" #set list = `cat filename` #set list = `cat $1` foreach pdbname ( $list ) foreach db_type ( "ligands" "decoys" ) set workdir = ${mountdir}/${pdbname}/ligands-decoys/${db_type}/allChunksCombined echo $pdbname #ls -l ${mountdir}/${pdbname}/${db_type}/ mkdir -p ${workdir} cd ${workdir} # creates a file called dirlist that contains the full path of all directories with docked runs (chunks) ls -ld ${mountdir}/${pdbname}/ligands-decoys/${db_type}/* | awk '/chunk/{print $9}' > dirlist #ls -ld ${mountdir}/${pdbname}/ligands-decoys/${db_type}/* # for debuging #echo "print $db_type dirlist:" #cat dirlist # script extracts scores from all docking runs specified in dirlist $d37/extract_all.py # script gets poses for top scoring molecules and produces poses.mol2 (default name) $d37/getposes.py -d ${mountdir}/${pdbname}/ligands-decoys/${db_type} end # db_type ## combine decoyes and actives set workdir = ${mountdir}/${pdbname}/ligands-decoys/dockedLigDecoyCombined rm -rf ${workdir} mkdir -p ${workdir} cd ${workdir} cat ${mountdir}/${pdbname}/ligands-decoys/ligands/allChunksCombined/dirlist ${mountdir}/${pdbname}/ligands-decoys/decoys/allChunksCombined/dirlist > dirlist # for debuging #echo "print ALL dirlist" #cat dirlist $d37/extract_all.py #$d37/getposes.py -d ${mountdir}/${pdbname} # doesn't work yet; not really needed #getposes.py -z -l 1000 -x 2 -f extract_all.sort.uniq.txt -o ligands.1000.mol2 -d /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/Enrichment/1DB1/DOCKING/ligands end # pdbname
create AUC plot of ligands and decoys
Make sure that you are using a version of python that has matplotlib/numpy/scipy modules:
For Shoichet user source the following:
source /nfs/soft/python/envs/complete/latest/env.sh
or
source /nfs/soft/python/envs/complete/latest/env.csh
Also, if you are running the processing script remotely make sure to use X11 forwarding by including a -X in the ssh command. eg:
ssh gimel.ucsf.bkslab.org -X
Write a file called 0005.AUCplot_of-lig-decoys.csh.
#!/bin/csh # This script creates a log adjusted AUC (ROC) plot with ligand vs decoy results # need X11 forwarding enabled when running remotely (ssh sgehead -X). set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS set mountdir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS set d37 = $DOCKBASE/analysis set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligands.smi # ln -s /mnt/nfs/work/users/fischer/VDR/lig-decoy-db/ligands.mod.smi /mnt/nfs/work/users/fischer/VDR/lig-decoy-db/ligands.smi # CHANGE THIS set list = "2HYY" #set list = `cat filename` #set list = `cat $1` foreach pdbname ( $list ) set workdir = ${mountdir}/${pdbname}/ROC_ligdecoy/ # This script will not work without the following line: echo "HERE is the HAWK" # checks that previous script 0003 has produced mol2 files if (! ( -s $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/poses.mol2) && ! (-s $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/poses.mol2 )) then ls -l $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/poses.mol2 ls -l $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/poses.mol2 echo "skipping ${pdbname}. cannot generate ROC" continue endif rm -rf $workdir mkdir -p $workdir cd $workdir #wget http://dude.docking.org/targets/aa2ar/actives_final.ism # reads ZINC ids (ligand or decoy molecule names) # everything awk '{print $2}' $dude_dir/decoys.ism > decoys.name # note that you may have to change the column ($2) based on where the SMILES codes are awk '{printf "%9s\n", $3}' $dude_dir/ligands.ism > ligands.name # note that you may have to change the column ($3) based on where the SMILES codes are #things that finished docking awk '{print $3}' $mountdir/${pdbname}/ligands-decoys/decoys/allChunksCombined/extract_all.sort.uniq.txt > decoys.finished.name awk '{print $3}' $mountdir/${pdbname}/ligands-decoys/ligands/allChunksCombined/extract_all.sort.uniq.txt > ligands.finished.name cat ${mountdir}/${pdbname}/ligands-decoys/ligands/allChunksCombined/dirlist ${mountdir}/${pdbname}/ligands-decoys/decoys/allChunksCombined/dirlist > dirlist #which enrich.py set enrich_py = $d37/enrich.py set plots_py = $d37/plots.py pwd # calculates AUCs, stores in txt file which is then plotted for finished ligands and decoys python ${enrich_py} -i . -o . --ligand-file=ligands.finished.name --decoy-file=decoys.finished.name python ${plots_py} -i . -o . --ligand-file=ligands.finished.name --decoy-file=decoys.finished.name -l $pdbname mv roc.txt roc.finished.txt mv roc_own.txt roc_own.finished.txt mv roc_own.png roc_own.finished.png # # calculates AUCs, stores in txt file which is then plotted for all ligands and decoys # - i is the flag for the input directory, this dir should contain the extract_all.sort.uniq.txt. # the scripts enrich_py and plots_py will go through the extract file and look for the ligand and decoy names. # when it finds them it will populate the ROC cruve. these values are devied by the total number of ligand or decoys. # note that often not all ligands and not all decoys finish so the point (1,1) is always included and interpolations is performed . . . # #python ${enrich_py} -i $mountdir/${pdbname}/ligands-decoys/dockedLigDecoyCombined/ -o . --ligand-file=ligands.name --decoy-file=decoys.name #python ${plots_py} -i $mountdir/${pdbname}/ligands-decoys/dockedLigDecoyCombined/ -o . --ligand-file=ligands.name --decoy-file=decoys.name -l $pdbname python ${enrich_py} -i . -o . --ligand-file=ligands.name --decoy-file=decoys.name python ${plots_py} -i . -o . --ligand-file=ligands.name --decoy-file=decoys.name -l $pdbname end #pbdname
The ROC plot for ligands and decoys docking to Abl1 looks like this:
This shows poor enrichment, though it is better than random (indicated by the dotted line). This is to be expected as docking to kinases is notoriously difficult. Two changes to our procedure would be to delete some of the spheres to focus docking on a particular region of the protein we are most interested in, as well as increasing the polarity of the hinge region of Abl1 to allow for more hydrogen bonding.
improving docking
Modify matching spheres
The docking could be potentially improved by modifying the spheres and orienting the ligands/decoys to only those spheres within the hinge region of Abl1. The following image show modified spheres:
To modify spheres: first, convert them to pdb format; then, visualize them in your favorite program (pymol, chimera, etc.); then, delete, move, or add atoms to this file; and finally convert it back to the sph format.
As discussed above [[1]], you may use doshowsph.csh to convert the spheres to pdb format.
Here is the program that will convert a pdb file into a sphere file (this program take 2 inputs: name of pdbfile to convert and the name of the sphere file that you want to create.).
$DOCKBASE/proteins/pdbtosph/bin/pdbtosph
for example:
$DOCKBASE/proteins/pdbtosph/bin/pdbtosph matching_spheres_mod.pdb matching_spheres_mod.sph
The 0003.lig-decoy_enrichment.csh would be modified to include this line and renamed to 0003.lig-decoy_enrichment_mod_sph.csh:
!/bin/csh #This script docks a DUD-e like ligand-decoy-database to evaluate the enrichment performance of actives over decoys #It assumes that ligands and decoys have been pre-prepation (see script blablabla_ToDo) which needs to be run in SF. # filedir is where your rec.pdb and xtal-lig.pdb and dockfiles directory live set filedir = "/mnt/nfs/home/rstein/RotationProject" #CHANGE THIS # this is where the work is done: set mountdir = $filedir # Might CHANGE THIS set dude_dir = "/mnt/nfs/home/rstein/RotationProject/databases" # should contain decoy.smi and ligand.smi for ROC script 00005...csh ## TO DO - rename this outside in the dir structure and call in blbalbalbabla script if (-s $dude_dir) then echo " $dude_dir exist" else # this is something to modified in future. # probably better to exit if it is not there. echo "databases do not exist. " echo "consider making a symbolic link to the database files" #echo "making a symbolic link:" #echo "ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir" #ln -s /mnt/nfs/work/users/fischer/VDR/27Jan2014_learningDOCKrgc/databases_all_xtal-ligand_decoy $dude_dir endif # change if you want to use a different or consistent dock version set dock = ${DOCKBASE}/docking/DOCK/bin/dock64 set list = "2HYY" #set list = `cat $1` #set list = `cat file` # CHANGE THIS (pdbname) foreach pdbname ( $list ) # creates "ligands" and "decoys" and has the aim to dock all of the subsets for those two foreach db_type ( "ligands" "decoys" ) set workdir1 = "${mountdir}/${pdbname}/ligands-decoys_sphmod/${db_type}" mkdir -p ${workdir1} cd ${workdir1} # puts dockfiles in the right relative-path that INDOCK file expects ln -s $filedir/${pdbname}/dockfiles . set count = '1' # loop over database files to put each into a seperate chunk foreach dbfile (`ls $dude_dir/${db_type}/${db_type}*.db2.gz`) echo $dbfile set chunk = "chunk$count" set workdir2 = ${workdir1}/$chunk ## so you don't blow away stuff if ( -s $workdir2 ) then echo "$workdir2 exits" continue endif #rm -rf ${workdir} mkdir -p ${workdir2} cd ${workdir2} # copy INDOCK file of choice in right location #cp $filedir/zzz.dock3_input/INDOCK . #cp $filedir/INDOCK_match20K INDOCK #cp $filedir/INDOCK_5k_TolerantClash INDOCK # CHANGE THIS cp $filedir/${pdbname}/INDOCK . # modified the dock file using sed. here we change some key sampling parameters; sed -i changes input file internally (overwrites), -e changes file externally (pipes it to screen or into file if redirected) #sed -i "s/bump_maximum 50.0/bump_maximum 500.0/g" INDOCK #sed -i "s/bump_rigid 50.0/bump_rigid 500.0/g" INDOCK #sed -i "s/check_clashes yes/check_clashes no/g" INDOCK sed -i "s/receptor_sphere_file ..\/dockfiles\/matching_spheres.sph/receptor_sphere_file ..\/..\/..\/working\/matching_spheres_mod.sph/g" INDOCK ln -s $dbfile . set dbf = `ls *.gz` echo "./$dbf" # says what to dock and where it sits echo "./$dbf" > split_database_index\ # writes submission script that runs dock on the sgehead queue cat <<EOF > DOCKING_${db_type}.csh #\$ -S /bin/csh #\$ -cwd #\$ -q all.q #\$ -o stdout #\$ -e stderr cd ${workdir2} echo "starting . . ." date echo $dock $dock date echo "finished . . ." EOF qsub DOCKING_${db_type}.csh # alternatively if you don't want to run it on the queue but locally comment in this instead: #csh DOCKING_${lig_type}.csh & @ count = ${count} + 1 # counter is chuch dir end # dbfile end # db_type end # pdbname
make the hing region more polar
see the following page: DOCK_3.7_tart
Virtual Screening
database setup
This part of the tutorial is tailored for shoichet lab use. An outside user of dock might need to deviate from what is described.
Go to zinc and select your compounds of interested:
'http://zinc15.docking.org/tranches/home'
This is the tranches page which allows users to select the region of chemical space of interest.
lets select the fragment preset.
on lets download the index file. This file contains the location of each database on our cluster. outside users will need to download the databases themselves.
now lets setup the directorys for docking by running the following script:
python /nfs/home/tbalius/zzz.github/DOCK/docking/setup/setup_db2_zinc15_file_number.py ./ vs_frag /nfs/work/tbalius/database_ph4/frags.txt 500 count
The file /nfs/work/tbalius/database_ph4/frags.txt should be changed to that you downloaded from ZINC.
The above script has 5 parameters:
- (1) path where directories will be located (present directory);
- (2) prefix name of the directories;
- (3) the file that contains the db2 files locations;
- (4) the number of directories to be created; and
- (5) the type of run: count (evenly distributes the db2 file among the dirs, this is much faster than the other options), size (It will try and make the directory of equal size), or both (will try and satisfy both criteria).
Note that this script is avable in later beta versons of DOCK3.7.
submitting the docking calculations
This script will submit a job to the queue for each of the docking directorys created by the setup script.
$DOCKBASE/docking/submit/submit.csh
DOCK3.7 is a serial program and is parallelized by submiting many serial jobs to the queue.
combining the results
After your docking jobs have all completed, This script will combine all your results into an extract_all file.
$DOCKBASE/analysis/extract_all.py
This script will create a mol2 file with the top scoring molecules:
$DOCKBASE/analysis/getposes.py
curating and hit-picking
Typically we will visualize the ligands in UCSF Chimera using the veiwdock tool (using the DOCK4, 5, or 6 format).