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HomologyTest.drw
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HomologyTest.drw
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#
# A script to measure missing and fp homolog relations of
# multidomain proteins based on the method and data of
# Dannie Durand (Song et al, PLOS Comp Biol, 2008)
#
# Adrian Altenhoff, Jun 8, 2011
#
# in: resFn, projs, problems, measure, lock,
Set(printgc=false); Set(gc=5e6):
WriteLock(lock,'initialize test data');
prj := [seq(GetPKeyData(z),z=projs)]:
dataset := prj[-1,'ref'];
# load the project databases
nP := length(prj); dbs := CreateArray(1..nP):
for i to nP do dbs[i] := DB := ReadDb( prj[i,'fnBase'].'.db' ); od:
if not type(dbs, list(database)) then
OpenWriting(resFn);
printf('error(''could not open databases'');\n');
OpenWriting(previous);
CallSystem('rm -f '.lock);
quit
fi:
ReadProgram(datdir.'homologyTest_'.dataset.'.drw'); # assigns pos/neg
nProb := length(problems):
WriteLock(lock, 'computing preformance...');
#ddir := eval(symbol(lowercase(dataset).'DBpath')):
#SeqDB := ReadDb(ddir.'ServerSeqs.db'):
ReadProgram(datdir.'homology.mapback'):
InitLogger := proc()
global LoggedPairs:
LoggedPairs := table([],[]):
end:
LogPairs := proc(pairs,typ)
global LoggedPairs:
t := []:
for z in pairs do
k1 := SearchOrderedArray( z[1], oENr2jacob[2] );
if k1<0 or k1>length(oENr2jacob[2]) or oENr2jacob[2,k1]<>z[1] then
Logger( sprintf('LogPairs: should not happen z[1]: %a',z[1]), 'ERROR');
else id1 := oENr2jacob[1,k1]; fi:
k2:= SearchOrderedArray( z[2], oENr2jacob[2] );
if k2<0 or k2>length(oENr2jacob[2]) or oENr2jacob[2,k2]<>z[2] then
Logger( sprintf('LogPairs: should not happen z[2]: %a',z[2]), 'ERROR');
else id2 := oENr2jacob[1,k2]; fi:
t := append( t, [id1, id2] );
od:
LoggedPairs[typ] := append(LoggedPairs[typ], op(t)):
DB := curDB:
end:
GetLoggedData := proc(typ)
return( LoggedPairs[typ] ):
end:
# pairs is list of length NrOfProteins containing a set of
# homologous/non-homologous partners
ComputeRates := proc(pos, neg, iSet, directMap:boolean)
fp := tp := covPos := covNeg := 0;
InitLogger():
for i to DB[TotEntries] do
e := Entry(i);
oE1 := If(directMap, i, parse(SearchTag('OE',e))):
if not member(oE1, iSet) then next fi:
if length(pos[oE1])>0 or length(neg[oE1])>0 then
vps := {op(ParseLongList(SearchTag('VP',e)))}:
p := length( intersect(vps, pos[oE1]) );
n := length( intersect(vps, neg[oE1]) );
fp := fp+n; tp := tp+p; covPos := covPos+p; covNeg := covNeg+n;
if n>0 then LogPairs( [seq([oE1,z],z=intersect(vps, neg[oE1]))],'FP') fi:
if p>0 then LogPairs( [seq([oE1,z],z=intersect(vps, pos[oE1]))],'TP') fi:
fi:
od:
FPdata := GetLoggedData('FP'):
TPdata := GetLoggedData('TP'):
return( [[tp,0], EstimateAndVarOfFraction(fp, covPos+covNeg), FPdata, TPdata] );
end:
EstimateAndVarOfFraction := proc( tp:integer, tot:integer )
if tot=0 then return([0,-1]);
else
p := tp/tot;
return( [p, p*(1-p)/tot] );
fi:
end:
ComputePerformance := proc(iSet, prjNrs:list(posint))
global DB;
np := length(prjNrs);
fpr := CreateArray(1..nProb,1..np,0);
tpr := CreateArray(1..nProb,1..np,0);
FPdata := CreateArray(1..nProb,1..np,0);
TPdata := CreateArray(1..nProb,1..np,0);
for prNr to nProb do for pNr to nP do
DB := dbs[prjNrs[pNr]];
directMap := prj[prjNrs[pNr],'directMap'];
t := ComputeRates( pos[problems[prNr]], neg[problems[prNr]], iSet, directMap);
fpr[prNr,pNr] := t[1];
tpr[prNr,pNr] := t[2];
FPdata[prNr,pNr] := t[3];
TPdata[prNr,pNr] := t[4];
od od:
return( [fpr, tpr, FPdata, TPdata] );
end:
StoreResult := proc(fn:string, FPR, TPR, PIDs, measure, problems, meth, FPdata, TPdata)
OpenWriting(fn):
printf('# created on %s\n', date());
printf('FPR := %A:\nTPR := %A:\n', FPR, TPR):
printf('#PIDs := %A:\n', PIDs );
printf('#problems:=%A:\nmeasure:=%A:\n#meth := %A:\n', problems, measure, meth);
printf('#FPdata := %A:\n#TPdata := %A:\n', FPdata, TPdata);
OpenWriting(previous):
CallSystem('gzip -9f '.fn);
end:
if meth='INTERSECT' or (length(meth)>=6 and meth[1..6]='REFSET') then
iSet := GetProjISets(prj):
prjNrs:= [seq(i,i=1..nP)];
Res := ComputePerformance(iSet, prjNrs):
StoreResult(resFn, Res[1], Res[2], [seq(prj[i,'PID'], i=prjNrs)],
problems, measure, meth, Res[3], Res[4]);
elif meth='PAIRWISE' then
maxP := nP-1;
SimsRes := CreateArray(1..maxP):
prjNrs := [seq([i,nP],i=1..maxP)];
resFnBase := resFn[1..(SearchAllString('.',resFn)[-2])];
for curP to maxP do
curPrjPIDs := [seq(prj[j,'PID'],j=prjNrs[curP])]:
resFnPart := sprintf('%s%a.drw', resFnBase, hash_sha2([curPrjPIDs, problems,
measure,'INTERSECT']) );
if FileExists(resFnPart.'.gz') then
Res[curP] := 0; ReadProgram(resFnPart): Res[curP] := [FPR,TPR];
else
iSet := GetProjISets( [seq(prj[j],j=prjNrs[curP])] ):
Res[curP] := ComputePerformance(iSet, prjNrs[curP]):
StoreResult(resFnPart, Res[curP,1], Res[curP,2],
[seq(prj[j,'PID'], j=prjNrs[curP])], problems, measure,
'INTERSECT',Res[curP,3], Res[curP,4]);
fi:
od:
StoreResult(resFn, SimsRes, [seq([prj[i,'PID'],prj[nP,'PID']],i=1..maxP)],
problems, measure, meth);
#elif length(meth)>=6 and meth[1..6]='REFSET' then
# Res := CreateArray(1..nP):
# resFnBase := resFn[1..(SearchAllString('.',resFn)[-2])];
# maxP := 1:
# for curP to nP do
# resFnPart := sprintf('%s%a.drw', resFnBase, hash_sha2([prj[curP,'PID'],problems,
# measure,meth]) );
# if FileExists(resFnPart.'.gz') then
# Res[curP] := 0; ReadProgram(resFnPart): Res[curP] := [FPR, TPR];
# else
# Res[curP] := ComputePerformance(intersect(), [curP])[1]:
# StoreResult(resFnPart, Res[curP,1], Res[curP,2], [prj[curP,'PID']],
# problems, measure, meth);
# fi:
# od:
# StoreResult(resFn, Res[1], Res[2], [seq(prj[i,'PID'], i=1..nP)], problems,
# measure, meth);
#
else error('unknown strategy method:'.meth);
fi:
CallSystem('rm -f '.lock);
done;