5 * Created by westcott on 8/24/09.
6 * Copyright 2009 Schloss Lab. All rights reserved.
11 #include "ignoregaps.h"
12 #include "eachgapdist.h"
15 //***************************************************************************************************************
16 Ccode::Ccode(string filename, string temp, bool f, string mask, int win, int numW, string o) : Chimera() {
19 templateFileName = temp; templateSeqs = readSeqs(temp);
25 distCalc = new eachGapDist();
26 decalc = new DeCalculator();
28 mapInfo = outputDir + getRootName(getSimpleName(fastafile)) + "mapinfo";
32 char* inFileName = new char[mapInfo.length()];
\r
33 memcpy(inFileName, mapInfo.c_str(), mapInfo.length());
35 int outMode=MPI_MODE_CREATE|MPI_MODE_WRONLY;
37 MPI_File_open(MPI_COMM_WORLD, inFileName, outMode, MPI_INFO_NULL, &outMap); //comm, filename, mode, info, filepointer
42 MPI_Comm_rank(MPI_COMM_WORLD, &pid); //find out who we are
45 string outString = "Place in masked, filtered and trimmed sequence\tPlace in original alignment\n";
48 int length = outString.length();
49 char* buf2 = new char[length];
\r
50 memcpy(buf2, outString.c_str(), length);
52 MPI_File_write_shared(outMap, buf2, length, MPI_CHAR, &status);
58 openOutputFile(mapInfo, out2);
60 out2 << "Place in masked, filtered and trimmed sequence\tPlace in original alignment" << endl;
64 //***************************************************************************************************************
70 MPI_File_close(&outMap);
73 //***************************************************************************************************************
74 int Ccode::print(ostream& out, ostream& outAcc) {
78 openOutputFileAppend(mapInfo, out2);
80 out2 << querySeq->getName() << endl;
81 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
82 out2 << it->first << '\t' << it->second << endl;
85 out << querySeq->getName() << endl << endl << "Reference sequences used and distance to query:" << endl;
87 for (int j = 0; j < closest.size(); j++) {
88 out << closest[j].seq->getName() << '\t' << closest[j].dist << endl;
93 //window mapping info.
94 out << "Mapping information: ";
95 //you mask and did not filter
96 if ((seqMask != "") && (!filter)) { out << "mask and trim."; }
98 //you filtered and did not mask
99 if ((seqMask == "") && (filter)) { out << "filter and trim."; }
101 //you masked and filtered
102 if ((seqMask != "") && (filter)) { out << "mask, filter and trim."; }
104 out << endl << "Window\tStartPos\tEndPos" << endl;
106 for (int k = 0; k < windows.size()-1; k++) {
107 out << k+1 << '\t' << spotMap[windows[k]-it->first] << '\t' << spotMap[windows[k]-it->first+windowSizes] << endl;
110 out << windows.size() << '\t' << spotMap[windows[windows.size()-1]-it->first] << '\t' << spotMap[it->second-it->first-1] << endl;
112 out << "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova" << endl;
113 for (int k = 0; k < windows.size(); k++) {
114 float ds = averageQuery[k] / averageRef[k];
115 out << k+1 << '\t' << averageQuery[k] << '\t' << sdQuery[k] << '\t' << averageRef[k] << '\t'<< sdRef[k] << '\t' << ds << '\t' << anova[k] << endl;
121 /* F test for differences among variances.
122 * varQuery is expected to be higher or similar than varRef */
123 //float fs = varQuery[query] / varRef[query]; /* F-Snedecor, test for differences of variances */
125 bool results = false;
127 //confidence limit, t - Student, anova
128 out << "Window\tConfidenceLimit\tt-Student\tAnova" << endl;
130 for (int k = 0; k < windows.size(); k++) {
132 if (isChimericConfidence[k]) { temp += "*\t"; }
133 else { temp += "\t"; }
135 if (isChimericTStudent[k]) { temp += "*\t"; }
136 else { temp += "\t"; }
138 if (isChimericANOVA[k]) { temp += "*\t"; }
139 else { temp += "\t"; }
141 out << k+1 << '\t' << temp << endl;
143 if (temp == "*\t*\t*\t") { results = true; }
148 m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
149 outAcc << querySeq->getName() << endl;
153 for (int i = 0; i < closest.size(); i++) { delete closest[i].seq; }
157 catch(exception& e) {
158 m->errorOut(e, "Ccode", "print");
163 //***************************************************************************************************************
164 int Ccode::print(MPI_File& out, MPI_File& outAcc) {
167 string outMapString = "";
169 outMapString += querySeq->getName() + "\n";
170 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
171 outMapString += toString(it->first) + "\t" + toString(it->second) + "\n";
173 printMapping(outMapString);
176 string outString = "";
177 string outAccString = "";
179 outString += querySeq->getName() + "\n\nReference sequences used and distance to query:\n";
181 for (int j = 0; j < closest.size(); j++) {
182 outString += closest[j].seq->getName() + "\t" + toString(closest[j].dist) + "\n";
184 outString += "\n\nMapping information: ";
187 //window mapping info.
188 //you mask and did not filter
189 if ((seqMask != "") && (!filter)) { outString += "mask and trim."; }
191 //you filtered and did not mask
192 if ((seqMask == "") && (filter)) { outString += "filter and trim."; }
194 //you masked and filtered
195 if ((seqMask != "") && (filter)) { outString += "mask, filter and trim."; }
197 outString += "\nWindow\tStartPos\tEndPos\n";
199 for (int k = 0; k < windows.size()-1; k++) {
200 outString += toString(k+1) + "\t" + toString(spotMap[windows[k]-it->first]) + "\t" + toString(spotMap[windows[k]-it->first+windowSizes]) + "\n";
203 outString += toString(windows.size()) + "\t" + toString(spotMap[windows[windows.size()-1]-it->first]) + "\t" + toString(spotMap[it->second-it->first-1]) + "\n\n";
205 outString += "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova\n";
206 for (int k = 0; k < windows.size(); k++) {
207 float ds = averageQuery[k] / averageRef[k];
208 outString += toString(k+1) + "\t" + toString(averageQuery[k]) + "\t" + toString(sdQuery[k]) + "\t" + toString(averageRef[k]) + "\t" + toString(sdRef[k]) + "\t" + toString(ds) + "\t" + toString(anova[k]) + "\n";
213 /* F test for differences among variances.
214 * varQuery is expected to be higher or similar than varRef */
215 //float fs = varQuery[query] / varRef[query]; /* F-Snedecor, test for differences of variances */
217 bool results = false;
219 //confidence limit, t - Student, anova
220 outString += "\nWindow\tConfidenceLimit\tt-Student\tAnova\n";
222 for (int k = 0; k < windows.size(); k++) {
224 if (isChimericConfidence[k]) { temp += "*\t"; }
225 else { temp += "\t"; }
227 if (isChimericTStudent[k]) { temp += "*\t"; }
228 else { temp += "\t"; }
230 if (isChimericANOVA[k]) { temp += "*\t"; }
231 else { temp += "\t"; }
233 outString += toString(k+1) + "\t" + temp + "\n";
235 if (temp == "*\t*\t*\t") { results = true; }
240 int length = outString.length();
241 char* buf2 = new char[length];
\r
242 memcpy(buf2, outString.c_str(), length);
244 MPI_File_write_shared(out, buf2, length, MPI_CHAR, &status);
248 m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
249 outAccString += querySeq->getName() + "\n";
251 MPI_Status statusAcc;
252 length = outAccString.length();
253 char* buf = new char[length];
\r
254 memcpy(buf, outAccString.c_str(), length);
256 MPI_File_write_shared(outAcc, buf, length, MPI_CHAR, &statusAcc);
261 for (int i = 0; i < closest.size(); i++) { delete closest[i].seq; }
265 catch(exception& e) {
266 m->errorOut(e, "Ccode", "print");
270 //***************************************************************************************************************
271 int Ccode::printMapping(string& output) {
274 int length = output.length();
275 char* buf = new char[length];
\r
276 memcpy(buf, output.c_str(), length);
278 MPI_File_write_shared(outMap, buf, length, MPI_CHAR, &status);
282 catch(exception& e) {
283 m->errorOut(e, "Ccode", "printMapping");
288 //***************************************************************************************************************
289 int Ccode::getChimeras(Sequence* query) {
300 sumSquaredRef.clear();
301 sumSquaredQuery.clear();
303 averageQuery.clear();
305 isChimericConfidence.clear();
306 isChimericTStudent.clear();
307 isChimericANOVA.clear();
310 windowSizes = window;
316 //find closest matches to query
317 closest = findClosest(query, numWanted);
319 if (m->control_pressed) { return 0; }
322 for (int i = 0; i < query->getAligned().length(); i++) { spotMap[i] = i; }
324 //mask sequences if the user wants to
326 decalc->setMask(seqMask);
328 decalc->runMask(query);
331 for (int i = 0; i < closest.size(); i++) { decalc->runMask(closest[i].seq); }
333 spotMap = decalc->getMaskMap();
337 vector<Sequence*> temp;
338 for (int i = 0; i < closest.size(); i++) { temp.push_back(closest[i].seq); }
339 temp.push_back(query);
341 createFilter(temp, 0.5);
343 for (int i = 0; i < temp.size(); i++) {
344 if (m->control_pressed) { return 0; }
349 map<int, int> newMap;
352 for (int i = 0; i < filterString.length(); i++) {
353 if (filterString[i] == '1') {
355 newMap[spot] = spotMap[i];
362 //trim sequences - this follows ccodes remove_extra_gaps
363 trimSequences(query);
364 if (m->control_pressed) { return 0; }
366 //windows are equivalent to words - ccode paper recommends windows are between 5% and 20% on alignment length().
367 //Our default will be 10% and we will warn if user tries to use a window above or below these recommendations
368 windows = findWindows();
369 if (m->control_pressed) { return 0; }
371 //remove sequences that are more than 20% different and less than 0.5% different - may want to allow user to specify this later
372 removeBadReferenceSeqs(closest);
373 if (m->control_pressed) { return 0; }
375 //find the averages for each querys references
376 getAverageRef(closest); //fills sumRef, averageRef, sumSquaredRef and refCombo.
377 getAverageQuery(closest, query); //fills sumQuery, averageQuery, sumSquaredQuery.
378 if (m->control_pressed) { return 0; }
380 //find the averages for each querys references
381 findVarianceRef(); //fills varRef and sdRef also sets minimum error rate to 0.001 to avoid divide by 0.
382 if (m->control_pressed) { return 0; }
384 //find the averages for the query
385 findVarianceQuery(); //fills varQuery and sdQuery also sets minimum error rate to 0.001 to avoid divide by 0.
386 if (m->control_pressed) { return 0; }
388 determineChimeras(); //fills anova, isChimericConfidence, isChimericTStudent and isChimericANOVA.
389 if (m->control_pressed) { return 0; }
393 catch(exception& e) {
394 m->errorOut(e, "Ccode", "getChimeras");
398 /***************************************************************************************************************/
399 //ccode algo says it does this to "Removes the initial and final gaps to avoid biases due to incomplete sequences."
400 void Ccode::trimSequences(Sequence* query) {
403 int frontPos = 0; //should contain first position in all seqs that is not a gap character
404 int rearPos = query->getAligned().length();
406 //********find first position in closest seqs that is a non gap character***********//
407 //find first position all query seqs that is a non gap character
408 for (int i = 0; i < closest.size(); i++) {
410 string aligned = closest[i].seq->getAligned();
413 //find first spot in this seq
414 for (int j = 0; j < aligned.length(); j++) {
415 if (isalpha(aligned[j])) {
421 //save this spot if it is the farthest
422 if (pos > frontPos) { frontPos = pos; }
425 //find first position all querySeq[query] that is a non gap character
426 string aligned = query->getAligned();
429 //find first spot in this seq
430 for (int j = 0; j < aligned.length(); j++) {
431 if (isalpha(aligned[j])) {
437 //save this spot if it is the farthest
438 if (pos > frontPos) { frontPos = pos; }
441 //********find last position in closest seqs that is a non gap character***********//
442 for (int i = 0; i < closest.size(); i++) {
444 string aligned = closest[i].seq->getAligned();
445 int pos = aligned.length();
447 //find first spot in this seq
448 for (int j = aligned.length()-1; j >= 0; j--) {
449 if (isalpha(aligned[j])) {
455 //save this spot if it is the farthest
456 if (pos < rearPos) { rearPos = pos; }
459 //find last position all querySeqs[query] that is a non gap character
460 aligned = query->getAligned();
461 pos = aligned.length();
463 //find first spot in this seq
464 for (int j = aligned.length()-1; j >= 0; j--) {
465 if (isalpha(aligned[j])) {
471 //save this spot if it is the farthest
472 if (pos < rearPos) { rearPos = pos; }
475 //check to make sure that is not whole seq
476 if ((rearPos - frontPos - 1) <= 0) { m->mothurOut("Error, when I trim your sequences, the entire sequence is trimmed."); m->mothurOutEndLine(); exit(1); }
478 map<int, int> tempTrim;
479 tempTrim[frontPos] = rearPos;
481 //save trimmed locations
485 map<int, int> newMap;
488 for (int i = frontPos; i < rearPos; i++) {
490 newMap[spot] = spotMap[i];
495 catch(exception& e) {
496 m->errorOut(e, "Ccode", "trimSequences");
500 /***************************************************************************************************************/
501 vector<int> Ccode::findWindows() {
507 int length = it->second - it->first;
509 //default is wanted = 10% of total length
510 if (windowSizes > length) {
511 m->mothurOut("You have slected a window larger than your sequence length after all filters, masks and trims have been done. I will use the default 10% of sequence length.");
512 windowSizes = length / 10;
513 }else if (windowSizes == 0) { windowSizes = length / 10; }
514 else if (windowSizes > (length * 0.20)) {
515 m->mothurOut("You have selected a window that is larger than 20% of your sequence length. This is not recommended, but I will continue anyway."); m->mothurOutEndLine();
516 }else if (windowSizes < (length * 0.05)) {
517 m->mothurOut("You have selected a window that is smaller than 5% of your sequence length. This is not recommended, but I will continue anyway."); m->mothurOutEndLine();
520 //save starting points of each window
521 for (int m = it->first; m < (it->second-windowSizes); m+=windowSizes) { win.push_back(m); }
524 if (win[win.size()-1] < (it->first+length)) {
525 win.push_back(win[win.size()-1]+windowSizes); // ex. string length is 115, window is 25, without this you would get 0, 25, 50, 75
526 } //with this you would get 1,25,50,75,100
530 catch(exception& e) {
531 m->errorOut(e, "Ccode", "findWindows");
535 //***************************************************************************************************************
536 int Ccode::getDiff(string seqA, string seqB) {
541 for (int i = 0; i < seqA.length(); i++) {
542 //if you are both not gaps
543 //if (isalpha(seqA[i]) && isalpha(seqA[i])) {
545 if (seqA[i] != seqB[i]) {
546 int ok; /* ok=1 means equivalent base. Checks for degenerate bases */
548 /* the char in base_a and base_b have been checked and they are different */
549 if ((seqA[i] == 'N') && (seqB[i] != '-')) ok = 1;
550 else if ((seqB[i] == 'N') && (seqA[i] != '-')) ok = 1;
551 else if ((seqA[i] == 'Y') && ((seqB[i] == 'C') || (seqB[i] == 'T'))) ok = 1;
552 else if ((seqB[i] == 'Y') && ((seqA[i] == 'C') || (seqA[i] == 'T'))) ok = 1;
553 else if ((seqA[i] == 'R') && ((seqB[i] == 'G') || (seqB[i] == 'A'))) ok = 1;
554 else if ((seqB[i] == 'R') && ((seqA[i] == 'G') || (seqA[i] == 'A'))) ok = 1;
555 else if ((seqA[i] == 'S') && ((seqB[i] == 'C') || (seqB[i] == 'G'))) ok = 1;
556 else if ((seqB[i] == 'S') && ((seqA[i] == 'C') || (seqA[i] == 'G'))) ok = 1;
557 else if ((seqA[i] == 'W') && ((seqB[i] == 'T') || (seqB[i] == 'A'))) ok = 1;
558 else if ((seqB[i] == 'W') && ((seqA[i] == 'T') || (seqA[i] == 'A'))) ok = 1;
559 else if ((seqA[i] == 'M') && ((seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
560 else if ((seqB[i] == 'M') && ((seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
561 else if ((seqA[i] == 'K') && ((seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
562 else if ((seqB[i] == 'K') && ((seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
563 else if ((seqA[i] == 'V') && ((seqB[i] == 'C') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
564 else if ((seqB[i] == 'V') && ((seqA[i] == 'C') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
565 else if ((seqA[i] == 'H') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
566 else if ((seqB[i] == 'H') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
567 else if ((seqA[i] == 'D') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
568 else if ((seqB[i] == 'D') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
569 else if ((seqA[i] == 'B') && ((seqB[i] == 'C') || (seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
570 else if ((seqB[i] == 'B') && ((seqA[i] == 'C') || (seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
571 else ok = 0; /* the bases are different and not equivalent */
573 //check if they are both blanks
574 if ((seqA[i] == '.') && (seqB[i] == '-')) ok = 1;
575 else if ((seqB[i] == '.') && (seqA[i] == '-')) ok = 1;
577 if (ok == 0) { numDiff++; }
585 catch(exception& e) {
586 m->errorOut(e, "Ccode", "getDiff");
590 //***************************************************************************************************************
591 //tried to make this look most like ccode original implementation
592 void Ccode::removeBadReferenceSeqs(vector<SeqDist>& seqs) {
595 vector< vector<int> > numDiffBases;
596 numDiffBases.resize(seqs.size());
598 for (int i = 0; i < numDiffBases.size(); i++) { numDiffBases[i].resize(seqs.size(),0); }
601 int length = it->second - it->first;
603 //calc differences from each sequence to everyother seq in the set
604 for (int i = 0; i < seqs.size(); i++) {
606 string seqA = seqs[i].seq->getAligned().substr(it->first, length);
608 //so you don't calc i to j and j to i since they are the same
609 for (int j = 0; j < i; j++) {
611 string seqB = seqs[j].seq->getAligned().substr(it->first, length);
614 int numDiff = getDiff(seqA, seqB);
616 numDiffBases[i][j] = numDiff;
617 numDiffBases[j][i] = numDiff;
621 //initailize remove to 0
622 vector<int> remove; remove.resize(seqs.size(), 0);
623 float top = ((20*length) / (float) 100);
624 float bottom = ((0.5*length) / (float) 100);
626 //check each numDiffBases and if any are higher than threshold set remove to 1 so you can remove those seqs from the closest set
627 for (int i = 0; i < numDiffBases.size(); i++) {
628 for (int j = 0; j < i; j++) {
629 //are you more than 20% different
630 if (numDiffBases[i][j] > top) { remove[j] = 1; }
631 //are you less than 0.5% different
632 if (numDiffBases[i][j] < bottom) { remove[j] = 1; }
638 //count seqs that are not going to be removed
639 for (int i = 0; i < remove.size(); i++) {
640 if (remove[i] == 0) { numSeqsLeft++; }
643 //if you have enough then remove bad ones
644 if (numSeqsLeft >= 3) {
645 vector<SeqDist> goodSeqs;
647 for (int i = 0; i < remove.size(); i++) {
648 if (remove[i] == 0) {
649 goodSeqs.push_back(seqs[i]);
655 }else { //warn, but dont remove any
656 m->mothurOut(querySeq->getName() + " does not have an adaquate number of reference sequences that are within 20% and 0.5% similarity. I will continue, but please check."); m->mothurOutEndLine();
660 catch(exception& e) {
661 m->errorOut(e, "Ccode", "removeBadReferenceSeqs");
665 //***************************************************************************************************************
666 //makes copy of templateseq for filter
667 vector<SeqDist> Ccode::findClosest(Sequence* q, int numWanted) {
670 vector<SeqDist> topMatches;
672 Sequence query = *(q);
674 //calc distance to each sequence in template seqs
675 for (int i = 0; i < templateSeqs.size(); i++) {
677 Sequence ref = *(templateSeqs[i]);
680 distCalc->calcDist(query, ref);
681 float dist = distCalc->getDist();
685 temp.seq = new Sequence(templateSeqs[i]->getName(), templateSeqs[i]->getAligned());
688 topMatches.push_back(temp);
691 sort(topMatches.begin(), topMatches.end(), compareSeqDist);
693 for (int i = numWanted; i < topMatches.size(); i++) { delete topMatches[i].seq; }
695 topMatches.resize(numWanted);
700 catch(exception& e) {
701 m->errorOut(e, "Ccode", "findClosestSides");
705 /**************************************************************************************************/
706 //find the distances from each reference sequence to every other reference sequence for each window for this query
707 void Ccode::getAverageRef(vector<SeqDist> ref) {
710 vector< vector< vector<int> > > diffs; //diffs[0][1][2] is the number of differences between ref seq 0 and ref seq 1 at window 2.
712 //initialize diffs vector
713 diffs.resize(ref.size());
714 for (int i = 0; i < diffs.size(); i++) {
715 diffs[i].resize(ref.size());
716 for (int j = 0; j < diffs[i].size(); j++) {
717 diffs[i][j].resize(windows.size(), 0);
723 //find the distances from each reference sequence to every other reference sequence for each window for this query
724 for (int i = 0; i < ref.size(); i++) {
726 string refI = ref[i].seq->getAligned();
728 //j<i, so you don't find distances from i to j and then j to i.
729 for (int j = 0; j < i; j++) {
731 string refJ = ref[j].seq->getAligned();
733 for (int k = 0; k < windows.size(); k++) {
735 string refIWindowk, refJWindowk;
737 if (k < windows.size()-1) {
739 refIWindowk = refI.substr(windows[k], windowSizes);
740 refJWindowk = refJ.substr(windows[k], windowSizes);
741 }else { //last window may be smaller than rest - see findwindows
743 refIWindowk = refI.substr(windows[k], (it->second-windows[k]));
744 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
748 int diff = getDiff(refIWindowk, refJWindowk);
750 //save differences in [i][j][k] and [j][i][k] since they are the same
751 diffs[i][j][k] = diff;
752 diffs[j][i][k] = diff;
760 //initialize sumRef for this query
761 sumRef.resize(windows.size(), 0);
762 sumSquaredRef.resize(windows.size(), 0);
763 averageRef.resize(windows.size(), 0);
765 //find the sum of the differences for hte reference sequences
766 for (int i = 0; i < diffs.size(); i++) {
767 for (int j = 0; j < i; j++) {
769 //increment this querys reference sequences combos
772 for (int k = 0; k < diffs[i][j].size(); k++) {
773 sumRef[k] += diffs[i][j][k];
774 sumSquaredRef[k] += (diffs[i][j][k]*diffs[i][j][k]);
781 //find the average of the differences for the references for each window
782 for (int i = 0; i < windows.size(); i++) {
783 averageRef[i] = sumRef[i] / (float) refCombo;
787 catch(exception& e) {
788 m->errorOut(e, "Ccode", "getAverageRef");
792 /**************************************************************************************************/
793 void Ccode::getAverageQuery (vector<SeqDist> ref, Sequence* query) {
796 vector< vector<int> > diffs; //diffs[1][2] is the number of differences between querySeqs[query] and ref seq 1 at window 2.
798 //initialize diffs vector
799 diffs.resize(ref.size());
800 for (int j = 0; j < diffs.size(); j++) {
801 diffs[j].resize(windows.size(), 0);
806 string refQuery = query->getAligned();
808 //j<i, so you don't find distances from i to j and then j to i.
809 for (int j = 0; j < ref.size(); j++) {
811 string refJ = ref[j].seq->getAligned();
813 for (int k = 0; k < windows.size(); k++) {
815 string QueryWindowk, refJWindowk;
817 if (k < windows.size()-1) {
819 QueryWindowk = refQuery.substr(windows[k], windowSizes);
820 refJWindowk = refJ.substr(windows[k], windowSizes);
821 }else { //last window may be smaller than rest - see findwindows
823 QueryWindowk = refQuery.substr(windows[k], (it->second-windows[k]));
824 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
828 int diff = getDiff(QueryWindowk, refJWindowk);
837 //initialize sumRef for this query
838 sumQuery.resize(windows.size(), 0);
839 sumSquaredQuery.resize(windows.size(), 0);
840 averageQuery.resize(windows.size(), 0);
842 //find the sum of the differences
843 for (int j = 0; j < diffs.size(); j++) {
844 for (int k = 0; k < diffs[j].size(); k++) {
845 sumQuery[k] += diffs[j][k];
846 sumSquaredQuery[k] += (diffs[j][k]*diffs[j][k]);
851 //find the average of the differences for the references for each window
852 for (int i = 0; i < windows.size(); i++) {
853 averageQuery[i] = sumQuery[i] / (float) ref.size();
856 catch(exception& e) {
857 m->errorOut(e, "Ccode", "getAverageQuery");
861 /**************************************************************************************************/
862 void Ccode::findVarianceRef() {
865 varRef.resize(windows.size(), 0);
866 sdRef.resize(windows.size(), 0);
869 for (int i = 0; i < windows.size(); i++) {
870 varRef[i] = (sumSquaredRef[i] - ((sumRef[i]*sumRef[i])/(float)refCombo)) / (float)(refCombo-1);
871 sdRef[i] = sqrt(varRef[i]);
873 //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
874 if (averageRef[i] < 0.001) { averageRef[i] = 0.001; }
875 if (sumRef[i] < 0.001) { sumRef[i] = 0.001; }
876 if (varRef[i] < 0.001) { varRef[i] = 0.001; }
877 if (sumSquaredRef[i] < 0.001) { sumSquaredRef[i] = 0.001; }
878 if (sdRef[i] < 0.001) { sdRef[i] = 0.001; }
882 catch(exception& e) {
883 m->errorOut(e, "Ccode", "findVarianceRef");
887 /**************************************************************************************************/
888 void Ccode::findVarianceQuery() {
890 varQuery.resize(windows.size(), 0);
891 sdQuery.resize(windows.size(), 0);
894 for (int i = 0; i < windows.size(); i++) {
895 varQuery[i] = (sumSquaredQuery[i] - ((sumQuery[i]*sumQuery[i])/(float) closest.size())) / (float) (closest.size()-1);
896 sdQuery[i] = sqrt(varQuery[i]);
898 //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
899 if (averageQuery[i] < 0.001) { averageQuery[i] = 0.001; }
900 if (sumQuery[i] < 0.001) { sumQuery[i] = 0.001; }
901 if (varQuery[i] < 0.001) { varQuery[i] = 0.001; }
902 if (sumSquaredQuery[i] < 0.001) { sumSquaredQuery[i] = 0.001; }
903 if (sdQuery[i] < 0.001) { sdQuery[i] = 0.001; }
907 catch(exception& e) {
908 m->errorOut(e, "Ccode", "findVarianceQuery");
912 /**************************************************************************************************/
913 void Ccode::determineChimeras() {
916 isChimericConfidence.resize(windows.size(), false);
917 isChimericTStudent.resize(windows.size(), false);
918 isChimericANOVA.resize(windows.size(), false);
919 anova.resize(windows.size());
923 for (int i = 0; i < windows.size(); i++) {
925 //get confidence limits
926 float t = getT(closest.size()-1); //how many seqs you are comparing to this querySeq
927 float dsUpper = (averageQuery[i] + (t * sdQuery[i])) / averageRef[i];
928 float dsLower = (averageQuery[i] - (t * sdQuery[i])) / averageRef[i];
930 if ((dsUpper > 1.0) && (dsLower > 1.0) && (averageQuery[i] > averageRef[i])) { /* range does not include 1 */
931 isChimericConfidence[i] = true; /* significantly higher at P<0.05 */
936 int degreeOfFreedom = refCombo + closest.size() - 2;
937 float denomForT = (((refCombo-1) * varQuery[i] + (closest.size() - 1) * varRef[i]) / (float) degreeOfFreedom) * ((refCombo + closest.size()) / (float) (refCombo * closest.size())); /* denominator, without sqrt(), for ts calculations */
939 float ts = fabs((averageQuery[i] - averageRef[i]) / (sqrt(denomForT))); /* value of ts for t-student test */
940 t = getT(degreeOfFreedom);
942 if ((ts >= t) && (averageQuery[i] > averageRef[i])) {
943 isChimericTStudent[i] = true; /* significantly higher at P<0.05 */
947 float value1 = sumQuery[i] + sumRef[i];
948 float value2 = sumSquaredQuery[i] + sumSquaredRef[i];
949 float value3 = ((sumQuery[i]*sumQuery[i]) / (float) (closest.size())) + ((sumRef[i] * sumRef[i]) / (float) refCombo);
950 float value4 = (value1 * value1) / ( (float) (closest.size() + refCombo) );
951 float value5 = value2 - value4;
952 float value6 = value3 - value4;
953 float value7 = value5 - value6;
954 float value8 = value7 / ((float) degreeOfFreedom);
955 float anovaValue = value6 / value8;
957 float f = getF(degreeOfFreedom);
959 if ((anovaValue >= f) && (averageQuery[i] > averageRef[i])) {
960 isChimericANOVA[i] = true; /* significant P<0.05 */
963 if (isnan(anovaValue) || isinf(anovaValue)) { anovaValue = 0.0; }
965 anova[i] = anovaValue;
969 catch(exception& e) {
970 m->errorOut(e, "Ccode", "determineChimeras");
974 /**************************************************************************************************/
975 float Ccode::getT(int numseq) {
980 /* t-student critical values for different degrees of freedom and alpha 0.1 in one-tail tests (equivalent to 0.05) */
981 if (numseq > 120) tvalue = 1.645;
982 else if (numseq > 60) tvalue = 1.658;
983 else if (numseq > 40) tvalue = 1.671;
984 else if (numseq > 30) tvalue = 1.684;
985 else if (numseq > 29) tvalue = 1.697;
986 else if (numseq > 28) tvalue = 1.699;
987 else if (numseq > 27) tvalue = 1.701;
988 else if (numseq > 26) tvalue = 1.703;
989 else if (numseq > 25) tvalue = 1.706;
990 else if (numseq > 24) tvalue = 1.708;
991 else if (numseq > 23) tvalue = 1.711;
992 else if (numseq > 22) tvalue = 1.714;
993 else if (numseq > 21) tvalue = 1.717;
994 else if (numseq > 20) tvalue = 1.721;
995 else if (numseq > 19) tvalue = 1.725;
996 else if (numseq > 18) tvalue = 1.729;
997 else if (numseq > 17) tvalue = 1.734;
998 else if (numseq > 16) tvalue = 1.740;
999 else if (numseq > 15) tvalue = 1.746;
1000 else if (numseq > 14) tvalue = 1.753;
1001 else if (numseq > 13) tvalue = 1.761;
1002 else if (numseq > 12) tvalue = 1.771;
1003 else if (numseq > 11) tvalue = 1.782;
1004 else if (numseq > 10) tvalue = 1.796;
1005 else if (numseq > 9) tvalue = 1.812;
1006 else if (numseq > 8) tvalue = 1.833;
1007 else if (numseq > 7) tvalue = 1.860;
1008 else if (numseq > 6) tvalue = 1.895;
1009 else if (numseq > 5) tvalue = 1.943;
1010 else if (numseq > 4) tvalue = 2.015;
1011 else if (numseq > 3) tvalue = 2.132;
1012 else if (numseq > 2) tvalue = 2.353;
1013 else if (numseq > 1) tvalue = 2.920;
1014 else if (numseq <= 1) {
1015 m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1020 catch(exception& e) {
1021 m->errorOut(e, "Ccode", "getT");
1025 /**************************************************************************************************/
1026 float Ccode::getF(int numseq) {
1031 /* F-Snedecor critical values for v1=1 and different degrees of freedom v2 and alpha 0.05 */
1032 if (numseq > 120) fvalue = 3.84;
1033 else if (numseq > 60) fvalue = 3.92;
1034 else if (numseq > 40) fvalue = 4.00;
1035 else if (numseq > 30) fvalue = 4.08;
1036 else if (numseq > 29) fvalue = 4.17;
1037 else if (numseq > 28) fvalue = 4.18;
1038 else if (numseq > 27) fvalue = 4.20;
1039 else if (numseq > 26) fvalue = 4.21;
1040 else if (numseq > 25) fvalue = 4.23;
1041 else if (numseq > 24) fvalue = 4.24;
1042 else if (numseq > 23) fvalue = 4.26;
1043 else if (numseq > 22) fvalue = 4.28;
1044 else if (numseq > 21) fvalue = 4.30;
1045 else if (numseq > 20) fvalue = 4.32;
1046 else if (numseq > 19) fvalue = 4.35;
1047 else if (numseq > 18) fvalue = 4.38;
1048 else if (numseq > 17) fvalue = 4.41;
1049 else if (numseq > 16) fvalue = 4.45;
1050 else if (numseq > 15) fvalue = 4.49;
1051 else if (numseq > 14) fvalue = 4.54;
1052 else if (numseq > 13) fvalue = 4.60;
1053 else if (numseq > 12) fvalue = 4.67;
1054 else if (numseq > 11) fvalue = 4.75;
1055 else if (numseq > 10) fvalue = 4.84;
1056 else if (numseq > 9) fvalue = 4.96;
1057 else if (numseq > 8) fvalue = 5.12;
1058 else if (numseq > 7) fvalue = 5.32;
1059 else if (numseq > 6) fvalue = 5.59;
1060 else if (numseq > 5) fvalue = 5.99;
1061 else if (numseq > 4) fvalue = 6.61;
1062 else if (numseq > 3) fvalue = 7.71;
1063 else if (numseq > 2) fvalue = 10.1;
1064 else if (numseq > 1) fvalue = 18.5;
1065 else if (numseq > 0) fvalue = 161;
1066 else if (numseq <= 0) {
1067 m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1072 catch(exception& e) {
1073 m->errorOut(e, "Ccode", "getF");
1077 //***************************************************************************************************************