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[mapInfo.length()];
33 strcpy(inFileName, mapInfo.c_str());
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
40 MPI_Comm_rank(MPI_COMM_WORLD, &pid); //find out who we are
43 string outString = "Place in masked, filtered and trimmed sequence\tPlace in original alignment\n";
46 int length = outString.length();
48 strcpy(buf2, outString.c_str());
50 MPI_File_write_shared(outMap, buf2, length, MPI_CHAR, &status);
55 openOutputFile(mapInfo, out2);
57 out2 << "Place in masked, filtered and trimmed sequence\tPlace in original alignment" << endl;
61 //***************************************************************************************************************
67 MPI_File_close(&outMap);
70 //***************************************************************************************************************
71 int Ccode::print(ostream& out, ostream& outAcc) {
75 openOutputFileAppend(mapInfo, out2);
77 out2 << querySeq->getName() << endl;
78 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
79 out2 << it->first << '\t' << it->second << endl;
82 out << querySeq->getName() << endl << endl << "Reference sequences used and distance to query:" << endl;
84 for (int j = 0; j < closest.size(); j++) {
85 out << closest[j].seq->getName() << '\t' << closest[j].dist << endl;
90 //window mapping info.
91 out << "Mapping information: ";
92 //you mask and did not filter
93 if ((seqMask != "") && (!filter)) { out << "mask and trim."; }
95 //you filtered and did not mask
96 if ((seqMask == "") && (filter)) { out << "filter and trim."; }
98 //you masked and filtered
99 if ((seqMask != "") && (filter)) { out << "mask, filter and trim."; }
101 out << endl << "Window\tStartPos\tEndPos" << endl;
103 for (int k = 0; k < windows.size()-1; k++) {
104 out << k+1 << '\t' << spotMap[windows[k]-it->first] << '\t' << spotMap[windows[k]-it->first+windowSizes] << endl;
107 out << windows.size() << '\t' << spotMap[windows[windows.size()-1]-it->first] << '\t' << spotMap[it->second-it->first-1] << endl;
109 out << "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova" << endl;
110 for (int k = 0; k < windows.size(); k++) {
111 float ds = averageQuery[k] / averageRef[k];
112 out << k+1 << '\t' << averageQuery[k] << '\t' << sdQuery[k] << '\t' << averageRef[k] << '\t'<< sdRef[k] << '\t' << ds << '\t' << anova[k] << endl;
118 /* F test for differences among variances.
119 * varQuery is expected to be higher or similar than varRef */
120 //float fs = varQuery[query] / varRef[query]; /* F-Snedecor, test for differences of variances */
122 bool results = false;
124 //confidence limit, t - Student, anova
125 out << "Window\tConfidenceLimit\tt-Student\tAnova" << endl;
127 for (int k = 0; k < windows.size(); k++) {
129 if (isChimericConfidence[k]) { temp += "*\t"; }
130 else { temp += "\t"; }
132 if (isChimericTStudent[k]) { temp += "*\t"; }
133 else { temp += "\t"; }
135 if (isChimericANOVA[k]) { temp += "*\t"; }
136 else { temp += "\t"; }
138 out << k+1 << '\t' << temp << endl;
140 if (temp == "*\t*\t*\t") { results = true; }
145 m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
146 outAcc << querySeq->getName() << endl;
150 for (int i = 0; i < closest.size(); i++) { delete closest[i].seq; }
154 catch(exception& e) {
155 m->errorOut(e, "Ccode", "print");
160 //***************************************************************************************************************
161 int Ccode::print(MPI_File& out, MPI_File& outAcc) {
164 string outMapString = "";
166 outMapString += querySeq->getName() + "\n";
167 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
168 outMapString += toString(it->first) + "\t" + toString(it->second) + "\n";
170 printMapping(outMapString);
173 string outString = "";
174 string outAccString = "";
176 outString += querySeq->getName() + "\n\nReference sequences used and distance to query:\n";
178 for (int j = 0; j < closest.size(); j++) {
179 outString += closest[j].seq->getName() + "\t" + toString(closest[j].dist) + "\n";
181 outString += "\n\nMapping information: ";
184 //window mapping info.
185 //you mask and did not filter
186 if ((seqMask != "") && (!filter)) { outString += "mask and trim."; }
188 //you filtered and did not mask
189 if ((seqMask == "") && (filter)) { outString += "filter and trim."; }
191 //you masked and filtered
192 if ((seqMask != "") && (filter)) { outString += "mask, filter and trim."; }
194 outString += "\nWindow\tStartPos\tEndPos\n";
196 for (int k = 0; k < windows.size()-1; k++) {
197 outString += toString(k+1) + "\t" + toString(spotMap[windows[k]-it->first]) + "\t" + toString(spotMap[windows[k]-it->first+windowSizes]) + "\n";
200 outString += toString(windows.size()) + "\t" + toString(spotMap[windows[windows.size()-1]-it->first]) + "\t" + toString(spotMap[it->second-it->first-1]) + "\n\n";
202 outString += "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova\n";
203 for (int k = 0; k < windows.size(); k++) {
204 float ds = averageQuery[k] / averageRef[k];
205 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";
210 /* F test for differences among variances.
211 * varQuery is expected to be higher or similar than varRef */
212 //float fs = varQuery[query] / varRef[query]; /* F-Snedecor, test for differences of variances */
214 bool results = false;
216 //confidence limit, t - Student, anova
217 outString += "\nWindow\tConfidenceLimit\tt-Student\tAnova\n";
219 for (int k = 0; k < windows.size(); k++) {
221 if (isChimericConfidence[k]) { temp += "*\t"; }
222 else { temp += "\t"; }
224 if (isChimericTStudent[k]) { temp += "*\t"; }
225 else { temp += "\t"; }
227 if (isChimericANOVA[k]) { temp += "*\t"; }
228 else { temp += "\t"; }
230 outString += toString(k+1) + "\t" + temp + "\n";
232 if (temp == "*\t*\t*\t") { results = true; }
237 int length = outString.length();
239 strcpy(buf2, outString.c_str());
241 MPI_File_write_shared(out, buf2, length, MPI_CHAR, &status);
244 m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
245 outAccString += querySeq->getName() + "\n";
247 MPI_Status statusAcc;
248 length = outAccString.length();
250 strcpy(buf, outAccString.c_str());
252 MPI_File_write_shared(outAcc, buf, length, MPI_CHAR, &statusAcc);
256 for (int i = 0; i < closest.size(); i++) { delete closest[i].seq; }
260 catch(exception& e) {
261 m->errorOut(e, "Ccode", "print");
265 //***************************************************************************************************************
266 int Ccode::printMapping(string& output) {
269 int length = output.length();
271 strcpy(buf, output.c_str());
273 MPI_File_write_shared(outMap, buf, length, MPI_CHAR, &status);
276 catch(exception& e) {
277 m->errorOut(e, "Ccode", "printMapping");
282 //***************************************************************************************************************
283 int Ccode::getChimeras(Sequence* query) {
294 sumSquaredRef.clear();
295 sumSquaredQuery.clear();
297 averageQuery.clear();
299 isChimericConfidence.clear();
300 isChimericTStudent.clear();
301 isChimericANOVA.clear();
304 windowSizes = window;
310 //find closest matches to query
311 closest = findClosest(query, numWanted);
313 if (m->control_pressed) { return 0; }
316 for (int i = 0; i < query->getAligned().length(); i++) { spotMap[i] = i; }
318 //mask sequences if the user wants to
320 decalc->setMask(seqMask);
322 decalc->runMask(query);
325 for (int i = 0; i < closest.size(); i++) { decalc->runMask(closest[i].seq); }
327 spotMap = decalc->getMaskMap();
331 vector<Sequence*> temp;
332 for (int i = 0; i < closest.size(); i++) { temp.push_back(closest[i].seq); }
333 temp.push_back(query);
335 createFilter(temp, 0.5);
337 for (int i = 0; i < temp.size(); i++) {
338 if (m->control_pressed) { return 0; }
343 map<int, int> newMap;
346 for (int i = 0; i < filterString.length(); i++) {
347 if (filterString[i] == '1') {
349 newMap[spot] = spotMap[i];
356 //trim sequences - this follows ccodes remove_extra_gaps
357 trimSequences(query);
358 if (m->control_pressed) { return 0; }
360 //windows are equivalent to words - ccode paper recommends windows are between 5% and 20% on alignment length().
361 //Our default will be 10% and we will warn if user tries to use a window above or below these recommendations
362 windows = findWindows();
363 if (m->control_pressed) { return 0; }
365 //remove sequences that are more than 20% different and less than 0.5% different - may want to allow user to specify this later
366 removeBadReferenceSeqs(closest);
367 if (m->control_pressed) { return 0; }
369 //find the averages for each querys references
370 getAverageRef(closest); //fills sumRef, averageRef, sumSquaredRef and refCombo.
371 getAverageQuery(closest, query); //fills sumQuery, averageQuery, sumSquaredQuery.
372 if (m->control_pressed) { return 0; }
374 //find the averages for each querys references
375 findVarianceRef(); //fills varRef and sdRef also sets minimum error rate to 0.001 to avoid divide by 0.
376 if (m->control_pressed) { return 0; }
378 //find the averages for the query
379 findVarianceQuery(); //fills varQuery and sdQuery also sets minimum error rate to 0.001 to avoid divide by 0.
380 if (m->control_pressed) { return 0; }
382 determineChimeras(); //fills anova, isChimericConfidence, isChimericTStudent and isChimericANOVA.
383 if (m->control_pressed) { return 0; }
387 catch(exception& e) {
388 m->errorOut(e, "Ccode", "getChimeras");
392 /***************************************************************************************************************/
393 //ccode algo says it does this to "Removes the initial and final gaps to avoid biases due to incomplete sequences."
394 void Ccode::trimSequences(Sequence* query) {
397 int frontPos = 0; //should contain first position in all seqs that is not a gap character
398 int rearPos = query->getAligned().length();
400 //********find first position in closest seqs that is a non gap character***********//
401 //find first position all query seqs that is a non gap character
402 for (int i = 0; i < closest.size(); i++) {
404 string aligned = closest[i].seq->getAligned();
407 //find first spot in this seq
408 for (int j = 0; j < aligned.length(); j++) {
409 if (isalpha(aligned[j])) {
415 //save this spot if it is the farthest
416 if (pos > frontPos) { frontPos = pos; }
419 //find first position all querySeq[query] that is a non gap character
420 string aligned = query->getAligned();
423 //find first spot in this seq
424 for (int j = 0; j < aligned.length(); j++) {
425 if (isalpha(aligned[j])) {
431 //save this spot if it is the farthest
432 if (pos > frontPos) { frontPos = pos; }
435 //********find last position in closest seqs that is a non gap character***********//
436 for (int i = 0; i < closest.size(); i++) {
438 string aligned = closest[i].seq->getAligned();
439 int pos = aligned.length();
441 //find first spot in this seq
442 for (int j = aligned.length()-1; j >= 0; j--) {
443 if (isalpha(aligned[j])) {
449 //save this spot if it is the farthest
450 if (pos < rearPos) { rearPos = pos; }
453 //find last position all querySeqs[query] that is a non gap character
454 aligned = query->getAligned();
455 pos = aligned.length();
457 //find first spot in this seq
458 for (int j = aligned.length()-1; j >= 0; j--) {
459 if (isalpha(aligned[j])) {
465 //save this spot if it is the farthest
466 if (pos < rearPos) { rearPos = pos; }
469 //check to make sure that is not whole seq
470 if ((rearPos - frontPos - 1) <= 0) { m->mothurOut("Error, when I trim your sequences, the entire sequence is trimmed."); m->mothurOutEndLine(); exit(1); }
472 map<int, int> tempTrim;
473 tempTrim[frontPos] = rearPos;
475 //save trimmed locations
479 map<int, int> newMap;
482 for (int i = frontPos; i < rearPos; i++) {
484 newMap[spot] = spotMap[i];
489 catch(exception& e) {
490 m->errorOut(e, "Ccode", "trimSequences");
494 /***************************************************************************************************************/
495 vector<int> Ccode::findWindows() {
501 int length = it->second - it->first;
503 //default is wanted = 10% of total length
504 if (windowSizes > length) {
505 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.");
506 windowSizes = length / 10;
507 }else if (windowSizes == 0) { windowSizes = length / 10; }
508 else if (windowSizes > (length * 0.20)) {
509 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();
510 }else if (windowSizes < (length * 0.05)) {
511 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();
514 //save starting points of each window
515 for (int m = it->first; m < (it->second-windowSizes); m+=windowSizes) { win.push_back(m); }
518 if (win[win.size()-1] < (it->first+length)) {
519 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
520 } //with this you would get 1,25,50,75,100
524 catch(exception& e) {
525 m->errorOut(e, "Ccode", "findWindows");
529 //***************************************************************************************************************
530 int Ccode::getDiff(string seqA, string seqB) {
535 for (int i = 0; i < seqA.length(); i++) {
536 //if you are both not gaps
537 //if (isalpha(seqA[i]) && isalpha(seqA[i])) {
539 if (seqA[i] != seqB[i]) {
540 int ok; /* ok=1 means equivalent base. Checks for degenerate bases */
542 /* the char in base_a and base_b have been checked and they are different */
543 if ((seqA[i] == 'N') && (seqB[i] != '-')) ok = 1;
544 else if ((seqB[i] == 'N') && (seqA[i] != '-')) ok = 1;
545 else if ((seqA[i] == 'Y') && ((seqB[i] == 'C') || (seqB[i] == 'T'))) ok = 1;
546 else if ((seqB[i] == 'Y') && ((seqA[i] == 'C') || (seqA[i] == 'T'))) ok = 1;
547 else if ((seqA[i] == 'R') && ((seqB[i] == 'G') || (seqB[i] == 'A'))) ok = 1;
548 else if ((seqB[i] == 'R') && ((seqA[i] == 'G') || (seqA[i] == 'A'))) ok = 1;
549 else if ((seqA[i] == 'S') && ((seqB[i] == 'C') || (seqB[i] == 'G'))) ok = 1;
550 else if ((seqB[i] == 'S') && ((seqA[i] == 'C') || (seqA[i] == 'G'))) ok = 1;
551 else if ((seqA[i] == 'W') && ((seqB[i] == 'T') || (seqB[i] == 'A'))) ok = 1;
552 else if ((seqB[i] == 'W') && ((seqA[i] == 'T') || (seqA[i] == 'A'))) ok = 1;
553 else if ((seqA[i] == 'M') && ((seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
554 else if ((seqB[i] == 'M') && ((seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
555 else if ((seqA[i] == 'K') && ((seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
556 else if ((seqB[i] == 'K') && ((seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
557 else if ((seqA[i] == 'V') && ((seqB[i] == 'C') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
558 else if ((seqB[i] == 'V') && ((seqA[i] == 'C') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
559 else if ((seqA[i] == 'H') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
560 else if ((seqB[i] == 'H') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
561 else if ((seqA[i] == 'D') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
562 else if ((seqB[i] == 'D') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
563 else if ((seqA[i] == 'B') && ((seqB[i] == 'C') || (seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
564 else if ((seqB[i] == 'B') && ((seqA[i] == 'C') || (seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
565 else ok = 0; /* the bases are different and not equivalent */
567 //check if they are both blanks
568 if ((seqA[i] == '.') && (seqB[i] == '-')) ok = 1;
569 else if ((seqB[i] == '.') && (seqA[i] == '-')) ok = 1;
571 if (ok == 0) { numDiff++; }
579 catch(exception& e) {
580 m->errorOut(e, "Ccode", "getDiff");
584 //***************************************************************************************************************
585 //tried to make this look most like ccode original implementation
586 void Ccode::removeBadReferenceSeqs(vector<SeqDist>& seqs) {
589 vector< vector<int> > numDiffBases;
590 numDiffBases.resize(seqs.size());
592 for (int i = 0; i < numDiffBases.size(); i++) { numDiffBases[i].resize(seqs.size(),0); }
595 int length = it->second - it->first;
597 //calc differences from each sequence to everyother seq in the set
598 for (int i = 0; i < seqs.size(); i++) {
600 string seqA = seqs[i].seq->getAligned().substr(it->first, length);
602 //so you don't calc i to j and j to i since they are the same
603 for (int j = 0; j < i; j++) {
605 string seqB = seqs[j].seq->getAligned().substr(it->first, length);
608 int numDiff = getDiff(seqA, seqB);
610 numDiffBases[i][j] = numDiff;
611 numDiffBases[j][i] = numDiff;
615 //initailize remove to 0
616 vector<int> remove; remove.resize(seqs.size(), 0);
617 float top = ((20*length) / (float) 100);
618 float bottom = ((0.5*length) / (float) 100);
620 //check each numDiffBases and if any are higher than threshold set remove to 1 so you can remove those seqs from the closest set
621 for (int i = 0; i < numDiffBases.size(); i++) {
622 for (int j = 0; j < i; j++) {
623 //are you more than 20% different
624 if (numDiffBases[i][j] > top) { remove[j] = 1; }
625 //are you less than 0.5% different
626 if (numDiffBases[i][j] < bottom) { remove[j] = 1; }
632 //count seqs that are not going to be removed
633 for (int i = 0; i < remove.size(); i++) {
634 if (remove[i] == 0) { numSeqsLeft++; }
637 //if you have enough then remove bad ones
638 if (numSeqsLeft >= 3) {
639 vector<SeqDist> goodSeqs;
641 for (int i = 0; i < remove.size(); i++) {
642 if (remove[i] == 0) {
643 goodSeqs.push_back(seqs[i]);
649 }else { //warn, but dont remove any
650 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();
654 catch(exception& e) {
655 m->errorOut(e, "Ccode", "removeBadReferenceSeqs");
659 //***************************************************************************************************************
660 //makes copy of templateseq for filter
661 vector<SeqDist> Ccode::findClosest(Sequence* q, int numWanted) {
664 vector<SeqDist> topMatches;
666 Sequence query = *(q);
668 //calc distance to each sequence in template seqs
669 for (int i = 0; i < templateSeqs.size(); i++) {
671 Sequence ref = *(templateSeqs[i]);
674 distCalc->calcDist(query, ref);
675 float dist = distCalc->getDist();
679 temp.seq = new Sequence(templateSeqs[i]->getName(), templateSeqs[i]->getAligned());
682 topMatches.push_back(temp);
685 sort(topMatches.begin(), topMatches.end(), compareSeqDist);
687 for (int i = numWanted; i < topMatches.size(); i++) { delete topMatches[i].seq; }
689 topMatches.resize(numWanted);
694 catch(exception& e) {
695 m->errorOut(e, "Ccode", "findClosestSides");
699 /**************************************************************************************************/
700 //find the distances from each reference sequence to every other reference sequence for each window for this query
701 void Ccode::getAverageRef(vector<SeqDist> ref) {
704 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.
706 //initialize diffs vector
707 diffs.resize(ref.size());
708 for (int i = 0; i < diffs.size(); i++) {
709 diffs[i].resize(ref.size());
710 for (int j = 0; j < diffs[i].size(); j++) {
711 diffs[i][j].resize(windows.size(), 0);
717 //find the distances from each reference sequence to every other reference sequence for each window for this query
718 for (int i = 0; i < ref.size(); i++) {
720 string refI = ref[i].seq->getAligned();
722 //j<i, so you don't find distances from i to j and then j to i.
723 for (int j = 0; j < i; j++) {
725 string refJ = ref[j].seq->getAligned();
727 for (int k = 0; k < windows.size(); k++) {
729 string refIWindowk, refJWindowk;
731 if (k < windows.size()-1) {
733 refIWindowk = refI.substr(windows[k], windowSizes);
734 refJWindowk = refJ.substr(windows[k], windowSizes);
735 }else { //last window may be smaller than rest - see findwindows
737 refIWindowk = refI.substr(windows[k], (it->second-windows[k]));
738 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
742 int diff = getDiff(refIWindowk, refJWindowk);
744 //save differences in [i][j][k] and [j][i][k] since they are the same
745 diffs[i][j][k] = diff;
746 diffs[j][i][k] = diff;
754 //initialize sumRef for this query
755 sumRef.resize(windows.size(), 0);
756 sumSquaredRef.resize(windows.size(), 0);
757 averageRef.resize(windows.size(), 0);
759 //find the sum of the differences for hte reference sequences
760 for (int i = 0; i < diffs.size(); i++) {
761 for (int j = 0; j < i; j++) {
763 //increment this querys reference sequences combos
766 for (int k = 0; k < diffs[i][j].size(); k++) {
767 sumRef[k] += diffs[i][j][k];
768 sumSquaredRef[k] += (diffs[i][j][k]*diffs[i][j][k]);
775 //find the average of the differences for the references for each window
776 for (int i = 0; i < windows.size(); i++) {
777 averageRef[i] = sumRef[i] / (float) refCombo;
781 catch(exception& e) {
782 m->errorOut(e, "Ccode", "getAverageRef");
786 /**************************************************************************************************/
787 void Ccode::getAverageQuery (vector<SeqDist> ref, Sequence* query) {
790 vector< vector<int> > diffs; //diffs[1][2] is the number of differences between querySeqs[query] and ref seq 1 at window 2.
792 //initialize diffs vector
793 diffs.resize(ref.size());
794 for (int j = 0; j < diffs.size(); j++) {
795 diffs[j].resize(windows.size(), 0);
800 string refQuery = query->getAligned();
802 //j<i, so you don't find distances from i to j and then j to i.
803 for (int j = 0; j < ref.size(); j++) {
805 string refJ = ref[j].seq->getAligned();
807 for (int k = 0; k < windows.size(); k++) {
809 string QueryWindowk, refJWindowk;
811 if (k < windows.size()-1) {
813 QueryWindowk = refQuery.substr(windows[k], windowSizes);
814 refJWindowk = refJ.substr(windows[k], windowSizes);
815 }else { //last window may be smaller than rest - see findwindows
817 QueryWindowk = refQuery.substr(windows[k], (it->second-windows[k]));
818 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
822 int diff = getDiff(QueryWindowk, refJWindowk);
831 //initialize sumRef for this query
832 sumQuery.resize(windows.size(), 0);
833 sumSquaredQuery.resize(windows.size(), 0);
834 averageQuery.resize(windows.size(), 0);
836 //find the sum of the differences
837 for (int j = 0; j < diffs.size(); j++) {
838 for (int k = 0; k < diffs[j].size(); k++) {
839 sumQuery[k] += diffs[j][k];
840 sumSquaredQuery[k] += (diffs[j][k]*diffs[j][k]);
845 //find the average of the differences for the references for each window
846 for (int i = 0; i < windows.size(); i++) {
847 averageQuery[i] = sumQuery[i] / (float) ref.size();
850 catch(exception& e) {
851 m->errorOut(e, "Ccode", "getAverageQuery");
855 /**************************************************************************************************/
856 void Ccode::findVarianceRef() {
859 varRef.resize(windows.size(), 0);
860 sdRef.resize(windows.size(), 0);
863 for (int i = 0; i < windows.size(); i++) {
864 varRef[i] = (sumSquaredRef[i] - ((sumRef[i]*sumRef[i])/(float)refCombo)) / (float)(refCombo-1);
865 sdRef[i] = sqrt(varRef[i]);
867 //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
868 if (averageRef[i] < 0.001) { averageRef[i] = 0.001; }
869 if (sumRef[i] < 0.001) { sumRef[i] = 0.001; }
870 if (varRef[i] < 0.001) { varRef[i] = 0.001; }
871 if (sumSquaredRef[i] < 0.001) { sumSquaredRef[i] = 0.001; }
872 if (sdRef[i] < 0.001) { sdRef[i] = 0.001; }
876 catch(exception& e) {
877 m->errorOut(e, "Ccode", "findVarianceRef");
881 /**************************************************************************************************/
882 void Ccode::findVarianceQuery() {
884 varQuery.resize(windows.size(), 0);
885 sdQuery.resize(windows.size(), 0);
888 for (int i = 0; i < windows.size(); i++) {
889 varQuery[i] = (sumSquaredQuery[i] - ((sumQuery[i]*sumQuery[i])/(float) closest.size())) / (float) (closest.size()-1);
890 sdQuery[i] = sqrt(varQuery[i]);
892 //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
893 if (averageQuery[i] < 0.001) { averageQuery[i] = 0.001; }
894 if (sumQuery[i] < 0.001) { sumQuery[i] = 0.001; }
895 if (varQuery[i] < 0.001) { varQuery[i] = 0.001; }
896 if (sumSquaredQuery[i] < 0.001) { sumSquaredQuery[i] = 0.001; }
897 if (sdQuery[i] < 0.001) { sdQuery[i] = 0.001; }
901 catch(exception& e) {
902 m->errorOut(e, "Ccode", "findVarianceQuery");
906 /**************************************************************************************************/
907 void Ccode::determineChimeras() {
910 isChimericConfidence.resize(windows.size(), false);
911 isChimericTStudent.resize(windows.size(), false);
912 isChimericANOVA.resize(windows.size(), false);
913 anova.resize(windows.size());
917 for (int i = 0; i < windows.size(); i++) {
919 //get confidence limits
920 float t = getT(closest.size()-1); //how many seqs you are comparing to this querySeq
921 float dsUpper = (averageQuery[i] + (t * sdQuery[i])) / averageRef[i];
922 float dsLower = (averageQuery[i] - (t * sdQuery[i])) / averageRef[i];
924 if ((dsUpper > 1.0) && (dsLower > 1.0) && (averageQuery[i] > averageRef[i])) { /* range does not include 1 */
925 isChimericConfidence[i] = true; /* significantly higher at P<0.05 */
930 int degreeOfFreedom = refCombo + closest.size() - 2;
931 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 */
933 float ts = fabs((averageQuery[i] - averageRef[i]) / (sqrt(denomForT))); /* value of ts for t-student test */
934 t = getT(degreeOfFreedom);
936 if ((ts >= t) && (averageQuery[i] > averageRef[i])) {
937 isChimericTStudent[i] = true; /* significantly higher at P<0.05 */
941 float value1 = sumQuery[i] + sumRef[i];
942 float value2 = sumSquaredQuery[i] + sumSquaredRef[i];
943 float value3 = ((sumQuery[i]*sumQuery[i]) / (float) (closest.size())) + ((sumRef[i] * sumRef[i]) / (float) refCombo);
944 float value4 = (value1 * value1) / ( (float) (closest.size() + refCombo) );
945 float value5 = value2 - value4;
946 float value6 = value3 - value4;
947 float value7 = value5 - value6;
948 float value8 = value7 / ((float) degreeOfFreedom);
949 float anovaValue = value6 / value8;
951 float f = getF(degreeOfFreedom);
953 if ((anovaValue >= f) && (averageQuery[i] > averageRef[i])) {
954 isChimericANOVA[i] = true; /* significant P<0.05 */
957 if (isnan(anovaValue) || isinf(anovaValue)) { anovaValue = 0.0; }
959 anova[i] = anovaValue;
963 catch(exception& e) {
964 m->errorOut(e, "Ccode", "determineChimeras");
968 /**************************************************************************************************/
969 float Ccode::getT(int numseq) {
974 /* t-student critical values for different degrees of freedom and alpha 0.1 in one-tail tests (equivalent to 0.05) */
975 if (numseq > 120) tvalue = 1.645;
976 else if (numseq > 60) tvalue = 1.658;
977 else if (numseq > 40) tvalue = 1.671;
978 else if (numseq > 30) tvalue = 1.684;
979 else if (numseq > 29) tvalue = 1.697;
980 else if (numseq > 28) tvalue = 1.699;
981 else if (numseq > 27) tvalue = 1.701;
982 else if (numseq > 26) tvalue = 1.703;
983 else if (numseq > 25) tvalue = 1.706;
984 else if (numseq > 24) tvalue = 1.708;
985 else if (numseq > 23) tvalue = 1.711;
986 else if (numseq > 22) tvalue = 1.714;
987 else if (numseq > 21) tvalue = 1.717;
988 else if (numseq > 20) tvalue = 1.721;
989 else if (numseq > 19) tvalue = 1.725;
990 else if (numseq > 18) tvalue = 1.729;
991 else if (numseq > 17) tvalue = 1.734;
992 else if (numseq > 16) tvalue = 1.740;
993 else if (numseq > 15) tvalue = 1.746;
994 else if (numseq > 14) tvalue = 1.753;
995 else if (numseq > 13) tvalue = 1.761;
996 else if (numseq > 12) tvalue = 1.771;
997 else if (numseq > 11) tvalue = 1.782;
998 else if (numseq > 10) tvalue = 1.796;
999 else if (numseq > 9) tvalue = 1.812;
1000 else if (numseq > 8) tvalue = 1.833;
1001 else if (numseq > 7) tvalue = 1.860;
1002 else if (numseq > 6) tvalue = 1.895;
1003 else if (numseq > 5) tvalue = 1.943;
1004 else if (numseq > 4) tvalue = 2.015;
1005 else if (numseq > 3) tvalue = 2.132;
1006 else if (numseq > 2) tvalue = 2.353;
1007 else if (numseq > 1) tvalue = 2.920;
1008 else if (numseq <= 1) {
1009 m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1014 catch(exception& e) {
1015 m->errorOut(e, "Ccode", "getT");
1019 /**************************************************************************************************/
1020 float Ccode::getF(int numseq) {
1025 /* F-Snedecor critical values for v1=1 and different degrees of freedom v2 and alpha 0.05 */
1026 if (numseq > 120) fvalue = 3.84;
1027 else if (numseq > 60) fvalue = 3.92;
1028 else if (numseq > 40) fvalue = 4.00;
1029 else if (numseq > 30) fvalue = 4.08;
1030 else if (numseq > 29) fvalue = 4.17;
1031 else if (numseq > 28) fvalue = 4.18;
1032 else if (numseq > 27) fvalue = 4.20;
1033 else if (numseq > 26) fvalue = 4.21;
1034 else if (numseq > 25) fvalue = 4.23;
1035 else if (numseq > 24) fvalue = 4.24;
1036 else if (numseq > 23) fvalue = 4.26;
1037 else if (numseq > 22) fvalue = 4.28;
1038 else if (numseq > 21) fvalue = 4.30;
1039 else if (numseq > 20) fvalue = 4.32;
1040 else if (numseq > 19) fvalue = 4.35;
1041 else if (numseq > 18) fvalue = 4.38;
1042 else if (numseq > 17) fvalue = 4.41;
1043 else if (numseq > 16) fvalue = 4.45;
1044 else if (numseq > 15) fvalue = 4.49;
1045 else if (numseq > 14) fvalue = 4.54;
1046 else if (numseq > 13) fvalue = 4.60;
1047 else if (numseq > 12) fvalue = 4.67;
1048 else if (numseq > 11) fvalue = 4.75;
1049 else if (numseq > 10) fvalue = 4.84;
1050 else if (numseq > 9) fvalue = 4.96;
1051 else if (numseq > 8) fvalue = 5.12;
1052 else if (numseq > 7) fvalue = 5.32;
1053 else if (numseq > 6) fvalue = 5.59;
1054 else if (numseq > 5) fvalue = 5.99;
1055 else if (numseq > 4) fvalue = 6.61;
1056 else if (numseq > 3) fvalue = 7.71;
1057 else if (numseq > 2) fvalue = 10.1;
1058 else if (numseq > 1) fvalue = 18.5;
1059 else if (numseq > 0) fvalue = 161;
1060 else if (numseq <= 0) {
1061 m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1066 catch(exception& e) {
1067 m->errorOut(e, "Ccode", "getF");
1071 //***************************************************************************************************************