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evaluator.cpp
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725 lines (650 loc) · 20.8 KB
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#include "evaluator.h"
#include "fastqreader.h"
#include <map>
#include <memory.h>
#include "nucleotidetree.h"
#include "knownadapters.h"
Evaluator::Evaluator(Options* opt){
mOptions = opt;
}
Evaluator::~Evaluator(){
}
bool Evaluator::isOneOrTwoColorSystem() {
FastqReader reader(mOptions->in1);
Read* r = reader.read();
if(!r)
return false;
// NEXTSEQ500, NEXTSEQ 550/550DX, NOVASEQ [2-color-system]
// iSeq 100 [1-color-system]
if(starts_with(r->mName, "@NS") || starts_with(r->mName, "@NB") || starts_with(r->mName, "@NDX") || starts_with(r->mName, "@A0") || starts_with(r->mName, "@FS")) {
delete r;
return true;
}
delete r;
return false;
}
void Evaluator::evaluateSeqLen() {
if(!mOptions->in1.empty())
mOptions->seqLen1 = computeSeqLen(mOptions->in1);
if(!mOptions->in2.empty())
mOptions->seqLen2 = computeSeqLen(mOptions->in2);
}
int Evaluator::computeSeqLen(string filename) {
FastqReader reader(filename);
long records = 0;
bool reachedEOF = false;
// get seqlen
int seqlen=0;
while(records < 1000) {
Read* r = reader.read();
if(!r) {
reachedEOF = true;
break;
}
int rlen = r->length();
if(rlen > seqlen)
seqlen = rlen;
records ++;
delete r;
}
return seqlen;
}
void Evaluator::computeOverRepSeq(string filename, map<string, long>& hotseqs, int seqlen) {
FastqReader reader(filename);
map<string, long> seqCounts;
const long BASE_LIMIT = 151 * 10000;
long records = 0;
long bases = 0;
bool reachedEOF = false;
while(bases < BASE_LIMIT) {
Read* r = reader.read();
if(!r) {
reachedEOF = true;
break;
}
int rlen = r->length();
bases += rlen;
records ++;
// 10, 20, 40, 80, 150
int steps[5] = {10, 20, 40, 100, min(150,seqlen-2)};
for(int s=0; s<5; s++) {
int step = steps[s];
for(int i=0; i<rlen-step; i++) {
string seq = r->mSeq->substr(i, step);
if(seqCounts.count(seq)>0)
seqCounts[seq]++;
else
seqCounts[seq]=1;
}
}
delete r;
}
map<string, long>::iterator iter;
for(iter = seqCounts.begin(); iter!=seqCounts.end(); iter++) {
string seq = iter->first;
long count = iter->second;
if(seq.length() >= seqlen-1) {
if(count >= 3) {
hotseqs[seq]=count;
}
} else if(seq.length() >= 100) {
if(count >= 5) {
hotseqs[seq]=count;
}
} else if(seq.length() >= 40) {
if(count >= 20) {
hotseqs[seq]=count;
}
} else if(seq.length() >= 20) {
if(count >= 100) {
hotseqs[seq]=count;
}
} else if(seq.length() >= 10) {
if(count >= 500) {
hotseqs[seq]=count;
}
}
}
// remove substrings
map<string, long>::iterator iter2;
iter = hotseqs.begin();
while(iter!=hotseqs.end()) {
string seq = iter->first;
long count = iter->second;
bool isSubString = false;
for(iter2 = hotseqs.begin(); iter2!=hotseqs.end(); iter2++) {
string seq2 = iter2->first;
long count2 = iter2->second;
if(seq != seq2 && seq2.find(seq) != string::npos && count / count2 < 10) {
isSubString = true;
break;
}
}
if(isSubString) {
hotseqs.erase(iter++);
} else {
iter++;
}
}
// output for test
/*for(iter = hotseqs.begin(); iter!=hotseqs.end(); iter++) {
cerr << iter->first << ": " << iter->second << endl;
}*/
}
void Evaluator::evaluateOverRepSeqs() {
if(!mOptions->in1.empty())
computeOverRepSeq(mOptions->in1, mOptions->overRepSeqs1, mOptions->seqLen1);
if(!mOptions->in2.empty())
computeOverRepSeq(mOptions->in2, mOptions->overRepSeqs2, mOptions->seqLen2);
}
void Evaluator::evaluateReadNum(long& readNum) {
FastqReader reader(mOptions->in1);
const long READ_LIMIT = 512*1024;
const long BASE_LIMIT = 151 * 512*1024;
long records = 0;
long bases = 0;
size_t firstReadPos = 0;
size_t bytesRead;
size_t bytesTotal;
bool reachedEOF = false;
bool first = true;
while(records < READ_LIMIT && bases < BASE_LIMIT) {
Read* r = reader.read();
if(!r) {
reachedEOF = true;
break;
}
if(first) {
reader.getBytes(bytesRead, bytesTotal);
firstReadPos = bytesRead;
first = false;
}
records++;
bases += r->length();
delete r;
}
readNum = 0;
if(reachedEOF){
readNum = records;
} else if(records>0) {
// by the way, update readNum so we don't need to evaluate it if splitting output is enabled
reader.getBytes(bytesRead, bytesTotal);
double bytesPerRead = (double)(bytesRead - firstReadPos) / (double) records;
// increase it by 1% since the evaluation is usually a bit lower due to bad quality causes lower compression rate
readNum = (long) (bytesTotal*1.01 / bytesPerRead);
}
}
// Depreciated
string Evaluator::evalAdapterAndReadNumDepreciated(long& readNum) {
FastqReader reader(mOptions->in1);
// stat up to 1M reads
const long READ_LIMIT = 1024*1024;
const long BASE_LIMIT = 151 * READ_LIMIT;
long records = 0;
long bases = 0;
size_t firstReadPos = 0;
size_t bytesRead;
size_t bytesTotal;
// we have to shift last cycle for evaluation since it is so noisy, especially for Illumina data
const int shiftTail = max(1, mOptions->trim.tail1);
// we count the last [2, 9] bp of each read
// why we add trim_tail here? since the last cycle are usually with low quality and should be trimmed
const int keylen = 10;
int size = 1 << (keylen*2 );
unsigned int* counts = new unsigned int[size];
memset(counts, 0, sizeof(unsigned int)*size);
bool reachedEOF = false;
bool first = true;
while(records < READ_LIMIT && bases < BASE_LIMIT) {
Read* r = reader.read();
if(!r) {
reachedEOF = true;
break;
}
if(first) {
reader.getBytes(bytesRead, bytesTotal);
firstReadPos = bytesRead;
first = false;
}
int rlen = r->length();
bases += rlen;
if(rlen < keylen + 1 + shiftTail)
continue;
const char* data = r->mSeq->c_str();
bool valid = true;
unsigned int key = 0;
for(int i=0; i<keylen; i++) {
key = (key << 2);
char base = data[rlen - keylen - shiftTail + i];
switch (base) {
case 'A':
key += 0;
break;
case 'T':
key += 1;
break;
case 'C':
key += 2;
break;
case 'G':
key += 3;
break;
default:
// N or anything else
valid = false;
break;
}
if(!valid)
break;
}
if(valid) {
counts[key]++;
records++;
}
delete r;
}
readNum = 0;
if(reachedEOF){
readNum = records;
} else if(records>0) {
// by the way, update readNum so we don't need to evaluate it if splitting output is enabled
reader.getBytes(bytesRead, bytesTotal);
double bytesPerRead = (double)(bytesRead - firstReadPos) / (double) records;
// increase it by 1% since the evaluation is usually a bit lower due to bad quality causes lower compression rate
readNum = (long) (bytesTotal*1.01 / bytesPerRead);
}
// we need at least 10000 valid records to evaluate
if(records < 10000) {
delete[] counts;
return "";
}
int repeatReq = 0.0001 * records;
// initialize candidates
map<string, unsigned int> candidates;
for(int i=0; i<size; i++) {
if(counts[i] >= repeatReq) {
string seq = int2seq(i, keylen);
// remove low complexity seq
int diff = 0;
for(int s=0; s<seq.length() - 1; s++) {
if(seq[s] != seq[s+1])
diff++;
}
if(diff >=2){
candidates[seq] = counts[i];
//cerr << seq << ": " << candidates[seq] << endl;
}
}
}
map<string, unsigned int>::iterator iter;
// remove the fake ones have only first base different
vector<string> needToDelete;
for(iter = candidates.begin(); iter!=candidates.end(); iter++) {
string seq = iter->first;
char bases[4] = {'A', 'T', 'C', 'G'};
int num = 0;
for(int b=0; b<4; b++) {
seq[0] = bases[b];
if(candidates.count(seq) > 0)
num++;
}
if(num >=2 ) {
needToDelete.push_back(iter->first);
}
}
for(int i=0; i<needToDelete.size(); i++) {
candidates.erase(needToDelete[i]);
}
map<string, unsigned int>::iterator iter1;
map<string, unsigned int>::iterator iter2;
while(true) {
bool changed = false;
for(iter1 = candidates.begin(); iter1!=candidates.end(); iter1++) {
bool aligned = false;
for(iter2 = candidates.begin(); iter2!=candidates.end(); iter2++) {
if(iter1 == iter2)
continue;
string a1 = iter1->first;
string a2 = iter2->first;
int len1 = a1.length();
int len2 = a2.length();
int overlap = keylen - 1;
//cerr << a1 << ":" << a2 << endl;
// check identidal
bool identical = true;
for(int o=0; o<overlap; o++) {
identical &= (a1[len1 - overlap + o] == a2[o]);
}
if(identical) {
// merge them
string mergedAdapter = a1 + a2.substr(overlap, len2-overlap);
int mergedCount = iter1->second + iter2->second;
candidates.erase(a1);
candidates.erase(a2);
candidates[mergedAdapter] = mergedCount;
aligned = true;
break;
}
}
if(aligned) {
changed = true;
break;
}
}
if(changed == false)
break;
}
// find the longest adapter
int largest = 0;
string finalAdapter = "";
for(iter = candidates.begin(); iter!=candidates.end(); iter++) {
if(iter->second > largest) {
largest = iter->second;
finalAdapter = iter->first;
}
}
delete[] counts;
if(finalAdapter.length() > 60)
finalAdapter.resize(60);
string matchedAdapter = matchKnownAdapter(finalAdapter);
if(!matchedAdapter.empty()) {
map<string, string> knownAdapters = getKnownAdapter();
cerr << knownAdapters[matchedAdapter] << ": " << matchedAdapter << endl;
return matchedAdapter;
} else {
cerr << finalAdapter << endl;
return finalAdapter;
}
}
string Evaluator::evalAdapterAndReadNum(long& readNum, bool isR2) {
string filename = mOptions->in1;
if(isR2)
filename = mOptions->in2;
FastqReader reader(filename);
// stat up to 256K reads
const long READ_LIMIT = 256*1024;
const long BASE_LIMIT = 151 * READ_LIMIT;
long records = 0;
long bases = 0;
size_t firstReadPos = 0;
size_t bytesRead;
size_t bytesTotal;
Read** loadedReads = new Read*[READ_LIMIT];
memset(loadedReads, 0, sizeof(Read*)*READ_LIMIT);
bool reachedEOF = false;
bool first = true;
while(records < READ_LIMIT && bases < BASE_LIMIT) {
Read* r = reader.read();
if(!r) {
reachedEOF = true;
break;
}
if(first) {
reader.getBytes(bytesRead, bytesTotal);
firstReadPos = bytesRead;
first = false;
}
int rlen = r->length();
bases += rlen;
loadedReads[records] = r;
records++;
}
readNum = 0;
if(reachedEOF){
readNum = records;
} else if(records>0) {
// by the way, update readNum so we don't need to evaluate it if splitting output is enabled
reader.getBytes(bytesRead, bytesTotal);
double bytesPerRead = (double)(bytesRead - firstReadPos) / (double) records;
// increase it by 1% since the evaluation is usually a bit lower due to bad quality causes lower compression rate
readNum = (long) (bytesTotal*1.01 / bytesPerRead);
}
// we need at least 10000 valid records to evaluate
if(records < 10000) {
for(int r=0; r<records; r++) {
delete loadedReads[r];
loadedReads[r] = NULL;
}
delete[] loadedReads;
return "";
}
// we have to shift last cycle for evaluation since it is so noisy, especially for Illumina data
const int shiftTail = max(1, mOptions->trim.tail1);
// why we add trim_tail here? since the last cycle are usually with low quality and should be trimmed
const int keylen = 10;
int size = 1 << (keylen*2 );
unsigned int* counts = new unsigned int[size];
memset(counts, 0, sizeof(unsigned int)*size);
for(int i=0; i<records; i++) {
Read* r = loadedReads[i];
const char* data = r->mSeq->c_str();
int key = -1;
for(int pos = 20; pos <= r->length()-keylen-shiftTail; pos++) {
key = seq2int(r->mSeq, pos, keylen, key);
if(key >= 0) {
counts[key]++;
}
}
}
// set AAAAAAAAAA = 0;
counts[0] = 0;
// get the top N
const int topnum = 10;
int topkeys[topnum] = {0};
long total = 0;
for(int k=0; k<size; k++) {
int atcg[4] = {0};
for(int i=0; i<keylen; i++) {
int baseOfBit = (k >> (i*2)) & 0x03;
atcg[baseOfBit]++;
}
bool lowComplexity = false;
for(int b=0; b<4; b++) {
if(atcg[b] >= keylen-4)
lowComplexity=true;
}
if(lowComplexity)
continue;
// too many GC
if(atcg[2] + atcg[3] >= keylen-2)
continue;
// starts with GGGG
if( k>>12 == 0xff)
continue;
unsigned int val = counts[k];
total += val;
for(int t=topnum-1; t>=0; t--) {
// reach the middle
if(val < counts[topkeys[t]]){
if(t<topnum-1) {
for(int m=topnum-1; m>t+1; m--) {
topkeys[m] = topkeys[m-1];
}
topkeys[t+1] = k;
}
break;
} else if(t == 0) { // reach the top
for(int m=topnum-1; m>t; m--) {
topkeys[m] = topkeys[m-1];
}
topkeys[t] = k;
}
}
}
const int FOLD_THRESHOLD = 20;
for(int t=0; t<topnum; t++) {
int key = topkeys[t];
string seq = int2seq(key, keylen);
if(key == 0)
continue;
long count = counts[key];
if(count<10 || count*size < total * FOLD_THRESHOLD)
break;
// skip low complexity seq
int diff = 0;
for(int s=0; s<seq.length() - 1; s++) {
if(seq[s] != seq[s+1])
diff++;
}
if(diff <3){
continue;
}
string adapter = getAdapterWithSeed(key, loadedReads, records, keylen);
if(!adapter.empty()){
delete[] counts;
for(int r=0; r<records; r++) {
delete loadedReads[r];
loadedReads[r] = NULL;
}
delete[] loadedReads;
return adapter;
}
}
delete[] counts;
for(int r=0; r<records; r++) {
delete loadedReads[r];
loadedReads[r] = NULL;
}
delete[] loadedReads;
return "";
}
string Evaluator::getAdapterWithSeed(int seed, Read** loadedReads, long records, int keylen) {
// we have to shift last cycle for evaluation since it is so noisy, especially for Illumina data
const int shiftTail = max(1, mOptions->trim.tail1);
NucleotideTree forwardTree(mOptions);
// forward search
for(int i=0; i<records; i++) {
Read* r = loadedReads[i];
const char* data = r->mSeq->c_str();
int key = -1;
for(int pos = 20; pos <= r->length()-keylen-shiftTail; pos++) {
key = seq2int(r->mSeq, pos, keylen, key);
if(key == seed) {
forwardTree.addSeq(r->mSeq->substr(pos+keylen, r->length()-keylen-shiftTail-pos));
}
}
}
bool reachedLeaf = true;
string forwardPath = forwardTree.getDominantPath(reachedLeaf);
NucleotideTree backwardTree(mOptions);
// backward search
for(int i=0; i<records; i++) {
Read* r = loadedReads[i];
const char* data = r->mSeq->c_str();
int key = -1;
for(int pos = 20; pos <= r->length()-keylen-shiftTail; pos++) {
key = seq2int(r->mSeq, pos, keylen, key);
if(key == seed) {
string seq = r->mSeq->substr(0, pos);
string rcseq = reverse(seq);
backwardTree.addSeq(rcseq);
}
}
}
string backwardPath = backwardTree.getDominantPath(reachedLeaf);
string adapter = reverse(backwardPath) + int2seq(seed, keylen) + forwardPath;
if(adapter.length()>60)
adapter.resize(60);
string matchedAdapter = matchKnownAdapter(adapter);
if(!matchedAdapter.empty()) {
map<string, string> knownAdapters = getKnownAdapter();
cerr << knownAdapters[matchedAdapter] << endl << matchedAdapter << endl;
return matchedAdapter;
} else {
if(reachedLeaf) {
cerr << adapter << endl;
return adapter;
} else {
return "";
}
}
}
string Evaluator::matchKnownAdapter(string seq) {
map<string, string> knownAdapters = getKnownAdapter();
map<string, string>::iterator iter;
for(iter = knownAdapters.begin(); iter != knownAdapters.end(); iter++) {
string adapter = iter->first;
string desc = iter->second;
if(seq.length()<adapter.length()) {
continue;
}
int diff = 0;
for(int i=0; i<adapter.length() && i<seq.length(); i++) {
if(adapter[i] != seq[i])
diff++;
}
if(diff == 0)
return adapter;
}
return "";
}
string Evaluator::int2seq(unsigned int val, int seqlen) {
char bases[4] = {'A', 'T', 'C', 'G'};
string ret(seqlen, 'N');
int done = 0;
while(done < seqlen) {
ret[seqlen - done - 1] = bases[val & 0x03];
val = (val >> 2);
done++;
}
return ret;
}
int Evaluator::seq2int(string* seq, int pos, int keylen, int lastVal) {
return seq2int(*seq, pos, keylen, lastVal);
}
int Evaluator::seq2int(string& seq, int pos, int keylen, int lastVal) {
int rlen = seq.length();
if(lastVal >= 0) {
const int mask = (1 << (keylen*2 )) - 1;
int key = (lastVal<<2) & mask;
char base = seq[pos + keylen - 1];
switch (base) {
case 'A':
key += 0;
break;
case 'T':
key += 1;
break;
case 'C':
key += 2;
break;
case 'G':
key += 3;
break;
default:
// N or anything else
return -1;
}
return key;
} else {
int key = 0;
for(int i=pos; i<keylen+pos; i++) {
key = (key << 2);
char base = seq[i];
switch (base) {
case 'A':
key += 0;
break;
case 'T':
key += 1;
break;
case 'C':
key += 2;
break;
case 'G':
key += 3;
break;
default:
// N or anything else
return -1;
}
}
return key;
}
}
bool Evaluator::test() {
Evaluator eval(NULL);
string s = "ATCGATCGAT";
cerr << eval.int2seq(eval.seq2int(s, 0, 10, -1), 10) << endl;
return eval.int2seq(eval.seq2int(s, 0, 10, -1), 10) == s;
}