aboutsummaryrefslogtreecommitdiff
path: root/io.cpp
diff options
context:
space:
mode:
authorxiangzhou2014-09-22 11:12:46 -0400
committerxiangzhou2014-09-22 11:12:46 -0400
commit9aa9f76cb16a0e71fea19dd125761034aaca4fd4 (patch)
tree450932dba530a3e5cbd5b0c0736eaad5ad9720a7 /io.cpp
parent7762722f264adc402ea3b0f21923b18f072253ba (diff)
downloadpangemma-9aa9f76cb16a0e71fea19dd125761034aaca4fd4.tar.gz
version 0.95alpha
Diffstat (limited to 'io.cpp')
-rw-r--r--io.cpp1396
1 files changed, 0 insertions, 1396 deletions
diff --git a/io.cpp b/io.cpp
deleted file mode 100644
index c22f668..0000000
--- a/io.cpp
+++ /dev/null
@@ -1,1396 +0,0 @@
-/*
- Genome-wide Efficient Mixed Model Association (GEMMA)
- Copyright (C) 2011 Xiang Zhou
-
- This program is free software: you can redistribute it and/or modify
- it under the terms of the GNU General Public License as published by
- the Free Software Foundation, either version 3 of the License, or
- (at your option) any later version.
-
- This program is distributed in the hope that it will be useful,
- but WITHOUT ANY WARRANTY; without even the implied warranty of
- MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
- GNU General Public License for more details.
-
- You should have received a copy of the GNU General Public License
- along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
-
-#include <iostream>
-#include <fstream>
-#include <sstream>
-#include <string>
-#include <iomanip>
-#include <bitset>
-#include <vector>
-#include <map>
-#include <set>
-#include <cstring>
-#include <cmath>
-#include <stdio.h>
-#include <stdlib.h>
-
-#include "gsl/gsl_vector.h"
-#include "gsl/gsl_matrix.h"
-#include "gsl/gsl_linalg.h"
-#include "gsl/gsl_blas.h"
-#include "gsl/gsl_cdf.h"
-
-#include "lapack.h"
-#include "gzstream.h"
-#include "mathfunc.h"
-
-#ifdef FORCE_FLOAT
-#include "io_float.h"
-#else
-#include "io.h"
-#endif
-
-
-using namespace std;
-
-
-
-//Print process bar
-void ProgressBar (string str, double p, double total)
-{
- double progress = (100.0 * p / total);
- int barsize = (int) (progress / 2.0);
- char bar[51];
-
- cout<<str;
- for (int i = 0; i <50; i++) {
- if (i<barsize) {bar[i] = '=';}
- else {bar[i]=' ';}
- cout<<bar[i];
- }
- cout<<setprecision(2)<<fixed<<progress<<"%\r"<<flush;
-
- return;
-}
-
-
-//Print process bar (with acceptance ratio)
-void ProgressBar (string str, double p, double total, double ratio)
-{
- double progress = (100.0 * p / total);
- int barsize = (int) (progress / 2.0);
- char bar[51];
-
- cout<<str;
- for (int i = 0; i <50; i++) {
- if (i<barsize) {bar[i] = '=';}
- else {bar[i]=' ';}
- cout<<bar[i];
- }
- cout<<setprecision(2)<<fixed<<progress<<"% "<<ratio<<"\r"<<flush;
-
-
- return;
-}
-
-// in case files are ended with "\r" or "\r\n"
-std::istream& safeGetline(std::istream& is, std::string& t)
-{
- t.clear();
-
- // The characters in the stream are read one-by-one using a std::streambuf.
- // That is faster than reading them one-by-one using the std::istream.
- // Code that uses streambuf this way must be guarded by a sentry object.
- // The sentry object performs various tasks,
- // such as thread synchronization and updating the stream state.
-
- std::istream::sentry se(is, true);
- std::streambuf* sb = is.rdbuf();
-
- for(;;) {
- int c = sb->sbumpc();
- switch (c) {
- case '\n':
- return is;
- case '\r':
- if(sb->sgetc() == '\n')
- sb->sbumpc();
- return is;
- case EOF:
- // Also handle the case when the last line has no line ending
- if(t.empty())
- is.setstate(std::ios::eofbit);
- return is;
- default:
- t += (char)c;
- }
- }
-}
-
-//Read snp file
-bool ReadFile_snps (const string &file_snps, set<string> &setSnps)
-{
- setSnps.clear();
-
- ifstream infile (file_snps.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open snps file: "<<file_snps<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- setSnps.insert(ch_ptr);
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-//Read log file
-bool ReadFile_log (const string &file_log, double &pheno_mean)
-{
- ifstream infile (file_log.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open log file: "<<file_log<<endl; return false;}
-
- string line;
- char *ch_ptr;
- size_t flag=0;
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- ch_ptr=strtok (NULL, " , \t");
-
- if (ch_ptr!=NULL && strcmp(ch_ptr, "estimated")==0) {
- ch_ptr=strtok (NULL, " , \t");
- if (ch_ptr!=NULL && strcmp(ch_ptr, "mean")==0) {
- ch_ptr=strtok (NULL, " , \t");
- if (ch_ptr!=NULL && strcmp(ch_ptr, "=")==0) {
- ch_ptr=strtok (NULL, " , \t");
- pheno_mean=atof(ch_ptr);
- flag=1;
- }
- }
- }
-
- if (flag==1) {break;}
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-//Read bimbam annotation file
-bool ReadFile_anno (const string &file_anno, map<string, string> &mapRS2chr, map<string, long int> &mapRS2bp, map<string, double> &mapRS2cM)
-{
- mapRS2chr.clear();
- mapRS2bp.clear();
-
- ifstream infile (file_anno.c_str(), ifstream::in);
- if (!infile) {cout<<"error opening annotation file: "<<file_anno<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string rs;
- long int b_pos;
- string chr;
- double cM;
-
- while (!safeGetline(infile, line).eof()) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- rs=ch_ptr;
- ch_ptr=strtok (NULL, " , \t");
- if (strcmp(ch_ptr, "NA")==0) {b_pos=-9;} else {b_pos=atol(ch_ptr);}
- ch_ptr=strtok (NULL, " , \t");
- if (ch_ptr==NULL || strcmp(ch_ptr, "NA")==0) {chr="-9";} else {chr=ch_ptr;}
- ch_ptr=strtok (NULL, " , \t");
- if (ch_ptr==NULL || strcmp(ch_ptr, "NA")==0) {cM=-9;} else {cM=atof(ch_ptr);}
-
- mapRS2chr[rs]=chr;
- mapRS2bp[rs]=b_pos;
- mapRS2cM[rs]=cM;
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-//read one column of phenotype
-bool ReadFile_column (const string &file_pheno, vector<int> &indicator_idv, vector<double> &pheno, const int &p_column)
-{
- indicator_idv.clear();
- pheno.clear();
-
- igzstream infile (file_pheno.c_str(), igzstream::in);
-// ifstream infile (file_pheno.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open phenotype file: "<<file_pheno<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string id;
- double p;
- while (!safeGetline(infile, line).eof()) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- for (int i=0; i<(p_column-1); ++i) {
- ch_ptr=strtok (NULL, " , \t");
- }
- if (strcmp(ch_ptr, "NA")==0) {indicator_idv.push_back(0); pheno.push_back(-9);} //pheno is different from pimass2
- else {p=atof(ch_ptr); indicator_idv.push_back(1); pheno.push_back(p);}
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-//Read bimbam phenotype file, p_column=1, 2 ...
-bool ReadFile_pheno (const string &file_pheno, vector<vector<int> > &indicator_pheno, vector<vector<double> > &pheno, const vector<size_t> &p_column)
-{
- indicator_pheno.clear();
- pheno.clear();
-
- igzstream infile (file_pheno.c_str(), igzstream::in);
-// ifstream infile (file_pheno.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open phenotype file: "<<file_pheno<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string id;
- double p;
-
- vector<double> pheno_row;
- vector<int> ind_pheno_row;
-
- size_t p_max=*max_element(p_column.begin(), p_column.end() );
- map<size_t, size_t> mapP2c;
- for (size_t i=0; i<p_column.size(); i++) {
- mapP2c[p_column[i]]=i;
- pheno_row.push_back(-9);
- ind_pheno_row.push_back(0);
- }
-
- while (!safeGetline(infile, line).eof()) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
-
- size_t i=0;
- while (i<p_max ) {
- if (mapP2c.count(i+1)!=0) {
- if (strcmp(ch_ptr, "NA")==0) {ind_pheno_row[mapP2c[i+1]]=0; pheno_row[mapP2c[i+1]]=-9;}
- else {p=atof(ch_ptr); ind_pheno_row[mapP2c[i+1]]=1; pheno_row[mapP2c[i+1]]=p;}
- }
- i++;
- ch_ptr=strtok (NULL, " , \t");
- }
-
- indicator_pheno.push_back(ind_pheno_row);
- pheno.push_back(pheno_row);
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-bool ReadFile_cvt (const string &file_cvt, vector<int> &indicator_cvt, vector<vector<double> > &cvt, size_t &n_cvt)
-{
- indicator_cvt.clear();
-
- ifstream infile (file_cvt.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open covariates file: "<<file_cvt<<endl; return false;}
-
- string line;
- char *ch_ptr;
- double d;
-
- int flag_na=0;
-
- while (!safeGetline(infile, line).eof()) {
- vector<double> v_d; flag_na=0;
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- while (ch_ptr!=NULL) {
- if (strcmp(ch_ptr, "NA")==0) {flag_na=1; d=-9;}
- else {d=atof(ch_ptr);}
-
- v_d.push_back(d);
- ch_ptr=strtok (NULL, " , \t");
- }
- if (flag_na==0) {indicator_cvt.push_back(1);} else {indicator_cvt.push_back(0);}
- cvt.push_back(v_d);
- }
-
- if (indicator_cvt.empty()) {n_cvt=0;}
- else {
- flag_na=0;
- for (vector<int>::size_type i=0; i<indicator_cvt.size(); ++i) {
- if (indicator_cvt[i]==0) {continue;}
-
- if (flag_na==0) {flag_na=1; n_cvt=cvt[i].size();}
- if (flag_na!=0 && n_cvt!=cvt[i].size()) {cout<<"error! number of covariates in row "<<i<<" do not match other rows."<<endl; return false;}
- }
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-//Read .bim file
-bool ReadFile_bim (const string &file_bim, vector<SNPINFO> &snpInfo)
-{
- snpInfo.clear();
-
- ifstream infile (file_bim.c_str(), ifstream::in);
- if (!infile) {cout<<"error opening .bim file: "<<file_bim<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string rs;
- long int b_pos;
- string chr;
- double cM;
- string major;
- string minor;
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " \t");
- chr=ch_ptr;
- ch_ptr=strtok (NULL, " \t");
- rs=ch_ptr;
- ch_ptr=strtok (NULL, " \t");
- cM=atof(ch_ptr);
- ch_ptr=strtok (NULL, " \t");
- b_pos=atol(ch_ptr);
- ch_ptr=strtok (NULL, " \t");
- minor=ch_ptr;
- ch_ptr=strtok (NULL, " \t");
- major=ch_ptr;
-
- SNPINFO sInfo={chr, rs, cM, b_pos, minor, major, -9, -9, -9};
- snpInfo.push_back(sInfo);
- }
-
- infile.close();
- infile.clear();
- return true;
-}
-
-
-//Read .fam file
-bool ReadFile_fam (const string &file_fam, vector<vector<int> > &indicator_pheno, vector<vector<double> > &pheno, map<string, int> &mapID2num, const vector<size_t> &p_column)
-{
- indicator_pheno.clear();
- pheno.clear();
- mapID2num.clear();
-
- igzstream infile (file_fam.c_str(), igzstream::in);
- //ifstream infile (file_fam.c_str(), ifstream::in);
- if (!infile) {cout<<"error opening .fam file: "<<file_fam<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string id;
- int c=0;
- double p;
-
- vector<double> pheno_row;
- vector<int> ind_pheno_row;
-
- size_t p_max=*max_element(p_column.begin(), p_column.end() );
- map<size_t, size_t> mapP2c;
- for (size_t i=0; i<p_column.size(); i++) {
- mapP2c[p_column[i]]=i;
- pheno_row.push_back(-9);
- ind_pheno_row.push_back(0);
- }
-
- while (!safeGetline(infile, line).eof()) {
- ch_ptr=strtok ((char *)line.c_str(), " \t");
- ch_ptr=strtok (NULL, " \t");
- id=ch_ptr;
- ch_ptr=strtok (NULL, " \t");
- ch_ptr=strtok (NULL, " \t");
- ch_ptr=strtok (NULL, " \t");
- ch_ptr=strtok (NULL, " \t");
-
- size_t i=0;
- while (i<p_max ) {
- if (mapP2c.count(i+1)!=0 ) {
- if (strcmp(ch_ptr, "NA")==0) {
- ind_pheno_row[mapP2c[i+1]]=0; pheno_row[mapP2c[i+1]]=-9;
- } else {
- p=atof(ch_ptr);
-
- if (p==-9) {ind_pheno_row[mapP2c[i+1]]=0; pheno_row[mapP2c[i+1]]=-9;}
- else {ind_pheno_row[mapP2c[i+1]]=1; pheno_row[mapP2c[i+1]]=p;}
- }
- }
- i++;
- ch_ptr=strtok (NULL, " , \t");
- }
-
- indicator_pheno.push_back(ind_pheno_row);
- pheno.push_back(pheno_row);
-
- mapID2num[id]=c; c++;
- }
-
- infile.close();
- infile.clear();
- return true;
-}
-
-
-
-
-
-
-//Read bimbam mean genotype file, the first time, to obtain #SNPs for analysis (ns_test) and total #SNP (ns_total)
-bool ReadFile_geno (const string &file_geno, const set<string> &setSnps, const gsl_matrix *W, vector<int> &indicator_idv, vector<int> &indicator_snp, const double &maf_level, const double &miss_level, const double &hwe_level, const double &r2_level, map<string, string> &mapRS2chr, map<string, long int> &mapRS2bp, map<string, double> &mapRS2cM, vector<SNPINFO> &snpInfo, size_t &ns_test)
-{
- indicator_snp.clear();
- snpInfo.clear();
-
- igzstream infile (file_geno.c_str(), igzstream::in);
-// ifstream infile (file_geno.c_str(), ifstream::in);
- if (!infile) {cout<<"error reading genotype file:"<<file_geno<<endl; return false;}
-
- gsl_vector *genotype=gsl_vector_alloc (W->size1);
- gsl_vector *genotype_miss=gsl_vector_alloc (W->size1);
- gsl_matrix *WtW=gsl_matrix_alloc (W->size2, W->size2);
- gsl_matrix *WtWi=gsl_matrix_alloc (W->size2, W->size2);
- gsl_vector *Wtx=gsl_vector_alloc (W->size2);
- gsl_vector *WtWiWtx=gsl_vector_alloc (W->size2);
- gsl_permutation * pmt=gsl_permutation_alloc (W->size2);
-
- gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW);
- int sig;
- LUDecomp (WtW, pmt, &sig);
- LUInvert (WtW, pmt, WtWi);
-
- double v_x, v_w;
- int c_idv=0;
-
- string line;
- char *ch_ptr;
-
- string rs;
- long int b_pos;
- string chr;
- string major;
- string minor;
- double cM;
-
- double maf, geno, geno_old;
- size_t n_miss;
- size_t n_0, n_1, n_2;
- int flag_poly;
-
- int ni_total=indicator_idv.size();
- int ni_test=0;
- for (int i=0; i<ni_total; ++i) {
- ni_test+=indicator_idv[i];
- }
- ns_test=0;
-
- while (!safeGetline(infile, line).eof()) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- rs=ch_ptr;
- ch_ptr=strtok (NULL, " , \t");
- minor=ch_ptr;
- ch_ptr=strtok (NULL, " , \t");
- major=ch_ptr;
-
- if (setSnps.size()!=0 && setSnps.count(rs)==0) {
- SNPINFO sInfo={"-9", rs, -9, -9, minor, major, -9, -9, -9};
- snpInfo.push_back(sInfo);
- indicator_snp.push_back(0);
- continue;
- }
-
- if (mapRS2bp.count(rs)==0) {chr="-9"; b_pos=-9;cM=-9;}
- else {b_pos=mapRS2bp[rs]; chr=mapRS2chr[rs]; cM=mapRS2cM[rs];}
-
- maf=0; n_miss=0; flag_poly=0; geno_old=-9;
- n_0=0; n_1=0; n_2=0;
- c_idv=0; gsl_vector_set_zero (genotype_miss);
- for (int i=0; i<ni_total; ++i) {
- ch_ptr=strtok (NULL, " , \t");
- if (indicator_idv[i]==0) {continue;}
-
- if (strcmp(ch_ptr, "NA")==0) {gsl_vector_set (genotype_miss, c_idv, 1); n_miss++; c_idv++; continue;}
-
- geno=atof(ch_ptr);
- if (geno>=0 && geno<=0.5) {n_0++;}
- if (geno>0.5 && geno<1.5) {n_1++;}
- if (geno>=1.5 && geno<=2.0) {n_2++;}
-
- gsl_vector_set (genotype, c_idv, geno);
-
-// if (geno<0) {n_miss++; continue;}
-
- if (flag_poly==0) {geno_old=geno; flag_poly=2;}
- if (flag_poly==2 && geno!=geno_old) {flag_poly=1;}
-
- maf+=geno;
-
- c_idv++;
- }
- maf/=2.0*(double)(ni_test-n_miss);
-
- SNPINFO sInfo={chr, rs, cM, b_pos, minor, major, n_miss, (double)n_miss/(double)ni_test, maf};
- snpInfo.push_back(sInfo);
-
- if ( (double)n_miss/(double)ni_test > miss_level) {indicator_snp.push_back(0); continue;}
-
- if ( (maf<maf_level || maf> (1.0-maf_level)) && maf_level!=-1 ) {indicator_snp.push_back(0); continue;}
-
- if (flag_poly!=1) {indicator_snp.push_back(0); continue;}
-
- if (hwe_level!=0) {
- if (CalcHWE(n_0, n_2, n_1)<hwe_level) {indicator_snp.push_back(0); continue;}
- }
-
- //filter SNP if it is correlated with W
- for (size_t i=0; i<genotype->size; ++i) {
- if (gsl_vector_get (genotype_miss, i)==1) {geno=maf*2.0; gsl_vector_set (genotype, i, geno);}
- }
-
- gsl_blas_dgemv (CblasTrans, 1.0, W, genotype, 0.0, Wtx);
- gsl_blas_dgemv (CblasNoTrans, 1.0, WtWi, Wtx, 0.0, WtWiWtx);
- gsl_blas_ddot (genotype, genotype, &v_x);
- gsl_blas_ddot (Wtx, WtWiWtx, &v_w);
-
- if (v_w/v_x >= r2_level) {indicator_snp.push_back(0); continue;}
-
- indicator_snp.push_back(1);
- ns_test++;
- }
-
- gsl_vector_free (genotype);
- gsl_vector_free (genotype_miss);
- gsl_matrix_free (WtW);
- gsl_matrix_free (WtWi);
- gsl_vector_free (Wtx);
- gsl_vector_free (WtWiWtx);
- gsl_permutation_free (pmt);
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-
-
-
-//Read bed file, the first time
-bool ReadFile_bed (const string &file_bed, const set<string> &setSnps, const gsl_matrix *W, vector<int> &indicator_idv, vector<int> &indicator_snp, vector<SNPINFO> &snpInfo, const double &maf_level, const double &miss_level, const double &hwe_level, const double &r2_level, size_t &ns_test)
-{
- indicator_snp.clear();
- size_t ns_total=snpInfo.size();
-
- ifstream infile (file_bed.c_str(), ios::binary);
- if (!infile) {cout<<"error reading bed file:"<<file_bed<<endl; return false;}
-
- gsl_vector *genotype=gsl_vector_alloc (W->size1);
- gsl_vector *genotype_miss=gsl_vector_alloc (W->size1);
- gsl_matrix *WtW=gsl_matrix_alloc (W->size2, W->size2);
- gsl_matrix *WtWi=gsl_matrix_alloc (W->size2, W->size2);
- gsl_vector *Wtx=gsl_vector_alloc (W->size2);
- gsl_vector *WtWiWtx=gsl_vector_alloc (W->size2);
- gsl_permutation * pmt=gsl_permutation_alloc (W->size2);
-
- gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW);
- int sig;
- LUDecomp (WtW, pmt, &sig);
- LUInvert (WtW, pmt, WtWi);
-
- double v_x, v_w, geno;
- size_t c_idv=0;
-
- char ch[1];
- bitset<8> b;
-
- size_t ni_total=indicator_idv.size();
- size_t ni_test=0;
- for (size_t i=0; i<ni_total; ++i) {
- ni_test+=indicator_idv[i];
- }
- ns_test=0;
-
- //calculate n_bit and c, the number of bit for each snp
- size_t n_bit;
- if (ni_total%4==0) {n_bit=ni_total/4;}
- else {n_bit=ni_total/4+1;}
-
- //ignore the first three majic numbers
- for (int i=0; i<3; ++i) {
- infile.read(ch,1);
- b=ch[0];
- }
-
- double maf;
- size_t n_miss;
- size_t n_0, n_1, n_2, c;
-
- //start reading snps and doing association test
- for (size_t t=0; t<ns_total; ++t) {
- infile.seekg(t*n_bit+3); //n_bit, and 3 is the number of magic numbers
-
- if (setSnps.size()!=0 && setSnps.count(snpInfo[t].rs_number)==0) {
- snpInfo[t].n_miss=-9;
- snpInfo[t].missingness=-9;
- snpInfo[t].maf=-9;
- indicator_snp.push_back(0);
- continue;
- }
-
- //read genotypes
- c=0; maf=0.0; n_miss=0; n_0=0; n_1=0; n_2=0;
- c_idv=0; gsl_vector_set_zero (genotype_miss);
- for (size_t i=0; i<n_bit; ++i) {
- infile.read(ch,1);
- b=ch[0];
- for (size_t j=0; j<4; ++j) { //minor allele homozygous: 2.0; major: 0.0;
- if ((i==(n_bit-1)) && c==ni_total) {break;}
- if (indicator_idv[c]==0) {c++; continue;}
- c++;
-
- if (b[2*j]==0) {
- if (b[2*j+1]==0) {gsl_vector_set(genotype, c_idv, 2.0); maf+=2.0; n_2++;}
- else {gsl_vector_set(genotype, c_idv, 1.0); maf+=1.0; n_1++;}
- }
- else {
- if (b[2*j+1]==1) {gsl_vector_set(genotype, c_idv, 0.0); maf+=0.0; n_0++;}
- else {gsl_vector_set(genotype_miss, c_idv, 1); n_miss++; }
- }
- c_idv++;
- }
- }
- maf/=2.0*(double)(ni_test-n_miss);
-
- snpInfo[t].n_miss=n_miss;
- snpInfo[t].missingness=(double)n_miss/(double)ni_test;
- snpInfo[t].maf=maf;
-
- if ( (double)n_miss/(double)ni_test > miss_level) {indicator_snp.push_back(0); continue;}
-
- if ( (maf<maf_level || maf> (1.0-maf_level)) && maf_level!=-1 ) {indicator_snp.push_back(0); continue;}
-
- if ( (n_0+n_1)==0 || (n_1+n_2)==0 || (n_2+n_0)==0) {indicator_snp.push_back(0); continue;}
-
- if (hwe_level!=1) {
- if (CalcHWE(n_0, n_2, n_1)<hwe_level) {indicator_snp.push_back(0); continue;}
- }
-
-
- //filter SNP if it is correlated with W
- for (size_t i=0; i<genotype->size; ++i) {
- if (gsl_vector_get (genotype_miss, i)==1) {geno=maf*2.0; gsl_vector_set (genotype, i, geno);}
- }
-
- gsl_blas_dgemv (CblasTrans, 1.0, W, genotype, 0.0, Wtx);
- gsl_blas_dgemv (CblasNoTrans, 1.0, WtWi, Wtx, 0.0, WtWiWtx);
- gsl_blas_ddot (genotype, genotype, &v_x);
- gsl_blas_ddot (Wtx, WtWiWtx, &v_w);
-
- if (v_w/v_x > r2_level) {indicator_snp.push_back(0); continue;}
-
- indicator_snp.push_back(1);
- ns_test++;
- }
-
- gsl_vector_free (genotype);
- gsl_vector_free (genotype_miss);
- gsl_matrix_free (WtW);
- gsl_matrix_free (WtWi);
- gsl_vector_free (Wtx);
- gsl_vector_free (WtWiWtx);
- gsl_permutation_free (pmt);
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-void ReadFile_kin (const string &file_kin, vector<int> &indicator_idv, map<string, int> &mapID2num, const size_t k_mode, bool &error, gsl_matrix *G)
-{
- igzstream infile (file_kin.c_str(), igzstream::in);
-// ifstream infile (file_kin.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open kinship file: "<<file_kin<<endl; error=true; return;}
-
- size_t ni_total=indicator_idv.size();
-
- gsl_matrix_set_zero (G);
-
- string line;
- char *ch_ptr;
- double d;
-
- if (k_mode==1) {
- size_t i_test=0, i_total=0, j_test=0, j_total=0;
- while (getline(infile, line)) {
- if (i_total==ni_total) {cout<<"error! number of rows in the kinship file is larger than the number of phentypes."<<endl; error=true;}
-
- if (indicator_idv[i_total]==0) {i_total++; continue;}
-
- j_total=0; j_test=0;
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- while (ch_ptr!=NULL) {
- if (j_total==ni_total) {cout<<"error! number of columns in the kinship file is larger than the number of phentypes for row = "<<i_total<<endl; error=true;}
-
- d=atof(ch_ptr);
- if (indicator_idv[j_total]==1) {gsl_matrix_set (G, i_test, j_test, d); j_test++;}
- j_total++;
-
- ch_ptr=strtok (NULL, " , \t");
- }
- if (j_total!=ni_total) {cout<<"error! number of columns in the kinship file do not match the number of phentypes for row = "<<i_total<<endl; error=true;}
- i_total++; i_test++;
- }
- if (i_total!=ni_total) {cout<<"error! number of rows in the kinship file do not match the number of phentypes."<<endl; error=true;}
- }
- else {
- map<size_t, size_t> mapID2ID;
- size_t c=0;
- for (size_t i=0; i<indicator_idv.size(); i++) {
- if (indicator_idv[i]==1) {mapID2ID[i]=c; c++;}
- }
-
- string id1, id2;
- double Cov_d;
- size_t n_id1, n_id2;
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- id1=ch_ptr;
- ch_ptr=strtok (NULL, " , \t");
- id2=ch_ptr;
- ch_ptr=strtok (NULL, " , \t");
- d=atof(ch_ptr);
- if (mapID2num.count(id1)==0 || mapID2num.count(id2)==0) {continue;}
- if (indicator_idv[mapID2num[id1]]==0 || indicator_idv[mapID2num[id2]]==0) {continue;}
-
- n_id1=mapID2ID[mapID2num[id1]];
- n_id2=mapID2ID[mapID2num[id2]];
-
- Cov_d=gsl_matrix_get(G, n_id1, n_id2);
- if (Cov_d!=0 && Cov_d!=d) {cout<<"error! redundant and unequal terms in the kinship file, for id1 = "<<id1<<" and id2 = "<<id2<<endl;}
- else {
- gsl_matrix_set(G, n_id1, n_id2, d);
- gsl_matrix_set(G, n_id2, n_id1, d);
- }
- }
- }
-
- infile.close();
- infile.clear();
-
- return;
-}
-
-
-void ReadFile_mk (const string &file_mk, vector<int> &indicator_idv, map<string, int> &mapID2num, const size_t k_mode, bool &error, gsl_matrix *G)
-{
- igzstream infile (file_mk.c_str(), igzstream::in);
- if (!infile) {cout<<"error! fail to open file: "<<file_mk<<endl; error=true; return;}
-
- string file_kin, line;
-
- size_t i=0;
- while (getline(infile, line)) {
- file_kin=line.c_str();
- gsl_matrix_view G_sub=gsl_matrix_submatrix(G, 0, i*G->size1, G->size1, G->size1);
- ReadFile_kin (file_kin, indicator_idv, mapID2num, k_mode, error, &G_sub.matrix);
- i++;
- }
-
- infile.close();
- infile.clear();
- return;
-}
-
-
-void ReadFile_eigenU (const string &file_ku, bool &error, gsl_matrix *U)
-{
- igzstream infile (file_ku.c_str(), igzstream::in);
-// ifstream infile (file_ku.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open the U file: "<<file_ku<<endl; error=true; return;}
-
- size_t n_row=U->size1, n_col=U->size2, i_row=0, i_col=0;
-
- gsl_matrix_set_zero (U);
-
- string line;
- char *ch_ptr;
- double d;
-
- while (getline(infile, line)) {
- if (i_row==n_row) {cout<<"error! number of rows in the U file is larger than expected."<<endl; error=true;}
-
- i_col=0;
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- while (ch_ptr!=NULL) {
- if (i_col==n_col) {cout<<"error! number of columns in the U file is larger than expected, for row = "<<i_row<<endl; error=true;}
-
- d=atof(ch_ptr);
- gsl_matrix_set (U, i_row, i_col, d);
- i_col++;
-
- ch_ptr=strtok (NULL, " , \t");
- }
-
- i_row++;
- }
-
- infile.close();
- infile.clear();
-
- return;
-}
-
-
-
-
-void ReadFile_eigenD (const string &file_kd, bool &error, gsl_vector *eval)
-{
- igzstream infile (file_kd.c_str(), igzstream::in);
-// ifstream infile (file_kd.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open the D file: "<<file_kd<<endl; error=true; return;}
-
- size_t n_row=eval->size, i_row=0;
-
- gsl_vector_set_zero (eval);
-
- string line;
- char *ch_ptr;
- double d;
-
- while (getline(infile, line)) {
- if (i_row==n_row) {cout<<"error! number of rows in the D file is larger than expected."<<endl; error=true;}
-
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- d=atof(ch_ptr);
-
- ch_ptr=strtok (NULL, " , \t");
- if (ch_ptr!=NULL) {cout<<"error! number of columns in the D file is larger than expected, for row = "<<i_row<<endl; error=true;}
-
- gsl_vector_set (eval, i_row, d);
-
- i_row++;
- }
-
- infile.close();
- infile.clear();
-
- return;
-}
-
-
-
-//read bimbam mean genotype file and calculate kinship matrix
-bool BimbamKin (const string &file_geno, vector<int> &indicator_snp, const int k_mode, const int display_pace, gsl_matrix *matrix_kin)
-{
- igzstream infile (file_geno.c_str(), igzstream::in);
- //ifstream infile (file_geno.c_str(), ifstream::in);
- if (!infile) {cout<<"error reading genotype file:"<<file_geno<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- size_t n_miss;
- double d, geno_mean, geno_var;
-
- size_t ni_total=matrix_kin->size1;
- gsl_vector *geno=gsl_vector_alloc (ni_total);
- gsl_vector *geno_miss=gsl_vector_alloc (ni_total);
-
- size_t ns_test=0;
- for (size_t t=0; t<indicator_snp.size(); ++t) {
- !safeGetline(infile, line).eof();
- if (t%display_pace==0 || t==(indicator_snp.size()-1)) {ProgressBar ("Reading SNPs ", t, indicator_snp.size()-1);}
- if (indicator_snp[t]==0) {continue;}
-
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- ch_ptr=strtok (NULL, " , \t");
- ch_ptr=strtok (NULL, " , \t");
-
- geno_mean=0.0; n_miss=0; geno_var=0.0;
- gsl_vector_set_all(geno_miss, 0);
- for (size_t i=0; i<ni_total; ++i) {
- ch_ptr=strtok (NULL, " , \t");
- if (strcmp(ch_ptr, "NA")==0) {gsl_vector_set(geno_miss, i, 0); n_miss++;}
- else {
- d=atof(ch_ptr);
- gsl_vector_set (geno, i, d);
- gsl_vector_set (geno_miss, i, 1);
- geno_mean+=d;
- geno_var+=d*d;
- }
- }
-
- geno_mean/=(double)(ni_total-n_miss);
- geno_var+=geno_mean*geno_mean*(double)n_miss;
- geno_var/=(double)ni_total;
- geno_var-=geno_mean*geno_mean;
-// geno_var=geno_mean*(1-geno_mean*0.5);
-
- for (size_t i=0; i<ni_total; ++i) {
- if (gsl_vector_get (geno_miss, i)==0) {gsl_vector_set(geno, i, geno_mean);}
- }
-
- gsl_vector_add_constant (geno, -1.0*geno_mean);
-
- if (geno_var!=0) {
- if (k_mode==1) {gsl_blas_dsyr (CblasUpper, 1.0, geno, matrix_kin);}
- else if (k_mode==2) {gsl_blas_dsyr (CblasUpper, 1.0/geno_var, geno, matrix_kin);}
- else {cout<<"Unknown kinship mode."<<endl;}
- }
-
- ns_test++;
- }
- cout<<endl;
-
- gsl_matrix_scale (matrix_kin, 1.0/(double)ns_test);
-
- for (size_t i=0; i<ni_total; ++i) {
- for (size_t j=0; j<i; ++j) {
- d=gsl_matrix_get (matrix_kin, j, i);
- gsl_matrix_set (matrix_kin, i, j, d);
- }
- }
-
- gsl_vector_free (geno);
- gsl_vector_free (geno_miss);
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-
-
-
-
-bool PlinkKin (const string &file_bed, vector<int> &indicator_snp, const int k_mode, const int display_pace, gsl_matrix *matrix_kin)
-{
- ifstream infile (file_bed.c_str(), ios::binary);
- if (!infile) {cout<<"error reading bed file:"<<file_bed<<endl; return false;}
-
- char ch[1];
- bitset<8> b;
-
- size_t n_miss, ci_total;
- double d, geno_mean, geno_var;
-
- size_t ni_total=matrix_kin->size1;
- gsl_vector *geno=gsl_vector_alloc (ni_total);
-
- size_t ns_test=0;
- int n_bit;
-
- //calculate n_bit and c, the number of bit for each snp
- if (ni_total%4==0) {n_bit=ni_total/4;}
- else {n_bit=ni_total/4+1; }
-
- //print the first three majic numbers
- for (int i=0; i<3; ++i) {
- infile.read(ch,1);
- b=ch[0];
- }
-
- for (size_t t=0; t<indicator_snp.size(); ++t) {
- if (t%display_pace==0 || t==(indicator_snp.size()-1)) {ProgressBar ("Reading SNPs ", t, indicator_snp.size()-1);}
- if (indicator_snp[t]==0) {continue;}
-
- infile.seekg(t*n_bit+3); //n_bit, and 3 is the number of magic numbers
-
- //read genotypes
- geno_mean=0.0; n_miss=0; ci_total=0; geno_var=0.0;
- for (int i=0; i<n_bit; ++i) {
- infile.read(ch,1);
- b=ch[0];
- for (size_t j=0; j<4; ++j) { //minor allele homozygous: 2.0; major: 0.0;
- if ((i==(n_bit-1)) && ci_total==ni_total) {break;}
-
- if (b[2*j]==0) {
- if (b[2*j+1]==0) {gsl_vector_set(geno, ci_total, 2.0); geno_mean+=2.0; geno_var+=4.0; }
- else {gsl_vector_set(geno, ci_total, 1.0); geno_mean+=1.0; geno_var+=1.0;}
- }
- else {
- if (b[2*j+1]==1) {gsl_vector_set(geno, ci_total, 0.0); }
- else {gsl_vector_set(geno, ci_total, -9.0); n_miss++; }
- }
-
- ci_total++;
- }
- }
-
- geno_mean/=(double)(ni_total-n_miss);
- geno_var+=geno_mean*geno_mean*(double)n_miss;
- geno_var/=(double)ni_total;
- geno_var-=geno_mean*geno_mean;
-// geno_var=geno_mean*(1-geno_mean*0.5);
-
- for (size_t i=0; i<ni_total; ++i) {
- d=gsl_vector_get(geno,i);
- if (d==-9.0) {gsl_vector_set(geno, i, geno_mean);}
- }
-
- gsl_vector_add_constant (geno, -1.0*geno_mean);
-
- if (geno_var!=0) {
- if (k_mode==1) {gsl_blas_dsyr (CblasUpper, 1.0, geno, matrix_kin);}
- else if (k_mode==2) {gsl_blas_dsyr (CblasUpper, 1.0/geno_var, geno, matrix_kin);}
- else {cout<<"Unknown kinship mode."<<endl;}
- }
-
- ns_test++;
- }
- cout<<endl;
-
- gsl_matrix_scale (matrix_kin, 1.0/(double)ns_test);
-
- for (size_t i=0; i<ni_total; ++i) {
- for (size_t j=0; j<i; ++j) {
- d=gsl_matrix_get (matrix_kin, j, i);
- gsl_matrix_set (matrix_kin, i, j, d);
- }
- }
-
- gsl_vector_free (geno);
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-
-
-
-
-//Read bimbam mean genotype file, the second time, recode "mean" genotype and calculate K
-bool ReadFile_geno (const string &file_geno, vector<int> &indicator_idv, vector<int> &indicator_snp, gsl_matrix *UtX, gsl_matrix *K, const bool calc_K)
-{
- igzstream infile (file_geno.c_str(), igzstream::in);
-// ifstream infile (file_geno.c_str(), ifstream::in);
- if (!infile) {cout<<"error reading genotype file:"<<file_geno<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- if (calc_K==true) {gsl_matrix_set_zero (K);}
-
- gsl_vector *genotype=gsl_vector_alloc (UtX->size1);
- gsl_vector *genotype_miss=gsl_vector_alloc (UtX->size1);
- double geno, geno_mean;
- size_t n_miss;
-
- int ni_total=(int)indicator_idv.size();
- int ns_total=(int)indicator_snp.size();
- int ni_test=UtX->size1;
- int ns_test=UtX->size2;
-
- int c_idv=0, c_snp=0;
-
- for (int i=0; i<ns_total; ++i) {
- !safeGetline(infile, line).eof();
- if (indicator_snp[i]==0) {continue;}
-
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- ch_ptr=strtok (NULL, " , \t");
- ch_ptr=strtok (NULL, " , \t");
-
- c_idv=0; geno_mean=0; n_miss=0;
- gsl_vector_set_zero (genotype_miss);
- for (int j=0; j<ni_total; ++j) {
- ch_ptr=strtok (NULL, " , \t");
- if (indicator_idv[j]==0) {continue;}
-
- if (strcmp(ch_ptr, "NA")==0) {gsl_vector_set (genotype_miss, c_idv, 1); n_miss++;}
- else {
- geno=atof(ch_ptr);
- gsl_vector_set (genotype, c_idv, geno);
- geno_mean+=geno;
- }
- c_idv++;
- }
-
- geno_mean/=(double)(ni_test-n_miss);
-
- for (size_t i=0; i<genotype->size; ++i) {
- if (gsl_vector_get (genotype_miss, i)==1) {geno=0;}
- else {geno=gsl_vector_get (genotype, i); geno-=geno_mean;}
-
- gsl_vector_set (genotype, i, geno);
- gsl_matrix_set (UtX, i, c_snp, geno);
- }
-
- if (calc_K==true) {gsl_blas_dsyr (CblasUpper, 1.0, genotype, K);}
-
- c_snp++;
- }
-
- if (calc_K==true) {
- gsl_matrix_scale (K, 1.0/(double)ns_test);
-
- for (size_t i=0; i<genotype->size; ++i) {
- for (size_t j=0; j<i; ++j) {
- geno=gsl_matrix_get (K, j, i);
- gsl_matrix_set (K, i, j, geno);
- }
- }
- }
-
- gsl_vector_free (genotype);
- gsl_vector_free (genotype_miss);
-
- infile.clear();
- infile.close();
-
- return true;
-}
-
-
-
-
-
-
-
-//Read bimbam mean genotype file, the second time, recode "mean" genotype and calculate K
-bool ReadFile_bed (const string &file_bed, vector<int> &indicator_idv, vector<int> &indicator_snp, gsl_matrix *UtX, gsl_matrix *K, const bool calc_K)
-{
- ifstream infile (file_bed.c_str(), ios::binary);
- if (!infile) {cout<<"error reading bed file:"<<file_bed<<endl; return false;}
-
- char ch[1];
- bitset<8> b;
-
- int ni_total=(int)indicator_idv.size();
- int ns_total=(int)indicator_snp.size();
- int ni_test=UtX->size1;
- int ns_test=UtX->size2;
- int n_bit;
-
- if (ni_total%4==0) {n_bit=ni_total/4;}
- else {n_bit=ni_total/4+1;}
-
- //print the first three majic numbers
- for (int i=0; i<3; ++i) {
- infile.read(ch,1);
- b=ch[0];
- }
-
- if (calc_K==true) {gsl_matrix_set_zero (K);}
-
- gsl_vector *genotype=gsl_vector_alloc (UtX->size1);
-
- double geno, geno_mean;
- size_t n_miss;
- int c_idv=0, c_snp=0, c=0;
-
- //start reading snps and doing association test
- for (int t=0; t<ns_total; ++t) {
- if (indicator_snp[t]==0) {continue;}
- infile.seekg(t*n_bit+3); //n_bit, and 3 is the number of magic numbers
-
- //read genotypes
- c_idv=0; geno_mean=0.0; n_miss=0; c=0;
- for (int i=0; i<n_bit; ++i) {
- infile.read(ch,1);
- b=ch[0];
- for (size_t j=0; j<4; ++j) { //minor allele homozygous: 2.0; major: 0.0;
- if ((i==(n_bit-1)) && c==ni_total) {break;}
- if (indicator_idv[c]==0) {c++; continue;}
- c++;
-
- if (b[2*j]==0) {
- if (b[2*j+1]==0) {gsl_vector_set(genotype, c_idv, 2.0); geno_mean+=2.0;}
- else {gsl_vector_set(genotype, c_idv, 1.0); geno_mean+=1.0;}
- }
- else {
- if (b[2*j+1]==1) {gsl_vector_set(genotype, c_idv, 0.0); geno_mean+=0.0;}
- else {gsl_vector_set(genotype, c_idv, -9.0); n_miss++;}
- }
- c_idv++;
- }
- }
-
- geno_mean/=(double)(ni_test-n_miss);
-
- for (size_t i=0; i<genotype->size; ++i) {
- geno=gsl_vector_get (genotype, i);
- if (geno==-9) {geno=0;}
- else {geno-=geno_mean;}
-
- gsl_vector_set (genotype, i, geno);
- gsl_matrix_set (UtX, i, c_snp, geno);
- }
-
- if (calc_K==true) {gsl_blas_dsyr (CblasUpper, 1.0, genotype, K);}
-
- c_snp++;
- }
-
- if (calc_K==true) {
- gsl_matrix_scale (K, 1.0/(double)ns_test);
-
- for (size_t i=0; i<genotype->size; ++i) {
- for (size_t j=0; j<i; ++j) {
- geno=gsl_matrix_get (K, j, i);
- gsl_matrix_set (K, i, j, geno);
- }
- }
- }
-
- gsl_vector_free (genotype);
- infile.clear();
- infile.close();
-
- return true;
-}
-
-
-
-
-
-bool ReadFile_est (const string &file_est, const vector<size_t> &est_column, map<string, double> &mapRS2est)
-{
- mapRS2est.clear();
-
- ifstream infile (file_est.c_str(), ifstream::in);
- if (!infile) {cout<<"error opening estimated parameter file: "<<file_est<<endl; return false;}
-
- string line;
- char *ch_ptr;
-
- string rs;
- double alpha, beta, gamma, d;
-
- //header
- getline(infile, line);
-
- size_t n=*max_element(est_column.begin(), est_column.end());
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " \t");
-
- alpha=0.0; beta=0.0; gamma=1.0;
- for (size_t i=0; i<n+1; ++i) {
- if (i==est_column[0]-1) {rs=ch_ptr;}
- if (i==est_column[1]-1) {alpha=atof(ch_ptr);}
- if (i==est_column[2]-1) {beta=atof(ch_ptr);}
- if (i==est_column[3]-1) {gamma=atof(ch_ptr);}
- if (i<n) {ch_ptr=strtok (NULL, " \t");}
- }
-
- d=alpha+beta*gamma;
-
- if (mapRS2est.count(rs)==0) {
- mapRS2est[rs]=d;
- }
- else {
- cout<<"the same SNP occurs more than once in estimated parameter file: "<<rs<<endl; return false;
- }
- }
-
- infile.clear();
- infile.close();
- return true;
-}
-
-
-
-bool CountFileLines (const string &file_input, size_t &n_lines)
-{
- igzstream infile (file_input.c_str(), igzstream::in);
- //ifstream infile (file_input.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open file: "<<file_input<<endl; return false;}
-
- n_lines=count(istreambuf_iterator<char>(infile), istreambuf_iterator<char>(), '\n');
- infile.seekg (0, ios::beg);
-
- return true;
-}
-
-
-
-//Read gene expression file
-bool ReadFile_gene (const string &file_gene, vector<double> &vec_read, vector<SNPINFO> &snpInfo, size_t &ng_total)
-{
- vec_read.clear();
- ng_total=0;
-
- ifstream infile (file_gene.c_str(), ifstream::in);
- if (!infile) {cout<<"error! fail to open gene expression file: "<<file_gene<<endl; return false;}
-
- string line;
- char *ch_ptr;
- string rs;
-
- size_t n_idv=0, t=0;
-
- //header
- getline(infile, line);
-
- while (getline(infile, line)) {
- ch_ptr=strtok ((char *)line.c_str(), " , \t");
- rs=ch_ptr;
-
- ch_ptr=strtok (NULL, " , \t");
-
- t=0;
- while (ch_ptr!=NULL) {
- if (ng_total==0) {
- vec_read.push_back(0);
- t++;
- n_idv++;
- } else {
- vec_read[t]+=atof(ch_ptr);
- t++;
- }
-
- ch_ptr=strtok (NULL, " , \t");
- }
-
- if (t!=n_idv) {cout<<"error! number of columns doesn't match in row: "<<ng_total<<endl; return false;}
-
- SNPINFO sInfo={"-9", rs, -9, -9, "-9", "-9", -9, -9, -9};
- snpInfo.push_back(sInfo);
-
- ng_total++;
- }
-
- infile.close();
- infile.clear();
-
- return true;
-}
-
-