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#include "neededroutines.h"
const int MAXPERSON = 20000;
const int MAXGROUPS = 100;
const int NSIMUL = 1000;
int readdata(int familyno[], int indivno[], int edssv[], int durationv[], int groupv[], int &ngroups);
void calcglobal(float msssv[], int edssv[], int durationv[], int nperson);
void calclocal(float msssv[], int edssv[], int durationv[], int nperson);
void kruskal_test(float msssv[], int durationv[], int groupv[], int nperson, int permp);
void kruskal_perm(float ranksv[], int groupv[], int nperson, float TKWv, int numgroupv[]);
inline void permute(int n, int labels[]);
void dump_msss(int familynov[], int indivnov[], int edssv[], int durationv[], int groupv[], float msssv[], int nperson);
int main(int argc, char *argv[])
{
// arguments to main() are
int edss[MAXPERSON], duration[MAXPERSON];
// edss actually means edss score * 2 (in order to be an integer)
int familyno[MAXPERSON], indivno[MAXPERSON];
float msss[MAXPERSON];
int group[MAXPERSON], ngroups;
int edssfreq[20];
int seed, flag, key, nperson, tabletype, permp, i, j;
seed = 10;
unsigned long iseed=seed;
sdrni(&iseed);
cout << "Borland C++ 5.5.1 for Win32 Copyright (c) 1993, 2000 Borland\n";
cout << "MSSStest version 2.0 September 2004\n";
nperson = readdata(familyno, indivno, edss, duration, group, ngroups);
ofstream fout("msss.out", ios::app);
if (!fout)
{cout << "Cannot open `msss.out' file to store results.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
flag = 0;
while (!flag)
{cout << "Do you wish to use global MSSS or local MSSS?\n(We strongly recommend global MSSS as the default.)\n";
cout << "Type 1 for global MSSS or 2 for local MSSS.\nThen press return.\n";
cin >> key;
if (key==1 || key==2)
{flag = 1;
if (key==1)
{cout << "You selected global MSSS.\n";
fout << "Using global MSSS.\n";
}
if (key==2)
{cout << "You selected local MSSS.\n";
fout << "Using local MSSS.\n";
}
}
}
tabletype = key;
fout.close();
if (ngroups>1)
{flag = 0;
while (!flag)
{cout << "Do you also wish to calculate permutation p-value?\n";
cout << "Type 1 for permutation p-value or 0 for no permutation p-value.\nThen press return.\n";
cin >> key;
if (key==1 || key==0)
{flag = 1;
if (key==1)
cout << "You chose to calculate permutation p-value.\n";
if (key==0)
cout << "You selected no permutation p-value.\n";
}
}
permp = key;
} // end of if (ngroups>1) section
if (tabletype==1)
calcglobal(msss, edss, duration, nperson);
else
calclocal(msss, edss, duration, nperson);
if (ngroups==1)
permp = 0;
kruskal_test(msss, duration, group, nperson, permp);
dump_msss(familyno, indivno, edss, duration, group, msss, nperson);
if (ngroups>1)
cout << "Mean MSSS and test result (if any) saved in file `msss.out'.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
}
int readdata(int familynov[], int indivnov[], int edssv[], int durationv[], int groupv[], int &ngroups)
{
int i, usegroup[MAXGROUPS], key, tempi, nper;
float temp;
int errorflag1, errorflag2;
cout << "Reading data file `edss.txt'.\n";
for (i=0; i<MAXGROUPS; i++)
usegroup[i] = 0;
i = 0;
ifstream fin("edss.txt");
if (!fin)
{cout << "Cannot find file `edss.txt'." << endl;
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
while (!fin.eof())
{fin >> tempi;
familynov[i] = tempi;
if (fin.eof())
break;
fin >> indivnov[i];
fin >> temp;
edssv[i] = (int) floor(temp * 2 + 0.0001);
fin >> temp;
durationv[i] = (int) floor(temp + 0.0001);
fin >> groupv[i];
if (groupv[i] < 0 || groupv[i] >= MAXGROUPS)
{cout << "Error in data. Groups' designations should be >=0 and <" << MAXGROUPS << ".\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
usegroup[groupv[i]] = 1;
i++;
}
fin.close();
nper = i;
ngroups = 0;
for (i=0; i<MAXGROUPS; i++)
if (usegroup[i]>0)
ngroups++;
cout << "Found data on " << nper << " individuals in " << ngroups << " groups.\n";
cout << "Family number, individual number, EDSS, duration and group for first and last individuals are:\n";
cout << familynov[0] << " " << indivnov[0] << " " << edssv[0] * 1.0 / 2 << " " << durationv[0] << " " << groupv[0] << endl;
cout << familynov[nper-1] << " " << indivnov[nper-1] << " " << edssv[nper-1] * 1.0 / 2 << " " << durationv[nper-1] << " " << groupv[nper-1] << endl;
/*
if (ngroups<2)
{cout << "Error in data. There must be at least two groups.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
*/
errorflag1 = 0;
errorflag2 = 0;
for (i=0; i<nper; i++)
{if (edssv[i]<0 || edssv[i]>20 || edssv[i]==1)
errorflag1 = 1;
if (edssv[i]==20)
errorflag2 = 1;
}
if (errorflag1)
{cout << "File contains illegal EDSS values. Legal values are 0, 1, 1.5, 2, ..., 9.5.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
if (errorflag2)
cout << "WARNING: File contains EDSS values of 10. These will be treated as though 9.5.\n";
ofstream fout("msss.out", ios::trunc);
if (!fout)
{cout << "Cannot create new `msss.out' file to store output.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
fout << nper << " individuals.\n";
fout << ngroups << " groups.\n";
fout.close();
return nper;
}
void calcglobal(float msssv[], int edssv[], int durationv[], int nperson)
{
int i, j, key, durtemp, edsstemp;
float mssstable[20][31];
cout << "Reading global MSSS file `global.dat'.\n";
ifstream fin("global.dat");
if (!fin)
{cout << "Cannot find file `global.dat'." << endl;
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
for (i=0; i<20; i++)
for (j=0; j<31; j++)
fin >> mssstable[i][j];
fin.close();
for (i=0; i<nperson; i++)
{if (durationv[i]>30)
durtemp = 30;
else
durtemp = durationv[i];
if (edssv[i]==20)
edsstemp = 19;
else
edsstemp = edssv[i];
msssv[i] = mssstable[edsstemp][durtemp];
}
}
void calclocal(float msssv[], int edssv[], int durationv[], int nperson)
{
int i, j, mindur, maxdur, durtemp, edsstemp;
int counts[20][31], cumcounts[20][31];
float mssstable[20][31];
for (i=0; i<20; i++)
for (j=0; j<31; j++)
counts[i][j] = 0;
for (i=0; i<nperson; i++)
{if (durationv[i]<=1)
{mindur = durationv[i];
maxdur = durationv[i]+2;
}
if (durationv[i]>=2 && durationv[i]<=3)
{mindur = durationv[i] - 1;
maxdur = durationv[i]+2;
}
if (durationv[i]>3)
{mindur = durationv[i] - 2;
maxdur = durationv[i] + 2;
if (maxdur>30)
maxdur = 30;
}
for (j=mindur; j<=maxdur; j++)
counts[edssv[i]][j]++;
}
for (i=0; i<31; i++)
{cumcounts[0][i] = counts[0][i];
cumcounts[1][i] = counts[0][i];
// That is for an EDSS of 0.5 (which does not exist)
for (j=2; j<20; j++)
cumcounts[j][i] = cumcounts[j-1][i] + counts[j][i];
}
for (i=0; i<31; i++)
{mssstable[0][i] = (cumcounts[0][i] + 1) / 2;
mssstable[0][i] /= (cumcounts[19][i] + 1);
for (j=1; j<20; j++)
{mssstable[j][i] = (cumcounts[j-1][i] + 1 + cumcounts[j][i]) / 2;
mssstable[j][i] /= (cumcounts[19][i] + 1);
}
}
for (i=0; i<nperson; i++)
{if (durationv[i]>30)
durtemp = 30;
else
durtemp = durationv[i];
if (edssv[i]==20)
edsstemp = 19;
else
edsstemp = edssv[i];
msssv[i] = mssstable[edsstemp][durtemp] * 10;
}
}
void kruskal_test(float msssv[], int durationv[], int groupv[], int npersonv, int permp)
{
int i, numgroup[MAXGROUPS], ngroups, key, count, newgroupv[MAXPERSON+1];
float msssvec1[MAXPERSON+1], msssvec2[MAXPERSON+1], ranks[MAXPERSON+1], sumranks[MAXGROUPS], summsss[MAXGROUPS];
float TKW, CKW, Tstat, pval;
count = 0;
for (i=0; i<npersonv ; i++)
if (durationv[i]>0)
{msssvec1[count] = msssv[i];
newgroupv[count] = groupv[i];
count++;
}
// Just take people with duration>0
ofstream fout("msss.out", ios::app);
if (!fout)
{cout << "Cannot open `msss.out' file to store results.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
if (count<npersonv)
{cout << "Only individuals with duration >0 are used.\n" << npersonv - count << " individuals with duration=0 have been excluded.\n";
fout << "Only individuals with duration >0 are used.\n" << npersonv - count << " individuals with duration=0 have been excluded.\n";
npersonv = count;
}
for (i=0; i<npersonv; i++)
msssvec2[i+1] = msssvec1[i];
// The rankties() function works with a vector v[1:n+1], rather than v[0:n]
CKW = rankties(npersonv, msssvec2, ranks);
for (i=0; i<MAXGROUPS; i++)
{sumranks[i] = 0;
numgroup[i] = 0;
summsss[i] = 0;
}
for (i=0; i<npersonv; i++)
{sumranks[newgroupv[i]] += ranks[i+1];
// i+1 because ranks[] is indexed from 1 up, whereas newgroupv is from 0 up
summsss[newgroupv[i]] += msssvec1[i];
numgroup[newgroupv[i]]++;
}
ngroups = 0;
TKW = 0;
for (i=0; i<MAXGROUPS; i++)
if (numgroup[i]>0)
{ngroups++;
TKW += pow(sumranks[i], 2) / numgroup[i];
}
TKW *= 12.0 / (npersonv * (npersonv+1));
Tstat = TKW;
TKW -= 3 * (npersonv+1);
// Correction for ties
TKW /= (1 - CKW);
// If H_0 true, TKW is asymptotic chisq with (ngroups-1) df
cout << "Mean MSSS score in each group is:\n";
fout << "Mean MSSS score in each group is:\n";
for (i=0; i<MAXGROUPS; i++)
if (numgroup[i]>0)
{cout << "Group " << i << ": " << summsss[i] / numgroup[i] << endl;
fout << "Group " << i << ": " << summsss[i] / numgroup[i] << endl;
}
if (ngroups>1)
{cout << "Kruskal-Wallis test statistic is " << TKW << ".\nAsymptotically this is distributed chi-square on " << ngroups-1 << " degrees of freedom.\n";
fout << "Kruskal-Wallis test statistic is " << TKW << ".\nAsymptotically this is distributed chi-square on " << ngroups-1 << " degrees of freedom.\n";
pval = pchisq(ngroups-1, TKW);
if (pval>0.000001)
{cout << "This gives a p-value of " << pval << ".\n";
fout << "This gives a p-value of " << pval << ".\n";
}
else
{cout << "This gives a p-value of <10e-6.\n";
fout << "This gives a p-value of <10e-6.\n";
}
}
fout.close();
if (ngroups>1 & permp)
kruskal_perm(ranks, newgroupv, npersonv, Tstat, numgroup);
}
void kruskal_perm(float ranksv[], int groupv[], int nperson, float Tstatv, int numgroupv[])
{
int sim, i, greater, key;
int groupperm[MAXPERSON+1];
float sumranksperm[MAXGROUPS], Tperm;
greater = 0;
for (i=0; i<nperson; i++)
groupperm[i] = groupv[i];
cout << "Now performing permutations. Please wait.\n";
for (sim=0; sim<NSIMUL; sim++)
{Tperm = 0;
permute(nperson, groupperm);
for (i=0; i<MAXGROUPS; i++)
sumranksperm[i] = 0;
for (i=0; i<nperson; i++)
sumranksperm[groupperm[i]] += ranksv[i+1];
for (i=0; i<MAXGROUPS; i++)
if (numgroupv[i]>0)
Tperm += pow(sumranksperm[i], 2) / numgroupv[i];
Tperm *= 12.0 / (nperson * (nperson+1));
if (Tperm>Tstatv)
greater++;
}
cout << "Based on " << NSIMUL << " permutations, the permutation p-value is " << (greater + 1.0) / (NSIMUL+1) << ".\n";
ofstream fout("msss.out", ios::app);
if (!fout)
{cout << "Cannot open `msss.out' file to store results.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
fout << "Based on " << NSIMUL << " permutations, the permutation p-value is " << (greater + 1.0) / (NSIMUL+1) << ".\n";
fout.close();
}
inline void permute(int n, int labels[])
{
// This takes vector of labels labels[] and randomly permutes it
int i, choose, temp;
for (i=0; i<n; i++)
{choose = i + (int) floor( randunif() * (n-i) );
temp = labels[i];
labels[i] = labels[choose];
labels[choose] = temp;
}
}
void dump_msss(int familynov[], int indivnov[], int edssv[], int durationv[], int groupv[], float msssv[], int nperson)
{
int i, key;
cout << "Saving MSSS scores to file `indivmsss.out'.\n";
ofstream fout("indivmsss.out", ios::trunc);
if (!fout)
{cout << "Cannot create new `indivmsss.out' file.\n";
cout << "Type 0 and return to end program\n";
cin >> key;
exit(0);
}
fout << "Family\tIndiv\tEDSS\tDur\tGroup\tMSSS\n";
for (i=0; i<nperson; i++)
fout << familynov[i] << "\t" << indivnov[i] << "\t" << edssv[i]*0.5 << "\t" << durationv[i] << "\t" << groupv[i] << "\t" << setprecision(4) << msssv[i] << endl;
fout.close();
}
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