1 | #!/usr/local/bin/python |
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2 | |
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3 | import sys |
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4 | from math import * |
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5 | from rpy import * |
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6 | |
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7 | |
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8 | if ((len(sys.argv)-1) != 6): |
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9 | print 'too few parameters' |
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10 | print 'usage: inputfile, col1, col2, d-value(not 0), p-val correction method(0 or 1)' |
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11 | sys.exit() |
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12 | |
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13 | try: |
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14 | lines_arr = open(sys.argv[1]).readlines() |
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15 | except IOError: |
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16 | print'cannot open',sys.argv[1] |
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17 | sys.exit() |
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18 | |
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19 | try: |
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20 | i = int(sys.argv[2]) #first column to compare |
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21 | j = int(sys.argv[3]) #second colum to compare |
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22 | d = float(sys.argv[4]) #correction factor |
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23 | k = int(sys.argv[5]) #p-val correction method |
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24 | outfile = open(sys.argv[6],'w') # output data |
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25 | |
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26 | if (i>j): |
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27 | print 'column order not correct col1 < col2' |
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28 | print 'usage: inputfile, col1, col2, d-value, p-val correction method' |
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29 | sys.exit() |
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30 | |
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31 | try: |
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32 | a = 1 / d |
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33 | assert k in [0,1] |
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34 | except ZeroDivisionError: |
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35 | print 'd cannot be 0' |
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36 | print 'usage: inputfile, col1, col2, d-value, p-val correction method' |
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37 | sys.exit() |
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38 | except: |
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39 | print ' p-val correction should be 0 or 1 (0 = "bonferroni", 1 = "fdr")' |
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40 | print 'usage: inputfile, col1, col2, d-value, p-val correction method' |
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41 | sys.exit() |
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42 | except ValueError: |
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43 | print 'parameters are not integers' |
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44 | print 'usage: inputfile, col1, col2, d-value, p-val correction method' |
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45 | sys.exit() |
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46 | |
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47 | |
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48 | fsize = len(lines_arr) |
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49 | |
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50 | z1 = [] |
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51 | z2 = [] |
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52 | pz1 = [] |
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53 | pz2 = [] |
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54 | field = [] |
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55 | |
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56 | if d<1: # Z score calculation |
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57 | for line in lines_arr: |
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58 | line.strip() |
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59 | field = line.split('\t') |
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60 | |
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61 | x = int(field[j-1]) #input column 2 |
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62 | y = int(field[i-1]) #input column 1 |
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63 | if y>x: |
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64 | z1.append(float((y - ((1/d)*x))/sqrt((1/d)*(x + y)))) |
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65 | z2.append(float((2*(sqrt(y+(3/8))-sqrt((1/d)*(x+(3/8)))))/sqrt(1+(1/d)))) |
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66 | else: |
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67 | tmp_var1 = x |
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68 | x = y |
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69 | y = tmp_var1 |
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70 | z1.append(float((y - (d*x))/sqrt(d*(x + y)))) |
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71 | z2.append(float((2*(sqrt(y+(3/8))-sqrt(d*(x+(3/8)))))/sqrt(1+d))) |
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72 | |
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73 | else: #d>1 Z score calculation |
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74 | for line in lines_arr: |
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75 | line.strip() |
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76 | field = line.split('\t') |
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77 | x = int(field[i-1]) #input column 1 |
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78 | y = int(field[j-1]) #input column 2 |
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79 | |
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80 | if y>x: |
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81 | z1.append(float((y - (d*x))/sqrt(d*(x + y)))) |
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82 | z2.append(float((2*(sqrt(y+(3/8))-sqrt(d*(x+(3/8)))))/sqrt(1+d))) |
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83 | else: |
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84 | tmp_var2 = x |
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85 | x = y |
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86 | y = tmp_var2 |
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87 | z1.append(float((y - ((1/d)*x))/sqrt((1/d)*(x + y)))) |
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88 | z2.append(float((2*(sqrt(y+(3/8))-sqrt((1/d)*(x+(3/8)))))/sqrt(1+(1/d)))) |
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89 | |
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90 | |
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91 | |
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92 | |
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93 | |
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94 | # P-value caluculation for z1 and z2 |
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95 | for p in z1: |
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96 | |
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97 | pz1.append(float(r.pnorm(-abs(float(p))))) |
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98 | |
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99 | for q in z2: |
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100 | |
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101 | pz2.append(float(r.pnorm(-abs(float(q))))) |
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102 | |
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103 | # P-value correction for pz1 and pz2 |
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104 | |
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105 | if k == 0: |
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106 | corrz1 = r.p_adjust(pz1,"bonferroni",fsize) |
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107 | corrz2 = r.p_adjust(pz2,"bonferroni",fsize) |
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108 | |
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109 | |
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110 | else: |
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111 | |
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112 | corrz1 = r.p_adjust(pz1,"fdr",fsize) |
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113 | corrz2 = r.p_adjust(pz2,"fdr",fsize) |
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114 | |
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115 | |
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116 | #printing all columns |
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117 | for n in range(fsize): |
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118 | print >> outfile, "%s\t%4.3f\t%4.3f\t%8.6f\t%8.6f\t%8.6f\t%8.6f" %(lines_arr[n].strip(),z1[n],z2[n],pz1[n],pz2[n],corrz1[n],corrz2[n]) |
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119 | |
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120 | |
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121 | |
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122 | |
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123 | |
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124 | |
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