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7 import math
8
10 """Local Composition Complexity (LCC) values over sliding window.
11
12 Returns a list of floats, the LCC values for a sliding window over
13 the sequence.
14
15 seq - an unambiguous DNA sequence (a string or Seq object)
16 wsize - window size, integer
17
18 The result is the same as applying lcc_simp multiple times, but this
19 version is optimized for speed. The optimization works by using the
20 value of previous window as a base to compute the next one."""
21 l2=math.log(2)
22 tamseq=len(seq)
23 try :
24
25 upper = seq.upper()
26 except AttributeError :
27
28 upper = seq.tostring().upper()
29 compone=[0]
30 lccsal=[0]
31 for i in range(wsize):
32 compone.append(((i+1)/float(wsize))*
33 ((math.log((i+1)/float(wsize)))/l2))
34 window=seq[0:wsize]
35 cant_a=window.count('A')
36 cant_c=window.count('C')
37 cant_t=window.count('T')
38 cant_g=window.count('G')
39 term_a=compone[cant_a]
40 term_c=compone[cant_c]
41 term_t=compone[cant_t]
42 term_g=compone[cant_g]
43 lccsal.append(-(term_a+term_c+term_t+term_g))
44 tail=seq[0]
45 for x in range (tamseq-wsize):
46 window=upper[x+1:wsize+x+1]
47 if tail==window[-1]:
48 lccsal.append(lccsal[-1])
49 elif tail=='A':
50 cant_a=cant_a-1
51 if window.endswith('C'):
52 cant_c=cant_c+1
53 term_a=compone[cant_a]
54 term_c=compone[cant_c]
55 lccsal.append(-(term_a+term_c+term_t+term_g))
56 elif window.endswith('T'):
57 cant_t=cant_t+1
58 term_a=compone[cant_a]
59 term_t=compone[cant_t]
60 lccsal.append(-(term_a+term_c+term_t+term_g))
61 elif window.endswith('G'):
62 cant_g=cant_g+1
63 term_a=compone[cant_a]
64 term_g=compone[cant_g]
65 lccsal.append(-(term_a+term_c+term_t+term_g))
66 elif tail=='C':
67 cant_c=cant_c-1
68 if window.endswith('A'):
69 cant_a=cant_a+1
70 term_a=compone[cant_a]
71 term_c=compone[cant_c]
72 lccsal.append(-(term_a+term_c+term_t+term_g))
73 elif window.endswith('T'):
74 cant_t=cant_t+1
75 term_c=compone[cant_c]
76 term_t=compone[cant_t]
77 lccsal.append(-(term_a+term_c+term_t+term_g))
78 elif window.endswith('G'):
79 cant_g=cant_g+1
80 term_c=compone[cant_c]
81 term_g=compone[cant_g]
82 lccsal.append(-(term_a+term_c+term_t+term_g))
83 elif tail=='T':
84 cant_t=cant_t-1
85 if window.endswith('A'):
86 cant_a=cant_a+1
87 term_a=compone[cant_a]
88 term_t=compone[cant_t]
89 lccsal.append(-(term_a+term_c+term_t+term_g))
90 elif window.endswith('C'):
91 cant_c=cant_c+1
92 term_c=compone[cant_c]
93 term_t=compone[cant_t]
94 lccsal.append(-(term_a+term_c+term_t+term_g))
95 elif window.endswith('G'):
96 cant_g=cant_g+1
97 term_t=compone[cant_t]
98 term_g=compone[cant_g]
99 lccsal.append(-(term_a+term_c+term_t+term_g))
100 elif tail=='G':
101 cant_g=cant_g-1
102 if window.endswith('A'):
103 cant_a=cant_a+1
104 term_a=compone[cant_a]
105 term_g=compone[cant_g]
106 lccsal.append(-(term_a+term_c+term_t+term_g))
107 elif window.endswith('C'):
108 cant_c=cant_c+1
109 term_c=compone[cant_c]
110 term_g=compone[cant_g]
111 lccsal.append(-(term_a+term_c+term_t+term_g))
112 elif window.endswith('T'):
113 cant_t=cant_t+1
114 term_t=compone[cant_t]
115 term_g=compone[cant_g]
116 lccsal.append(-(term_a+term_c+term_t+term_g))
117 tail=window[0]
118 return lccsal
119
121 """Local Composition Complexity (LCC) for a sequence.
122
123 seq - an unambiguous DNA sequence (a string or Seq object)
124
125 Returns the Local Composition Complexity (LCC) value for the entire
126 sequence (as a float).
127
128 Reference:
129 Andrzej K Konopka (2005) Sequence Complexity and Composition
130 DOI: 10.1038/npg.els.0005260
131 """
132 wsize=len(seq)
133 try :
134
135 upper = seq.upper()
136 except AttributeError :
137
138 upper = seq.tostring().upper()
139 l2=math.log(2)
140 if 'A' not in seq:
141 term_a=0
142
143 else:
144 term_a=((upper.count('A'))/float(wsize))*((math.log((upper.count('A'))
145 /float(wsize)))/l2)
146 if 'C' not in seq:
147 term_c=0
148 else:
149 term_c=((upper.count('C'))/float(wsize))*((math.log((upper.count('C'))
150 /float(wsize)))/l2)
151 if 'T' not in seq:
152 term_t=0
153 else:
154 term_t=((upper.count('T'))/float(wsize))*((math.log((upper.count('T'))
155 /float(wsize)))/l2)
156 if 'G' not in seq:
157 term_g=0
158 else:
159 term_g=((upper.count('G'))/float(wsize))*((math.log((upper.count('G'))
160 /float(wsize)))/l2)
161 lccsal=-(term_a+term_c+term_t+term_g)
162 return lccsal
163