DNA copy numbers and the Circular Binary Segmentation Algorithm
DNA copy numbers and the Circular Binary Segmentation Algorithm
DNA copy numbers and the Circular Binary Segmentation Algorithm
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CBS p-value Approximation Faster CBS<br />
Let ˜T 2 = max<br />
A 2<br />
T ij . If data are normal, <strong>the</strong>n<br />
P ( ˜T 2 > b) = 1 4 b3 φ(b)<br />
∫ 1−δ<br />
1/2<br />
ν 2 (b/[nt(1 − t)] 1/2 )<br />
t 2 (1 − t) 2 dt,<br />
where δ = k/n, φ is <strong>the</strong> normal density <strong>and</strong> ν is<br />
⎧<br />
⎨ ∞<br />
ν(x) = 2x −2 exp<br />
⎩ −2 ∑<br />
r −1 Φ<br />
(− 1 ) ⎫ ⎬<br />
2 xr1/2 ⎭ .<br />
By symmetry P (T 2 > b) ≈ 2P ( ˜T 2 > b).<br />
If data are “regular” <strong>and</strong> k sufficiently large,<br />
r<strong>and</strong>om field approximately Gaussian<br />
1<br />
17