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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

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