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generate segmented CNV segment mean distribution #3

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jingchunzhu opened this issue Mar 10, 2018 · 2 comments
Open

generate segmented CNV segment mean distribution #3

jingchunzhu opened this issue Mar 10, 2018 · 2 comments

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@jingchunzhu
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jingchunzhu commented Mar 10, 2018

TCGA CNV data comes as CNV segments. Each segment has a value, called segment mean. These values are continuous values. However biologist often refer copy number as gain and loss, discrete states. I am interested in the distribution of segment means for TCGA pan-cancer cohort, as well as individual TCGA cohort. The distribution will help me to determine the cutoff for determine copy number gain or loss.

In a diploid genome, a single-copy gain in a perfectly pure, homogeneous sample has a copy ratio of 3/2. In log2 scale, this is log2(3/2) = 0.585, and a single-copy loss is log2(1/2) = -1.0.” However, most tumors are heterogeneous (clonal tumor populations) and have some normal stroma. Therefore, the sample’s purity need to be considered so alterations are not missed.

  1. generate copy number segment mean distribution without adjust for purity
  2. generate copy number adjusted segment mean (adjusted for purity) distribution .
@jingchunzhu
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@CarpeVida
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Here's the updated graphs. Still seeing a weird pattern in KIRC with multimodal distributions in many graphs.

uvm_cnv_graph
ucs_cnv_graph
ucec_cnv_graph
thym_cnv_graph
thca_cnv_graph
tgct_cnv_graph
stad_cnv_graph
skcm_cnv_graph
sarc_cnv_graph
read_cnv_graph
prad_cnv_graph
pcpg_cnv_graph
pancan_cnv_graph
ov_cnv_graph
meso_cnv_graph
lusc_cnv_graph
lung_cnv_graph
luad_cnv_graph
lihc_cnv_graph
lgg_cnv_graph
laml_cnv_graph
kirp_cnv_graph
kirc_cnv_graph
kich_cnv_graph
hnsc_cnv_graph
gbmlgg_cnv_graph
gbm_cnv_graph
esca_cnv_graph
dlbc_cnv_graph
coadread_cnv_graph
coad_cnv_graph
chol_cnv_graph
cesc_cnv_graph
brca_cnv_graph
blca_cnv_graph
acc_cnv_graph

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