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Account for WGD #36

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teng-gao opened this issue May 30, 2022 · 3 comments
Open

Account for WGD #36

teng-gao opened this issue May 30, 2022 · 3 comments
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enhancement New feature or request

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@teng-gao
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Ideally, we should account for WGD (baseline is 4 copies) when analyzing hyperploid tumors (e.g. TNBC5), which should lead to better model fit and prediction stability

@teng-gao teng-gao added the enhancement New feature or request label May 30, 2022
@DarioS
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DarioS commented Jun 1, 2023

Isn't the baseline usually at three copies because of fitness? I have a cancer with 70% of samples with whole genome duplication and genome ploidy from PURPLE is rarely near four but often close to three, so I am looking forward to this enhancement!

image

Whereas chromosome losses are rarely tolerated in diploid cells, they occur frequently in tetraploid cells and can promote cancer formation.

@teng-gao
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teng-gao commented Jun 1, 2023

Isn't the baseline usually at three copies because of fitness? I have a cancer with 70% of samples with whole genome duplication and genome ploidy from PURPLE is rarely near four but often close to three, so I am looking forward to this enhancement!

Right, although tumors that have ploidy near 3 should be ok unless no diploid regions are available anywhere on the genome. The issue only arises when the lowest (in copy number) balanced segments are 4 copies.

@DarioS
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DarioS commented Mar 12, 2024

I noticed that non-WGD samples have near-perfect agreement to whole genome sequencing (PURPLE) but not WGD.
image
It seems implausible that all of a sample's arms would be lost or gained rather than a mix. Sample IDs ending in Bulk are WGS.

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