VAF (variant allele frequency) vs CCF (cancer cell fraction)
文章目录
VAF - variant allele frequency
Variant allele fraction or frequency (VAF): the fraction of mutated reads for a given variant, which is a readout for the proportion of DNA mutated in the sequenced tissue.
测序时特定位点突变的reads数比上总的reads数,可以从VCF中获得。
CCF - cancer cell fraction
Cancer cell fraction (CCF): the fraction of cancer cells from the sequenced sample carrying a set of SNVs.
携带突变的癌细胞比例,可以通过pyclone(https://github.com/Roth-Lab/pyclone-vi)或sciclone(https://github.com/genome/sciclone)计算。
$$ CCF = VAF *\frac{1}{p}[pCN_t + CN_n(1-p)] $$
VAF: corresponds to the variant allele frequency at the mutated base
p: the tumor purity肿瘤纯度
CNt: the tumor locus specific copy number所在位置的拷贝数
CNn: the normal locus specific copy number (CNn was assumed to be 2 for autosomal chromosomes)正常样本的拷贝数
Clonal and subclonal mutation
根据CCF可以判断克隆或者亚克隆突变,不过不同的文章也有不同的做法。
https://www.sciencedirect.com/science/article/pii/S0002929719303878
For clonality, a mutation with a probability of >50% or the lower bound of the 95% confidence interval of its CCF >90% was classified as clonal and subclonal otherwise.
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5538405/
A clonal SNV will have a CCF of 1.0 (i.e., 100% of tumor cells). A subclonal mutation has a CCF less than 1.0 (for example, 0.4, or 40% of tumor cells).
https://www.nature.com/articles/s41467-019-09255-1
Mutations were classified as subclonal if the upper bound of CCF 95% confidence interval was less than 1.
https://www.nature.com/articles/s41591-020-0900-x
the dominant subclones (cancer cell fraction (CCF) ≥75%), minor clone (CCF < 75%)
参考
Principles of Reconstructing the Subclonal Architecture of Cancers
A practical guide to cancer subclonal reconstruction from DNA sequencing
Tracking the Evolution of Non-Small-Cell Lung Cancer
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文章作者 zzx
上次更新 2022-10-06