DETECTING MUTATIONS AND PLOIDY IN CHROMOSOMAL SEGMENTS
The invention provides methods, systems, and computer readable medium for detecting ploidy of chromosome segments or entire chromosomes, for detecting single nucleotide variants and for detecting both ploidy of chromosome segments and single nucleotide variants. In some aspects, the invention provides methods, systems, and computer readable medium for detecting cancer or a chromosomal abnormality in a gestating fetus.
1 . A method for determining ploidy of a chromosomal segment in a sample of an individual, the method comprising:
isolating circulating tumor DNA from a blood sample, serum sample, or plasma sample from an individual suspected of having cancer;
amplifying at least 1,000 polymorphic loci relating to cancer-associated copy number variation from the circulating tumor DNA to obtain amplicons;
sequencing the amplicons to obtain allele frequency data generated from the sample, comprising the amount of each allele present in the sample at each loci in a set of polymorphic loci on the chromosomal segment;
generating phased allelic information for the set of polymorphic loci by estimating the phase of the allele frequency data;
generating individual probabilities of allele frequencies for the polymorphic loci for different ploidy states using the allele frequency data, wherein the individual probabilities are generated using a set of models of both different ploidy states and allelic imbalance fractions for the set of polymorphic loci;
generating joint probabilities for the set of polymorphic loci using the individual probabilities and the phased allelic information and considering the linkage between polymorphic loci on the chromosome segment; and
selecting, based on the joint probabilities, a best fit model indicative of chromosomal ploidy, thereby determining ploidy of the chromosomal segment, and the method further comprises determining based on the selecting, whether copy number variation is present in cells of a tumor of the individual.