23 February 2015

As is discussed in my previous post, a major but potentially fixable problem with the VCF model is that we allow to and sometimes have to squeeze multiple alleles in one VCF line. This post gives the solution, the unary representation. The representation was first conceived by Richard Durbin a couple of years ago, but in my view had a few practical issues initially and thus never openly presented.

In the following, I will present a toy format named as variant allele format (VAF), but I should note that this format is mainly to demonstrate the logical relationships between objects in the unary representation. I am NOT proposing a new polished format in this post.

The toy VAF format

Here is an example:

#LS @1000g  NA06879    NA12345
#LS @SGDP   HGDP12345  HGDP23456
AL  chr1_501C>T  rs12345  AC=3
GT  @1000g:GT     1|0            .|.
GT  @SGDP:GT:GL   0|0:0,30,100   1|1:100,30,0
//
UC  chr1_601_700uncalled
GT  @1000g
GT  HGDP12345
//
AL  chr1_1002A>T       .  .
GT  NA06879:GT    1/1
GT  NA12345:GT    1/chr1_1002_1005del
GT  @SGDP:GT      1/0   1/chr1_1002_1005del
//
AL  chr1_1002_1005del  .  .
GT  NA12345:GT    1/chr1_1002A>T
GT  @1000g:GT     *     1/chr1_1002A>T
//

where a #LS header line defines an ordered list of samples. An AL line encodes an allele sequence in an unambiguous HGVS-like format (which will be discussed later) and the following GT lines give the genotypes of each sample, where “1” indicates the presence of the ALT allele, “0” the presence of the reference allele and “*” suggests the sample does not contain the allele (NB: this is different from missing data “.”; see also discussion point 5 below). If at a locus, a sample possesses two overlapping ALT alleles, one of the alleles needs to be encoded in the HGVS-like format on the GT line.

If we use one #LS line and append the GT lines to the AL lines, the format above will look like VCF. However, conceptually, VAF has two important differences: 1) in VAF, we can choose to exclude homozygous reference sites (in VCF, we need to explicitly write 0/0 at these sites), and 2) in VAF, the primary unit is allele (in VCF, each data line doesn’t have a clear meaning). With these two properties, merging two VAFs is simply done via line copying: if an allele in the second VAF is absent in the first, we copy the entire AL record to the first file; if present, we only copy GT lines to the first VAF. Simple merging makes it trivial to integrate variants from various projects, which is very complicated and costly with VCF. VAF is also more consistent and simplifies some optional fields like AC and AF and fields related to variant annotation.

Further comments on VAF

  1. Atomic vs compound alleles. An atomic allele is the “smallest” allele. A compound allele consists of multiple atomic alleles. In VAF, each allele should be atomic.

  2. Unambiguous representation of an atomic allele. In HGVS, a C to G SNP could also be described by a 1bp inversion. This is problematic. We could impose extra rules such that the same atomic allele is always represented by the same string.

  3. At the AL lines, it is probably better to convert chr1_501C>T to chr1 500 501 C T, but then we need a way to describe large alleles (e.g. translocations) and a consistent procedure to convert TAB-delimited allele representation to a string.

  4. My major concern with the initial unary proposal is that retrieving genotypes requires to combine multiple allele lines, which greatly complicates programming. VAF solves this problem by listing non-reference alleles that are different from the current allele record. This is only necessary at sites having two different ALT alleles.

  5. An alternative solution to point 4 is to add RA lines to list alleles related to the current allele record. We could then use integers in the GT lines. However, doing this will complicate merging as we need to recompute allele number. Simple line copying won’t work.

  6. I think having the special “*” genotype is convenient, but it is not quite necessary. If we feel “*” is confusing, we could replace “*” with “0/chr1_1002A>T” in the example above.

  7. For a diploid sample, the same genotype may be presented twice (or four times for a tetraploid sample). This is a disadvantage.

  8. In comparison to VCF, it is harder to get overlapping genotypes containing different alleles. Another disadvantage. However, I am not sure we need this operation.

VAF in Avro

record Call {
    string callSetId;   // sample ID
    array<union{int,Path}> genotype; // array size == ploidy
    array<double> genotypeLikelihood = [];
    map<array<string>> info = {};  // other VCF FORMAT fields
}
record Allele {
    Path path;   // allele position and sequence
    array<Call> calls = [];
    map<array<string>> info = {};  // other VCF INFO fields
}

A slightly different schema, where we put other related overlapping alleles in Allele (see also point 5 in the discussions above).

record Call {
    string callSetId;   // sample ID
    array<int> genotype; // array size == ploidy
    array<double> genotypeLikelihood = [];
    map<array<string>> info = {};  // other VCF FORMAT fields
}
record Allele {
    Path path;   // allele position and sequence
    // other paths overlapping `path` and used in `calls`
    array<Path> relatedPaths = [];
    array<Call> calls = [];
    map<array<string>> info = {};  // other VCF INFO fields
}


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