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A natural encoding of genetic variation in a Burrows-Wheeler Transform to enable mapping and genome inference

Abstract:
We show how positional markers can be used to encode genetic variation within a Burrows-Wheeler Transform (BWT), and use this to construct a generalisation of the traditional “reference genome”, incorporating known variation within a species. Our goal is to support the inference of the closest mosaic of previously known sequences to the genome(s) under analysis. Our scheme results in an increased alphabet size, and by using a wavelet tree encoding of the BWT we reduce the performance impact on rank operations. We give a specialised form of the backward search that allows variation-aware exact matching. We implement this, and demonstrate the cost of constructing an index of the whole human genome with 8 million genetic variants is 25GB of RAM. We also show that inferring a closer reference can close large kilobase-scale coverage gaps in P. falciparum.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1007/978-3-319-43681-4_18

Authors

More by this author
Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Human Genetics Wt Centre
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Human Genetics Wt Centre
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Human Genetics Wt Centre
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Human Genetics Wt Centre
Role:
Author


Publisher:
Springer Verlag
Journal:
WABI 2016: 16th Workshop on Algorithms in Bioinformatics More from this journal
Publication date:
2016-08-01
Acceptance date:
2016-05-31
DOI:
ISSN:
0302-9743


Keywords:
Pubs id:
pubs:630012
UUID:
uuid:14d555a2-5f01-48f6-8ae0-7adebf6918a7
Local pid:
pubs:630012
Source identifiers:
630012
Deposit date:
2016-06-27
ARK identifier:

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