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All Your Base: a fast and accurate probabilistic approach to base calling.


ABSTRACT: The accuracy of base calls produced by Illumina sequencers is adversely affected by several processes, with laser cross-talk and cluster phasing being prominent. We introduce an explicit statistical model of the sequencing process that generalizes current models of phasing and cross-talk and forms the basis of a base calling method which improves on the best existing base callers, especially when comparing the number of error-free reads. The novel algorithms implemented in All Your Base (AYB) are comparable in speed to other competitive base-calling methods, do not require training data and are designed to be robust to gross errors, producing sensible results where other techniques struggle. AYB is available at http://www.ebi.ac.uk/goldman-srv/AYB/.

SUBMITTER: Massingham T 

PROVIDER: S-EPMC4053729 | biostudies-literature | 2012 Feb

REPOSITORIES: biostudies-literature

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All Your Base: a fast and accurate probabilistic approach to base calling.

Massingham Tim T   Goldman Nick N  

Genome biology 20120229 2


The accuracy of base calls produced by Illumina sequencers is adversely affected by several processes, with laser cross-talk and cluster phasing being prominent. We introduce an explicit statistical model of the sequencing process that generalizes current models of phasing and cross-talk and forms the basis of a base calling method which improves on the best existing base callers, especially when comparing the number of error-free reads. The novel algorithms implemented in All Your Base (AYB) ar  ...[more]

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