2012 | OriginalPaper | Chapter
How to Reconstruct a Genome
Author : Esko Ukkonen
Published in: Mathematical Foundations of Computer Science 2012
Publisher: Springer Berlin Heidelberg
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Since its early formulations (e.g., [1]), the genome assembly problem has attracted lots of interest from algorithm theoretic as well as from algorithm engineering point of view. In this problem, which is an inversion problem by nature, one is asked to reconstruct the entire DNA sequence from the short, randomly picked sequence fragments that a DNA sequencing instrument is able to read [2]. With the invent of current high-throughput sequencers producing such fragment reads in massive amounts, there is in molecular biology research a pronounced call for an accurate and fast reconstruction procedure.
It is customary to structure a reconstruction procedure into the following major steps: (1) Error correction of the fragments; (2) Finding pairwise overlaps between the fragments and representing the overlaps as a graph; (3) Constructing approximate superstrings, called
contigs
, for the fragments; (4) Constructing a linear order, called a
scaffold
, of the contigs. All steps are algorithmically challenging. Noisy data and intricate repetition structure of the target genome cause added difficulties. The talk attempts to give an overall picture of the genome assembly process and its algorithmic aspects emphasizing some recent developments in error correction [3], contig assembly, and scaffolding [4]. We also try to convey experiences from a major undertaking of
de novo
sequencing of a higher organism, Glanville fritillary butterfly
Melitea cinxia
. (A collaboration with I. Hanski,
www.helsinki.fi/science/metapop/index.htm
).