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On the Analysis of Optical Mapping Data - University of Wisconsin ...

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15<br />

Gapped alignments: The above description implicitly assumes that given any two cut<br />

sites involved in <strong>the</strong> alignment, all intermediate cut sites will also be involved. Such alignments<br />

are known as ungapped alignments. <strong>On</strong>e may wish to relax this assumption and allow<br />

gaps, e.g. to represent deletions or insertions. The above notation can be easily generalized<br />

to include such gapped alignments by allowing some index pairs to attain a special value<br />

(<br />

representing a boundary, e.g.<br />

il<br />

) (<br />

j l = NA)<br />

. In principle <strong>the</strong> requirement that il ’s and j l ’s<br />

be increasing can also be relaxed to allow change in orientation within an alignment (e.g. to<br />

represent inversion) but this is rarely allowed in practice due to difficulty in implementation.<br />

The true orientation <strong>of</strong> raw optical maps are unknown, so both must be considered during<br />

analysis.<br />

Map types: x and y above denote generic restriction maps. In practice, <strong>the</strong>y can be one<br />

<strong>of</strong> three types; individual optical maps, reference maps derived in silico from sequence and<br />

intermediate consensus maps derived by combining multiple optical maps. This distinction is<br />

important when comparing two maps. For example, optical maps are noisy whereas in silico<br />

reference maps are generally considered error free. Consensus maps lie somewhere in between,<br />

since <strong>the</strong>y contain information averaged over individual optical maps. Thus, comparing an<br />

optical map with ano<strong>the</strong>r optical map is a symmetric problem, whereas comparing an optical<br />

map with an in silico reference or a consensus map is not.<br />

Alignment types: Most types <strong>of</strong> sequence alignment problems have a corresponding map<br />

alignment problem. Terminology regarding <strong>the</strong> various types <strong>of</strong> alignment are not standard,<br />

so we refrain from giving a full list and refer <strong>the</strong> reader to <strong>the</strong>ir favorite book on sequence<br />

alignment, e.g. Waterman (1995). Two variants <strong>of</strong> global alignment have been particularly<br />

useful in recent work: overlap alignment, where a suffix <strong>of</strong> one map is aligned to a prefix <strong>of</strong><br />

ano<strong>the</strong>r, and fit alignment, where an alignment is desired for a map so that it is completely<br />

contained in ano<strong>the</strong>r, usually much larger, map. Local alignments are ano<strong>the</strong>r important<br />

class <strong>of</strong> alignments that are potentially useful in identifying structural variation, but have<br />

not been studied extensively in this context.

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