BWA
|
Bowtie
|
Does not make compromise to memory and
speed usage and guarantees the highest quality reads
|
Make compromise to memory and speed
usage because it does not guarantee the highest quality read mapping if no
exact match exists.
It fails to align some reads with
valid mapping when it opts for maximum speed.
|
uses
mapping quality accepts or rejects
an alignment based on counting the number of mismatches between reads and
corresponding genomic position.
|
Uses
a quality threshold (alignment
score) to perform same function
|
BWA uses large memory due to mapping
step and 40% slower
|
Uses less memory and is 40% fast in
doing alignment
|
Supports alignment when there are some
gaps and mismatches in single end sequence/ alignment
|
No gapped alignment. If the subject
genome has a gap with respect to reference genome it is unlikely to report
the correct alignment for a read
|
Memory efficient aligner with low
speed as compared to Bowtie
|
Ultrafast and memory efficient aligner
|
Uses FM indexing and Burrows Wheeler
Transform algorithm
|
Bowtie index is a refinement of FM
Index (Ferragina and Manzini 2000) which in turn uses the Burrows-Wheeler
Transform
|
No built-in indexes are available with
BWA package
|
Built-in indexes are also available
with Bowtie package
|
Common method for FM Indexing is the
exact matching algorithm and it does not use double indexing strategy. It
also uses inexact matching (backtracking algorithm but it is not optimal
|
Uses double
indexing', a strategy to avoid excessive backtracking. The Bowtie aligner
follows a policy similar to Maq's, in that it allows a small number of
mismatches within the high-quality end of each read, and it places an upper
limit on the sum of the quality values at mismatched alignment positions.
|
It does not reduce the search space by
bounding the search with D(i), where D(i) is the lower bound of differences
in given reads W (0, i)
|
It does not reduce the search space by
bounding the search with D(i), but cleverly doing the alignment for both
original and reversed read sequences to bypass unnecessary searches towards
the root of prefix trie
|
BWA implements breadth-first search
(BFS) so its slower than bowtie
|
By default, Bowtie performs a depth
first search (DFS) on prefix trie and stops when qualified hit is found
|
No possibility to make BWA perform DFS
|
It is possible to make bowtie perform
a BFS by applying -best option at
the command line but this makes bowtie slower
|
Generates mapping qualities
|
Generates quality scores
|
More accurate in terms of confident
mapping and error rate of confident mapping
|
Less accurate in terms of confident
mapping
|
It checks suboptimal hits that’s why
it is slow
|
Do not check suboptimal hits that’s
why it is fast
|
Tuesday, 25 April 2017
General differences between BWA and Bowtie Aligners (NGS data alignment tools)
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