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<body>
<div class="document" id="last-split">
<h1 class="title">last-split</h1>
<p>This program estimates "split alignments" (typically for DNA) or
"spliced alignments" (typically for RNA).</p>
<p>It reads candidate alignments of query sequences to a genome, and
looks for a unique best alignment for each part of each query. It
allows different parts of one query to match different parts of the
genome. This is useful for DNA queries that cross rearrangement
breakpoints, or RNA queries that cross splice junctions.</p>
<div class="section" id="examples">
<h2>Examples</h2>
<div class="section" id="split-alignment-of-dna-reads-to-a-genome">
<h3>Split alignment of DNA reads to a genome</h3>
<p>Assume the DNA reads are in a file called "q.fastq" (in fastq-sanger
format), and the genome is in "genome.fasta" (in fasta format). We
can do the alignment like this:</p>
<pre class="literal-block">
lastdb -m1111110 db genome.fasta
lastal -Q1 -e120 db q.fastq | last-split > out.maf
</pre>
</div>
<div class="section" id="spliced-alignment-of-rna-reads-to-a-genome">
<h3>Spliced alignment of RNA reads to a genome</h3>
<p>Now we assume that "q.fastq" has reads from RNA forward strands. This
time, we provide the genome information to last-split, which causes it
to do spliced instead of split alignment, and also tells it where the
splice signals are (GT, AG, etc):</p>
<pre class="literal-block">
lastdb -m1111110 db genome.fasta
lastal -Q1 -e120 db q.fastq | last-split -g db > out.maf
</pre>
<p>This will favour splices starting at GT (and to a lesser extent GC and
AT), and ending at AG (and to a lesser extent AC). However, it allows
splices starting and ending anywhere. It also favours splices with
introns of typical length, specified by a log-normal distribution
(i.e. cis-splices). However, it allows arbitrary trans-splices
between any two places in the genome.</p>
</div>
</div>
<div class="section" id="faq">
<h2>FAQ</h2>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field"><th class="field-name">Q:</th><td class="field-body">Before aligning RNA, should poly-A tails be trimmed?</td>
</tr>
<tr class="field"><th class="field-name">A:</th><td class="field-body">It's not essential, but it might make things faster. Poly-A
tracts tend to have many matches in the genome. By trimming, you
can prevent lastal and last-split from wasting time on such
matches.</td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="going-faster-by-parallelization">
<h2>Going faster by parallelization</h2>
<p>For example, split alignment of DNA reads to a genome:</p>
<pre class="literal-block">
parallel-fastq "lastal -Q1 -e120 db | last-split" < q.fastq > out.maf
</pre>
<p>This requires GNU parallel to be installed
(<a class="reference external" href="http://www.gnu.org/software/parallel/">http://www.gnu.org/software/parallel/</a>).</p>
</div>
<div class="section" id="output">
<h2>Output</h2>
<p>The output is in MAF(-like) format:</p>
<pre class="literal-block">
a score=150 mismap=0.000413
s chr21 15963638 25 + 48129895 TCAGATGAGGACCTAATTTATTACT
s query7 50 25 + 75 TCAGATGAGGACCTAATTTATTACT
q query7 EBEEC@CE=EEE?FEDAED5?@@D@
p !#$'BBBBBBBBBBBBBBBBBBBBB
</pre>
<p>The "mismap" is the estimated probability that this part of the query
should be aligned to a different part of the genome. The line
starting with "p" indicates the probability that each base should be
aligned to a different part of the genome. It uses a compact code:</p>
<blockquote>
<table border="1" class="docutils">
<colgroup>
<col width="13%" />
<col width="37%" />
<col width="13%" />
<col width="37%" />
</colgroup>
<tbody valign="top">
<tr><td>Symbol</td>
<td>Error probability</td>
<td>Symbol</td>
<td>Error probability</td>
</tr>
<tr><td><tt class="docutils literal">!</tt></td>
<td>0.79 -- 1</td>
<td><tt class="docutils literal">0</tt></td>
<td>0.025 -- 0.032</td>
</tr>
<tr><td><tt class="docutils literal">"</tt></td>
<td>0.63 -- 0.79</td>
<td><tt class="docutils literal">1</tt></td>
<td>0.02 -- 0.025</td>
</tr>
<tr><td><tt class="docutils literal">#</tt></td>
<td>0.5 -- 0.63</td>
<td><tt class="docutils literal">2</tt></td>
<td>0.016 -- 0.02</td>
</tr>
<tr><td><tt class="docutils literal">$</tt></td>
<td>0.4 -- 0.5</td>
<td><tt class="docutils literal">3</tt></td>
<td>0.013 -- 0.016</td>
</tr>
<tr><td><tt class="docutils literal">%</tt></td>
<td>0.32 -- 0.4</td>
<td><tt class="docutils literal">4</tt></td>
<td>0.01 -- 0.013</td>
</tr>
<tr><td><tt class="docutils literal">&</tt></td>
<td>0.25 -- 0.32</td>
<td><tt class="docutils literal">5</tt></td>
<td>0.0079 -- 0.01</td>
</tr>
<tr><td><tt class="docutils literal">'</tt></td>
<td>0.2 -- 0.25</td>
<td><tt class="docutils literal">6</tt></td>
<td>0.0063 -- 0.0079</td>
</tr>
<tr><td><tt class="docutils literal">(</tt></td>
<td>0.16 -- 0.2</td>
<td><tt class="docutils literal">7</tt></td>
<td>0.005 -- 0.0063</td>
</tr>
<tr><td><tt class="docutils literal">)</tt></td>
<td>0.13 -- 0.16</td>
<td><tt class="docutils literal">8</tt></td>
<td>0.004 -- 0.005</td>
</tr>
<tr><td><tt class="docutils literal">*</tt></td>
<td>0.1 -- 0.13</td>
<td><tt class="docutils literal">9</tt></td>
<td>0.0032 -- 0.004</td>
</tr>
<tr><td><tt class="docutils literal">+</tt></td>
<td>0.079 -- 0.1</td>
<td><tt class="docutils literal">:</tt></td>
<td>0.0025 -- 0.0032</td>
</tr>
<tr><td><tt class="docutils literal">,</tt></td>
<td>0.063 -- 0.079</td>
<td><tt class="docutils literal">;</tt></td>
<td>0.002 -- 0.0025</td>
</tr>
<tr><td><tt class="docutils literal">-</tt></td>
<td>0.05 -- 0.063</td>
<td><tt class="docutils literal"><</tt></td>
<td>0.0016 -- 0.002</td>
</tr>
<tr><td><tt class="docutils literal">.</tt></td>
<td>0.04 -- 0.05</td>
<td><tt class="docutils literal">=</tt></td>
<td>0.0013 -- 0.0016</td>
</tr>
<tr><td><tt class="docutils literal">/</tt></td>
<td>0.032 -- 0.04</td>
<td><tt class="docutils literal">></tt></td>
<td>0.001 -- 0.0013</td>
</tr>
</tbody>
</table>
</blockquote>
<p>Other symbols indicate lower error probabilities, and "~" is the
lowest possible. In general:</p>
<pre class="literal-block">
Error probability <= 10 ^ -((ASCII value - 33) / 10)
</pre>
<p>The "mismap" is simply the lowest probability from the "p" line.</p>
</div>
<div class="section" id="split-versus-spliced-alignment">
<h2>Split versus spliced alignment</h2>
<p>Here is a split alignment:</p>
<pre class="literal-block">
Query ttctttgat--gctagtcctgatgttatggtattttttatcgaatgataa
|||||||--|||||| |||x||||||||||||
Genome chrA ...ctttgatatgctagt... |||x||||||||||||
Genome chrB ...tttatatcgaatgata...
</pre>
<p>And here is a spliced alignment:</p>
<pre class="literal-block">
Query ctagtcgatatt--gctgtacgtctgttagctat-tttttcctctgtttg
|||x|||||--|||||||||----|||||||-|||||x|||||
Genome chrA ...gtctatattatgctgtacgt... |||||||-|||||x|||||
Genome chrB ...tagctatattttttctctg...
</pre>
<p>Split alignment allows arbitrarily large unaligned parts in the middle
of the query, whereas spliced alignment applies a standard gap
penalty. (Both allow arbitrarily large unaligned parts at the edges
of the query.)</p>
</div>
<div class="section" id="specialized-examples">
<h2>Specialized examples</h2>
<div class="section" id="faster-spliced-alignment">
<h3>Faster spliced alignment</h3>
<p>Spliced alignment can be slow. It can be sped up, at a small cost in
accuracy, by not favouring cis-splices:</p>
<pre class="literal-block">
lastdb -m1111110 db genome.fasta
lastal -Q1 -e120 db q.fastq | last-split -c0 -t0.004 -g db > out.maf
</pre>
<p>The -c0 turns off cis-splicing, and the -t0.004 specifies a higher
probability of trans-splicing.</p>
</div>
<div class="section" id="spliced-alignment-of-dna-reads-to-a-genome">
<h3>"Spliced" alignment of DNA reads to a genome</h3>
<p>If we do not wish to allow arbitrarily large unaligned parts in the
middle of the query, we can do "spliced" alignment without considering
splice signals or favouring cis-splices:</p>
<pre class="literal-block">
lastdb -m1111110 db genome.fasta
lastal -Q1 -e120 db q.fastq | last-split -c0 > out.maf
</pre>
</div>
</div>
<div class="section" id="options">
<h2>Options</h2>
<blockquote>
<table class="docutils option-list" frame="void" rules="none">
<col class="option" />
<col class="description" />
<tbody valign="top">
<tr><td class="option-group">
<kbd><span class="option">-h</span>, <span class="option">--help</span></kbd></td>
<td>Show a help message, with default option values, and exit.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-g</span>, <span class="option">--genome=<var>NAME</var></span></kbd></td>
</tr>
<tr><td> </td><td>Do spliced alignment, and read splice signals (GT, AG, etc)
from the named genome. NAME should be the name of a lastdb
database.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-d</span>, <span class="option">--direction=<var>D</var></span></kbd></td>
</tr>
<tr><td> </td><td>Do spliced alignment, and set the strandedness of the
queries: 0=reverse, 1=forward, 2=unknown/mixed. This
determines whether forward and/or reverse-complement splice
signals are used.</td></tr>
<tr><td class="option-group">
<kbd><span class="option">-c</span>, <span class="option">--cis=<var>PROB</var></span></kbd></td>
<td>Do spliced alignment, and set the average probability per
base of cis-splicing. The default value roughly fits human
RNA.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-t</span>, <span class="option">--trans=<var>PROB</var></span></kbd></td>
</tr>
<tr><td> </td><td>Do spliced alignment, and set the average probability per
base of trans-splicing.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-M</span>, <span class="option">--mean=<var>MEAN</var></span></kbd></td>
</tr>
<tr><td> </td><td>Do spliced alignment, and set the mean of ln(intron length).
The default value fits human RNA.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-S</span>, <span class="option">--sdev=<var>SDEV</var></span></kbd></td>
</tr>
<tr><td> </td><td>Do spliced alignment, and set the standard deviation of
ln(intron length). The default value fits human RNA.</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-m</span>, <span class="option">--mismap=<var>PROB</var></span></kbd></td>
</tr>
<tr><td> </td><td>Don't write alignments with mismap probability > PROB.
Low-confidence alignments will be discarded unless you
increase this value!</td></tr>
<tr><td class="option-group" colspan="2">
<kbd><span class="option">-s</span>, <span class="option">--score=<var>INT</var></span></kbd></td>
</tr>
<tr><td> </td><td><p class="first">Don't write alignments with score < INT.</p>
<p>For SPLIT alignment, the default value is e (the lastal score
threshold). Alignments with score just above INT will get
high mismap probabilities.</p>
<p class="last">For SPLICED alignment, the default value is e + t * ln(1000),
where t is a scale factor that is written in the lastal
header. This roughly means that, for every alignment it
writes, it has considered alternative alignments with
one-thousandth the probability. Alignments with score just
above INT will not necessarily get high mismap probabilities.</p>
</td></tr>
<tr><td class="option-group">
<kbd><span class="option">-n</span>, <span class="option">--no-split</span></kbd></td>
<td>Do probability calculations as usual, but write the
<em>original</em> alignments, annotated with "p" lines and mismap
probabilities. Note that the mismap and score limits still
apply.</td></tr>
<tr><td class="option-group">
<kbd><span class="option">-v</span>, <span class="option">--verbose</span></kbd></td>
<td>Show progress information on the screen.</td></tr>
<tr><td class="option-group">
<kbd><span class="option">-V</span>, <span class="option">--version</span></kbd></td>
<td>Show version information and exit.</td></tr>
</tbody>
</table>
</blockquote>
</div>
<div class="section" id="details">
<h2>Details</h2>
<ul class="simple">
<li>The input must be in MAF format, and it must include header lines
(of the kind produced by lastal) describing the alignment score
parameters.</li>
<li>The program reads one batch of alignments at a time (by looking for
lines starting with "# batch"). If the batches are huge
(e.g. because there are no lines starting with "# batch"), it might
need too much memory.</li>
<li>lastal can optionally write "p" lines, indicating the probability
that each base is misaligned due to wrong gap placement.
last-split, on the other hand, writes "p" lines indicating the
probability that each base is aligned to the wrong genomic locus.
You can combine both sources of error (roughly) by taking the
maximum of the two error probabilities for each base.</li>
</ul>
<p>The following points matter only if you are doing something unusual
(e.g. bisulfite alignment):</p>
<ul class="simple">
<li>If the header has more than one score matrix, last-split will use
the first one.</li>
<li>It assumes this score matrix applies to all alignments, when the
alignments are oriented to use the forward strand of the query.</li>
</ul>
</div>
<div class="section" id="limitations">
<h2>Limitations</h2>
<p>last-split does not support:</p>
<ul class="simple">
<li>Generalized affine gap costs.</li>
</ul>
</div>
<div class="section" id="to-do">
<h2>To do</h2>
<ul class="simple">
<li>An option to specify splice signals and their strengths.</li>
</ul>
</div>
</div>
</body>
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