My computer has dual hard drives, one SSD and one traditional spinning HDD. Will keeping any of the files used in Bowtie or Tophat alignments on the SSD instead of the HDD speed up the process? Eg. The index files, input sequence reads, output files, or (in the case of Tophat) temp files. Other specs are i7-2720QM (2.2-3.3GHz), 16GB RAM. I'm thinking the bottleneck is probably the CPU since the threads almost always run at nearly 100% but thought I would ask.
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An SSD won't help for this type of analysis. Bowtie maps the genome indices into memory, so once it's loaded the only activity from the disk should be writing out results files.
As you've seen the limitation is CPU. Bowtie allows you to spread your CPU load over many cores using the -p parameter and performance increases linearly with number of CPUs up to at least 8 cores in our tests. Tophat can also take advantage of this, but some parts of the code (calculating putative splice sites) are not multi-threaded, so will only use a single CPU.
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The immune system’s power comes from its genetic diversity, allowing myriad threats to be neutralized through first recognizing foreign antigens. That diversity is also what makes the immune system so difficult to study. Recent advances in sequencing technology and computational biology, however, are giving researchers new tools to understand immune responses and immune-related diseases in greater detail.
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