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Leader sequence consideration

Junior has mentioned that I could also consider the leader sequence as an additional property of a true CRISPR system.

image

SignalP. Signal sequence in leader sequence.

performance

  • https://developer.nvidia.com/nsight-visual-studio-edition
  • Leap checking rather than checking/creating every dyad/kmer?
  • Only store/create kmer if dyad rather than a post-process filter?
  • Windowing based fast detection of repeats (pass 1) followed by careful analysis of high-repeat domains for specific properties such as spacers (pass 2)?
  • May not require iteration for Dyad predicate. Just check minimum provided length?
  • As alternative to local alignment for Cas gene discovery, can do k-mer based similarity scores (higher-performance)
  • Alternative to string comparison is XOR -> AND -> popcount of 3-bit encoded nucleotides (as opposed to 2-bit encoding to reduce an extra step associated with filtering down the popcount due to one of the 4 nucleotides having to be encoded with two 1s)
  • Check for validation parameters only if the CRISPR loosely matches the definition. For example, maybe spacer sequences don't need to be aligned if the repeat array is perfect.
  • Distributed computing via HPC.
  • Usage of high physical memory consumption (RAM or VRAM) via HPC.
  • CUDA best practices

require new mismatch ratio of <0.8 in order to get 1577775 - 1578027 30 (thermohpilus). Therefore. Consider removing the entire dyad enumeration and just relying on mutant checking in the genome. This means that we save a fair bit on memory with regards to the number of dyads we send to the crispr kernel. Rather we just end up working with the genome and each cuda thread writing crispr arrays to its buffer based on mutant checks. I would expect this to actually improve the performance because here there's no need to do the dyad checks.

Thesis updates

Literature review

  • Inclusion of literature on CRISPR structure ambiguity such as degeneration and tandem repeats.
  • Inclusion of review of evaluation of precision and recalls of existing tools.

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