A cryptocurrency incentivized voluntary grid computing platform for DNA read alignment
Author(s)
Advisor
Date
2019-09Publisher
Bilkent University
Language
English
Type
ThesisItem Usage Stats
228
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Abstract
The main computational bottleneck of High Throughput Sequencing (HTS) data
analysis is to map the reads to a reference genome, for which clusters are typically
used. However, building clusters large enough to handle hundreds of petabytes of
data is infeasible. Additionally, the reference genome is also periodically updated
to x errors and include newly sequenced insertions, therefore in many large
scale genome projects the reads are realigned to the new reference. Therefore,
we need to explore volunteer grid computing technologies to help ameliorate the
need for large clusters. However, since the computational demands of HTS read
mapping is substantial, and the turnaround of analysis should be fast, we also
need a method to motivate volunteers to dedicate their computational resources.
For this purpose, we propose to merge distributed read mapping techniques with
the popular blockchain technology. Cryptocurrencies such as Bitcoin calculate a
value (called nonce) to ensure new block (i.e., \money") creations are limited and
di cult in the system, however, this calculation serves no other practical purpose.
Our solution (Coinami) introduces a new cryptocurrency called Halocoin, which
rewards scienti c work with alternative minting. In Coinami, read alignment
problems are published and distributed in a decentralized manner while volunteers
are rewarded for their work. Authorities have two main tasks in our system: 1)
inject new problem sets (i.e., \alignment problems") into the system, and 2) check
for the validity of the results to prevent counterfeit.