Biochemistry, Biophysics, and Structural Biology Commons^™

Identification And Folding Of Mirna Through Machine Learning, Xavier Pellow

The International Student Science Fair 2018

As of writing, there is currently no efficient way to accurately identify miRNA or predict the structure of miRNA without the usage of a lab. The purpose of this work is to provide a framework which allows for efficient identification of mature miRNA and folding of pre-miRNA using a feedforward neural network (FFNN) and probabilistic context-free grammar (PCFG) parsing, respectively. After training, the FFNN developed an accuracy of 98%. Out of all control cases using high confidence miRNA, the PCFG used returned folded structures that matched the canonical structures to an accuracy of 81%. The results of this work indicates …