Jaskaran Singh, Narendra N Khanna, Ranjeet K Rout, Narpinder Singh, John R Laird, Inder M Singh, Mannudeep K Kalra, Laura E Mantella, Amer M Johri, Esma R Isenovic, Mostafa M Fouda, Luca Saba, Mostafa Fatemi, Jasjit S Suri
Due to the intricate relationship between the small non-coding ribonucleic acid (miRNA) sequences, the classification of miRNA species, namely Human, Gorilla, Rat, and Mouse is challenging. Previous methods are not robust and accurate. In this study, we present AtheroPoint's GeneAI 3.0, a powerful, novel, and generalized method for extracting features from the fixed patterns of purines and pyrimidines in each miRNA sequence in ensemble paradigms in machine learning (EML) and convolutional neural network (CNN)-based deep learning (EDL) frameworks...
March 26, 2024: Scientific Reports