Article
STMHCpan, an accurate Star-Transformer-based extensible framework for predicting MHC I allele binding peptides.
Briefings in bioinformatics - 19 May 2023
Ye Zheng, Li Shaohao, Mi Xue, Shao Baoyi, Dai Zhu, Ding Bo, Feng Songwei, Sun Bo, Shen Yang, Xiao Zhongdang
Abstract excerpt
Peptide-major histocompatibility complex I (MHC I) binding affinity prediction is crucial for vaccine development, but existing methods face limitations such as small datasets, model overfitting due to excessive parameters and suboptimal performance. Here, we present STMHCPan (STAR-MHCPan), an open-source package based on the Star-Transformer model, for MHC I binding peptide prediction. Our approach introduces an...
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