Chemistry

Programming language

Deep neural networks

Artificial intelligence

Biochemistry

Biology

Gene

SIGNAL (programming language)

Cell biology

Computer science

Signal peptide

Peptide sequence

Computational biology

Artificial neural network

Nature Biotechnology

Signal peptides (SPs) are short amino acid sequences in the amino terminus of many newly synthesized proteins that target proteins into, or across, membranes. Bioinformatic tools can predict SPs from amino acid sequences, but most cannot distinguish between various types of signal peptides. We present a deep neural network-based approach that improves SP prediction across all domains of life and distinguishes between three types of prokaryotic SPs. SignalP 5.0 improves proteome-wide detection of signal peptides across all organisms and can distinguish between different types of signal peptides in prokaryotes.

SignalP 5.0 improves signal peptide predictions using deep neural networks