Non-Hemolytic AMPs Commonly Identified from Cephalopods PSG by Three Prediction Models
Description
The dataset presented here comprises non-hemolytic antimicrobial peptides (AMPs) subsets, which were derived using a consensus prediction approach involving three distinct prediction models. These models were applied to AMPs libraries (DOI: 10.17632/wwk7zzcfhv.1) resulting from the screening of 13 peptide libraries (DOI: 10.17632/6fjsdnvygb.1). These libraries were derived from omics data originating from Cephalopods' Posterior Salivary Glands (DOI: 10.17632/gxmkytwdhx.1). The provided dataset includes 13 peptide FASTA files, each annotated with information about the enzyme(s) involved in the in silico digestion process. The peptides are categorized based on whether a single enzyme (OE) or two enzymes (TE) were applied, with the latter being applied either sequentially (S) or concurrently (C). These identified non-hemolytic AMPs offer a unique and unexplored chemical landscape, holding great potential for driving the discovery of novel peptide-based pharmaceutical agents.
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Steps to reproduce
Non-hemolytic AMPs screening was conducted on AMPs libraries from Cephalopods' Posterior Salivary Glands, available at doi: 10.17632/wwk7zzcfhv.1, utilizing the following prediction models/tools: 1. HemoPI 2. Macrel 3. Multi-query similarity searching models. Subsequent analysis involved the examination of prediction outputs from each model for every peptide library. Non-hemolytic AMPs consistently detected by all three models were identified across each library, representing the consensus of non-hemolytic AMPs for their respective peptide collections.