PepFuNN: Novo Nordisk Open-Source Toolkit to Enable Peptide in Silico Analysis

IF 1.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Rodrigo Ochoa, Kristine Deibler
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引用次数: 0

Abstract

We present PepFuNN, a new open-source version of the PepFun package with functions to study the chemical space of peptide libraries and perform structure–activity relationship analyses. PepFuNN is a Python package comprising five modules to study peptides with natural amino acids and, in some cases, sequences with non-natural amino acids based on the availability of a public monomer dictionary. The modules allow calculating physicochemical properties, performing similarity analysis using different peptide representations, clustering peptides using molecular fingerprints or calculated descriptors, designing peptide libraries based on specific requirements, and a module dedicated to extracting matched pairs from experimental campaigns to guide the selection of the most relevant mutations in design new rounds. The code and tutorials are available at https://github.com/novonordisk-research/pepfunn.

Abstract Image

PepFuNN:诺和诺德开源工具包,使肽在硅分析。
我们提出了PepFuNN,一个新的开源版本的PepFun包,具有研究肽库的化学空间和进行结构-活性关系分析的功能。PepFuNN是一个Python包,包括五个模块,用于研究天然氨基酸肽,在某些情况下,基于公共单体字典的非天然氨基酸序列。这些模块允许计算理化性质,使用不同的肽表示进行相似性分析,使用分子指纹或计算的描述符对肽进行聚类,根据特定要求设计肽库,以及一个专门从实验活动中提取匹配对的模块,以指导在设计新轮次时选择最相关的突变。代码和教程可在https://github.com/novonordisk-research/pepfunn上获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Peptide Science
Journal of Peptide Science 生物-分析化学
CiteScore
3.40
自引率
4.80%
发文量
83
审稿时长
1.7 months
期刊介绍: The official Journal of the European Peptide Society EPS The Journal of Peptide Science is a cooperative venture of John Wiley & Sons, Ltd and the European Peptide Society, undertaken for the advancement of international peptide science by the publication of original research results and reviews. The Journal of Peptide Science publishes three types of articles: Research Articles, Rapid Communications and Reviews. The scope of the Journal embraces the whole range of peptide chemistry and biology: the isolation, characterisation, synthesis properties (chemical, physical, conformational, pharmacological, endocrine and immunological) and applications of natural peptides; studies of their analogues, including peptidomimetics; peptide antibiotics and other peptide-derived complex natural products; peptide and peptide-related drug design and development; peptide materials and nanomaterials science; combinatorial peptide research; the chemical synthesis of proteins; and methodological advances in all these areas. The spectrum of interests is well illustrated by the published proceedings of the regular international Symposia of the European, American, Japanese, Australian, Chinese and Indian Peptide Societies.
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