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MMPred:一种预测MHC II类识别中肽模拟事件的工具。

MMPred: a tool to predict peptide mimicry events in MHC class II recognition.

作者信息

Guerri Filippo, Junet Valentin, Farrés Judith, Daura Xavier

机构信息

Anaxomics Biotech, Barcelona, Spain.

Institute of Biotechnology and Biomedicine, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Spain.

出版信息

Front Genet. 2024 Dec 10;15:1500684. doi: 10.3389/fgene.2024.1500684. eCollection 2024.

Abstract

We present MMPred, a software tool that integrates epitope prediction and sequence alignment algorithms to streamline the computational analysis of molecular mimicry events in autoimmune diseases. Starting with two protein or peptide sets (e.g., from human and SARS-CoV-2), MMPred facilitates the generation, investigation, and testing of mimicry hypotheses by providing epitope predictions specifically for MHC class II alleles, which are frequently implicated in autoimmunity. However, the tool is easily extendable to MHC class I predictions by incorporating pre-trained models from CNN-PepPred and NetMHCpan. To evaluate MMPred's ability to produce biologically meaningful insights, we conducted a comprehensive assessment involving ) predicting associations between known HLA class II human autoepitopes and microbial-peptide mimicry, ) interpreting these predictions within a systems biology framework to identify potential functional links between the predicted autoantigens and pathophysiological pathways related to autoimmune diseases, and ) analyzing illustrative cases in the context of SARS-CoV-2 infection and autoimmunity. MMPred code and user guide are made freely available at https://github.com/ComputBiol-IBB/MMPRED.

摘要

我们展示了MMPred,这是一种软件工具,它整合了表位预测和序列比对算法,以简化自身免疫性疾病中分子模拟事件的计算分析。从两个蛋白质或肽集(例如,来自人类和严重急性呼吸综合征冠状病毒2)开始,MMPred通过专门为II类主要组织相容性复合体(MHC)等位基因提供表位预测,促进了模拟假说的生成、研究和测试,而这些等位基因常与自身免疫性疾病有关。然而,通过整合来自CNN - PepPred和NetMHCpan的预训练模型,该工具很容易扩展到I类MHC预测。为了评估MMPred产生具有生物学意义的见解的能力,我们进行了一项全面评估,包括:(1)预测已知的II类人类自身表位与微生物肽模拟之间的关联;(2)在系统生物学框架内解释这些预测,以确定预测的自身抗原与自身免疫性疾病相关的病理生理途径之间的潜在功能联系;(3)在严重急性呼吸综合征冠状病毒2感染和自身免疫的背景下分析示例病例。MMPred代码和用户指南可在https://github.com/ComputBiol-IBB/MMPRED上免费获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/34a2/11669352/c86a598dc90c/fgene-15-1500684-g001.jpg

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