Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx

<p>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 facilitate...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Filippo Guerri (17017524) (author)
مؤلفون آخرون: Valentin Junet (8447724) (author), Judith Farrés (9455007) (author), Xavier Daura (427091) (author)
منشور في: 2024
الموضوعات:
الوسوم: إضافة وسم
لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!
_version_ 1852024562904989696
author Filippo Guerri (17017524)
author2 Valentin Junet (8447724)
Judith Farrés (9455007)
Xavier Daura (427091)
author2_role author
author
author
author_facet Filippo Guerri (17017524)
Valentin Junet (8447724)
Judith Farrés (9455007)
Xavier Daura (427091)
author_role author
dc.creator.none.fl_str_mv Filippo Guerri (17017524)
Valentin Junet (8447724)
Judith Farrés (9455007)
Xavier Daura (427091)
dc.date.none.fl_str_mv 2024-12-10T10:17:08Z
dc.identifier.none.fl_str_mv 10.3389/fgene.2024.1500684.s008
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Table_8_MMPred_a_tool_to_predict_peptide_mimicry_events_in_MHC_class_II_recognition_xlsx/27999584
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Genetics
molecular mimicry
epitope prediction
sequence alignment
MHC class II
autoimmune disease
SARS-CoV-2
dc.title.none.fl_str_mv Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p>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 i) predicting associations between known HLA class II human autoepitopes and microbial-peptide mimicry, ii) 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 iii) 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.</p>
eu_rights_str_mv openAccess
id Manara_b6e63d78619193dffd49bc4e4e02463d
identifier_str_mv 10.3389/fgene.2024.1500684.s008
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/27999584
publishDate 2024
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsxFilippo Guerri (17017524)Valentin Junet (8447724)Judith Farrés (9455007)Xavier Daura (427091)Geneticsmolecular mimicryepitope predictionsequence alignmentMHC class IIautoimmune diseaseSARS-CoV-2<p>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 i) predicting associations between known HLA class II human autoepitopes and microbial-peptide mimicry, ii) 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 iii) 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.</p>2024-12-10T10:17:08ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.3389/fgene.2024.1500684.s008https://figshare.com/articles/dataset/Table_8_MMPred_a_tool_to_predict_peptide_mimicry_events_in_MHC_class_II_recognition_xlsx/27999584CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/279995842024-12-10T10:17:08Z
spellingShingle Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
Filippo Guerri (17017524)
Genetics
molecular mimicry
epitope prediction
sequence alignment
MHC class II
autoimmune disease
SARS-CoV-2
status_str publishedVersion
title Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
title_full Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
title_fullStr Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
title_full_unstemmed Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
title_short Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
title_sort Table 8_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx
topic Genetics
molecular mimicry
epitope prediction
sequence alignment
MHC class II
autoimmune disease
SARS-CoV-2