PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages

Direct and indirect functional links between proteins as well as their interactions as part of larger protein complexes or common signaling pathways may be predicted by analyzing the correlation of their evolutionary patterns. Based on phylogenetic profiling, here we present a highly scalable and ti...

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Main Authors: Yulong Niu, Chengcheng Liu, Shayan Moghimyfiroozabad, Yi Yang, Kambiz N. Alavian
Format: Article
Language:English
Published: PeerJ Inc. 2017-08-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/3712.pdf
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author Yulong Niu
Chengcheng Liu
Shayan Moghimyfiroozabad
Yi Yang
Kambiz N. Alavian
author_facet Yulong Niu
Chengcheng Liu
Shayan Moghimyfiroozabad
Yi Yang
Kambiz N. Alavian
author_sort Yulong Niu
collection DOAJ
description Direct and indirect functional links between proteins as well as their interactions as part of larger protein complexes or common signaling pathways may be predicted by analyzing the correlation of their evolutionary patterns. Based on phylogenetic profiling, here we present a highly scalable and time-efficient computational framework for predicting linkages within the whole human proteome. We have validated this method through analysis of 3,697 human pathways and molecular complexes and a comparison of our results with the prediction outcomes of previously published co-occurrency model-based and normalization methods. Here we also introduce PrePhyloPro, a web-based software that uses our method for accurately predicting proteome-wide linkages. We present data on interactions of human mitochondrial proteins, verifying the performance of this software. PrePhyloPro is freely available at http://prephylopro.org/phyloprofile/.
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spelling doaj.art-f86bb355bf4c41dea618d049ea41a6922023-12-03T09:54:53ZengPeerJ Inc.PeerJ2167-83592017-08-015e371210.7717/peerj.3712PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkagesYulong Niu0Chengcheng Liu1Shayan Moghimyfiroozabad2Yi Yang3Kambiz N. Alavian4Department of Medicine, Division of Brain Sciences, Imperial College London, London, United KingdomDepartment of Periodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, ChinaDepartment of Biology, The Bahá’í Institute for Higher Education (BIHE), Tehran, IranKey Lab of Bio-resources and Eco-environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, ChinaDepartment of Medicine, Division of Brain Sciences, Imperial College London, London, United KingdomDirect and indirect functional links between proteins as well as their interactions as part of larger protein complexes or common signaling pathways may be predicted by analyzing the correlation of their evolutionary patterns. Based on phylogenetic profiling, here we present a highly scalable and time-efficient computational framework for predicting linkages within the whole human proteome. We have validated this method through analysis of 3,697 human pathways and molecular complexes and a comparison of our results with the prediction outcomes of previously published co-occurrency model-based and normalization methods. Here we also introduce PrePhyloPro, a web-based software that uses our method for accurately predicting proteome-wide linkages. We present data on interactions of human mitochondrial proteins, verifying the performance of this software. PrePhyloPro is freely available at http://prephylopro.org/phyloprofile/.https://peerj.com/articles/3712.pdfLinkage predictionWhole proteomePhylogenetic profile
spellingShingle Yulong Niu
Chengcheng Liu
Shayan Moghimyfiroozabad
Yi Yang
Kambiz N. Alavian
PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
PeerJ
Linkage prediction
Whole proteome
Phylogenetic profile
title PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
title_full PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
title_fullStr PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
title_full_unstemmed PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
title_short PrePhyloPro: phylogenetic profile-based prediction of whole proteome linkages
title_sort prephylopro phylogenetic profile based prediction of whole proteome linkages
topic Linkage prediction
Whole proteome
Phylogenetic profile
url https://peerj.com/articles/3712.pdf
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AT chengchengliu prephyloprophylogeneticprofilebasedpredictionofwholeproteomelinkages
AT shayanmoghimyfiroozabad prephyloprophylogeneticprofilebasedpredictionofwholeproteomelinkages
AT yiyang prephyloprophylogeneticprofilebasedpredictionofwholeproteomelinkages
AT kambiznalavian prephyloprophylogeneticprofilebasedpredictionofwholeproteomelinkages