Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis

Identification and annotation of functional residues are fundamental questions in protein sequence analysis. Sequence and structure conservation provides valuable information to tackle these questions. It is, however, limited by the incomplete sampling of sequence space in natural evolution. Moreove...

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Main Authors: Yushen Du, Nicholas C. Wu, Lin Jiang, Tianhao Zhang, Danyang Gong, Sara Shu, Ting-Ting Wu, Ren Sun
Format: Article
Language:English
Published: American Society for Microbiology 2016-11-01
Series:mBio
Online Access:http://mbio.asm.org/cgi/content/full/7/6/e01801-16
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spelling doaj-55bb0088901d4fa19a4877704cbe997d2021-07-02T10:34:04ZengAmerican Society for MicrobiologymBio2150-75112016-11-0176e01801-1610.1128/mBio.01801-16Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure AnalysisYushen DuNicholas C. WuLin JiangTianhao ZhangDanyang GongSara ShuTing-Ting WuRen SunIdentification and annotation of functional residues are fundamental questions in protein sequence analysis. Sequence and structure conservation provides valuable information to tackle these questions. It is, however, limited by the incomplete sampling of sequence space in natural evolution. Moreover, proteins often have multiple functions, with overlapping sequences that present challenges to accurate annotation of the exact functions of individual residues by conservation-based methods. Using the influenza A virus PB1 protein as an example, we developed a method to systematically identify and annotate functional residues. We used saturation mutagenesis and high-throughput sequencing to measure the replication capacity of single nucleotide mutations across the entire PB1 protein. After predicting protein stability upon mutations, we identified functional PB1 residues that are essential for viral replication. To further annotate the functional residues important to the canonical or noncanonical functions of viral RNA-dependent RNA polymerase (vRdRp), we performed a homologous-structure analysis with 16 different vRdRp structures. We achieved high sensitivity in annotating the known canonical polymerase functional residues. Moreover, we identified a cluster of noncanonical functional residues located in the loop region of the PB1 β-ribbon. We further demonstrated that these residues were important for PB1 protein nuclear import through the interaction with Ran-binding protein 5. In summary, we developed a systematic and sensitive method to identify and annotate functional residues that are not restrained by sequence conservation. Importantly, this method is generally applicable to other proteins about which homologous-structure information is available.http://mbio.asm.org/cgi/content/full/7/6/e01801-16
collection DOAJ
language English
format Article
sources DOAJ
author Yushen Du
Nicholas C. Wu
Lin Jiang
Tianhao Zhang
Danyang Gong
Sara Shu
Ting-Ting Wu
Ren Sun
spellingShingle Yushen Du
Nicholas C. Wu
Lin Jiang
Tianhao Zhang
Danyang Gong
Sara Shu
Ting-Ting Wu
Ren Sun
Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
mBio
author_facet Yushen Du
Nicholas C. Wu
Lin Jiang
Tianhao Zhang
Danyang Gong
Sara Shu
Ting-Ting Wu
Ren Sun
author_sort Yushen Du
title Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
title_short Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
title_full Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
title_fullStr Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
title_full_unstemmed Annotating Protein Functional Residues by Coupling High-Throughput Fitness Profile and Homologous-Structure Analysis
title_sort annotating protein functional residues by coupling high-throughput fitness profile and homologous-structure analysis
publisher American Society for Microbiology
series mBio
issn 2150-7511
publishDate 2016-11-01
description Identification and annotation of functional residues are fundamental questions in protein sequence analysis. Sequence and structure conservation provides valuable information to tackle these questions. It is, however, limited by the incomplete sampling of sequence space in natural evolution. Moreover, proteins often have multiple functions, with overlapping sequences that present challenges to accurate annotation of the exact functions of individual residues by conservation-based methods. Using the influenza A virus PB1 protein as an example, we developed a method to systematically identify and annotate functional residues. We used saturation mutagenesis and high-throughput sequencing to measure the replication capacity of single nucleotide mutations across the entire PB1 protein. After predicting protein stability upon mutations, we identified functional PB1 residues that are essential for viral replication. To further annotate the functional residues important to the canonical or noncanonical functions of viral RNA-dependent RNA polymerase (vRdRp), we performed a homologous-structure analysis with 16 different vRdRp structures. We achieved high sensitivity in annotating the known canonical polymerase functional residues. Moreover, we identified a cluster of noncanonical functional residues located in the loop region of the PB1 β-ribbon. We further demonstrated that these residues were important for PB1 protein nuclear import through the interaction with Ran-binding protein 5. In summary, we developed a systematic and sensitive method to identify and annotate functional residues that are not restrained by sequence conservation. Importantly, this method is generally applicable to other proteins about which homologous-structure information is available.
url http://mbio.asm.org/cgi/content/full/7/6/e01801-16
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