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Tsai CY, Salawu EO, Li H, Lin GY, Kuo TY, Voon L, Sharma A, Hu KD, Cheng YY, Sahoo S, Stuart L, Chen CW, Chang YY, Lu YL, Ke S, Ortiz CLD, Fang BS, Wu CC, Lan CY, Fu HW, Yang LW. Helical structure motifs made searchable for functional peptide design. Nat Commun 2022; 13:102. [PMID: 35013238 PMCID: PMC8748493 DOI: 10.1038/s41467-021-27655-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Accepted: 12/03/2021] [Indexed: 11/09/2022] Open
Abstract
The systematic design of functional peptides has technological and therapeutic applications. However, there is a need for pattern-based search engines that help locate desired functional motifs in primary sequences regardless of their evolutionary conservation. Existing databases such as The Protein Secondary Structure database (PSS) no longer serves the community, while the Dictionary of Protein Secondary Structure (DSSP) annotates the secondary structures when tertiary structures of proteins are provided. Here, we extract 1.7 million helices from the PDB and compile them into a database (Therapeutic Peptide Design database; TP-DB) that allows queries of compounded patterns to facilitate the identification of sequence motifs of helical structures. We show how TP-DB helps us identify a known purification-tag-specific antibody that can be repurposed into a diagnostic kit for Helicobacter pylori. We also show how the database can be used to design a new antimicrobial peptide that shows better Candida albicans clearance and lower hemolysis than its template homologs. Finally, we demonstrate how TP-DB can suggest point mutations in helical peptide blockers to prevent a targeted tumorigenic protein-protein interaction. TP-DB is made available at http://dyn.life.nthu.edu.tw/design/ .
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Affiliation(s)
- Cheng-Yu Tsai
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
- Graduate Institute of Medical Genomics and Proteomics, National Taiwan University College of Medicine, Taipei, 100025, Taiwan
- Department of Otolaryngology, National Taiwan University Hospital, Taipei, 100225, Taiwan
| | - Emmanuel Oluwatobi Salawu
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
- Bioinformatics Program, Institute of Information Sciences, Academia Sinica, Taipei, 115201, Taiwan
- Machine Learning Solutions Lab, Amazon Web Services (AWS), Herndon, VA, USA
| | - Hongchun Li
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
- Research Center for Computer-Aided Drug Discovery, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 518055, Shenzhen, China
- College of Chemistry and Chemical Engineering, Xiamen University, 361005, Xiamen, China
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Guan-Yu Lin
- Institute of Molecular and Cellular Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Ting-Yu Kuo
- Institute of Molecular and Cellular Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Liyin Voon
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Adarsh Sharma
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Kai-Di Hu
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Yi-Yun Cheng
- Praexisio Taiwan Inc., New Taipei, 221425, Taiwan
| | - Sobha Sahoo
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Lutimba Stuart
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Chih-Wei Chen
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Yuan-Yu Chang
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
- Praexisio Taiwan Inc., New Taipei, 221425, Taiwan
| | - Yu-Lin Lu
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Simai Ke
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Christopher Llynard D Ortiz
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan
- Chemical Biology and Molecular Biophysics Program, Institute of Biological Chemistry, Academia Sinica, Taipei, 115201, Taiwan
- Department of Chemistry, National Tsing Hua University, Hsinchu, 300044, Taiwan
| | - Bai-Shan Fang
- College of Chemistry and Chemical Engineering, Xiamen University, 361005, Xiamen, China
- The Key Laboratory for Chemical Biology of Fujian Province, Key Lab for Synthetic Biotechnology of Xiamen City, Xiamen University, 361005, Xiamen, China
| | - Chen-Chi Wu
- Department of Otolaryngology, National Taiwan University Hospital, Taipei, 100225, Taiwan
- Department of Medical Research, National Taiwan University Hospital Hsin-Chu Branch, Hsinchu, 302058, Taiwan
| | - Chung-Yu Lan
- Institute of Molecular and Cellular Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan.
- Department of Life Science, National Tsing Hua University, Hsinchu, 300044, Taiwan.
| | - Hua-Wen Fu
- Institute of Molecular and Cellular Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan.
- Department of Life Science, National Tsing Hua University, Hsinchu, 300044, Taiwan.
| | - Lee-Wei Yang
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan.
- Bioinformatics Program, Institute of Information Sciences, Academia Sinica, Taipei, 115201, Taiwan.
- Physics Division, National Center for Theoretical Sciences, Taipei, 106319, Taiwan.
- PhD Program in Biomedical Artificial Intelligence, National Tsing Hua University, Hsinchu, 300044, Taiwan.
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