Abstract
Function prediction by sequence-similarity based methods identifies only ∼50% of the proteins deduced from newly sequenced genomes. We have developed an approach to annotate the ‘leftover proteins’ i.e., those which cannot be assigned function using sequence similarity. Our method (MOPS) is pan-taxonomic, predicting fine-grained molecular function (rather than a broad functional category) with high performance. In addition, we developed a validation scheme that assesses predictions using domain-specific knowledge.
Keywords: Ab initio protein function prediction, sequence-similarity-free, machine learning, decision trees, mitochondrionencoded hypothetical proteins, domain-specific validation
Protein & Peptide Letters
Title: Function Prediction of Hypothetical Proteins Without Sequence Similarity to Proteins of Known Function (SUPPLEMENTARY MATERIALS)
Volume: 15 Issue: 10
Author(s): S. Kannan, A. M. Hauth and G. Burger
Affiliation:
Keywords: Ab initio protein function prediction, sequence-similarity-free, machine learning, decision trees, mitochondrionencoded hypothetical proteins, domain-specific validation
Abstract: Function prediction by sequence-similarity based methods identifies only ∼50% of the proteins deduced from newly sequenced genomes. We have developed an approach to annotate the ‘leftover proteins’ i.e., those which cannot be assigned function using sequence similarity. Our method (MOPS) is pan-taxonomic, predicting fine-grained molecular function (rather than a broad functional category) with high performance. In addition, we developed a validation scheme that assesses predictions using domain-specific knowledge.
Export Options
About this article
Cite this article as:
Kannan S., Hauth M. A. and Burger G., Function Prediction of Hypothetical Proteins Without Sequence Similarity to Proteins of Known Function (SUPPLEMENTARY MATERIALS), Protein & Peptide Letters 2008; 15 (10) . https://dx.doi.org/10.2174/092986608786071085
DOI https://dx.doi.org/10.2174/092986608786071085 |
Print ISSN 0929-8665 |
Publisher Name Bentham Science Publisher |
Online ISSN 1875-5305 |
- Author Guidelines
- Graphical Abstracts
- Fabricating and Stating False Information
- Research Misconduct
- Post Publication Discussions and Corrections
- Publishing Ethics and Rectitude
- Increase Visibility of Your Article
- Archiving Policies
- Peer Review Workflow
- Order Your Article Before Print
- Promote Your Article
- Manuscript Transfer Facility
- Editorial Policies
- Allegations from Whistleblowers
Related Articles
-
Current Approaches and Future Prospects of Nanomedicine in Tuberculosis Therapy
Recent Patents on Anti-Infective Drug Discovery Mechanism-based Modulator Discovery for Sirtuin-catalyzed Deacetylation Reaction
Mini-Reviews in Medicinal Chemistry Meet Our Executive Guest Editor
Current Topics in Medicinal Chemistry Correlates of Patient Retention in HIV Care and Treatment Programs in Nigeria
Current HIV Research Analysis of Gene Logic Networks for Arabidopsis
Current Bioinformatics Neglected Aspects of Drug Discovery - Microbiological Aspects
Current Clinical Pharmacology Classification of Small GTPases with Hybrid Protein Features and Advanced Machine Learning Techniques
Current Bioinformatics A Novel Approach to Inhibit Heat Shock Response as Anticancer Strategy by Coumarine Compounds Containing Thiazole Skeleton
Anti-Cancer Agents in Medicinal Chemistry 2D Depiction of Biological Interactions and Its Applications in Drug Design
Current Medical Imaging Novel Delivery Systems for Anti-Allergic Agents: Allergic Disease and Innovative Treatments
Current Drug Delivery Recent Advances in the Rational Drug Design Based on Multi-target Ligands
Current Medicinal Chemistry The Epidemiological and Pangenome Landscape of <i>Staphylococcus aureus</i> and Identification of Conserved Novel Candidate Vaccine Antigens
Current Proteomics Prevalence of Dilated Cardiomyopathy in HIV-Infected African Patients Not Receiving HAART: A Multicenter, Observational, Prospective, Cohort Study in Rwanda
Current HIV Research The Role of Infection in Carotid Plaque Pathogenesis and Stability: The Clinical Evidence
Current Vascular Pharmacology Intraocular Inflammation and Systemic Immune-Mediated Diseases
Current Immunology Reviews (Discontinued) Novel Pyrazolyl Benzoxazole Conjugates: Design, Synthesis, Molecular Docking Studies and in vitro Anticancer Activities
Letters in Organic Chemistry Flexible Bronchoscopy Biopsy Tools and Techniques to Optimize Diagnostic Yield: A Contemporary Review
Current Respiratory Medicine Reviews A Highly Concentrated and Taste-Improved Aqueous Formulation of Efavirenz for a More Appropriate Pediatric Management of the Anti-HIV Therapy
Current HIV Research Diversity and Functionality of Mycobacterial Mycolic Acids in Relation to Host-pathogen Interactions
Current Medicinal Chemistry Antimalarials in the Treatment of Schistosomiasis
Current Pharmaceutical Design