
New Approaches of Protein Function Prediction from Protein Interaction Networks
Jingyu Hou(Author)
Academic Press
Published on 11. January 2017
Book
Paperback/Softback
124 pages
978-0-12-809814-1 (ISBN)
Description
New Approaches of Protein Function Prediction from Protein Interaction Networks contains the critical aspects of PPI network based protein function prediction, including semantically assessing the reliability of PPI data, measuring the functional similarity between proteins, dynamically selecting prediction domains, predicting functions, and establishing corresponding prediction frameworks.
Functional annotation of proteins is vital to biological and clinical research and other applications due to the important roles proteins play in various biological processes. Although the functions of some proteins have been annotated via biological experiments, there are still many proteins whose functions are yet to be annotated due to the limitations of existing methods and the high cost of experiments. To overcome experimental limitations, this book helps users understand the computational approaches that have been rapidly developed for protein function prediction.
Functional annotation of proteins is vital to biological and clinical research and other applications due to the important roles proteins play in various biological processes. Although the functions of some proteins have been annotated via biological experiments, there are still many proteins whose functions are yet to be annotated due to the limitations of existing methods and the high cost of experiments. To overcome experimental limitations, this book helps users understand the computational approaches that have been rapidly developed for protein function prediction.
More details
Language
English
Place of publication
San Diego
United States
Publishing group
Elsevier Science Publishing Co Inc
Target group
Professional and scholarly
researchers in computational biology or bioinformatics, experimental biologists in universities, research institutes and commercial organizations.
Dimensions
Height: 154 mm
Width: 250 mm
Thickness: 13 mm
Weight
224 gr
ISBN-13
978-0-12-809814-1 (9780128098141)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions

E-Book
01/2017
Academic Press
€71.95
Available for download
Person
Dr. Jingyu Hou has been undertaking research in bioinformatics, especially in protein function prediction from protein-protein interaction (PPI) networks for many years. Dr Hou is part of a strong bioinformatics research team from Deakin University in Australia and has published many high quality journal and international conference papers. Particularly for protein function prediction, Jingyu's research team has proposed and published various innovative algorithms to dynamically predict protein functions from PPI networks. These algorithms refer to many critical aspects of protein function prediction, including semantic similarities of proteins, dynamic selection of prediction domains, iterative function predictions and so on which are advanced and interesting in this area.
Content
1. Introduction
2. Reliability of Protein Interactions
3. Clustering-Based Protein Function Prediction
4. Iterative Approaches of Protein Function Prediction
5. Functional Aggregation for Protein Function Prediction
6. Searching for Domains for Protein Function Prediction
7. Protein Function Prediction from Functional Connectivity
8. Conclusions
2. Reliability of Protein Interactions
3. Clustering-Based Protein Function Prediction
4. Iterative Approaches of Protein Function Prediction
5. Functional Aggregation for Protein Function Prediction
6. Searching for Domains for Protein Function Prediction
7. Protein Function Prediction from Functional Connectivity
8. Conclusions