Modeling and analysis of bio-molecular networks / Jinhu Lü, Pei Wang.

This book addresses a number of questions from the perspective of complex systems: How can we quantitatively understand the life phenomena? How can we model life systems as complex bio-molecular networks? Are there any methods to clarify the relationships among the structures, dynamics and functions...

Full description

Saved in:
Bibliographic Details
Main Authors: Lü, Jinhu (Author), Wang, Pei (Author)
Format: eBook
Language:English
Published: Singapore : Springer, [2020]
Subjects:
Online Access:Click for online access

MARC

LEADER 00000cam a2200000 i 4500
001 on1228845452
003 OCoLC
005 20240504213016.0
006 m o d
007 cr |||||||||||
008 201206s2020 si ob 000 0 eng d
040 |a UPM  |b eng  |e pn  |c UPM  |d OCLCO  |d OCLCQ  |d OCLCF  |d GW5XE  |d OCLCO  |d EBLCP  |d YDX  |d UKAHL  |d OCL  |d OCLCQ  |d OCLCO  |d COM  |d OCLCQ  |d AUD  |d OCLCQ  |d OCLCO  |d OCLCQ 
019 |a 1226099397  |a 1226592213  |a 1228648966  |a 1241727518  |a 1269112068  |a 1287283953  |a 1287873140 
020 |a 9789811591440  |q (electronic book) 
020 |a 981159144X  |q (electronic book) 
020 |z 9811591431 
020 |z 9789811591433 
024 7 |a 10.1007/978-981-15-9144-0  |2 doi 
035 |a (OCoLC)1228845452  |z (OCoLC)1226099397  |z (OCoLC)1226592213  |z (OCoLC)1228648966  |z (OCoLC)1241727518  |z (OCoLC)1269112068  |z (OCoLC)1287283953  |z (OCoLC)1287873140 
050 4 |a QH506 
072 7 |a PSD  |2 bicssc 
072 7 |a SCI056000  |2 bisacsh 
072 7 |a PSD  |2 thema 
072 7 |a UB  |2 thema 
049 |a HCDD 
100 1 |a Lü, Jinhu,  |e author. 
245 1 0 |a Modeling and analysis of bio-molecular networks /  |c Jinhu Lü, Pei Wang. 
264 1 |a Singapore :  |b Springer,  |c [2020] 
300 |a 1 online resource 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file 
347 |b PDF 
520 |a This book addresses a number of questions from the perspective of complex systems: How can we quantitatively understand the life phenomena? How can we model life systems as complex bio-molecular networks? Are there any methods to clarify the relationships among the structures, dynamics and functions of bio-molecular networks? How can we statistically analyse large-scale bio-molecular networks? Focusing on the modeling and analysis of bio-molecular networks, the book presents various sophisticated mathematical and statistical approaches. The life system can be described using various levels of bio-molecular networks, including gene regulatory networks, and protein-protein interaction networks. It first provides an overview of approaches to reconstruct various bio-molecular networks, and then discusses the modeling and dynamical analysis of simple genetic circuits, coupled genetic circuits, middle-sized and large-scale biological networks, clarifying the relationships between the structures, dynamics and functions of the networks covered. In the context of large-scale bio-molecular networks, it introduces a number of statistical methods for exploring important bioinformatics applications, including the identification of significant bio-molecules for network medicine and genetic engineering. Lastly, the book describes various state-of-art statistical methods for analysing omics data generated by high-throughput sequencing. This book is a valuable resource for readers interested in applying systems biology, dynamical systems or complex networks to explore the truth of nature. 
505 0 |a 1 Introduction and Preliminaries -- 2 Reconstruction of Bio-molecular Networks -- 3 Modeling and Analysis of Simple Genetic Circuits -- 4 Modeling and Analysis of Coupled Bio-molecular Circuits -- 5 Modeling and Analysis of Large-scale Networks -- 6 Evolutionary Mechanisms of Network Motifs in PPI Networks -- 7 Identifying Important Nodes in Bio-molecular Networks -- 8 Statistical Analysis of Functional Genes in Human PPI Networks -- 9 Data-driven Statistical Approaches for Omics Data Analysis. 
504 |a Includes bibliographical references. 
588 0 |a Online resource; title from PDF title page (SpringerLink, viewed February 11, 2021). 
650 0 |a Molecular biology  |x Data processing. 
650 0 |a Computational biology. 
650 0 |a Bioinformatics. 
650 0 |a Biological systems  |x Research  |x Data processing. 
650 0 |a Application software. 
650 7 |a Molecular biology  |x Data processing  |2 fast 
650 7 |a Computational biology  |2 fast 
650 7 |a Application software  |2 fast 
650 7 |a Bioinformatics  |2 fast 
700 1 |a Wang, Pei,  |e author. 
776 0 8 |i Print version:  |z 9789811591433 
856 4 0 |u https://holycross.idm.oclc.org/login?auth=cas&url=https://link.springer.com/10.1007/978-981-15-9144-0  |y Click for online access 
903 |a SPRING-COMP2020 
994 |a 92  |b HCD