Systems biology and gene networks in neurodevelopmental and neurodegenerative disorders

NN Parikshak, MJ Gandal, DH Geschwind - Nature Reviews Genetics, 2015 - nature.com
Genetic and genomic approaches have implicated hundreds of genetic loci in
neurodevelopmental disorders and neurodegeneration, but mechanistic understanding …

Learning from co-expression networks: possibilities and challenges

EAR Serin, H Nijveen, HWM Hilhorst… - Frontiers in plant …, 2016 - frontiersin.org
Plants are fascinating and complex organisms. A comprehensive understanding of the
organization, function and evolution of plant genes is essential to disentangle important …

Frequency of mononuclear diploid cardiomyocytes underlies natural variation in heart regeneration

M Patterson, L Barske, B Van Handel, CD Rau, P Gan… - Nature …, 2017 - nature.com
Adult mammalian cardiomyocyte regeneration after injury is thought to be minimal.
Mononuclear diploid cardiomyocytes (MNDCMs), a relatively small subpopulation in the …

ATTED-II v11: a plant gene coexpression database using a sample balancing technique by subagging of principal components

T Obayashi, H Hibara, Y Kagaya, Y Aoki… - Plant and Cell …, 2022 - academic.oup.com
Abstract ATTED-II (https://atted. jp) is a gene coexpression database for nine plant species
based on publicly available RNAseq and microarray data. One of the challenges in …

Aging effects on DNA methylation modules in human brain and blood tissue

S Horvath, Y Zhang, P Langfelder, RS Kahn… - Genome biology, 2012 - Springer
Background Several recent studies reported aging effects on DNA methylation levels of
individual CpG dinucleotides. But it is not yet known whether aging-related consensus …

A comprehensive evaluation of module detection methods for gene expression data

W Saelens, R Cannoodt, Y Saeys - Nature communications, 2018 - nature.com
A critical step in the analysis of large genome-wide gene expression datasets is the use of
module detection methods to group genes into co-expression modules. Because of …

Data based identification and prediction of nonlinear and complex dynamical systems

WX Wang, YC Lai, C Grebogi - Physics Reports, 2016 - Elsevier
The problem of reconstructing nonlinear and complex dynamical systems from measured
data or time series is central to many scientific disciplines including physical, biological …

Network medicine in the age of biomedical big data

AR Sonawane, ST Weiss, K Glass, A Sharma - Frontiers in Genetics, 2019 - frontiersin.org
Network medicine is an emerging area of research dealing with molecular and genetic
interactions, network biomarkers of disease, and therapeutic target discovery. Large-scale …

Single-cell network biology for resolving cellular heterogeneity in human diseases

J Cha, I Lee - Experimental & molecular medicine, 2020 - nature.com
Understanding cellular heterogeneity is the holy grail of biology and medicine. Cells
harboring identical genomes show a wide variety of behaviors in multicellular organisms …

From correlation to causation: analysis of metabolomics data using systems biology approaches

A Rosato, L Tenori, M Cascante, PR De Atauri Carulla… - Metabolomics, 2018 - Springer
Introduction Metabolomics is a well-established tool in systems biology, especially in the top–
down approach. Metabolomics experiments often results in discovery studies that provide …