Quantitative and logic modelling of molecular and gene networks

N Le Novere - Nature Reviews Genetics, 2015 - nature.com
Behaviours of complex biomolecular systems are often irreducible to the elementary
properties of their individual components. Explanatory and predictive mathematical models …

Single-cell analysis in cancer genomics

A Saadatpour, S Lai, G Guo, GC Yuan - Trends in Genetics, 2015 - cell.com
Genetic changes and environmental differences result in cellular heterogeneity among
cancer cells within the same tumor, thereby complicating treatment outcomes. Recent …

Decoding the regulatory network of early blood development from single-cell gene expression measurements

V Moignard, S Woodhouse, L Haghverdi, AJ Lilly… - Nature …, 2015 - nature.com
Reconstruction of the molecular pathways controlling organ development has been
hampered by a lack of methods to resolve embryonic progenitor cells. Here we describe a …

A hybrid deep learning framework for gene regulatory network inference from single-cell transcriptomic data

M Zhao, W He, J Tang, Q Zou… - Briefings in bioinformatics, 2022 - academic.oup.com
Inferring gene regulatory networks (GRNs) based on gene expression profiles is able to
provide an insight into a number of cellular phenotypes from the genomic level and reveal …

Network plasticity of pluripotency transcription factors in embryonic stem cells

A Filipczyk, C Marr, S Hastreiter, J Feigelman… - Nature cell …, 2015 - nature.com
Transcription factor (TF) networks are thought to regulate embryonic stem cell (ESC)
pluripotency. However, TF expression dynamics and regulatory mechanisms are poorly …

Systems biology in hepatology: approaches and applications

A Mardinoglu, J Boren, U Smith, M Uhlen… - Nature Reviews …, 2018 - nature.com
Detailed insights into the biological functions of the liver and an understanding of its
crosstalk with other human tissues and the gut microbiota can be used to develop novel …

Reconstructing blood stem cell regulatory network models from single-cell molecular profiles

FK Hamey, S Nestorowa, SJ Kinston… - Proceedings of the …, 2017 - National Acad Sciences
Adult blood contains a mixture of mature cell types, each with specialized functions. Single
hematopoietic stem cells (HSCs) have been functionally shown to generate all mature cell …

netNMF-sc: leveraging gene–gene interactions for imputation and dimensionality reduction in single-cell expression analysis

R Elyanow, B Dumitrascu, BE Engelhardt… - Genome …, 2020 - genome.cshlp.org
Single-cell RNA-sequencing (scRNA-seq) enables high-throughput measurement of RNA
expression in single cells. However, because of technical limitations, scRNA-seq data often …

SCNS: a graphical tool for reconstructing executable regulatory networks from single-cell genomic data

S Woodhouse, N Piterman, CM Wintersteiger… - BMC systems …, 2018 - Springer
Background Reconstruction of executable mechanistic models from single-cell gene
expression data represents a powerful approach to understanding developmental and …

Mammalian transcription factor networks: recent advances in interrogating biological complexity

AC Wilkinson, H Nakauchi, B Göttgens - Cell systems, 2017 - cell.com
Transcription factor (TF) networks are a key determinant of cell fate decisions in mammalian
development and adult tissue homeostasis and are frequently corrupted in disease …