Approximation and inference methods for stochastic biochemical kinetics—a tutorial review

D Schnoerr, G Sanguinetti… - Journal of Physics A …, 2017 - iopscience.iop.org
Stochastic fluctuations of molecule numbers are ubiquitous in biological systems. Important
examples include gene expression and enzymatic processes in living cells. Such systems …

Using gene expression noise to understand gene regulation

B Munsky, G Neuert, A Van Oudenaarden - Science, 2012 - science.org
Phenotypic variation is ubiquitous in biology and is often traceable to underlying genetic and
environmental variation. However, even genetically identical cells in identical environments …

RNA velocity unraveled

G Gorin, M Fang, T Chari, L Pachter - PLOS Computational …, 2022 - journals.plos.org
We perform a thorough analysis of RNA velocity methods, with a view towards
understanding the suitability of the various assumptions underlying popular …

NNV: the neural network verification tool for deep neural networks and learning-enabled cyber-physical systems

HD Tran, X Yang, D Manzanas Lopez, P Musau… - … conference on computer …, 2020 - Springer
This paper presents the Neural Network Verification (NNV) software tool, a set-based
verification framework for deep neural networks (DNNs) and learning-enabled cyber …

Neural network aided approximation and parameter inference of non-Markovian models of gene expression

Q Jiang, X Fu, S Yan, R Li, W Du, Z Cao, F Qian… - Nature …, 2021 - nature.com
Non-Markovian models of stochastic biochemical kinetics often incorporate explicit time
delays to effectively model large numbers of intermediate biochemical processes. Analysis …

[Књига][B] The Control Handbook (three volume set)

WS Levine - 2018 - taylorfrancis.com
At publication, The Control Handbook immediately became the definitive resource that
engineers working with modern control systems required. Among its many accolades, that …

Ribozyme-based insulator parts buffer synthetic circuits from genetic context

C Lou, B Stanton, YJ Chen, B Munsky, CA Voigt - Nature biotechnology, 2012 - nature.com
Synthetic genetic programs are built from circuits that integrate sensors and implement
temporal control of gene expression,,,. Transcriptional circuits are layered by using …

Transcription factors modulate c-Fos transcriptional bursts

A Senecal, B Munsky, F Proux, N Ly, FE Braye… - Cell reports, 2014 - cell.com
Transcription is a stochastic process occurring mostly in episodic bursts. Although the local
chromatin environment is known to influence the bursting behavior on long timescales, the …

Epigenetic gene regulation in the bacterial world

J Casadesús, D Low - Microbiology and molecular biology …, 2006 - journals.asm.org
Like many eukaryotes, bacteria make widespread use of postreplicative DNA methylation for
the epigenetic control of DNA-protein interactions. Unlike eukaryotes, however, bacteria use …

Studying stochastic systems biology of the cell with single-cell genomics data

G Gorin, JJ Vastola, L Pachter - Cell Systems, 2023 - cell.com
Recent experimental developments in genome-wide RNA quantification hold considerable
promise for systems biology. However, rigorously probing the biology of living cells requires …