Systems biology for crop improvement

LT Pazhamala, H Kudapa, W Weckwerth… - The plant …, 2021 - Wiley Online Library
In recent years, generation of large‐scale data from genome, transcriptome, proteome,
metabolome, epigenome, and others, has become routine in several plant species. Most of …

A comprehensive overview and critical evaluation of gene regulatory network inference technologies

M Zhao, W He, J Tang, Q Zou… - Briefings in bioinformatics, 2021 - academic.oup.com
Gene regulatory network (GRN) is the important mechanism of maintaining life process,
controlling biochemical reaction and regulating compound level, which plays an important …

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 …

Review and assessment of Boolean approaches for inference of gene regulatory networks

Ž Pušnik, M Mraz, N Zimic, M Moškon - Heliyon, 2022 - cell.com
Boolean descriptions of gene regulatory networks can provide an insight into interactions
between genes. Boolean networks hold predictive power, are easy to understand, and can …

[HTML][HTML] Network-based approaches for modeling disease regulation and progression

G Galindez, S Sadegh, J Baumbach… - Computational and …, 2023 - Elsevier
Molecular interaction networks lay the foundation for studying how biological functions are
controlled by the complex interplay of genes and proteins. Investigating perturbed processes …

[HTML][HTML] Graph representation learning for single-cell biology

L Hetzel, DS Fischer, S Günnemann… - Current Opinion in Systems …, 2021 - Elsevier
Single cell RNA sequencing measures gene expression at an unprecedented resolution
and scale and allows the analysis of cellular phenotypes which was not possible before. In …

Network-based analysis of fluid flows: Progress and outlook

K Taira, AG Nair - Progress in Aerospace Sciences, 2022 - Elsevier
The network of interactions among fluid elements and coherent structures gives rise to the
incredibly rich dynamics of vortical flows. These interactions can be described with the use …

From biological data to oscillator models using SINDy

B Prokop, L Gelens - Iscience, 2024 - cell.com
Periodic changes in the concentration or activity of different molecules regulate vital cellular
processes such as cell division and circadian rhythms. Developing mathematical models is …

Systems biology approaches to understanding the human immune system

BK Dhillon, M Smith, A Baghela, AHY Lee… - Frontiers in …, 2020 - frontiersin.org
Systems biology is an approach to interrogate complex biological systems through large-
scale quantification of numerous biomolecules. The immune system involves> 1,500 …

From time-series transcriptomics to gene regulatory networks: A review on inference methods

M Marku, V Pancaldi - PLOS Computational Biology, 2023 - journals.plos.org
Inference of gene regulatory networks has been an active area of research for around 20
years, leading to the development of sophisticated inference algorithms based on a variety …