Machine learning for big data analytics in plants

C Ma, HH Zhang, X Wang - Trends in plant science, 2014 - cell.com
Rapid advances in high-throughput genomic technology have enabled biology to enter the
era of 'Big Data'(large datasets). The plant science community not only needs to build its …

Computational inference of gene regulatory networks: approaches, limitations and opportunities

M Banf, SY Rhee - Biochimica et Biophysica Acta (BBA)-Gene Regulatory …, 2017 - Elsevier
Gene regulatory networks lie at the core of cell function control. In E. coli and S. cerevisiae,
the study of gene regulatory networks has led to the discovery of regulatory mechanisms …

Wisdom of crowds for robust gene network inference

D Marbach, JC Costello, R Küffner, NM Vega, RJ Prill… - Nature …, 2012 - nature.com
Reconstructing gene regulatory networks from high-throughput data is a long-standing
challenge. Through the Dialogue on Reverse Engineering Assessment and Methods …

TRRUST: a reference database of human transcriptional regulatory interactions

H Han, H Shim, D Shin, JE Shim, Y Ko, J Shin, H Kim… - Scientific reports, 2015 - nature.com
The reconstruction of transcriptional regulatory networks (TRNs) is a long-standing
challenge in human genetics. Numerous computational methods have been developed to …

Tissue-specific regulatory circuits reveal variable modular perturbations across complex diseases

D Marbach, D Lamparter, G Quon, M Kellis, Z Kutalik… - Nature …, 2016 - nature.com
Mapping perturbed molecular circuits that underlie complex diseases remains a great
challenge. We developed a comprehensive resource of 394 cell type–and tissue-specific …

[HTML][HTML] A validated regulatory network for Th17 cell specification

M Ciofani, A Madar, C Galan, ML Sellars, K Mace… - Cell, 2012 - cell.com
Th17 cells have critical roles in mucosal defense and are major contributors to inflammatory
disease. Their differentiation requires the nuclear hormone receptor RORγt working with …

Downregulation of a transcription factor associated with resistance to Bt toxin Vip3Aa in the invasive fall armyworm

M Jin, Y Shan, Y Peng, W Wang… - Proceedings of the …, 2023 - National Acad Sciences
Transgenic crops producing insecticidal proteins from Bacillus thuringiensis (Bt) have
revolutionized control of some major pests. However, more than 25 cases of field-evolved …

Passing messages between biological networks to refine predicted interactions

K Glass, C Huttenhower, J Quackenbush, GC Yuan - PloS one, 2013 - journals.plos.org
Regulatory network reconstruction is a fundamental problem in computational biology.
There are significant limitations to such reconstruction using individual datasets, and …

High-fidelity promoter profiling reveals widespread alternative promoter usage and transposon-driven developmental gene expression

P Batut, A Dobin, C Plessy, P Carninci… - Genome …, 2013 - genome.cshlp.org
Many eukaryotic genes possess multiple alternative promoters with distinct expression
specificities. Therefore, comprehensively annotating promoters and deciphering their …

A wheat integrative regulatory network from large-scale complementary functional datasets enables trait-associated gene discovery for crop improvement

Y Chen, Y Guo, P Guan, Y Wang, X Wang, Z Wang… - Molecular Plant, 2023 - cell.com
Gene regulation is central to all aspects of organism growth, and understanding it using
large-scale functional datasets can provide a whole view of biological processes controlling …