An integrative approach for building personalized gene regulatory networks for precision medicine
Only a small fraction of patients respond to the drug prescribed to treat their disease, which
means that most are at risk of unnecessary exposure to side effects through ineffective …
means that most are at risk of unnecessary exposure to side effects through ineffective …
Only a matter of time: The impact of daily and seasonal rhythms on phytochemicals
DJ Liebelt, JT Jordan, CJ Doherty - Phytochemistry Reviews, 2019 - Springer
Plants regulate molecular bioactivity in response to daily and seasonal environmental
fluctuations in temperature, light, humidity, and precipitation. These rhythms interconnect …
fluctuations in temperature, light, humidity, and precipitation. These rhythms interconnect …
Warm nights disrupt transcriptome rhythms in field-grown rice panicles
JS Desai, LMF Lawas, AM Valente… - Proceedings of the …, 2021 - National Acad Sciences
In rice, a small increase in nighttime temperature reduces grain yield and quality. How warm
nighttime temperatures (WNT) produce these detrimental effects is not well understood …
nighttime temperatures (WNT) produce these detrimental effects is not well understood …
Statistical and machine learning approaches to predict gene regulatory networks from transcriptome datasets
K Mochida, S Koda, K Inoue, R Nishii - Frontiers in Plant Science, 2018 - frontiersin.org
Statistical and machine learning (ML)-based methods have recently advanced in
construction of gene regulatory network (GRNs) based on high-throughput biological …
construction of gene regulatory network (GRNs) based on high-throughput biological …
Computational prediction of gene regulatory networks in plant growth and development
Highlights•GRNs represent causal relationships among regulators and their downstream
genes.•Biological hypothesis drives data collection and the subsequent inferred …
genes.•Biological hypothesis drives data collection and the subsequent inferred …
Time-based systems biology approaches to capture and model dynamic gene regulatory networks
All aspects of transcription and its regulation involve dynamic events. However, capturing
these dynamic events in gene regulatory networks (GRNs) offers both a promise and a …
these dynamic events in gene regulatory networks (GRNs) offers both a promise and a …
The biology of time: dynamic responses of cell types to developmental, circadian and environmental cues
As sessile organisms, plants are finely tuned to respond dynamically to developmental,
circadian and environmental cues. Genome‐wide studies investigating these types of cues …
circadian and environmental cues. Genome‐wide studies investigating these types of cues …
Prediction of condition-specific regulatory genes using machine learning
Recent advances in genomic technologies have generated data on large-scale protein–
DNA interactions and open chromatin regions for many eukaryotic species. How to identify …
DNA interactions and open chromatin regions for many eukaryotic species. How to identify …
Unleashing the power within short-read RNA-seq for plant research: Beyond differential expression analysis and toward regulomics
M Tu, J Zeng, J Zhang, G Fan, G Song - Frontiers in Plant Science, 2022 - frontiersin.org
RNA-seq has become a state-of-the-art technique for transcriptomic studies. Advances in
both RNA-seq techniques and the corresponding analysis tools and pipelines have …
both RNA-seq techniques and the corresponding analysis tools and pipelines have …
Systems biology approaches towards predictive microbial ecology
AE Otwell, A López García de Lomana… - Environmental …, 2018 - Wiley Online Library
Through complex interspecies interactions, microbial processes drive nutrient cycling and
biogeochemistry. However, we still struggle to predict specifically which organisms …
biogeochemistry. However, we still struggle to predict specifically which organisms …