Derivation and application of molecular signatures to prostate cancer: opportunities and challenges

D Doultsinos, IG Mills - Cancers, 2021 - mdpi.com
Simple Summary Prostate cancer continues to exert a significant public health burden
across the globe with hundreds of thousands of new diagnoses per year. There have been …

Inferring TF activities and activity regulators from gene expression data with constraints from TF perturbation data

CZ Ma, MR Brent - Bioinformatics, 2021 - academic.oup.com
Motivation The activity of a transcription factor (TF) in a sample of cells is the extent to which
it is exerting its regulatory potential. Many methods of inferring TF activity from gene …

An integrated multi-omics approach to identify regulatory mechanisms in cancer metastatic processes

S Ghaffari, C Hanson, RE Schmidt, KJ Bouchonville… - Genome biology, 2021 - Springer
Background Metastatic progress is the primary cause of death in most cancers, yet the
regulatory dynamics driving the cellular changes necessary for metastasis remain poorly …

Evaluating adaptive stress response gene signatures using transcriptomics

B Chambers, I Shah - Computational Toxicology, 2021 - Elsevier
Stress response pathways (SRPs) mitigate the cellular effects of chemicals, but excessive
perturbation can lead to adverse outcomes. Here, we investigated a computational …

Inference of phenotype-relevant transcriptional regulatory networks elucidates cancer type-specific regulatory mechanisms in a pan-cancer study

A Emad, S Sinha - NPJ systems biology and applications, 2021 - nature.com
Reconstruction of transcriptional regulatory networks (TRNs) is a powerful approach to
unravel the gene expression programs involved in healthy and disease states of a cell …

[PDF][PDF] Derivation and Application of Molecular Signatures to Prostate Cancer: Opportunities and Challenges. Cancers 2021, 13, 495

D Doultsinos, IG Mills - 2021 - pdfs.semanticscholar.org
Prostate cancer is a high-incidence cancer that requires improved patient stratification to
ensure accurate predictions of risk and treatment response. Due to the significant …