Using machine learning approaches for multi-omics data analysis: A review

PS Reel, S Reel, E Pearson, E Trucco… - Biotechnology advances, 2021 - Elsevier
With the development of modern high-throughput omic measurement platforms, it has
become essential for biomedical studies to undertake an integrative (combined) approach to …

Interpreting omics data with pathway enrichment analysis

K Zhao, SY Rhee - Trends in Genetics, 2023 - cell.com
Pathway enrichment analysis is indispensable for interpreting omics datasets and
generating hypotheses. However, the foundations of enrichment analysis remain elusive to …

[HTML][HTML] Beyond PDE4 inhibition: A comprehensive review on downstream cAMP signaling in the central nervous system

Z Donders, IJ Skorupska, E Willems, F Mussen… - Biomedicine & …, 2024 - Elsevier
Cyclic adenosine monophosphate (cAMP) is a key second messenger that regulates signal
transduction pathways pivotal for numerous biological functions. Intracellular cAMP levels …

Omics of blood pressure and hypertension

DK Arnett, SA Claas - Circulation Research, 2018 - ahajournals.org
Essential hypertension is a common, complex disorder affecting≤ 1 billion adults globally.
Blood pressure is a highly heritable trait, with≤ 50% of the variation between individuals …

Hot-spot analysis for drug discovery targeting protein-protein interactions

M Rosell, J Fernández-Recio - Expert opinion on drug discovery, 2018 - Taylor & Francis
Introduction: Protein-protein interactions are important for biological processes and
pathological situations, and are attractive targets for drug discovery. However, rational drug …

Fifteen years of gene set analysis for high-throughput genomic data: a review of statistical approaches and future challenges

S Das, CJ McClain, SN Rai - Entropy, 2020 - mdpi.com
Over the last decade, gene set analysis has become the first choice for gaining insights into
underlying complex biology of diseases through gene expression and gene association …

Nano-particle mediated inhibition of Parkinson's disease using computational biology approach

AC Kaushik, S Bharadwaj, S Kumar, DQ Wei - Scientific reports, 2018 - nature.com
Parkinson's disease (PD) arises as neurodegenerative disorder and characterized by
progressive deterioration of motor functions due to forfeiture of dopamine-releasing neurons …

From simple to complex: Protein‐based biomarker discovery in tuberculosis

Z Mousavian, G Källenius… - European Journal of …, 2023 - Wiley Online Library
Tuberculosis (TB) is a deadly infectious disease that affects millions of people globally. TB
proteomics signature discovery has been a rapidly growing area of research that aims to …