Artificial intelligence in early drug discovery enabling precision medicine

F Boniolo, E Dorigatti, AJ Ohnmacht… - Expert Opinion on …, 2021 - Taylor & Francis
Introduction: Precision medicine is the concept of treating diseases based on environmental
factors, lifestyles, and molecular profiles of patients. This approach has been found to …

From multi-omics approaches to precision medicine in amyotrophic lateral sclerosis

G Morello, S Salomone, V D'Agata… - Frontiers in …, 2020 - frontiersin.org
Amyotrophic lateral sclerosis (ALS) is a devastating and fatal neurodegenerative disorder,
caused by the degeneration of upper and lower motor neurons for which there is no truly …

Molecular subtypes of ALS are associated with differences in patient prognosis

J Eshima, SA O'Connor, E Marschall… - Nature …, 2023 - nature.com
Abstract Amyotrophic Lateral Sclerosis (ALS) is a neurodegenerative disease with poorly
understood clinical heterogeneity, underscored by significant differences in patient age at …

Unsupervised machine learning identifies distinct ALS molecular subtypes in post-mortem motor cortex and blood expression data

H Marriott, R Kabiljo, GP Hunt, AA Khleifat… - Acta neuropathologica …, 2023 - Springer
Amyotrophic lateral sclerosis (ALS) displays considerable clinical and genetic
heterogeneity. Machine learning approaches have previously been utilised for patient …

Omics data and their integrative analysis to support stratified medicine in neurodegenerative diseases

V La Cognata, G Morello, S Cavallaro - International Journal of Molecular …, 2021 - mdpi.com
Molecular and clinical heterogeneity is increasingly recognized as a common characteristic
of neurodegenerative diseases (NDs), such as Alzheimer's disease, Parkinson's disease …

The protective effect of edaravone on TDP-43 plus oxidative stress-induced neurotoxicity in neuronal cells: analysis of its neuroprotective mechanisms using RNA …

A Soejima-Kusunoki, K Okada, R Saito, K Watabe - Pharmaceuticals, 2022 - mdpi.com
Edaravone is a free-radical scavenger drug that was recently approved for the treatment of
amyotrophic lateral sclerosis (ALS), a neurodegenerative disease. A pathological hallmark …

Multiomic ALS signatures highlight subclusters and sex differences suggesting the MAPK pathway as therapeutic target

L Caldi Gomes, S Hänzelmann, F Hausmann… - Nature …, 2024 - nature.com
Amyotrophic lateral sclerosis (ALS) is a debilitating motor neuron disease and lacks effective
disease-modifying treatments. This study utilizes a comprehensive multiomic approach to …

[HTML][HTML] Genomic and transcriptomic advances in amyotrophic lateral sclerosis

M Rizzuti, L Sali, V Melzi, S Scarcella… - Ageing Research …, 2023 - Elsevier
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disorder and the most common
motor neuron disease. ALS shows substantial clinical and molecular heterogeneity. In vitro …

Splicing players are differently expressed in sporadic amyotrophic lateral sclerosis molecular clusters and brain regions

V La Cognata, G Gentile, E Aronica, S Cavallaro - Cells, 2020 - mdpi.com
Splicing is a tightly orchestrated process by which the brain produces protein diversity over
time and space. While this process specializes and diversifies neurons, its deregulation may …

Complete loss of the X-linked gene CASK causes severe cerebellar degeneration

PA Patel, JV Hegert, I Cristian, A Kerr… - Journal of medical …, 2022 - jmg.bmj.com
Background Heterozygous loss of X-linked genes like CASK and MeCP2 (Rett syndrome)
causes developmental delay in girls, while in boys, loss of the only allele of these genes …