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Code and data for "Discovery of senolytics using machine learning"
<p>Code and data for paper "Discovery of senolytics using machine learning" by Smer-Barreto et al, 2023. Files contain the datasets employed for model training and computational screening, as well as a jupyter notebook with
Smer-Barreto, Vanessa +12 more
core +2 more sources
Translating Senotherapeutic Interventions into the Clinic with Emerging Proteomic Technologies
Cellular senescence is a state of irreversible growth arrest with profound phenotypic changes, including the senescence-associated secretory phenotype (SASP).
Amit K. Dey +7 more
doaj +1 more source
Cardiac Glycosides as Senolytic Compounds [PDF]
The identification of senolytics, compounds that eliminate senescent cells, is presently a key priority given their therapeutic promise in cancer and aging-associated diseases. Two recent papers by Triana-Martínez et al. and Guerrero et al. report the senolytic activity of cardiac glycosides (CGs) and their efficacy in these pathophysiological contexts.
Martin, Nadine +2 more
openaire +2 more sources
Cellular Senescence in Cardiovascular Diseases: From Pathogenesis to Therapeutic Challenges
Cellular senescence (CS), classically considered a stable cell cycle withdrawal, is hallmarked by a progressive decrease in cell growth, differentiation, and biological activities.
Dan Li +5 more
doaj +1 more source
Strategies for senolytic drug discovery
AbstractSenolytics are a category of drugs that reduce the impact of cellular senescence, an effect associated with a range of chronic and age‐related diseases. Since the discovery of the first senolytics in 2015, the number of known senolytic agents has grown dramatically.
Helen Power +3 more
openaire +2 more sources
A p21‐GFP zebrafish model of senescence for rapid testing of senolytics in vivo [PDF]
Senescence drives the onset and severity of multiple ageing-associated diseases and frailty. As a result, there has been an increased interest in mechanistic studies and in the search for compounds targeting senescent cells, known as senolytics ...
Morsli, S. +7 more
core +1 more source
Despite early failures in the clinic, the idea of anti-aging therapies that purge the body of dying cells is gaining traction with a raft of startups now focused on senescence.
openaire +1 more source
The Clinical Potential of Senolytic Drugs [PDF]
Senolytic drugs are agents that selectively induce apoptosis of senescent cells. These cells accumulate in many tissues with aging and at sites of pathology in multiple chronic diseases. In studies in animals, targeting senescent cells using genetic or pharmacological approaches delays, prevents, or alleviates multiple age‐related phenotypes, chronic ...
James L, Kirkland +4 more
openaire +2 more sources
Discovery of new senolytics using machine learning
Cellular senescence is a stress response characterised by a permanent cell cycle arrest and a proinflammatory secretome. In addition to its tumour suppressor role, senescence is involved in ageing and promotes many disease processes such as cancer, type ...
Carragher, Neil O. +7 more
core +1 more source
Senolytics for Cancer Therapy: Is All that Glitters Really Gold?
Senolytics represent a group of mechanistically diverse drugs that can eliminate senescent cells, both in tumors and in several aging-related pathologies.
Valerie J. Carpenter +2 more
core +1 more source

