Artificial Intelligence for Drug Discovery: Are We There Yet? DOI

Catrin Hasselgren,

Tudor I. Oprea

The Annual Review of Pharmacology and Toxicology, Год журнала: 2023, Номер 64(1), С. 527 - 550

Опубликована: Сен. 22, 2023

Drug discovery is adapting to novel technologies such as data science, informatics, and artificial intelligence (AI) accelerate effective treatment development while reducing costs animal experiments. AI transforming drug discovery, indicated by increasing interest from investors, industrial academic scientists, legislators. Successful requires optimizing properties related pharmacodynamics, pharmacokinetics, clinical outcomes. This review discusses the use of in three pillars discovery: diseases, targets, therapeutic modalities, with a focus on small molecule drugs. technologies, generative chemistry, machine learning, multi-property optimization, have enabled several compounds enter trials. The scientific community must carefully vet known information address reproducibility crisis. full potential can only be realized sufficient ground truth appropriate human intervention at later pipeline stages.

Язык: Английский

Autophagy in age-related macular degeneration DOI Open Access
Kai Kaarniranta, Janusz Błasiak, Paloma B. Liton

и другие.

Autophagy, Год журнала: 2022, Номер 19(2), С. 388 - 400

Опубликована: Апрель 25, 2022

Age-related macular degeneration (AMD) is the leading cause of visual impairment in aging population with limited understanding its pathogenesis and a lack effective treatment. The progression AMD initially characterized by atrophic alterations retinal pigment epithelium, as well formation lysosomal lipofuscin extracellular drusen deposits. Damage caused chronic oxidative stress, protein aggregation inflammatory processes may lead to geographic atrophy and/or choroidal neovascularization fibrosis. role macroautophagy/autophagy pathology steadily emerging. This review describes selective secretory autophagy their biogenesis, senescence-associated phenotype, inflammation epithelial-mesenchymal transition AMD.

Язык: Английский

Процитировано

145

The multifaceted role of autophagy in cancer DOI Open Access
Ryan C. Russell, Kun‐Liang Guan

The EMBO Journal, Год журнала: 2022, Номер 41(13)

Опубликована: Май 10, 2022

Язык: Английский

Процитировано

136

Hallmarks of cardiovascular ageing DOI
Mahmoud Abdellatif, Peter P. Rainer, Simon Sedej

и другие.

Nature Reviews Cardiology, Год журнала: 2023, Номер 20(11), С. 754 - 777

Опубликована: Май 16, 2023

Язык: Английский

Процитировано

124

Mitochondrial degradation: Mitophagy and beyond DOI Creative Commons
Louise Uoselis, Thanh Ngoc Nguyen, Michael Lazarou

и другие.

Molecular Cell, Год журнала: 2023, Номер 83(19), С. 3404 - 3420

Опубликована: Окт. 1, 2023

Mitochondria are central hubs of cellular metabolism that also play key roles in signaling and disease. It is therefore fundamentally important mitochondrial quality activity tightly regulated. Mitochondrial degradation pathways contribute to control networks can regulate the metabolic profile mitochondria ensure homeostasis. Here, we cover many varied ways which cells degrade or remove their unwanted mitochondria, ranging from mitophagy extrusion. The molecular signals driving these discussed, including physiological contexts under different engaged.

Язык: Английский

Процитировано

121

Ferroptosis as a potential target for cancer therapy DOI Creative Commons
Zhen Chen, Weilong Wang, Siti Razila Abdul Razak

и другие.

Cell Death and Disease, Год журнала: 2023, Номер 14(7)

Опубликована: Июль 24, 2023

Abstract Ferroptosis is a recently discovered essential type of cell death that mainly characterized by iron overload and lipid peroxidation. Emerging evidence suggests ferroptosis double-edged sword in human cancer. However, the precise underlying molecular mechanisms their differential roles tumorigenesis are unclear. Therefore, this review, we summarize briefly present key pathways ferroptosis, paying special attention to regulation as well its dual role an oncogenic tumor suppressor event various cancers. Moreover, multiple pharmacological activators summarized, prospect targeting cancer therapy further elucidated.

Язык: Английский

Процитировано

115

NCOA4-mediated ferritinophagy is involved in ionizing radiation-induced ferroptosis of intestinal epithelial cells DOI Creative Commons
Hao Zhou, Yali Zhou,

Jiu-Ang Mao

и другие.

Redox Biology, Год журнала: 2022, Номер 55, С. 102413 - 102413

Опубликована: Июль 31, 2022

Ferroptosis is a newly recognized form of regulated cell death that characterized by severe lipid peroxidation initiated iron overload and the generation reactive oxygen species (ROS). However, role in ionizing radiation (IR)-induced intestinal injury has not been fully illustrated yet. In this study, we found IR induced ferroptosis epithelial cells, as indicated increase intracellular levels peroxidation, upregulation prostaglandin-endoperoxide synthase 2 (PTGS2) mRNA, reduced glutathione peroxidase 4 (GPX4) mRNA (GSH) levels, significant mitochondrial damage. addition, chelator deferoxamine (DFO) attenuated IR-induced vitro vivo. Intriguingly, pharmacological inhibition autophagy with 3-methyladenine (3-MA) mitigated ferritin downregulation, ferroptosis. increased nuclear receptor coactivator (NCOA4) protein. NCOA4 knockdown significantly inhibited reduction ferritin, decreased level free iron, HIEC indicating NCOA4-mediated autophagic degradation (ferritinophagy) was required for Furthermore, cytoplasmic further activated mitoferrin2 (Mfrn2) on membrane, which turn transport into mitochondria, resulting ROS production mice fed an iron-deficient diet 3 weeks showed reversal abdominal exposure. Taken together, novel mechanism cytotoxicity, dependent ferritinophagy.

Язык: Английский

Процитировано

112

Macrophage autophagy in macrophage polarization, chronic inflammation and organ fibrosis DOI Creative Commons

Jun-Hao Wen,

Dong-Yi Li,

Shan Liang

и другие.

Frontiers in Immunology, Год журнала: 2022, Номер 13

Опубликована: Окт. 6, 2022

As the essential regulators of organ fibrosis, macrophages undergo marked phenotypic and functional changes after injury. These in macrophage phenotype function can result maladaptive repair, causing chronic inflammation development pathological fibrosis. Autophagy, a highly conserved lysosomal degradation pathway, is one major players to maintain homeostasis through clearing protein aggregates, damaged organelles, invading pathogens. Emerging evidence has shown that autophagy plays an role polarization, inflammation, Because high heterogeneity different organs, types may play roles Here, we review current understanding fibrosis highlight potential treatment Finally, important unresolved issues this field are briefly discussed. A better mechanisms contribute developing novel therapies for inflammatory diseases

Язык: Английский

Процитировано

110

Targeting immunogenic cell stress and death for cancer therapy DOI
Lorenzo Galluzzi, Emma Guilbaud,

Darby Schmidt

и другие.

Nature Reviews Drug Discovery, Год журнала: 2024, Номер 23(6), С. 445 - 460

Опубликована: Апрель 15, 2024

Язык: Английский

Процитировано

109

Mechanisms of spermidine-induced autophagy and geroprotection DOI Open Access
Sebastian J. Hofer, Anna Katharina Simon, Martina Bergmann

и другие.

Nature Aging, Год журнала: 2022, Номер 2(12), С. 1112 - 1129

Опубликована: Дек. 22, 2022

Язык: Английский

Процитировано

105

Targeting oncogene and non-oncogene addiction to inflame the tumour microenvironment DOI
Giulia Petroni,

Aitziber Buqué,

Lisa M. Coussens

и другие.

Nature Reviews Drug Discovery, Год журнала: 2022, Номер 21(6), С. 440 - 462

Опубликована: Март 15, 2022

Язык: Английский

Процитировано

104