Machine Learning‐Engineered Nanozyme System for Synergistic Anti‐Tumor Ferroptosis/Apoptosis Therapy DOI
Tianliang Li, Bin Cao, Tianhao Su

et al.

Small, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 16, 2024

Abstract Nanozymes with multienzyme‐like activity have sparked significant interest in anti‐tumor therapy via responding to the tumor microenvironment (TME). However, consequent induction of protective autophagy substantially compromises therapeutic efficacy. Here, a targeted nanozyme system (Fe‐Arg‐CDs@ZIF‐8/HAD, FZH) is shown, which enhances synergistic ferroptosis/apoptosis by leveraging machine learning (ML). A novel ML model, termed sequential backward Tree‐Classifier for Gaussian Process Regression (TCGPR), proposed improve data pattern recognition following divide‐and‐conquer principle. Based on this, Bayesian optimization algorithm employed select candidates from extensive search space. Leveraging this fresh material discovery framework, strategy enhancing nanozyme‐based therapy, has been developed. The results reveal that FZH effectively exerts effects sequentially TME, having cascade reaction induce ferroptosis. Moreover, endogenous elevation high concentration nitric oxide (NO) serves as direct mechanism killing cells while concurrently suppressing induced oxidative stress (OS), therapy. Overall, improving proposed, underlying integration ML, experiments, and biological applications.

Language: Английский

Ferroptosis inhibitors: past, present and future DOI Creative Commons
Lei Zhang, Yi Luo, Yang Xiang

et al.

Frontiers in Pharmacology, Journal Year: 2024, Volume and Issue: 15

Published: May 23, 2024

Ferroptosis is a non-apoptotic mode of programmed cell death characterized by iron dependence and lipid peroxidation. Since the ferroptosis was proposed, researchers have revealed mechanisms its formation continue to explore effective inhibitors in disease. Recent studies shown correlation between pathological neurodegenerative diseases, as well diseases involving tissue or organ damage. Acting on ferroptosis-related targets may provide new strategies for treatment ferroptosis-mediated diseases. This article specifically describes metabolic pathways summarizes reported action natural synthetic small molecule their efficacy The paper also treatments such gene therapy, nanotechnology, summarises challenges encountered clinical translation inhibitors. Finally, relationship other modes discussed, hopefully paving way future drug design discovery.

Language: Английский

Citations

20

Cycloastragenol targets Fpr2 to inhibit the TLR4/NF-κB signaling pathway and alleviate neuroinflammation in Parkinson's disease. DOI

Shengnan Xiao,

Lianmei Liu,

Xuemei Qin

et al.

Phytomedicine, Journal Year: 2025, Volume and Issue: 139, P. 156462 - 156462

Published: Feb. 6, 2025

Language: Английский

Citations

1

Ononin triggers ferroptosis-mediated disruption in the triple negative breast cancer both in vitro and in vivo DOI

Guowei Gong,

Yukai Wan,

Yaqun Liu

et al.

International Immunopharmacology, Journal Year: 2024, Volume and Issue: 132, P. 111959 - 111959

Published: March 29, 2024

Language: Английский

Citations

7

Targeting Ferroptosis in Parkinson’s Disease: Mechanisms and Emerging Therapeutic Strategies DOI Open Access

Minghao Zhou,

Keyang Xu, Jianxian Ge

et al.

International Journal of Molecular Sciences, Journal Year: 2024, Volume and Issue: 25(23), P. 13042 - 13042

Published: Dec. 4, 2024

Parkinson's disease (PD) is a common neurodegenerative disorder characterized by the loss of dopaminergic neurons in substantia nigra and accumulation α-synuclein brain. Ferroptosis, recently identified form regulated cell death, critical PD pathogenesis due to its association with iron deposition, overproduction reactive oxygen species, iron-dependent lipid peroxidation impaired clearance. This death mechanism closely linked several pathogenic processes PD, including aggregation, oxidative stress, mitochondrial dysfunction, microglia-induced neuroinflammation, neuromelanin accumulation. Given significant role ferroptosis these mechanisms, there increasing interest targeting for treatment. Several drugs have shown potential alleviating symptoms inhibiting ferroptosis. review aims consolidate current knowledge on assess therapeutic anti-ferroptosis drugs, highlighting promising directions future research clinical applications.

Language: Английский

Citations

7

CMSP exerts anti-tumor effects on small cell lung cancer cells by inducing mitochondrial dysfunction and ferroptosis DOI Creative Commons
Xi Yan,

Yinghao Niu,

Yaojie Wang

et al.

Open Medicine, Journal Year: 2025, Volume and Issue: 20(1)

Published: Jan. 1, 2025

This study aims to investigate the role and mechanism of p-hydroxyl cinnamaldehyde (CMSP) in triggering ferroptosis small cell lung cancer (SCLC) cells. The impact CMSP on H1688 SW1271 cells was assessed through experiments biological information analysis. Moreover, expression heme oxygenase 1 (HMOX1) SCLC tissue examined. Following treatment, a concentration-dependent increase death observed, differentially expressed genes were found be associated with ferroptosis. notably facilitated events, such as elevated levels reactive oxygen species (ROS), Fe2+, malondialdehyde (MDA), transferrin receptor (TFR1), divalent metal transporter (DMT1), decreased glutathione (GSH), solute carrier family 7 member 11 (SLC7A11), peroxidase 4 (GPX4). Furthermore, promoted mitochondrial dysfunction, manifested reduced volume, increased membrane density, ROS, potential. Consistently, mitochondrial-targeted antioxidant Mito-TEMPO reversed CMSP-induced Expression HMOX1 gene markedly under while lower observed compared adjacent tissue. triggers dysfunction via activation, leading cells, underscoring its potential therapeutic agent for SCLC.

Language: Английский

Citations

0

Role and mechanism of herbal bioactives in treatment of Parkinson disease: A promising therapeutic approach DOI
Manpreet Kaur, Mukta Gupta

South African Journal of Botany, Journal Year: 2025, Volume and Issue: 181, P. 315 - 338

Published: April 25, 2025

Language: Английский

Citations

0

Astragenol alleviates neuroinflammation and improves Parkinson's symptoms through amino acid metabolism pathway and inhibition of Ferroptosis DOI

Shengnan Xiao,

Lianmei Liu,

Xuemei Qin

et al.

Journal of Ethnopharmacology, Journal Year: 2025, Volume and Issue: unknown, P. 119896 - 119896

Published: April 1, 2025

Language: Английский

Citations

0

Bioactive components and clinical potential of Astragalus species DOI Creative Commons
Shuo Li, Xujia Hu,

Fen Liu

et al.

Frontiers in Pharmacology, Journal Year: 2025, Volume and Issue: 16

Published: May 16, 2025

Astragalus L., the world’s largest vascular plant genus, has been used medicinally and as food for centuries, especially in traditional Chinese medicine It is widely applied immune modulation, antioxidant therapy, anti-inflammatory treatments, antitumor applications. Recent studies show that species rich bioactive compounds, such polysaccharides, flavonoids, saponins, alkaloids, simple phenolics, which demonstrate significant pharmacological effects, including anti-inflammatory, antioxidant, immunomodulatory, properties, along with potential benefits Alzheimer’s disease diabetes. This review synthesizes 140 references to analyze 51 newly identified 31 triterpenoid 19 alkaloids (2020–2025), focusing on their chemical structures bioactivities. also examines homology (MFH) how processing methods affect its efficacy. Furthermore, mechanisms behind immune-boosting, antitumor, neuroprotective, hypoglycemic effects are discussed. Future should prioritize large-scale clinical trials confirm ’s efficacy safety, explore combination therapies, improve sustainable resource utilization expand medical Keywords: Bioactive molecules, , Pharmacological action, Mechanism of Medicine (MFH).

Language: Английский

Citations

0

Artesunate loaded core-shell nanoplatform for the chemo-chemodynamic-photothermal synergistic cancer therapy DOI

Z.H. Gan,

Chang Liu, Shaopeng Li

et al.

Colloids and Surfaces B Biointerfaces, Journal Year: 2025, Volume and Issue: unknown, P. 114810 - 114810

Published: May 1, 2025

Language: Английский

Citations

0

Role of Pollution-Induced Oxidative Stress and Inflammation in Neurodegenerative Diseases, and the Mechanisms of Traditional Chinese Medicine’s Potential Remediation DOI
Junhan Yang, Nuoya Yin, Renjun Yang

et al.

Reviews of Environmental Contamination and Toxicology, Journal Year: 2024, Volume and Issue: 262(1)

Published: April 1, 2024

Language: Английский

Citations

2