Current Neuropharmacology - Online First
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The Evolution of Machine Learning in Medicinal Chemistry: A Comprehensive Bibliometric Analysis
Authors: Yanhua Wang, Tongxin Guan, Dongyu Xu, Mingyan Liu and Zhichang ZhangAvailable online: 13 May 2025More LessIntroductionIn the medicinal chemistry (MC) field, artificial intelligence (AI) has been used to establish quantitative structure-activity relationship (QSAR) classification models, virtual screening, drug discovery, drug design, and so on. In this investigation, MC AI studies (AI-MC) (from 2001-2023) underwent quantitative and qualitative modeling analyses.
MethodsUsing a hybrid research strategy incorporating content analyses and bibliometric methods, we retrospectively analysed the AI-MC literature using a bibliometrix package (R software) combined with CiteSpace V and VOSviewer programs.
ResultsBetween 2001 and 2023, AI-MC articles were published in 92 countries or regions, with China and the United States leading in the number of publications. Also, 196 affiliations were added to AI-MC research; the CHINESE ACADEMY OF SCIENCES contributed the most. Reference clusters were categorized as follows: (1) QSAR, (2) virtual screening, (3) drug discovery, (4) drug design. Predictive model (2020-2021), molecular fingerprints (2021-2023) and scoring function (2021-2023) reflected research frontier keywords. As we look to the future, the ongoing progress and innovation in technology herald the promising development of multimodal and large language models (LLMs) within the realm of MC.
DiscussionThe integration of AI into MC has significantly transformed the landscape of drug development. AI techniques, particularly machine learning, and deep learning algorithms, have demonstrated remarkable potential in accelerating the discovery and optimization of new drugs. By leveraging large datasets and advanced computational models, AI enhances the efficiency of virtual screening, improves the accuracy of QSAR models, and facilitates the design of novel therapeutic agents. As the technology continues to advance, the development of multimodal and large language models (LLMs) is expected to further revolutionize this field, offering new opportunities for more precise and efficient drug design and discovery.
ConclusionWe comprehensively characterized the AI-MC field and determined future trends and hotspots. Importantly, we provided a dynamic oversight of the AI-MC literature and identified key upcoming research areas.
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Research Trends and Knowledge Atlas of Radiotherapy-Related Cognitive Impairment: A Bibliometric Analysis
Authors: Yaqian Tan, Qi Song and Siyuan GaoAvailable online: 09 May 2025More LessBackgroundRadiotherapy is one of the main therapeutic methods for tumors, and radiation-related cognitive impairment has attracted increasing attention. The purpose of this study was to explore the research prospects in the field of radiotherapy-associated cognitive decline through bibliometric analysis.
MethodsLiterature on radiotherapy-related cognitive impairment published during 2004-2023 were extracted from the Web of Science Core Collection database. VOSviewer and R-bibliometrix were utilized to perform bibliometric analysis.
ResultsA total of 8,365 publications were retrieved from the database. The United States emerged as the leading country in this research field, with St. Jude Children's Research Hospital identified as the most productive institution. Thomas E. Merchant was the most prolific author in this field, while Charles L. Limoli was the most frequently cited scholar. The research hotspots have gradually shifted from cognitive function and outcome measurement to the development of new therapy models.
ConclusionThis study comprehensively examined the research hotspots and knowledge atlas of radiotherapy-related cognitive decline from a bibliometric perspective. Our results would assist scholars in identifying potential collaborators and significant literature in this field while also providing valuable guidance for future research directions.
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Hydroxychloroquine Prevents High-altitude Cerebral Edema by Inhibiting Endothelial Claudin-5 Autophagic Degradation
Authors: Yan Xue, Baolan Wan, Zhen Wang, Zhiwei Wang, Dongzhi Wang, Wanping Yang, Xueting Wang and Li ZhuAvailable online: 09 May 2025More LessBackgroundHigh-altitude cerebral edema (HACE) is a serious condition caused by prolonged hypobaric hypoxia (HH). Autophagic degradation of Claudin-5 plays a crucial role in HH-induced blood-brain barrier (BBB) damage. Hydroxychloroquine (HCQ), a lysosomal inhibitor used in autophagy treatment, reduces inflammation and BBB damage in traumatic brain injury. However, its effectiveness in preventing HACE is still unknown.
MethodsC57BL/6J mice were treated with HCQ and exposed to HH for 24 hrs to study BBB integrity. We evaluated BBB disruption via brain water content, Evans blue, and FITC-dextran assays. Changes in tight junctions (TJs) of cerebrovascular endothelial cells were analyzed using electron microscopy and immunofluorescence. Western blotting quantified autophagy protein levels in brain tissue. Hypoxia-mimetic in vitro models were used to explore HCQ's effects on TJs and BBB permeability, confirmed by various assays, including immunofluorescence, electron microscopy, and Western blotting.
ResultsHCQ significantly mitigated rapamycin-induced autophagy and Claudin-5 degradation. Prolonged hypoxia exposure promoted lysosomal degradation of Claudin-5, increasing endothelial cell permeability. HCQ inhibited autophagy in bEnd.3 cells via the PI3K-Akt-mTOR and Erk pathway, reducing hypoxia-induced Claudin-5 down-regulation. In mice, HH exposure increased brain autophagy, damaging the vascular endothelial TJs and subsequently increasing endothelial permeability. Pretreatment with HCQ significantly reduced the level of autophagy in the brains of HH-exposed mice, thereby mitigating the HH-induced damage to vascular TJs, alleviating the downregulation of Claudin-5, and enhancing endothelial integrity.
ConclusionHCQ effectively prevented HACE by inhibiting HH-induced Claudin-5 membrane expression downregulation, thus mitigating BBB damage and brain water content increase in HH-exposed mice.
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The Mechanisms and Application Prospects of Astrocyte Reprogramming into Neurons in Central Nervous System Diseases
Authors: Rongxing Qin, Xinyu Lai, Wei Xu, Qingchun Qin, Xiaojun Liang, Minshan Xie and Li ChenAvailable online: 08 May 2025More LessCentral nervous system (CNS) diseases, including ischemic stroke (IS), Alzheimer’s disease (AD), and Parkinson’s disease (PD), are leading causes of global disability and mortality, characterized by progressive neuronal loss and irreversible neural circuit damage. Despite advances in understanding their pathophysiology, therapeutic options remain limited due to the complexity of disease mechanisms and challenges in delivering treatments across the blood-brain barrier (BBB). In this context, astrocyte reprogramming has emerged as a groundbreaking strategy for neural repair. By leveraging the plasticity of astrocytes, researchers have demonstrated the potential to convert these glial cells into functional neurons, offering a novel approach to replenish lost neurons and restore neural function. This review explores the latest advancements in astrocyte reprogramming, focusing on transcription factor-mediated, miRNA-induced, and small molecule-based strategies, as well as the molecular mechanisms underlying this process. We also discuss the therapeutic potential of astrocyte reprogramming in CNS diseases, including IS, AD, PD, and other neurodegenerative disorders, while addressing the challenges and future directions for clinical translation. Through a systematic analysis of recent studies, this review highlights the promise of astrocyte reprogramming as a transformative therapeutic strategy for CNS repair, providing new hope for patients with debilitating neurological conditions.
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The Role and Mechanism of Estrogen in Perimenopausal Depression
Authors: Yaqi Liu, Xiying Fu, Boyun Guan, Ranji Cui and Wei YangAvailable online: 24 April 2025More LessDepression is a severe psychiatric disorder characterized by high prevalence rates, elevated suicide risks, and significant relapse rates. Women, particularly during the perimenopausal period, are more vulnerable to developing depression. Fluctuations in estrogen levels during perimenopause can heighten a woman's sensitivity to psychosocial stress. Clinical trials have demonstrated the short-term antidepressant efficacy of estradiol in perimenopausal women. However, the precise mechanisms through which estrogen influences mood disorders during perimenopause remain unclear. This review summarizes the risk factors associated with perimenopausal depression (PMD), examines current research on estrogen therapy, and explores the potential mechanisms and related pathological processes involved in estrogen's role in treating depression. Understanding how estrogen mitigates depressive symptoms in perimenopausal women may help reduce the morbidity and mortality associated with PMD while also alleviating its socioeconomic burden.
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Photodynamic and Photothermal Therapies using Nanotechnology Approach in Alzheimer's Disease
Authors: Büşra Öztürk, Huriye Demir, Mine Silindir Günay, Yagmur Akdag, Selma Sahin and Tugba GulsunAvailable online: 15 April 2025More LessAlzheimer's disease is a neurodegenerative disease that impairs cognitive function. The incidence of Alzheimer's disease increases with the increase in the elderly population. Although the clear pathogenesis of Alzheimer's disease is not yet known, the formation of amyloid plaques and tau fibrils, diminished acetylcholine levels, and increased inflammation can be observed in patients. Alzheimer's disease, whose pathogenesis is not fully demonstrated, cannot be treated radically. Since it has been observed that only pharmacological treatment alone isn’t sufficient, alternative approaches have become essential. Among these approaches, nanocarriers greatly facilitate the transport of drugs since the blood-brain barrier is an important obstacle to the penetration of drugs into the brain. Photosensitizers trigger activation after exposure to near-infrared radiation light of a suitable wavelength or laser light, resulting in the selective destruction of Aβ plaques. Photodynamic therapy and photothermal therapy have been investigated for their potential to inhibit Aβ plaques through photosensitizers. By ThT fluorescence measurements, TAS-loaded Ce6 micelles show inhibiting Aβ monomers from formation Aβ aggregates and degradation of protofibrills to small fragments. By using these photosensitizers, near-infrared radiation fluorescence imaging can be used as a theranostic. In this review, potential treatment options for photodynamic therapy and photothermal therapy for Alzheimer's disease are summarised, and a simultaneous or combined approach is discussed, taking into account potential nanotheranostics.
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Role of Glycerophospholipid Metabolism in Epilepsy
Authors: Zijian Li, Zhen Liang, Jing Zhang and Songyan LiuAvailable online: 07 April 2025More LessEpilepsy is a prevalent and severe neurological condition characterized by recurring seizures. It impacts over 70 million individuals worldwide, posing a substantial challenge to public health and placing a heavy burden on society. Glycerophospholipids are an essential component of neuronal cell membranes. Their metabolism is strictly regulated, and maintaining their homeostasis is crucial for the optimal function of the nervous system. Research indicates that disruptions in glycerophospholipid metabolism are commonly detected in patients with epilepsy and animal models. However, the precise molecular mechanisms behind these disruptions remain unclear. Existing evidence indicates that neuroinflammation, oxidative stress, genetic mutations, and ion channel dysfunction are crucial factors contributing to glycerophospholipids imbalance and epilepsy. Further, therapeutic interventions targeting these pathological processes, such as regulating neuroinflammation and oxidative stress or restoring the balance of glycerophospholipid metabolism, may provide new avenues for epilepsy treatment. This review aims to provide an in-depth analysis of the potential mechanisms underlying the relationship between glycerophospholipid metabolism disorders and epilepsy, exploring potential therapeutic targets and diagnostic biomarkers.
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Celastrol Ameliorates Vincristine-induced Neuropathic Pain by Inhibiting Spinal Astrocyte Hyperactivation-mediated Inflammation, Oxidative Stress, and Apoptosis
Authors: Gui-Zhou Li, Jing Xu, Yun-Man Li and Ya-Hui HuAvailable online: 10 March 2025More LessBackgroundNeurotoxicity is the severe adverse reaction induced by chemotherapy drugs, characterized by neuropathic pain. However, there is a notable lack of therapeutic drugs for chemotherapy-induced neuropathic pain (CINP). Celastrol, a naturally occurring terpenoid active compound extracted from the roots of Tripterygium wilfordii Hook f., exhibits a neuroprotective effect, yet its therapeutic potential in CINP has not been reported.
ObjectiveIn this study, with vincristine-induced neuropathic pain (VINP) as a model, we aimed to investigate the therapeutic effect of celastrol on VINP and its specific mechanisms.
MethodsVincristine (VCR, 0.1 mg/kg, intraperitoneal injection) was used to induce a neuropathic pain model. Celastrol (0.5, 1.0, and 2.0 mg/kg, intraperitoneal injection) was administered to assess its therapeutic effects on VINP. Transmission electron microscopy (TEM) was employed to examine damage to the sciatic nerve fibers and mitochondria. Flow cytometry was used to detect mitochondrial membrane potential (MMP), reactive oxygen species (ROS), and cell apoptosis. Primary astrocyte cultures were utilized further to validate the therapeutic mechanisms of celastrol in VINP.
ResultsHere, we demonstrate that celastrol inhibits VCR-induced activation of spinal astrocytes by suppressing CaMKII phosphorylation. Additionally, celastrol alleviates the Cx43-dependent inflammation caused by VCR through the inhibition of the CaMKII/NF-κB signaling pathway. Concurrently, celastrol modulates the production of reactive oxygen species (ROS) and the expression of apoptosis-related proteins (Cleaved Caspase-3, Bax, and Bcl-2) by suppressing the phosphorylation of CaMKII in astrocytes, thereby ameliorating the mitochondrial damage and cell apoptosis caused by VCR.
DiscussionThis study delves into the efficacy of celastrol in treating VINP and elucidates its underlying mechanisms. The findings demonstrate that celastrol elevates pain thresholds in mice, ameliorates neuropathy, and inhibits VCR-induced astrocyte activation, as well as spinal dorsal horn inflammation, oxidative stress, and apoptosis, by blocking CaMKII phosphorylation. Unlike first-line CINP drugs, celastrol targets multiple CINP-related pathological pathways. However, this study primarily focuses on male mice and lacks a naive group, which may affect the interpretation of baseline physiological parameters. Therefore, future research will incorporate female mice and naive groups to further enhance the study's comprehensiveness and reliability.
ConclusionOur findings reveal that celastrol exerts therapeutic effects on VINP through its anti-inflammatory, antioxidant, and anti-apoptotic properties. Furthermore, we preliminarily explore the molecular mechanisms underlying these effects, thereby providing a scientific basis for celastrol as a potential therapeutic agent for CINP.
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The Modulatory Effects of Anesthetics and Analgesics on Neurophysiological Monitoring and Underlying Mechanisms
Authors: Yu Leng, Yi Teng, Jin Liu, Xian Zou, Mengchan Ou, Tao Zhu, Peng Liang and Cheng ZhouAvailable online: 18 February 2025More LessIntraoperative Neurophysiological Monitoring (IONM) is an indispensable surgical tool that offers invaluable insights into neurological function across a spectrum of anatomical areas. By comprehensively assessing the integrity of the brain, brainstem, spinal cord, cranial nerves, and peripheral nerves, IONM plays a pivotal role in guiding surgical decision-making and optimizing patient outcomes, particularly in the context of high-risk procedures. Intraoperative drugs, especially anesthetics and/or analgesics, differentially modulate neurophysiological monitoring, which remarkably affects the application of neurophysiological monitoring under specific conditions and indicates the neurobiological mechanisms of anesthetics/analgesics. This review will describe various neurophysiological modalities utilized in intraoperative procedures, each employing a wide variety of physiological principles; summarize the modulatory effects of anesthetics/analgesics on these neurophysiological monitoring parameters; and elucidate their underlying mechanisms, with a particular emphasis on evoked potentials. Insights gleaned from this review can inform strategies of anesthesia management for surgeries that require IONM and guide future investigations on the mechanisms of anesthesia/analgesia.
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Withdrawn: Stable Gastric Pentadecapeptide BPC 157 as a Therapy of Severe Electrolyte Disturbances in Rats
Authors: Marija Medvidovic Grubisic, Sanja Strbe, Ivan Barisic, Dijana Balenovic, Vasilije Stambolija, Marin Lozic, Sanja Barsic Ostojic, Ivana Oreskovic, Helena Zizek, Klara Brcic, Luka Coric, Mario Staresinic, Vladimir Blagaic, Lidija Beketic Oreskovic, Zeljka Belosic Halle, Danijel Matek, Dragan Soldo, Boris Grizelj, Alenka Boban Blagaic, Anita Skrtic, Sven Seiwerth and Predrag SikiricAvailable online: 24 January 2025More LessThe article has been withdrawn at the author's request from the website of the journal Current Neuropharmacology.
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