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Bioactive Flavonoids and Phenolic Acids of Petroselinum Crispum as a Potential Inhibitor of α-amylase: An in silico Evaluation. 石竹黄酮和酚酸作为α-淀粉酶潜在抑制剂的实验研究。
Pub Date : 2025-05-02 DOI: 10.2174/0115701638361734250414033830
Ishita Biswas, Trishanjan Biswas, Debanjan Mitra

Background: Type II diabetes mellitus is treated as one of the detrimental diseases and the drugs used for its treatment often lead to several side effects. Therefore, herbal medication of plant origin with lesser offshoot is a significant concern. Petroselinum crispum is a plant of pharma-ceutical interest. The present work aims to explore the potentiality assessment of flavonoids of Pe-troselinum crispum as an α-amylase inhibitor.

Methods: Compounds were extracted from the database and evaluated through drug likeliness prop-erties, ADMET and toxicity assessment. Molecular docking was done to identify the best ligand, and the dynamics simulation study was performed with the leading ligand-protein complex.

Results: Amongst the 15 bioactive compounds, apigenin appeared as the best ligand among all the studied compounds. Moreover, drug likeliness, physiochemical characteristics, and ADMET anal-yses revealed that apigenin does not deviate from Lipiniski's rule of five. Non-toxic apigenin showed a satisfactory docking score of -9.5 kcal/mol with human pancreatic α-amylase compared to the ref-erence molecule acarbose. Apigenin- α-amylase complex and apoprotein were subjected to 100ns molecular dynamics simulation to analyze the stability of the docked protein-ligand complex. The values of RMSD, RMSF, Rg, SASA and hydrogen bonding of the screened complexes showed high stability and less fluctuations of the apigenin- α-amylase complex.

Conclusion: This finding suggests apigenin as alternative therapeutics in treating diabetes mellitus by targeting the enzyme α-amylase which can be used for in vitro cross-validation studies. This study is the first documentation of the antidiabetic potentiality of the flavonoid compounds of Petroselinum crispum through in silico investigation.

背景:2型糖尿病被认为是一种有害的疾病,治疗2型糖尿病的药物往往会导致一些副作用。因此,具有较少分支的植物来源的草药是一个重要的问题。石竹是一种具有药用价值的植物。本研究旨在探讨甜菜黄酮作为α-淀粉酶抑制剂的潜力评价。方法:从数据库中提取化合物,通过药物似然性、ADMET和毒性评价对化合物进行评价。通过分子对接确定最佳配体,并对先导配体-蛋白复合物进行动力学模拟研究。结果:在15种活性化合物中,芹菜素是最佳配体。此外,药物可能性、理化特性和ADMET分析表明,芹菜素不偏离利皮尼斯基的五法则。与对照分子阿卡波糖相比,无毒芹菜素与人胰腺α-淀粉酶的对接评分为-9.5 kcal/mol,令人满意。对芹菜素- α-淀粉酶配合物和载脂蛋白进行100ns分子动力学模拟,分析对接蛋白-配体配合物的稳定性。所筛选的配合物的RMSD、RMSF、Rg、SASA和氢键值表明,芹菜素- α-淀粉酶配合物稳定性高,波动小。结论:芹菜素可作为靶向α-淀粉酶治疗糖尿病的替代药物,可用于体外交叉验证研究。本研究首次通过计算机实验证实了石竹中黄酮类化合物的抗糖尿病作用。
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引用次数: 0
Anti-Cancer Potential of Scopoletin Derivatives Across Diverse Cancer Cell Lines: A Comprehensive Review. 东莨菪碱衍生物在不同癌细胞系中的抗癌潜力综述
Pub Date : 2025-04-24 DOI: 10.2174/0115701638379522250412162643
Manvi Karayat, Niranjan Kaushik, Deepika Paliwal, Sachin Chaudhary

Scopoletin, a naturally occurring coumarin derivative, has garnered significant attention for its diverse pharmacological properties, including potent anticancer activity. This review provides a comprehensive examination of scopoletin's anticancer effects across a wide range of tumor cell lines. The paper explores its modulation of apoptotic pathways, inhibition concentration (IC50) of cancer cell proliferation, and suppression of metastasis and angiogenesis. Additionally, the review discusses the role of scopoletin in regulating oxidative stress, inflammation, and cell cycle arrest in cancer cells. A detailed analysis of in vitro and in vivo studies highlights its efficacy, specificity, and potential for synergistic effects when used in combination with conventional chemotherapeutics. Hence, this comprehensive review aims to provide a foundation for future research and development of scopoletin as a promising anticancer agent.

东莨菪素是一种天然存在的香豆素衍生物,因其多种药理特性,包括有效的抗癌活性而受到广泛关注。本文综述了东莨菪碱在多种肿瘤细胞系中的抗癌作用。探讨其对凋亡通路的调节、对癌细胞增殖的抑制浓度(IC50)、对转移和血管生成的抑制作用。此外,本文还讨论了东莨菪碱在调节癌细胞氧化应激、炎症和细胞周期阻滞中的作用。对体外和体内研究的详细分析强调了其与常规化疗药物联合使用时的有效性、特异性和潜在的协同效应。因此,本文旨在为东莨菪碱作为一种有前景的抗癌药物的进一步研究和开发提供基础。
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引用次数: 0
A Narrative Review of the Nutritional Value and Biological Properties of Mushrooms. 蘑菇的营养价值和生物学特性综述。
Pub Date : 2025-04-04 DOI: 10.2174/0115701638369335250317040625
Monalisa Gochhi, Priyanka Dash, Niranjan Chinara, Hrudesh Priyadarsan Sahoo, Vineet K Rai, Jitu Halder, Chandan Das, Goutam Ghosh, Goutam Rath, Biswakanth Kar

The temperate, subtropical climates of Odisha state, India, provide significant benefits that can help it become a potent producer of many species of edible mushrooms. The importance of mush-rooms in diets has gained more attention in recent years due to their nutritional benefits. We aimed to update and discuss the current research information on nutritional components, including carbo-hydrates (β-glucans, trehalose, glucose), dietary fiber, proteins (ostreatin), amino acids (valine, glu-tamine, glutamic acid, aspartic acid, and arginine, lipids, vitamins (thiamine, riboflavin, pyridoxine, pantothenic acid, niacin, folic acid, nicotinic acid, and cobalamin), minerals (K, P, Na, Ca, Mg), flavor and taste contents of Odisha cultivated edible mushrooms. Additionally, their biological appli-cation in terms of antimicrobial action, antitumor, anti-inflammatory, anti-diabetic, cardioprotective properties, and antioxidant properties with mechanism of action are highlighted. Besides, we men-tioned the limitations and prospects of mushrooms.

印度奥里萨邦的温带,亚热带气候,提供了显著的好处,可以帮助它成为一个强有力的生产者,许多种类的食用菌。近年来,蘑菇在饮食中的重要性因其营养价值而受到越来越多的关注。我们旨在更新和讨论目前关于奥里萨邦栽培食用菌营养成分的研究信息,包括碳水化合物(β-葡聚糖、海藻糖、葡萄糖)、膳食纤维、蛋白质(ostreatin)、氨基酸(缬氨酸、谷氨酸、谷氨酸、天冬氨酸和精氨酸)、脂类、维生素(硫胺素、核黄素、吡哆醇、泛酸、烟酸、叶酸、烟酸和钴胺素)、矿物质(K、P、Na、Ca、Mg)、风味和味道含量。重点介绍了其在抗菌、抗肿瘤、抗炎、抗糖尿病、保护心脏、抗氧化等方面的生物学应用及其作用机制。此外,我们还提到了蘑菇的局限性和前景。
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引用次数: 0
WITHDRAWN: Role of Biomarkers for Diagnosis and Prediction in Type 1 Diabetes: An Overview 生物标志物在1型糖尿病诊断和预测中的作用综述
Pub Date : 2025-03-28 DOI: 10.2174/0115701638319534250314075737
Omkar Janjire, Addepalli Veeranjaneyulu, Shivani Desai, Govind Kale

Since the authors are not responding to the editor’s requests to fulfil the editorial requirement, therefore, the article has been withdrawn from the journal “Current Drug Discovery Technologies”

Bentham Science apologizes to the readers of the journal for any inconvenience this may have caused.The Bentham Editorial Policy on Article Withdrawal can be found at https://benthamscience.com/editorial-policies-main.php.

Bentham science disclaimer: It is a condition of publication that manuscripts submitted to this journal have not been published and will not be simultaneously submitted or published elsewhere. Furthermore, any data, illustration, structure or table that has been published elsewhere must be reported, and copyright permission for reproduction must be obtained. Plagiarism is strictly forbidden, and by submitting the article for publication the authors agree that the publishers have the legal right to take appropriate action against the authors, if plagiarism or fabricated information is discovered. By submitting a manuscript the authors agree that the copyright of their article is transferred to the publishers if and when the article is accepted for publication.

一种被称为1型糖尿病(T1D)的自身免疫性疾病会导致胰腺停止分泌胰岛素。针对β细胞的自身免疫反应导致这种代谢状况,这在儿童和年轻人中更为典型,并导致胰岛素短缺和高血糖症。T1D的发展受到多种变量的影响,包括生理事件、遗传、表观遗传、免疫和生活方式变量。生物标志物如葡萄糖、糖化物质、c肽、自身抗体和遗传生物标志物可用于诊断和预测T1D。由于该疾病在全球范围内的发病率不断上升,因此有必要拥有能够诊断和预测T1D发病或进展的生物标志物。在过去的几年里,已经进行了重大的工作,以寻找新的标志物和了解T1D的病因。为了分析蛋白质、核酸和代谢物,高通量和敏感的组学技术已经发展起来。这使得在大范围内分析T1D患者的蛋白质表达和基因修饰成为可能。这些方法可能有助于降低与T1D及其并发症相关的发病率和死亡率。
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引用次数: 0
Update on the Role of Cellular Redox System in Health and Illness. 细胞氧化还原系统在健康和疾病中的作用研究进展。
Pub Date : 2025-03-03 DOI: 10.2174/0115701638349511250121114323
Manvi Karayat, Kalpana Rahate, Shristi Singh

An imbalance between Reactive Oxygen Species (ROS) and antioxidants in the circulatory system leads to oxidative stress, which has been linked to several pathological conditions, including cancer, aging, and neurological and cardiovascular diseases. Antioxidants play a crucial role in re-ducing oxidative damage by neutralizing harmful free radicals and preventing cellular injury. The processes generating cellular oxidative stress and the curative effects of antioxidants, the origins and effects of reactive oxygen species (ROS), the role that oxidative stress plays in the pathogenesis of disease, and the several kinds of antioxidants-including enzymatic and non-enzymatic antioxidants are thoroughly explored in this review. We also emphasized the medicinal uses of antioxidants, both natural and synthetic, in the prevention and treatment of disorders associated with oxidative stress. Furthermore, we discussed the challenges and potential paths ahead for antioxidant research, such as developing new antioxidant molecules with higher efficacy and improving antioxidant delivery sys-tems. This study provides information regarding the complicated dynamics of oxidative stress and the potential benefits of antioxidants for preserving cellular homeostasis and advancing human health.

循环系统中活性氧(ROS)和抗氧化剂之间的不平衡导致氧化应激,这与多种病理状况有关,包括癌症、衰老、神经系统和心血管疾病。抗氧化剂通过中和有害自由基和防止细胞损伤,在减少氧化损伤方面起着至关重要的作用。本文就细胞氧化应激的产生过程、抗氧化剂的治疗作用、活性氧(ROS)的来源和作用、氧化应激在疾病发病中的作用以及几种抗氧化剂(包括酶促抗氧化剂和非酶促抗氧化剂)进行了深入的探讨。我们还强调了天然和合成抗氧化剂在预防和治疗与氧化应激有关的疾病方面的药用价值。此外,我们还讨论了抗氧化剂研究面临的挑战和未来的潜在途径,如开发新的抗氧化剂分子和提高抗氧化剂的传递系统。本研究提供了关于氧化应激的复杂动力学和抗氧化剂在保持细胞稳态和促进人体健康方面的潜在益处的信息。
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引用次数: 0
An Overview of Unlocking the Power of Non-Coding RNAs in Revolutionizing Cancer Therapy. 非编码rna在癌症治疗中的革命性作用综述
Pub Date : 2025-02-26 DOI: 10.2174/0115701638333005250128075758
Sagarika Kabra, Neetu Sharma, Ankita Kumari, Saba Khan, Rashmi Pathak, Himanshu Sharma, Abdullah Al Noman

Non-coding RNA (ncRNA) has been recognized to be an essential regulator of cellular processes and gene expression in cancer. The present study covers the various roles of ncRNAs, including circular RNAs (circRNAs), long non-coding RNAs (lncRNAs), and microRNAs (miR-NAs), that affect cancer properties. Oncogenesis, metastasis, and treatment resistance are all pro-cesses involving ncRNAs, which have tremendous potential as new therapeutic agents and tar-gets. The review covers the broad spectrum of ncRNAs in cancer biology, including their types and activities, epigenetic control, function in metastasis and angiogenesis, detection and profiling ap-proaches, potential as biomarkers, and therapeutic possibilities. Recent advancements in next-gener-ation sequencing and other molecular methods have helped us better understand how ncRNAs work and their potential therapeutic uses. However, there are still challenges to standardizing detection technologies and producing effective RNA-based therapeutics. Therefore, further studies are needed to solve important issues in this sector. Standardization efforts are also essential to developing iden-tical methods for ncRNA collection, quantification, and analysis throughout multiple laboratories and ensuring the findings are reliable and comparable. Large-scale, multi-recentre studies are required to verify the diagnostic usefulness of ncRNA biomarkers across a wide range of patient groups. Also, more detailed mechanistic knowledge is necessary for understanding the particular molecular mech-anisms by which ncRNAs affect cancer growth, metastasis, and treatment response. This review high-lights the complex relationships between ncRNAs and cancer biology and also focuses on their po-tential effect on cancer diagnosis and treatment. It also highlights the necessity for more studies to fully understand the therapeutic potential of ncRNAs in cancer. As studies advance, using ncRNA results in clinical practice might change cancer treatment by novel opportunities for specific therapy and personalized medicine.

非编码RNA (ncRNA)已被认为是肿瘤细胞过程和基因表达的重要调节因子。本研究涵盖了ncRNAs的各种作用,包括影响癌症特性的环状rna (circRNAs)、长链非编码rna (lncRNAs)和微rna (miR-NAs)。肿瘤发生、转移、耐药等过程均与ncrna有关,作为新的治疗药物和靶点具有巨大的潜力。这篇综述涵盖了肿瘤生物学中广泛的ncrna,包括它们的类型和活性、表观遗传控制、在转移和血管生成中的功能、检测和分析方法、作为生物标志物的潜力和治疗可能性。新一代测序和其他分子方法的最新进展帮助我们更好地了解ncrna的工作原理及其潜在的治疗用途。然而,在标准化检测技术和生产有效的基于rna的治疗方法方面仍然存在挑战。因此,需要进一步的研究来解决这一领域的重要问题。标准化工作对于在多个实验室中开发相同的ncRNA收集、定量和分析方法以及确保结果的可靠性和可比性也至关重要。需要大规模的、多中心的研究来验证ncRNA生物标志物在广泛的患者群体中的诊断作用。此外,更详细的机制知识对于理解ncrna影响肿瘤生长、转移和治疗反应的特定分子机制是必要的。这篇综述强调了ncrna与癌症生物学之间的复杂关系,以及它们在癌症诊断和治疗中的潜在作用。这也强调了需要更多的研究来充分了解ncrna在癌症中的治疗潜力。随着研究的推进,在临床实践中使用ncRNA结果可能会为特异性治疗和个性化医疗提供新的机会,从而改变癌症治疗。
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引用次数: 0
Evaluation of Cytotoxicity and Antimicrobial Activity of Thanatin Recombinant Peptide against Some Oral Bacteria: A Novel Approach against Bacterial Pathogens in Dentistry. Thanatin重组肽对口腔细菌的细胞毒性和抗菌活性评价:一种治疗口腔细菌病原体的新方法。
Pub Date : 2025-02-24 DOI: 10.2174/0115701638332473250213064453
Atefeh Nemati Karimooy, Mohammad Jarchi, Fatemeh Forouzanfar, Abass Tanhaiean, Arash Esmaeili, Hamideh Sadat Mohammadipour

Objective: This study investigated the antimicrobial properties of the thanatin peptide against oral bacteria associated with dental caries and endodontic failures. Additionally, the cytotoxic effects of this peptide on human gingival fibroblast cells (HGFCs) were assessed.

Methods and materials: The antimicrobial property of thanatin was tested on Streptococcus mutans, Streptococcus salivarius, Streptococcus oralis, and Enterococcus faecalis, using the microbroth dilu-tion method. The 0.2% Chlorhexidine mouthwash was used as the control group. Additionally, the cytotoxicity was measured using the MTT assay. The results were presented descriptively and ana-lyzed via one-way ANOVA and Tukey's HSD tests.

Results: Thanatin demonstrated the strongest bacteriostatic effect (MIC) against S. salivarius, meas-uring 4.68 μg/ml, which is approximately double that of S. mutans and S. oralis, with concentrations of 9.37 and 8.75 μg/ml, respectively. The highest bactericidal activity (MBC) of thanatin was noted in S. salivarius and S. oralis at 9.37 μg/ml. The antibacterial effects of thanatin against evaluated bacteria were several times lower than those of Chlorhexidine. The cytotoxicity assessment indicated that over 70% and 60% of the HGFCs remained viable after 24 and 48 hours, respectively.

Conclusion: Although thanatin exhibited significantly higher biocompatibility, its antimicrobial ef-fectiveness against the tested oral bacteria was inferior to that of 0.2% Chlorhexidine.

目的:研究烟素肽对龋病和牙髓衰竭相关口腔细菌的抑菌作用。此外,还评估了该肽对人牙龈成纤维细胞(HGFCs)的细胞毒性作用。方法与材料:采用微肉汤稀释法对变形链球菌、唾液链球菌、口腔链球菌和粪肠球菌进行抑菌试验。以0.2%洗必泰漱口水为对照组。此外,用MTT法测定细胞毒性。结果以描述性方式呈现,并通过单因素方差分析和Tukey’s HSD检验进行分析。结果:他他汀对唾液链球菌的抑菌效果最强,为4.68 μg/ml,是变异链球菌和口腔链球菌的两倍左右,分别为9.37和8.75 μg/ml。对唾液链球菌和口腔链球菌的抑菌活性最高,为9.37 μg/ml。抑菌效果比氯己定低几倍。细胞毒性评估表明,超过70%和60%的HGFCs分别在24小时和48小时后保持活力。结论:烟碱具有较高的生物相容性,但其对口腔细菌的抑菌效果不及0.2%氯己定。
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引用次数: 0
Virtual Screening and Identification of Novel Oxindole Derivatives as Potential Antimicrobial Agents. 新型潜在抗菌药物Oxindole衍生物的虚拟筛选与鉴定。
Pub Date : 2025-02-18 DOI: 10.2174/0115701638362089250210075934
Sowmiya P, Revathi G, Girija K

Introduction: Antimicrobial resistance (AMR), according to the World Health Organi-zation, is one of the most serious risks to global public health and development. It is a serious health hazard, with over 10 million deaths expected by 2050. New treatment materials and ways to remove AMR pathogens are in great demand to combat illnesses caused by such bacteria. Hence, the current work focused on virtual screening of the therapeutic potential of new oxindole derivatives against the targeted enzymes for antibacterial activity.

Materials and methods: A series of 120 novel 3-substituted-2-oxindole derivatives were designed based on the literature and SAR study, which were screened for their binding affinity against tar-geted enzymes, such as methionyl-tRNA synthetase (1PFV) and tyrosyl-tRNA synthetase (1JIL) using AutoDock Vina software. Compounds with significant binding energy were identified and filtered for appropriate ADME properties using the SwissADME program. Furthermore, the top fifteen hit compounds were evaluated for toxicity risk and drug score with the pkCSM online tool and OSIRIS Property Explorer, respectively.

Results and discussion: The docking analysis of the top two hits revealed that compounds 4 and 6 had a binding affinity of -10.1 Kcal/mol and -10.0 Kcal/mol against the targeted enzymes, respec-tively, compared to the standard (Tetracycline -9.3 Kcal/mol and Mupirocin -7.5 Kcal/mol).

Conclusion: Hence, the best-hit compound 4 underwent MD simulation, validating its stability and successfully satisfying all in silico parameters, necessitating further synthesis and screening for in-vitro antimicrobial activity. These novel oxindole scaffolds could thus serve as promising leads for effective antibacterial drugs.

导言:据世界卫生组织称,抗菌素耐药性(AMR)是全球公共卫生和发展面临的最严重风险之一。这是一种严重的健康危害,预计到2050年将有1000多万人死亡。为了对抗由这种细菌引起的疾病,迫切需要新的治疗材料和方法来去除抗菌素耐药性病原体。因此,目前的工作重点是对新的氧吲哚衍生物对目标酶的抗菌活性的治疗潜力进行虚拟筛选。材料与方法:在文献和SAR研究的基础上,设计了一系列120个新的3-取代-2-氧吲哚衍生物,并利用AutoDock Vina软件对这些衍生物与目标酶如甲硫基- trna合成酶(1PFV)和酪氨酸- trna合成酶(1JIL)的结合亲和力进行筛选。使用SwissADME程序识别和过滤具有显著结合能的化合物以获得适当的ADME性质。此外,使用pkCSM在线工具和OSIRIS Property Explorer分别对排名前15位的化合物进行毒性风险和药物评分评估。结果与讨论:对接分析结果显示,与标准化合物(四环素-9.3 Kcal/mol,莫匹罗星-7.5 Kcal/mol)相比,化合物4和6对目标酶的结合亲和力分别为-10.1 Kcal/mol和-10.0 Kcal/mol。结论:因此,最佳化合物4进行了MD模拟,验证了其稳定性,并成功满足了所有的硅参数,需要进一步的合成和体外抗菌活性筛选。因此,这些新型的氧吲哚支架可以作为有效抗菌药物的有希望的线索。
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引用次数: 0
In-Silico Approaches for Drug Designing Technology: Bridging Discovery and Development. 药物设计技术的计算机方法:连接发现与开发。
Pub Date : 2025-02-17 DOI: 10.2174/0115701638326869250207060616
Aminul Islam, Diptimayee Jena, Nur Shaid Mondal, Aniya Teli, Sandip Mondal, Manish Kumar Gautam

Traditional drug discovery processes have disadvantages such as efficiency, cost, and high attrition rates. In silico methods, involving computational simulations and modelling, offer powerful solutions to bridge the gap between discovery and development. This review explores various in silico approaches, including ligand-based and structure-based drug design, virtual screening, molecular docking, and ADMET prediction. We explore their utilization throughout different phases of phar-maceutical development, spanning from target identification and lead refinement to forecasting tox-icity and pharmacokinetics. In-silico methods enable rapid lead identification and optimization, re-ducing reliance on expensive wet lab experiments. They contribute to improved drug quality by pre-dicting ADMET properties and off-target effects, ultimately accelerating development timelines and lowering costs. In silico approaches are revolutionizing drug design by providing predictive and cost-effective solutions. Incorporating them into the design process streamlines lead refinement and en-hances the likelihood of success for potential drugs, ultimately expediting the translation of innova-tive treatments to patients.

传统的药物发现过程存在效率低、成本高、人员流失率高等缺点。计算机方法,包括计算模拟和建模,为弥合发现和开发之间的差距提供了强大的解决方案。这篇综述探讨了各种计算机方法,包括基于配体和基于结构的药物设计、虚拟筛选、分子对接和ADMET预测。我们探索它们在药物开发的不同阶段的应用,从目标识别和导联改进到预测毒性和药代动力学。硅片方法能够快速识别和优化铅,减少对昂贵的湿实验室实验的依赖。通过预测ADMET的特性和脱靶效应,它们有助于提高药物质量,最终加快开发时间并降低成本。通过提供预测性和成本效益的解决方案,计算机方法正在彻底改变药物设计。将它们纳入设计过程可以简化药物的改进,提高潜在药物成功的可能性,最终加快创新治疗对患者的转化。
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引用次数: 0
Revolutionizing Drug Development: Harnessing Artificial Intelligence in Pharmaceutical Sciences. 革命性的药物开发:在制药科学中利用人工智能。
Pub Date : 2025-02-14 DOI: 10.2174/0115701638343448250207053913
Samaresh Pal Roy, Sunil Kumar Kadiri, Suchismita Bhowmik, Vimal Patel, Lokesh Deb, Prashant Tiwari

The integration of artificial intelligence (AI) in pharmaceutical sciences marks a signifi-cant milestone in the field of drug discovery and development, presenting unique prospects for crea-tivity and productivity. This review article delves into the significant impact of AI on contemporary pharmaceutical practices, highlighting its incorporation in different phases of drug discovery and personalized medicine. Our goal is to offer a thorough analysis of the current landscape of AI appli-cations in the field, outline the extent of recent progress, and explore the obstacles and potential future paths for AI technologies. Significant advancements have been made in the drug development pro-cess, resulting in cost reduction and improved drug efficacy and safety profiling. In order to fully harness its potential, the various obstacles involved in the integration of AI must be overcome. These include ensuring the quality of data, navigating through regulatory requirements, and addressing eth-ical considerations. This review provides a comprehensive analysis of AI techniques, discussing the strengths and limitations of current technologies and identifying emerging trends that could poten-tially shape future pharmaceutical landscapes. Exploring the far-reaching effects of AI on healthcare, economics, and ethics, this analysis offers valuable insights into the potential of AI-driven strategies to revolutionize healthcare, making it more individualized and efficient. In the end, this review seeks to provide guidance to stakeholders in understanding the intricacies of AI in pharmaceutical sciences and utilizing its potential to improve patient outcomes.

人工智能(AI)在制药科学中的整合标志着药物发现和开发领域的一个重要里程碑,为创造力和生产力提供了独特的前景。这篇综述文章深入探讨了人工智能对当代制药实践的重大影响,强调了人工智能在药物发现和个性化医疗的不同阶段的应用。我们的目标是对该领域人工智能应用的现状进行全面分析,概述最近的进展程度,并探索人工智能技术的障碍和潜在的未来路径。在药物开发过程中取得了重大进展,从而降低了成本,提高了药物疗效和安全性。为了充分利用其潜力,必须克服人工智能集成所涉及的各种障碍。这包括确保数据的质量,通过监管要求进行导航,以及解决道德问题。本综述对人工智能技术进行了全面分析,讨论了当前技术的优势和局限性,并确定了可能影响未来制药格局的新兴趋势。本分析探讨了人工智能对医疗保健、经济和伦理的深远影响,为人工智能驱动战略的潜力提供了有价值的见解,以彻底改变医疗保健,使其更加个性化和高效。最后,本综述旨在为利益相关者提供指导,以了解人工智能在制药科学中的复杂性,并利用其潜力改善患者的治疗效果。
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Current drug discovery technologies
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