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Tuneable carbon dots coated iron oxide nanoparticles as superior T 1 contrast agent for multimodal imaging. 可调谐碳点包覆氧化铁纳米颗粒作为多模态成像的卓越t1造影剂。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-18 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2790
Anbazhagan Thirumalai, Palani Sharmiladevi, Koyeli Girigoswami, Alex Daniel Prabhu, Agnishwar Girigoswami

Background and purpose: Multifunctional hybrid nanoparticles garner heightened interest for prospective biomedical applications, including medical imaging and medication administration, owing to their synergistic benefits of constituent components. Therefore, we demonstrated an optimized protocol for synthesizing magnetofluorescent nanohybrids comprising fluorescent carbon dots with magnetic nanoparticles.

Experimental approach: Carbon dot-coated iron oxide nanoparticles (CDs@Fe2O3) were synthesized with varying citric acid concentrations by a one-pot hydrothermal synthesis method for the development of a low-cost and biocompatible contrast agent (CA) for enhanced multimodal imaging (fluorescent and T 1 and T 2 weighted magnetic resonance imaging (MRI)) to replace the conventional CAs.

Key results: The physicochemical characterization of the synthesized CDs@Fe2O3 revealed that 3 g of citric acid used for the synthesis of nanoparticles, keeping Fe(II) and Fe(III) ratio 1:2 provides higher stability of -78 mV zeta potential, saturation magnetization of 24 emu/g, with a hydrodynamic diameter of 68 nm. Carbon coating affects surface spins on Fe2O3, resulting in fewer surface-based relaxation centres, making T 1 relaxation relatively more prominent. Furthermore, the surface-engineered iron oxide NPs are efficient in producing both T 1 and T 2 weighted MRI as well as fluorescence-based imaging. The molar relaxivity and molar radiant efficiency derived from phantom studies demonstrate their effectiveness in multimodal medical imaging. The cytotoxicity assay, haemolysis assay, haematology, and histopathology studies show that the optimized CDs@Fe2O3 are biocompatible, haemocompatible, and negligibly toxic.

Conclusion: We can conclude the significant potency of CDs@Fe2O3 for multimodal diagnosis.

背景和目的:多功能混合纳米颗粒由于其组成成分的协同效益,在包括医学成像和药物管理在内的生物医学应用中引起了越来越大的兴趣。因此,我们展示了一种由荧光碳点和磁性纳米颗粒组成的磁荧光纳米杂交体的优化方案。实验方法:采用一锅水热合成法,在不同柠檬酸浓度下合成碳点包覆氧化铁纳米颗粒(CDs@Fe2O3),以开发低成本和生物相容性的造影剂(CA),用于增强多模态成像(荧光和t1和t2加权磁共振成像(MRI)),以取代传统的CAs。关键结果:对合成的CDs@Fe2O3进行物化表征表明,采用3g柠檬酸合成的纳米颗粒,保持Fe(II)与Fe(III)的比例为1:2,具有较高的稳定性,zeta电位为-78 mV,饱和磁化强度为24 emu/g,流体动力直径为68 nm。碳涂层影响Fe2O3的表面自旋,导致表面弛豫中心减少,使得t1弛豫相对更突出。此外,表面工程氧化铁NPs在产生t1和t2加权MRI以及基于荧光的成像方面都是有效的。从模体研究中得出的磨牙弛豫度和磨牙辐射效率证明了它们在多模态医学成像中的有效性。细胞毒性试验、溶血试验、血液学和组织病理学研究表明,优化后的CDs@Fe2O3具有生物相容性、血液相容性和可忽略的毒性。结论:CDs@Fe2O3在多模态诊断中具有重要的应用价值。
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引用次数: 0
CRISPR-Cas9-based electrochemical biosensor for the detection of katG gene mutations in isoniazid-resistant tuberculosis. 基于crispr - cas9的电化学生物传感器检测异烟肼耐药结核中katG基因突变。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-17 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2766
Dika Apriliana Wulandari, Muhammad Ihda Hamlu Liwaissunati Zein, Salma Nur Zakiyyah, Safri Ishmayana, Mehmet Ozsoz, Yeni Wahyuni Hartati, Irkham

Background and purpose: Multidrug-resistant tuberculosis (MDR-TB) remains a significant challenge in tuberculosis (TB) treatment, driven by simultaneous mutations in the rpoB and katG genes that confer resistance to rifampicin and isoniazid. While many molecular diagnostic tools focus on rpoB, the katG gene is often overlooked despite its critical role in confirming MDR-TB. This study aims to develop a CRISPR/Cas9-based electrochemical biosensor for the rapid and selective detection of katG mutation.

Experimental approach: A guide RNA (gRNA) specific to the mutation site on katG gene was designed using the Benchling CRISPR tool, considering on-target and off-target scores, specificity, and cleavage sites within the Mycobacterium tuberculosis genome. The selected gRNA achieved the highest on-target score of 61.2 and an off-target score of 49.0 at cut position 2928, with a PAM sequence of AGG. Its cleavage efficiency was validated experimentally using an electrochemical biosensing platform incorporating a gold-modified screen-printed carbon electrode (SPCE/Au). Redox response enhancement by [Fe(CN6)]3-/4- confirmed the improved performance of the electrode.

Key results: The biosensor system detects the target DNA through hybridization with DNA probe-Fc, forming double-stranded DNA (dsDNA) that is recognized and cleaved by the Cas9/gRNA complex. This cleavage significantly reduces the ferrocene oxidation signal, indicating the presence of a katG mutation. Non-mutated target DNA produces a nondetectable ferrocene signal, suggesting that the Cas9 enzyme may remain bound to the electrode without cleavage. The CRISPR/Cas9 electrochemical biosensor demonstrated a low detection limit of 7.5530 aM and a detection range of 101 to 106 aM.

Conclusion: The CRISPR/Cas9-based electrochemical biosensor exhibits high sensitivity and specificity for the detection katG mutation, offering a promising platform for rapid MDR-TB diagnostics.

背景和目的:耐多药结核病(MDR-TB)仍然是结核病(TB)治疗中的一个重大挑战,其驱动因素是rpoB和katG基因同时发生突变,导致对利福平和异烟肼产生耐药性。虽然许多分子诊断工具侧重于rpoB,但katG基因常常被忽视,尽管它在确认耐多药结核病方面发挥着关键作用。本研究旨在开发一种基于CRISPR/ cas9的电化学生物传感器,用于快速、选择性地检测katG突变。实验方法:使用Benchling CRISPR工具,考虑到结核分枝杆菌基因组中的靶和脱靶评分、特异性和切割位点,设计了katG基因突变位点特异性的指导RNA (gRNA)。选择的gRNA在切割位置2928处的靶上得分最高,为61.2分,脱靶得分最高,为49.0分,具有AGG的PAM序列。利用含金修饰的丝网印刷碳电极(SPCE/Au)的电化学生物传感平台对其解理效率进行了实验验证。[Fe(CN6)]3-/4-的氧化还原响应增强证实了电极性能的提高。关键结果:该生物传感器系统通过与DNA探针- fc杂交检测目标DNA,形成双链DNA (dsDNA),并被Cas9/gRNA复合物识别和切割。这种裂解显著降低了二茂铁氧化信号,表明存在katG突变。未突变的靶DNA产生不可检测的二茂铁信号,表明Cas9酶可能在没有切割的情况下保持与电极的结合。CRISPR/Cas9电化学生物传感器的检测限为7.5530 aM,检测范围为101 ~ 106 aM。结论:基于CRISPR/ cas9的电化学生物传感器检测katG突变具有较高的灵敏度和特异性,为耐多药结核病的快速诊断提供了一个有前景的平台。
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引用次数: 0
Correlation between A3243G and G9053A mtDNA mutations and ATP levels in diabetes mellitus patients using qPCR and electrochemical aptasensors. 应用qPCR和电化学适配体传感器研究糖尿病患者A3243G和G9053A mtDNA突变与ATP水平的相关性
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-12 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2767
Iman Permana Maksum, Rahmaniar Mulyani, Yeni Wahyuni Hartati, Irkham, Fanny Rizki Rahmadanthi, Serly Zuliska, Toto Subroto

Background and purpose: Mitochondrial DNA (mtDNA) mutations can impair oxidative phosphorylation and ATP production, potentially contributing to the pathogenesis of type 2 diabetes mellitus (T2DM). This study aimed to investigate the relationship between mtDNA mutations and ATP levels in blood and urine samples from T2DM patients.

Experimental approach: Samples from 60 patients (30 with T2DM + mitochondrial disease [MD] phenotype and 30 with T2DM alone) were analysed. mtDNA mutations A3243G and G9053A were detected using qPCR with dual-labeled probes (FAM for mutant, HEX for wild type) based on Cq comparisons. ATP concentrations were measured using a screen-printed carbon electrode (SPCE)-based electrochemical aptasensor.

Key results: The A3243G mutation was more frequent and had higher heteroplasmy levels than G9053A, particularly in the T2DM + MD group. Although no statistically significant differences in ATP levels were observed between groups, descriptive ranges showed lower ATP concentrations in the T2DM + MD group (314 to 919 μM) compared to the T2DM group (746 to 1130 μM), both below the physiological range (1.500 to 1.900 μM). A similar pattern was found for A3243G mutation levels, while G9053A levels overlapped between groups. Two-way ANOVA showed a significant association between mutation presence and reduced ATP levels.

Conclusion: The A3243G mutation may be more directly associated with mitochondrial ATP depletion in T2DM, while the role of G9053A remains inconclusive. This study highlights the potential of combining molecular and electrochemical tools to assess mitochondrial contributions in diabetes.

背景与目的:线粒体DNA (mtDNA)突变可损害氧化磷酸化和ATP的产生,可能与2型糖尿病(T2DM)的发病机制有关。本研究旨在探讨T2DM患者血液和尿液样本中mtDNA突变与ATP水平之间的关系。实验方法:对60例患者(30例T2DM +线粒体疾病[MD]表型,30例T2DM单独)的样本进行分析。基于Cq比较,采用双标记探针(FAM为突变型,HEX为野生型)qPCR检测mtDNA突变A3243G和G9053A。采用基于丝网印刷碳电极(SPCE)的电化学感应传感器测量ATP浓度。关键结果:A3243G突变比G9053A更频繁,异质性水平更高,特别是在T2DM + MD组。虽然两组间ATP水平无统计学差异,但描述性范围显示T2DM + MD组ATP浓度(314 ~ 919 μM)低于T2DM组(746 ~ 1130 μM),均低于生理范围(1.500 ~ 1.900 μM)。在A3243G突变水平上发现了类似的模式,而G9053A突变水平在两组之间重叠。双向方差分析显示突变存在与ATP水平降低之间存在显著关联。结论:A3243G突变可能与T2DM患者线粒体ATP耗损更直接相关,而G9053A的作用尚不明确。这项研究强调了结合分子和电化学工具来评估线粒体在糖尿病中的作用的潜力。
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引用次数: 0
Metabolic insights into the warfarin-mango interaction: A pilot study integrating clinical observations and metabolomics. 代谢洞察华法林-芒果相互作用:一项结合临床观察和代谢组学的初步研究。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-08 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2740
Piyapat Rattanasuwan, Prem Lertpongpipat, Natthapat Hiranchatchawal, Konwalin Wannaphueak, Sakonwan Pounghom, Parinya Thongkhao-On, Matchuda Suwanthai, Duangthip Sompradee, Auiporn Saithongdee, Churdsak Jaikang, Preechaya Tajai

Background and purpose: Warfarin is a widely prescribed oral anticoagulant for the prevention and treatment of thromboembolic events, frequently used in patients with atrial fibrillation. However, its effectiveness is often challenged by a narrow therapeutic range and significant inter-patient variability in dosage requirements and treatment responses. Drug interactions remain a critical concern, as they heighten the risk of supratherapeutic anticoagulation. Reports of interactions between warfarin and mango have documented cases of elevated international normalized ratio (INR) following mango consumption, although the underlying molecular mechanisms remain unclear.

Experimental approach: This study investigates the molecular basis of the warfarin-mango interaction using proton nuclear magnetic resonance (1H-NMR)-based metabolomics. In a pre-post design study, plasma samples were collected from patients on long-term warfarin therapy (>6 months) who exhibited supratherapeutic INR levels after consuming mango. After a two-week discontinuation of mango consumption, additional plasma samples were collected once INR levels returned to the therapeutic range.

Key results and conclusion: This is the first study to utilize 1H-NMR metabolomics to explore warfarin-mango interactions, integrating clinical observations with metabolic insights. Findings suggest that a reduction in glycerol 3-phosphate may impair glycolysis, disrupting platelet activation and contributing to the elevated INR levels observed in all patients. These results underscore the potential for 1H-NMR metabolomics to elucidate drug-food interactions, advancing personalized anticoagulant management and improving patient safety.

背景和目的:华法林是一种广泛使用的口服抗凝剂,用于预防和治疗血栓栓塞事件,常用于心房颤动患者。然而,其有效性经常受到狭窄的治疗范围和患者之间剂量需求和治疗反应的显著差异的挑战。药物相互作用仍然是一个关键问题,因为它们增加了超治疗抗凝的风险。华法林和芒果之间相互作用的报告已经记录了芒果食用后国际标准化比率(INR)升高的病例,尽管潜在的分子机制尚不清楚。实验方法:本研究利用质子核磁共振(1H-NMR)代谢组学研究华法林-芒果相互作用的分子基础。在一项前后设计研究中,收集了长期接受华法林治疗(6个月)的患者的血浆样本,这些患者在食用芒果后表现出超治疗的INR水平。停止食用芒果两周后,一旦INR水平恢复到治疗范围,就收集额外的血浆样本。关键结果和结论:这是第一个利用1H-NMR代谢组学来探索华法林-芒果相互作用的研究,将临床观察与代谢见解相结合。研究结果表明,甘油3-磷酸的减少可能会损害糖酵解,破坏血小板活化,并导致所有患者观察到的INR水平升高。这些结果强调了1H-NMR代谢组学在阐明药物-食物相互作用、推进个性化抗凝管理和改善患者安全方面的潜力。
{"title":"Metabolic insights into the warfarin-mango interaction: A pilot study integrating clinical observations and metabolomics.","authors":"Piyapat Rattanasuwan, Prem Lertpongpipat, Natthapat Hiranchatchawal, Konwalin Wannaphueak, Sakonwan Pounghom, Parinya Thongkhao-On, Matchuda Suwanthai, Duangthip Sompradee, Auiporn Saithongdee, Churdsak Jaikang, Preechaya Tajai","doi":"10.5599/admet.2740","DOIUrl":"10.5599/admet.2740","url":null,"abstract":"<p><strong>Background and purpose: </strong>Warfarin is a widely prescribed oral anticoagulant for the prevention and treatment of thromboembolic events, frequently used in patients with atrial fibrillation. However, its effectiveness is often challenged by a narrow therapeutic range and significant inter-patient variability in dosage requirements and treatment responses. Drug interactions remain a critical concern, as they heighten the risk of supratherapeutic anticoagulation. Reports of interactions between warfarin and mango have documented cases of elevated international normalized ratio (INR) following mango consumption, although the underlying molecular mechanisms remain unclear.</p><p><strong>Experimental approach: </strong>This study investigates the molecular basis of the warfarin-mango interaction using proton nuclear magnetic resonance (<sup>1</sup>H-NMR)-based metabolomics. In a pre-post design study, plasma samples were collected from patients on long-term warfarin therapy (>6 months) who exhibited supratherapeutic INR levels after consuming mango. After a two-week discontinuation of mango consumption, additional plasma samples were collected once INR levels returned to the therapeutic range.</p><p><strong>Key results and conclusion: </strong>This is the first study to utilize <sup>1</sup>H-NMR metabolomics to explore warfarin-mango interactions, integrating clinical observations with metabolic insights. Findings suggest that a reduction in glycerol 3-phosphate may impair glycolysis, disrupting platelet activation and contributing to the elevated INR levels observed in all patients. These results underscore the potential for <sup>1</sup>H-NMR metabolomics to elucidate drug-food interactions, advancing personalized anticoagulant management and improving patient safety.</p>","PeriodicalId":7259,"journal":{"name":"ADMET and DMPK","volume":"13 3","pages":"2740"},"PeriodicalIF":3.4,"publicationDate":"2025-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12205924/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144526009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid detection of illegal selective androgen receptor modulators in unregistered supplements using a combination of selected solid-state analytical methods. 快速检测非法选择性雄激素受体调节剂在未注册的补品使用选择固体分析方法的组合。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-08 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2685
Izabela Jendrzejewska, Lubos Cehlarik, Tomasz Goryczka, Ewa Pietrasik, Natalia Pawlik, Josef Jampilek

Background and purpose: Pharmaceutical crime is becoming an increasingly serious threat. For customs officers and police officers, minimal or no sample preparation before analysis is essential when detecting prohibited compounds/counterfeit products, ideally using on-site analysis.

Experimental approach: Unregistered dietary supplements containing anabolic substances, specifically selective androgen receptor modulators (SARMs) such as andarine, ligandrol, ostarine, and testolone became the subject of investigation. Dietary supplements with these SARMs are often found illegally in various fitness centres and can be purchased online. Furthermore, these illegal supplements may not contain the declared SARMs at all or may contain incorrect amounts. Analytical methods such as Raman spectroscopy, differential scanning calorimetry, thermogravimetry, and X-ray powder diffraction were chosen to identify these banned SARMs in the illegal products.

Key results: Using a combination of these fast and direct analytical techniques, in particular, Raman spectroscopy, it was found that out of 16 samples, SARMs were confirmed in 9 samples, while no testolone (4 samples), ostarine (2 samples), or andarine (1 sample) was reliably identified in 7 samples.

Conclusion: Overall, almost half of the analyzed samples of unregistered/illegal sports dietary supplements purchased anonymously online in the Slovak Republic with declared content of at least one SARM did not contain what is declared on the label. Thus the combination of several solid-state analytical techniques without complex sample preparation has proven valuable for rapid identification of APIs in supplements.

背景与目的:毒品犯罪正成为日益严重的威胁。对于海关人员和警察来说,在检测违禁化合物/假冒产品时,在分析前进行最低限度的样品准备或不进行样品准备是必不可少的,理想情况下使用现场分析。实验方法:未注册的膳食补充剂含有合成代谢物质,特别是选择性雄激素受体调节剂(SARMs),如雄andarine, ligandrol, ostarine和testolone成为研究的主题。含有这些sarm的膳食补充剂经常在各种健身中心非法找到,可以在网上购买。此外,这些非法补充剂可能根本不含申报的SARMs,或者可能含有不正确的量。采用拉曼光谱、差示扫描量热法、热重法、x射线粉末衍射等分析方法对违禁产品中的SARMs进行了鉴定。重点结果:采用快速直接分析技术,特别是拉曼光谱技术,16个样品中有9个样品中检测到sarm,而7个样品中没有检测到睾酮(4个样品)、蛋黄素(2个样品)或雄andarine(1个样品)。结论:总体而言,在斯洛伐克共和国匿名在线购买的未注册/非法运动膳食补充剂的分析样本中,几乎有一半的样品声明至少含有一种SARM,但不包含标签上声明的内容。因此,无需复杂样品制备的几种固态分析技术的组合已被证明对补充剂中原料药的快速鉴定有价值。
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引用次数: 0
Targeting bone in cancer therapy: Advances and challenges of bisphosphonate-based drug delivery systems. 靶向骨肿瘤治疗:基于双膦酸盐的药物传递系统的进展和挑战。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-08 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2756
Mohammadmahdi Eshaghi, Fariba Ganji, Hossein Shaki, Lobat Tayebi

Background and purpose: Bisphosphonates (BPs) are well-known for their strong affinity toward bone mineral matrices and are widely used to inhibit excessive osteoclast activity associated with various bone disorders. Beyond their clinical use, their unique bone-targeting capability has positioned them as promising ligands for drug delivery systems aimed at treating bone-related cancers.

Approach: The review analyses published studies on BP-functionalized drug delivery systems, including direct drug conjugates, calcium-based nanomaterials, carbon-based nanostructures, and self-assembling systems such as micelles and liposomes. In vitro assays (e.g. hydroxyapatite binding, cell viability) and in vivo biodistribution studies are discussed to evaluate targeting efficiency and therapeutic outcomes. The impact of BP structure, linker chemistry, and carrier material on drug release and bone accumulation is examined.

Key results: BP-functionalized systems consistently demonstrate improved bone targeting and enhanced drug accumulation at tumour sites compared to non-targeted approaches. Both direct conjugates and nanocarrier-based systems show promising results, with some formulations offering controlled drug release and reduced systemic toxicity. Despite these advances, certain challenges such as burst release and incomplete clinical validation remain.

Conclusion: This review highlights the significant progress in BP-based drug delivery platforms for bone cancer therapy, demonstrating their potential to concentrate therapeutic agents at bone tumour sites while minimizing off-target effects. The integration of nanotechnology with BP targeting offers new opportunities for treating bone metastases and primary bone tumours. However, further research is needed to address current limitations and translate these findings into clinical practice.

背景和目的:双磷酸盐(BPs)因其对骨矿物质基质的强亲和力而闻名,并被广泛用于抑制与各种骨疾病相关的过度破骨细胞活性。除了临床应用外,它们独特的骨靶向能力使它们成为治疗骨相关癌症的药物输送系统的有前途的配体。方法:本综述分析了bp功能化药物传递系统的已发表研究,包括直接药物偶联物、钙基纳米材料、碳基纳米结构和自组装系统,如胶束和脂质体。体外试验(如羟基磷灰石结合,细胞活力)和体内生物分布研究进行了讨论,以评估靶向效率和治疗效果。研究了BP结构、连接物化学和载体材料对药物释放和骨蓄积的影响。关键结果:与非靶向方法相比,bp功能化系统始终表现出更好的骨靶向性和增强的肿瘤部位药物积累。直接缀合物和基于纳米载体的系统都显示出有希望的结果,其中一些配方可以控制药物释放并降低全身毒性。尽管取得了这些进展,但仍存在一些挑战,如爆发释放和不完整的临床验证。结论:本综述强调了基于bp的骨癌药物传递平台的重大进展,表明它们有潜力将治疗药物集中在骨肿瘤部位,同时最大限度地减少脱靶效应。纳米技术与BP靶向的结合为骨转移和原发性骨肿瘤的治疗提供了新的机会。然而,需要进一步的研究来解决目前的局限性,并将这些发现转化为临床实践。
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引用次数: 0
Leveraging machine learning models in evaluating ADMET properties for drug discovery and development. 利用机器学习模型评估ADMET属性,用于药物发现和开发。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-07 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2772
Magesh Venkataraman, Gopi Chand Rao, Jeevan Karthik Madavareddi, Srinivas Rao Maddi

Background and purpose: The evaluation of ADMET properties remains a critical bottleneck in drug discovery and development, contributing significantly to the high attrition rate of drug candidates. Traditional experimental approaches are often time-consuming, cost-intensive, and limited in scalability. This review aims to investigate how recent advances in machine learning (ML) models are revolutionizing ADMET prediction by enhancing accuracy, reducing experimental burden, and accelerating decision-making during early-stage drug development.

Experimental approach: This article systematically examines the current landscape of ML applications in ADMET prediction, including the types of algorithms employed, common molecular descriptors and datasets used, and model development workflows. It also explores public databases, model evaluation metrics, and regulatory considerations relevant to computational toxicology. Emphasis is placed on supervised and deep learning techniques, model validation strategies, and the challenges of data imbalance and model interpretability.

Key results: ML-based models have demonstrated significant promise in predicting key ADMET endpoints, outperforming some traditional quantitative structure - activity relationship (QSAR) models. These approaches provide rapid, cost-effective, and reproducible alternatives that integrate seamlessly with existing drug discovery pipelines. Case studies discussed in this review illustrate the successful deployment of ML models for solubility, permeability, metabolism, and toxicity predictions.

Conclusion: Machine learning has emerged as a transformative tool in ADMET prediction, offering new opportunities for early risk assessment and compound prioritization. While challenges such as data quality, algorithm transparency, and regulatory acceptance persist, continued integration of ML with experimental pharmacology holds the potential to substantially improve drug development efficiency and reduce late-stage failures.

背景与目的:ADMET性质的评估仍然是药物发现和开发的关键瓶颈,是导致候选药物高损耗率的重要原因。传统的实验方法通常耗时、成本高、可扩展性有限。本综述旨在探讨机器学习(ML)模型的最新进展如何通过提高准确性、减轻实验负担和加速早期药物开发决策来彻底改变ADMET预测。实验方法:本文系统地研究了机器学习在ADMET预测中的应用现状,包括采用的算法类型、常用的分子描述符和使用的数据集,以及模型开发工作流程。它还探讨了公共数据库、模型评估指标和与计算毒理学相关的监管考虑。重点放在监督和深度学习技术,模型验证策略,以及数据不平衡和模型可解释性的挑战。关键结果:基于ml的模型在预测ADMET关键端点方面表现出了显著的前景,优于一些传统的定量结构-活性关系(QSAR)模型。这些方法提供了快速、经济、可重复的替代方案,与现有的药物发现管道无缝集成。本综述中讨论的案例研究说明了ML模型在溶解度、渗透性、代谢和毒性预测方面的成功应用。结论:机器学习已经成为ADMET预测的变革性工具,为早期风险评估和复合优先级排序提供了新的机会。尽管数据质量、算法透明度和监管接受度等挑战仍然存在,但ML与实验药理学的持续整合有可能大幅提高药物开发效率并减少后期失败。
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引用次数: 0
Effect of surfactants and polymer composition on the characteristics of polyhydroxyalkanoate nanoparticles. 表面活性剂和聚合物组成对聚羟基烷酸酯纳米颗粒性能的影响。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-06-04 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2723
Aleksei Dorokhin, Sergei Lipaikin, Galina Ryltseva, Alexander Shabanov, Kristina Sapozhnikova, Tatiana Volova, Sergei Kachin, Ekaterina Shishatskaya

Background and purpose: Polyhydroxyalkanoates (PHAs) are biodegradable polyesters of bacterial origin that are actively studied as matrices for the preparation of nanoparticulate drug delivery systems. The most significant parameters affecting PHAs nanoparticles (NPs) characteristics are polymer composition and the type of surfactant used to stabilize the emulsion during NPs preparation. However, there are only a few studies in the literature investigating the effect of these factors on the characteristics of PHA NPs.

Experimental approach: Blank poly(3-hydroxybutyrate) (P3HB) and poly(3-hydroxybutyrate-co-3-hydroxyvalerate) (P3HBV) NPs were produced and characterized in terms of their size, morphology and zeta potential. Poly(vinyl alcohol) (PVA) with various molecular weights (31-50 and 85-124 kDa), as well as Tween 20 (TW20), Tween 80 (TW80), sodium deoxycholate (SDC) and sodium dodecyl sulphate (SDS) were used as surfactants. For NPs that formed stable aqueous suspensions and had the most desirable characteristics (P3HB/PVA31-50 and P3HBV/PVA31-50), hemolytic activity and cytotoxicity to HeLa and C2C12 cells in vitro were determined.

Key results: NPs of both P3HB and P3HBV obtained using PVA with the M w of 31-50 kDa as a surfactant had regular spherical shape, uniform size distribution, average diameter of about 900 nm and zeta potential of -28.5 and -28.7 mV, respectively. PVA85-124, TW20 and TW80, as well as SDC and SDS as surfactants, did not show satisfactory results due to suspension gelation, formation of hollow NPs with irregular shape and poor resuspension after washing and freeze-drying, respectively. P3HB/PVA31-50 and P3HBV/PVA31-50 NPs did not have hemolytic activity and did not show pronounced cytotoxicity to HeLa and C2C12 cells in the concentration range from 10 to 500 μg mL-1, so these samples were regarded as safe and biocompatible.

Conclusion: In this study, the effect of various non-ionic and anionic surfactants on the characteristics of P3HB and P3HBV NPs was investigated. PVA31-50 was found to be effective in producing NPs of both studied polymers with good biocompatibility and favorable characteristics, making them suitable for drug delivery applications. In contrast, other studied surfactants, i.e., PVA85-124, TW20, TW80, SDC and SDS, require further investigation. The obtained findings may promote the development of novel PHA-based nanomedicines.

背景和目的:聚羟基烷酸酯(PHAs)是细菌来源的可生物降解聚酯,被积极研究作为制备纳米颗粒药物递送系统的基质。影响聚相芳烃纳米颗粒(NPs)性能的最重要参数是聚合物组成和制备过程中用于稳定乳液的表面活性剂类型。然而,文献中只有少数研究探讨了这些因素对PHA NPs特性的影响。实验方法:制备空白聚(3-羟基丁酸酯)(P3HB)和聚(3-羟基丁酸酯-co-3-羟基戊酸酯)(P3HBV) NPs,并对其大小、形态和zeta电位进行表征。采用不同分子量(31-50和85-124 kDa)的聚乙烯醇(PVA)、Tween 20 (TW20)、Tween 80 (TW80)、脱氧胆酸钠(SDC)和十二烷基硫酸钠(SDS)作为表面活性剂。对于形成稳定的水悬浮液并具有最理想特性的NPs (P3HB/PVA31-50和P3HBV/PVA31-50),测定其体外对HeLa和C2C12细胞的溶血活性和细胞毒性。关键结果:以mw为31-50 kDa的PVA为表面活性剂得到的P3HB和P3HBV的NPs均呈规则的球形,粒径分布均匀,平均直径约为900 nm, zeta电位分别为-28.5和-28.7 mV。PVA85-124、TW20和TW80以及SDC和SDS作为表面活性剂,分别存在悬浮凝胶化、形成形状不规则的空心NPs、洗涤和冷冻干燥后重悬效果不理想的问题。在10 ~ 500 μg mL-1浓度范围内,P3HB/PVA31-50和P3HBV/PVA31-50 NPs对HeLa和C2C12细胞不具有溶血活性,细胞毒性不明显,因此认为这些样品是安全的,具有生物相容性。结论:本研究考察了各种非离子和阴离子表面活性剂对P3HB和P3HBV NPs特性的影响。PVA31-50被发现能有效地产生两种聚合物的NPs,具有良好的生物相容性和良好的特性,使其适合于药物传递应用。相比之下,其他已研究的表面活性剂,如PVA85-124、TW20、TW80、SDC和SDS,需要进一步研究。这些发现可能促进新型pha基纳米药物的开发。
{"title":"Effect of surfactants and polymer composition on the characteristics of polyhydroxyalkanoate nanoparticles.","authors":"Aleksei Dorokhin, Sergei Lipaikin, Galina Ryltseva, Alexander Shabanov, Kristina Sapozhnikova, Tatiana Volova, Sergei Kachin, Ekaterina Shishatskaya","doi":"10.5599/admet.2723","DOIUrl":"10.5599/admet.2723","url":null,"abstract":"<p><strong>Background and purpose: </strong>Polyhydroxyalkanoates (PHAs) are biodegradable polyesters of bacterial origin that are actively studied as matrices for the preparation of nanoparticulate drug delivery systems. The most significant parameters affecting PHAs nanoparticles (NPs) characteristics are polymer composition and the type of surfactant used to stabilize the emulsion during NPs preparation. However, there are only a few studies in the literature investigating the effect of these factors on the characteristics of PHA NPs.</p><p><strong>Experimental approach: </strong>Blank poly(3-hydroxybutyrate) (P3HB) and poly(3-hydroxybutyrate-co-3-hydroxyvalerate) (P3HBV) NPs were produced and characterized in terms of their size, morphology and zeta potential. Poly(vinyl alcohol) (PVA) with various molecular weights (31-50 and 85-124 kDa), as well as Tween 20 (TW20), Tween 80 (TW80), sodium deoxycholate (SDC) and sodium dodecyl sulphate (SDS) were used as surfactants. For NPs that formed stable aqueous suspensions and had the most desirable characteristics (P3HB/PVA<sub>31-50</sub> and P3HBV/PVA<sub>31-50</sub>), hemolytic activity and cytotoxicity to HeLa and C2C12 cells in vitro were determined.</p><p><strong>Key results: </strong>NPs of both P3HB and P3HBV obtained using PVA with the <i>M</i> <sub>w</sub> of 31-50 kDa as a surfactant had regular spherical shape, uniform size distribution, average diameter of about 900 nm and zeta potential of -28.5 and -28.7 mV, respectively. PVA<sub>85-124</sub>, TW20 and TW80, as well as SDC and SDS as surfactants, did not show satisfactory results due to suspension gelation, formation of hollow NPs with irregular shape and poor resuspension after washing and freeze-drying, respectively. P3HB/PVA<sub>31-50</sub> and P3HBV/PVA<sub>31-50</sub> NPs did not have hemolytic activity and did not show pronounced cytotoxicity to HeLa and C2C12 cells in the concentration range from 10 to 500 μg mL<sup>-1</sup>, so these samples were regarded as safe and biocompatible.</p><p><strong>Conclusion: </strong>In this study, the effect of various non-ionic and anionic surfactants on the characteristics of P3HB and P3HBV NPs was investigated. PVA<sub>31-50</sub> was found to be effective in producing NPs of both studied polymers with good biocompatibility and favorable characteristics, making them suitable for drug delivery applications. In contrast, other studied surfactants, <i>i.e.</i>, PVA<sub>85-124</sub>, TW20, TW80, SDC and SDS, require further investigation. The obtained findings may promote the development of novel PHA-based nanomedicines.</p>","PeriodicalId":7259,"journal":{"name":"ADMET and DMPK","volume":"13 3","pages":"2723"},"PeriodicalIF":3.4,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12205925/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144525996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Epirubicin-sensitive detection with a CoWO4/reduced graphene oxide modified screen-printed electrode. CoWO4/还原氧化石墨烯修饰丝网印刷电极的表柔比星敏感检测。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-05-08 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2733
Somayeh Tajik, Razieh Moghimian, Hadi Beitollahi

Background and purpose: Because of its antimetabolic and cytotoxic qualities, epirubicin (EP), a crucial chemotherapeutic drug, has been used to treat a number of cancers, including those of the prostate, breast, ovary, stomach, lung, and colon.

Experimental approach: In this study, CoWO4/reduced graphene oxide (CoWO4/rGO) nanocomposite was synthesised and characterised by field emission-scanning electron microscopy and energy-dispersive X-ray spectroscopy. To provide a novel sensing platform for EP determination, a screen-printed electrode (SPE) surface was modified using the as-fabricated CoWO4/rGO nanocomposite.

Key results: Using voltammetric techniques, the electrochemical behaviour of the CoWO4/rGO nanocomposite modified SPE (CoWO4/rGO/SPE) for the EP detection was examined. CoWO4/rGO significantly reduced the overpotential of the EP redox reaction and increased the rate of electron transfer between the electrode and analyte as compared to bare SPE. EP was quantitatively analysed using differential pulse voltammetry.

Conclusions: It was discovered that the linearity range was 0.01 to 190.0 μM. The sensitivity and limit of detection were 0.1529 μA μM-1 and 0.007 μM, respectively. Additionally, the constructed CoWO4/rGO/SPE sensor's practical applicability was investigated in pharmaceutical samples with good recovery outcomes.

背景和目的:表柔比星(epi)是一种重要的化疗药物,由于其抗代谢和细胞毒性,已被用于治疗多种癌症,包括前列腺癌、乳腺癌、卵巢癌、胃癌、肺癌和结肠癌。实验方法:本研究合成了CoWO4/还原氧化石墨烯(CoWO4/rGO)纳米复合材料,并通过场发射扫描电镜和能量色散x射线能谱对其进行了表征。为了提供一种新型的电位检测平台,利用制备的CoWO4/rGO纳米复合材料修饰了丝网印刷电极(SPE)表面。利用伏安技术,考察了CoWO4/rGO纳米复合材料修饰的SPE (CoWO4/rGO/SPE)在EP检测中的电化学行为。与纯SPE相比,CoWO4/rGO显著降低了EP氧化还原反应的过电位,提高了电极和被分析物之间的电子传递速率。用差分脉冲伏安法定量分析EP。结论:在0.01 ~ 190.0 μM的线性范围内。检测灵敏度为0.1529 μA μM-1,检出限为0.007 μM。此外,还考察了构建的CoWO4/rGO/SPE传感器在药物样品中的实用性,并取得了良好的回收效果。
{"title":"Epirubicin-sensitive detection with a CoWO<sub>4</sub>/reduced graphene oxide modified screen-printed electrode.","authors":"Somayeh Tajik, Razieh Moghimian, Hadi Beitollahi","doi":"10.5599/admet.2733","DOIUrl":"10.5599/admet.2733","url":null,"abstract":"<p><strong>Background and purpose: </strong>Because of its antimetabolic and cytotoxic qualities, epirubicin (EP), a crucial chemotherapeutic drug, has been used to treat a number of cancers, including those of the prostate, breast, ovary, stomach, lung, and colon.</p><p><strong>Experimental approach: </strong>In this study, CoWO<sub>4</sub>/reduced graphene oxide (CoWO<sub>4</sub>/rGO) nanocomposite was synthesised and characterised by field emission-scanning electron microscopy and energy-dispersive X-ray spectroscopy. To provide a novel sensing platform for EP determination, a screen-printed electrode (SPE) surface was modified using the as-fabricated CoWO<sub>4</sub>/rGO nanocomposite.</p><p><strong>Key results: </strong>Using voltammetric techniques, the electrochemical behaviour of the CoWO<sub>4</sub>/rGO nanocomposite modified SPE (CoWO<sub>4</sub>/rGO/SPE) for the EP detection was examined. CoWO<sub>4</sub>/rGO significantly reduced the overpotential of the EP redox reaction and increased the rate of electron transfer between the electrode and analyte as compared to bare SPE. EP was quantitatively analysed using differential pulse voltammetry.</p><p><strong>Conclusions: </strong>It was discovered that the linearity range was 0.01 to 190.0 μM. The sensitivity and limit of detection were 0.1529 μA μM<sup>-1</sup> and 0.007 μM, respectively. Additionally, the constructed CoWO<sub>4</sub>/rGO/SPE sensor's practical applicability was investigated in pharmaceutical samples with good recovery outcomes.</p>","PeriodicalId":7259,"journal":{"name":"ADMET and DMPK","volume":"13 3","pages":"2733"},"PeriodicalIF":3.4,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12205927/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144525997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Insight into antistaphylococcal effect of chlorinated 1-hydroxynaphthalene-2-carboxanilides. 氯化1-羟基萘-2-羧酸苯胺抗葡萄球菌作用的研究。
IF 3.4 Q2 CHEMISTRY, MEDICINAL Pub Date : 2025-03-26 eCollection Date: 2025-01-01 DOI: 10.5599/admet.2684
Lucia Vrablova, Tomas Gonec, Petra Majerova, Andrej Kovac, Dominika Kos, Peter Kollar, Jiri Kos, Alois Cizek, Tereza Kauerova, Josef Jampilek

Background and purpose: New compounds and innovative therapeutic approaches are trying to prevent antimicrobial resistance, which has become a global health challenge.

Experimental approach: This study includes a series of twelve mono-, di- and trichlorinated 1-hydroxynaphthalene-2-carboxanilides designed as multitarget agents. All compounds were evaluated for their antistaphylococcal activity. Furthermore, MTT assay and chemoproteomic analysis of selected compounds were performed. Cytotoxicity in human cells was also tested.

Key results: N-(3,5-Dichlorophenyl)-1-hydroxynaphthalene-2-carboxamide (10) demonstrated activity comparable to or higher than clinically used drugs, with minimum inhibitory concentrations (MICs) of 0.37 μM. The compound was equally effective against clinical isolates of methicillin-resistant S. aureus. On the other hand, compound 10 showed 96 % inhibition of S. aureus respiration only at a concentration of 16× MIC. Chemoproteomic analysis revealed that the effect of agent 10 on staphylococci resulted in the downregulation of four proteins. This compound expressed no in vitro cytotoxicity up to a concentration of 30 μM.

Conclusion: From the set of tested mono-, di- and trisubstituted derivatives, it is evident that the position of chlorine atoms is decisive for significant antistaphylococcal activity. Inhibition of energy metabolism does not appear to be one of the main mechanisms of action of compound 10; on the contrary, the antibacterial effect may likely be contributed by downregulation of proteins (especially ATP-dependent protease ATPase subunit HslU) involved in processes essential for bacterial survival and growth, such as protein, nucleotide/nucleic acid synthesis and efficient protein repair/degradation.

背景与目的:新的化合物和创新的治疗方法正在努力预防抗菌素耐药性,这已成为全球卫生挑战。实验方法:本研究包括一系列12个单、二和三氯1-羟基萘-2-羧基苯胺,设计为多靶点药物。对所有化合物的抗葡萄球菌活性进行了评估。此外,对所选化合物进行MTT测定和化学蛋白质组学分析。对人体细胞的细胞毒性也进行了测试。关键结果:N-(3,5-二氯苯基)-1-羟基萘-2-carboxamide(10)的活性与临床使用的药物相当或更高,最低抑制浓度(mic)为0.37 μM。该化合物对临床分离的耐甲氧西林金黄色葡萄球菌同样有效。另一方面,化合物10仅在16倍MIC浓度下对金黄色葡萄球菌的呼吸抑制作用为96%。化学蛋白质组学分析显示,药剂10对葡萄球菌的作用导致4种蛋白的下调。该化合物在30 μM浓度下无体外细胞毒性。结论:从测试的单取代、二取代和三取代衍生物中,氯原子的位置显然对显著的抗葡萄球菌活性起决定性作用。抑制能量代谢似乎不是化合物10的主要作用机制之一;相反,抗菌作用可能是由于参与细菌生存和生长必需过程的蛋白质(特别是atp依赖性蛋白酶ATPase亚基HslU)的下调,如蛋白质、核苷酸/核酸合成和有效的蛋白质修复/降解。
{"title":"Insight into antistaphylococcal effect of chlorinated 1-hydroxynaphthalene-2-carboxanilides.","authors":"Lucia Vrablova, Tomas Gonec, Petra Majerova, Andrej Kovac, Dominika Kos, Peter Kollar, Jiri Kos, Alois Cizek, Tereza Kauerova, Josef Jampilek","doi":"10.5599/admet.2684","DOIUrl":"https://doi.org/10.5599/admet.2684","url":null,"abstract":"<p><strong>Background and purpose: </strong>New compounds and innovative therapeutic approaches are trying to prevent antimicrobial resistance, which has become a global health challenge.</p><p><strong>Experimental approach: </strong>This study includes a series of twelve mono-, di- and trichlorinated 1-hydroxynaphthalene-2-carboxanilides designed as multitarget agents. All compounds were evaluated for their antistaphylococcal activity. Furthermore, MTT assay and chemoproteomic analysis of selected compounds were performed. Cytotoxicity in human cells was also tested.</p><p><strong>Key results: </strong><i>N</i>-(3,5-Dichlorophenyl)-1-hydroxynaphthalene-2-carboxamide (<b>10</b>) demonstrated activity comparable to or higher than clinically used drugs, with minimum inhibitory concentrations (MICs) of 0.37 μM. The compound was equally effective against clinical isolates of methicillin-resistant <i>S. aureus</i>. On the other hand, compound <b>10</b> showed 96 % inhibition of <i>S. aureus</i> respiration only at a concentration of 16× MIC. Chemoproteomic analysis revealed that the effect of agent <b>10</b> on staphylococci resulted in the downregulation of four proteins. This compound expressed no <i>in vitro</i> cytotoxicity up to a concentration of 30 μM.</p><p><strong>Conclusion: </strong>From the set of tested mono-, di- and trisubstituted derivatives, it is evident that the position of chlorine atoms is decisive for significant antistaphylococcal activity. Inhibition of energy metabolism does not appear to be one of the main mechanisms of action of compound <b>10</b>; on the contrary, the antibacterial effect may likely be contributed by downregulation of proteins (especially ATP-dependent protease ATPase subunit HslU) involved in processes essential for bacterial survival and growth, such as protein, nucleotide/nucleic acid synthesis and efficient protein repair/degradation.</p>","PeriodicalId":7259,"journal":{"name":"ADMET and DMPK","volume":"13 2","pages":"2684"},"PeriodicalIF":3.4,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12043106/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143970346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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