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Conversion of Olmesartan to Olmesartan Medoxomil, A Prodrug that Improves Intestinal Absorption, Confers Substrate Recognition by OATP2B1. 通过 OATP2B1 将奥美沙坦转化为奥美沙坦美多索米,这是一种可改善肠道吸收的原药,可被 OATP2B1 识别为底物。
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-05-01 Epub Date: 2024-03-14 DOI: 10.1007/s11095-024-03687-1
Naomi Fukazawa, Tomohiro Nishimura, Keisuke Orii, Saki Noguchi, Masatoshi Tomi

Purpose: Olmesartan medoxomil (olmesartan-MX), an ester-type prodrug of the angiotensin II receptor blocker (ARB) olmesartan, is predominantly anionic at intestinal pH. Human organic anion transporting polypeptide 2B1 (OATP2B1) is expressed in the small intestine and is involved in the absorption of various acidic drugs. This study was designed to test the hypothesis that OATP2B1-mediated uptake contributes to the enhanced intestinal absorption of olmesartan-MX, even though olmesartan itself is not a substrate of OATP2B1.

Methods: Tetracycline-inducible human OATP2B1- and rat Oatp2b1-overexpressing HEK 293 cell lines (hOATP2B1/T-REx-293 and rOatp2b1/T-REx-293, respectively) were established to characterize OATP2B1-mediated uptake. Rat jejunal permeability was measured using Ussing chambers. ARBs were quantified by liquid chromatography-tandem mass spectrometry.

Results: Significant olmesartan-MX uptake was observed in hOATP2B1/T-REx-293 and rOatp2b1/T-REx-293 cells, whereas olmesartan uptake was undetectable or much lower than olmesartan-MX uptake, respectively. Furthermore, olmesartan-MX exhibited several-fold higher uptake in Caco-2 cells and greater permeability in rat jejunum compared to olmesartan. Olmesartan-MX uptake in hOATP2B1/T-REx-293 cells and in Caco-2 cells was significantly decreased by OATP2B1 substrates/inhibitors such as 1 mM estrone-3-sulfate, 100 µM rifamycin SV, and 100 µM fluvastatin. Rat Oatp2b1-mediated uptake and rat jejunal permeability of olmesartan-MX were significantly decreased by 50 µM naringin, an OATP2B1 inhibitor. Oral administration of olmesartan-MX with 50 µM naringin to rats significantly reduced the area under the plasma concentration-time curve of olmesartan to 76.9%.

Conclusion: Olmesartan-MX is a substrate for OATP2B1, and the naringin-sensitive transport system contributes to the improved intestinal absorption of olmesartan-MX compared with its parent drug, olmesartan.

目的:奥美沙坦酯(奥美沙坦-MX)是血管紧张素 II 受体阻滞剂(ARB)奥美沙坦的酯类原药,在肠道 pH 值下主要呈阴离子型。人类有机阴离子转运多肽 2B1 (OATP2B1)在小肠中表达,并参与各种酸性药物的吸收。本研究旨在验证一个假设,即尽管奥美沙坦本身不是 OATP2B1 的底物,但 OATP2B1 介导的吸收有助于促进奥美沙坦-MX 的肠道吸收:方法:建立了四环素诱导的人 OATP2B1 和大鼠 Oatp2b1 外表达 HEK 293 细胞系(分别为 hOATP2B1/T-REx-293 和 rOatp2b1/T-REX-293),以描述 OATP2B1 介导的吸收。大鼠空肠通透性用乌星室测量。采用液相色谱-串联质谱法对 ARB 进行定量:结果:在hOATP2B1/T-REX-293和rOatp2b1/T-REX-293细胞中观察到了明显的奥美沙坦-MX摄取,而奥美沙坦的摄取量则无法检测到或远远低于奥美沙坦-MX的摄取量。此外,与奥美沙坦相比,奥美沙坦-MX 在 Caco-2 细胞中的吸收率高出数倍,在大鼠空肠中的渗透性也更高。奥美沙坦-MX在hOATP2B1/T-REX-293细胞和Caco-2细胞中的摄取量在OATP2B1底物/抑制剂(如1 mM 3-硫酸雌酮、100 µM 利福霉素SV和100 µM氟伐他汀等)的作用下显著降低。OATP2B1 抑制剂 50 µM 柚皮甙能显著降低大鼠 Oatp2b1 介导的奥美沙坦-MX 吸收和大鼠空肠渗透性。大鼠口服含 50 µM 柚皮甙的奥美沙坦-MX 后,奥美沙坦的血浆浓度-时间曲线下面积明显降低至 76.9%:奥美沙坦-MX是OATP2B1的底物,与母药奥美沙坦相比,柚皮苷敏感转运系统有助于改善奥美沙坦-MX的肠道吸收。
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引用次数: 0
The Use of Global Sensitivity Analysis to Assess the Oral Absorption of Weakly Basic Compounds: A Case Example of Dipyridamole. 使用全局敏感性分析评估弱碱性化合物的口服吸收:以双嘧达莫为例。
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-05-01 Epub Date: 2024-03-27 DOI: 10.1007/s11095-024-03688-0
Siddharth S Kesharwani, Guillaume Louit, Fady Ibrahim

Objective: To utilize the global system analysis (GSA) in oral absorption modeling to gain a deeper understanding of system behavior, improve model accuracy, and make informed decisions during drug development.

Methods: GSA was utilized to give insight into which drug substance (DS), drug product (DP), and/or physiological parameter would have an impact on peak plasma concentration (Cmax) and area under the curve (AUC) of dipyridamole as a model weakly basic compound. GSA guided the design of in vitro experiments and oral absorption risk assessment using FormulatedProducts v2202.1.0. The solubility and precipitation profiles of dipyridamole in different bile salt concentrations were measured. The results were then used to build a mechanistic oral absorption model.

Results: GSA warranted further investigation into the precipitation kinetics and its link to the levels of bile salt concentrations. Mechanistic modeling studies demonstrated that a precipitation-integrated modeling approach appropriately predicted the mean plasma profiles, Cmax, and AUC from the clinical studies.

Conclusions: This work shows the value of GSA utilization in early development to guide in vitro experimentation and build more confidence in identifying the critical parameters for the mathematical models.

目的利用全局系统分析(GSA)建立口服吸收模型,以深入了解系统行为,提高模型的准确性,并在药物开发过程中做出明智的决策:利用 GSA 深入了解哪些药物物质(DS)、药物产品(DP)和/或生理参数会对作为弱碱性化合物模型的双嘧达莫的血浆峰浓度(Cmax)和曲线下面积(AUC)产生影响。GSA 使用 FormulatedProducts v2202.1.0 指导体外实验设计和口服吸收风险评估。测量了双嘧达莫在不同浓度胆盐中的溶解度和沉淀曲线。然后利用这些结果建立了一个机理口服吸收模型:GSA值得进一步研究沉淀动力学及其与胆盐浓度水平的联系。机理建模研究表明,沉淀整合建模方法可以适当预测临床研究中的平均血浆曲线、Cmax 和 AUC:这项工作显示了在早期开发中利用 GSA 指导体外实验的价值,并为确定数学模型的关键参数建立了更多信心。
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引用次数: 0
Antibiotic Development: Lessons from the Past and Future Opportunities. 抗生素开发:过去的教训和未来的机遇。
IF 3.5 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-05-01 Epub Date: 2024-04-01 DOI: 10.1007/s11095-024-03694-2
Michael S Kinch, Zachary Kraft, Tyler Schwartz

The challenge of antimicrobial resistance is broadly appreciated by the clinical and scientific communities. To assess progress in the development of medical countermeasures to combat bacterial infections, we deployed information gleaned from clinical trials conducted from 2000 to 2021. Whereas private sector interest in cancer grew dramatically over this period, activity to combat bacterial infections remained stagnant. The comparative ambivalence to antimicrobial resistance is reflected in the number of investigative drugs under clinical investigation, their stage of development and most troublingly, a declining number of organizations that are actively involved in the development of new products to treat bacterial infections. This drop reflects the exits of many companies that had previously developed antibacterial agents.

抗菌药耐药性的挑战得到了临床和科学界的广泛关注。为了评估抗细菌感染医疗对策的研发进展,我们利用了从 2000 年到 2021 年进行的临床试验中收集到的信息。在此期间,私营部门对癌症的兴趣急剧增长,而抗击细菌感染的活动却停滞不前。抗菌药耐药性的相对矛盾性反映在临床研究药物的数量、开发阶段,以及最令人担忧的,积极参与开发治疗细菌感染新产品的机构数量的下降。这一下降反映了许多曾经开发过抗菌药物的公司的退出。
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引用次数: 0
Solubility vs Dissolution in Physiological Bicarbonate Buffer. 在生理碳酸氢盐缓冲液中的溶解度与溶解度。
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-05-01 Epub Date: 2024-05-02 DOI: 10.1007/s11095-024-03702-5
Felix Claussen, Jozef Al-Gousous, Niloufar Salehi, Mauricio A Garcia, Gordon L Amidon, Peter Langguth

Background: Phosphate buffer is often used as a replacement for the physiological bicarbonate buffer in pharmaceutical dissolution testing, although there are some discrepancies in their properties making it complicated to extrapolate dissolution results in phosphate to the in vivo situation. This study aims to characterize these discrepancies regarding solubility and dissolution behavior of ionizable compounds.

Methods: The dissolution of an ibuprofen powder with a known particle size distribution was simulated in silico and verified experimentally in vitro at two different doses and in two different buffers (5 mM pH 6.8 bicarbonate and phosphate).

Results: The results showed that there is a solubility vs. dissolution mismatch in the two buffers. This was accurately predicted by the in-house simulations based on the reversible non-equilibrium (RNE) and the Mooney models.

Conclusions: The results can be explained by the existence of a relatively large gap between the initial surface pH of the drug and the bulk pH at saturation in bicarbonate but not in phosphate, which is caused by not all the interfacial reactions reaching equilibrium in bicarbonate prior to bulk saturation. This means that slurry pH measurements, while providing surface pH estimates for buffers like phosphate, are poor indicators of surface pH in the intestinal bicarbonate buffer. In addition, it showcases the importance of accounting for the H2CO3-CO2 interconversion kinetics to achieve good predictions of intestinal drug dissolution.

背景:在药物溶出度测试中,磷酸盐缓冲液经常被用作生理碳酸氢盐缓冲液的替代品,尽管两者的性质存在一些差异,使得将磷酸盐缓冲液中的溶出结果推断到体内情况变得复杂。本研究旨在描述可离子化化合物溶解度和溶解行为的这些差异:方法:对已知粒度分布的布洛芬粉末的溶解进行了硅模拟,并在两种不同剂量和两种不同缓冲液(5 mM pH 6.8 碳酸氢盐和磷酸盐)中进行了体外实验验证:结果表明,在两种缓冲液中存在溶解度与溶解不匹配现象。根据可逆非平衡(RNE)和穆尼模型进行的内部模拟对此进行了准确预测:在碳酸氢盐中,药物的初始表面 pH 值与饱和时的体积 pH 值之间存在相对较大的差距,而在磷酸盐中则没有这种差距,这是由于在碳酸氢盐中,并非所有的界面反应都能在体积饱和前达到平衡。这意味着,浆液 pH 值测量虽然能提供磷酸盐等缓冲液的表面 pH 值估计值,但却不能很好地反映肠道碳酸氢盐缓冲液的表面 pH 值。此外,它还显示了考虑 H2CO3-CO2 相互转化动力学对实现良好的肠道药物溶解预测的重要性。
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引用次数: 0
Nicotinamide Mononucleotide and Nicotinamide Riboside Reverse Ovarian Aging in Rats Via Rebalancing Mitochondrial Fission and Fusion Mechanisms 烟酰胺单核苷酸和烟酰胺核糖甙通过重新平衡线粒体裂变和融合机制逆转大鼠卵巢衰老
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-29 DOI: 10.1007/s11095-024-03704-3
Nazli Pinar Arslan, Mesut Taskin, Osman Nuri Keles

Purpose

This study examined the effects of nicotinamide mononucleotide (NMN) and nicotinamide riboside (NR) on folliculogenesis and mitochondrial dynamics (fission and fusion mechanisms) in ovaries of middle-aged female rats.

Methods

Experimental groups were young, middle-aged (control), middle-aged + NMN and middle-aged + NR. NMN was administered at a concentration of 500 mg/kg intraperitoneally but NR at a concentration of 200 mg/kg by gavage. Follicle stimulating hormone (FSH) and luteinizing hormone (LH) levels were analyzed by ELISA. Hematoxylin-eosin staining sections were used for histopathological examination and follicles-counting. Expression levels of mitochondrial fission (Drp1, Mff and Fis1) and fusion (Mfn1, Mfn2, Opa1, Fam73a and Fam73b) genes as well as Sirt1 gene were analyzed by RT-PCR. Expression levels of fission-related proteins (DRP1, MFF, FIS1 and SIRT1) were analyzed by Western Blot.

Results

Higher ovarian index, more corpus luteum and antral follicles were detected in NMN and NR groups compared to the control. NMN or NR could rebalance LH/FSH ratio. The control group was determined to possess higher expression levels of fission genes and lower expression levels of fusion genes when compared the young group. In comparison with the control group, both NMN and NR group were found to exhibit less mitochondrial fission but more mitochondrial fussion. Higher gene and protein levels for Sirt1 were measured in NMN and NR groups compared to the control group.

Conclusion

This study reveals that NMN alone or NR alone can rebalance mitochondrial dynamics by decreasing excessive fission in middle-aged rat ovaries, thus alleviating mitochondrial stress and correcting aging-induced folliculogenesis abnormalities.

目的 本研究探讨了烟酰胺单核苷酸(NMN)和烟酰胺核苷酸(NR)对中年雌性大鼠卵巢中卵泡生成和线粒体动力学(裂变和融合机制)的影响。方法 实验组分为年轻组、中年组(对照组)、中年组 + NMN 组和中年组 + NR 组。NMN 的腹腔注射浓度为 500 毫克/千克,NR 的灌胃注射浓度为 200 毫克/千克。卵泡刺激素(FSH)和黄体生成素(LH)水平通过 ELISA 进行分析。组织病理学检查和卵泡计数采用的是苏木精-伊红染色切片。通过 RT-PCR 分析线粒体裂变(Drp1、Mff 和 Fis1)和融合(Mfn1、Mfn2、Opa1、Fam73a 和 Fam73b)基因以及 Sirt1 基因的表达水平。结果 与对照组相比,NMN组和NR组的卵巢指数更高,黄体和前卵泡更多。NMN 或 NR 可使 LH/FSH 比率恢复平衡。与年轻组相比,对照组的裂变基因表达水平较高,融合基因表达水平较低。与对照组相比,NMN 组和 NR 组的线粒体裂变较少,而线粒体融合较多。结论本研究揭示了单独使用 NMN 或 NR 可通过减少中年大鼠卵巢的过度裂变来重新平衡线粒体动态,从而缓解线粒体压力并纠正衰老引起的卵泡生成异常。
{"title":"Nicotinamide Mononucleotide and Nicotinamide Riboside Reverse Ovarian Aging in Rats Via Rebalancing Mitochondrial Fission and Fusion Mechanisms","authors":"Nazli Pinar Arslan, Mesut Taskin, Osman Nuri Keles","doi":"10.1007/s11095-024-03704-3","DOIUrl":"https://doi.org/10.1007/s11095-024-03704-3","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>This study examined the effects of nicotinamide mononucleotide (NMN) and nicotinamide riboside (NR) on folliculogenesis and mitochondrial dynamics (fission and fusion mechanisms) in ovaries of middle-aged female rats.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Experimental groups were young, middle-aged (control), middle-aged + NMN and middle-aged + NR. NMN was administered at a concentration of 500 mg/kg intraperitoneally but NR at a concentration of 200 mg/kg by gavage. Follicle stimulating hormone (FSH) and luteinizing hormone (LH) levels were analyzed by ELISA. Hematoxylin-eosin staining sections were used for histopathological examination and follicles-counting. Expression levels of mitochondrial fission (Drp1, Mff and Fis1) and fusion (Mfn1, Mfn2, Opa1, Fam73a and Fam73b) genes as well as Sirt1 gene were analyzed by RT-PCR. Expression levels of fission-related proteins (DRP1, MFF, FIS1 and SIRT1) were analyzed by Western Blot.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Higher ovarian index, more corpus luteum and antral follicles were detected in NMN and NR groups compared to the control. NMN or NR could rebalance LH/FSH ratio. The control group was determined to possess higher expression levels of fission genes and lower expression levels of fusion genes when compared the young group. In comparison with the control group, both NMN and NR group were found to exhibit less mitochondrial fission but more mitochondrial fussion. Higher gene and protein levels for Sirt1 were measured in NMN and NR groups compared to the control group.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>This study reveals that NMN alone or NR alone can rebalance mitochondrial dynamics by decreasing excessive fission in middle-aged rat ovaries, thus alleviating mitochondrial stress and correcting aging-induced folliculogenesis abnormalities.</p>","PeriodicalId":20027,"journal":{"name":"Pharmaceutical Research","volume":"161 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140839332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of Various Approaches to Estimate Transplacental Clearance of Vancomycin for Predicting Fetal Concentrations using a Maternal–Fetal Physiologically Based Pharmacokinetic Model 评估万古霉素经胎盘清除率的各种方法,利用母胎生理药代动力学模型预测胎儿浓度
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-29 DOI: 10.1007/s11095-024-03705-2
Yunan Yan, Qiushi Wang, Wei Wu, Hanxi Yi, Feifan Xie

Background

Evaluating drug transplacental clearance is vital for forecasting fetal drug exposure. Ex vivo human placenta perfusion experiments are the most suitable approach for this assessment. Various in silico methods are also proposed. This study aims to compare these prediction methods for drug transplacental clearance, focusing on the large molecular weight drug vancomycin (1449.3 g/mol), using maternal–fetal physiologically based pharmacokinetic (m-f PBPK) modeling.

Methods

Ex vivo human placenta perfusion experiments, in silico approaches using intestinal permeability as a substitute (quantitative structure property relationship (QSPR) model and Caco-2 permeability in vitro-in vivo correlation model) and midazolam calibration model with Caco-2 scaling were assessed for determining the transplacental clearance (CLPD) of vancomycin. The m-f PBPK model was developed stepwise using Simcyp, incorporating the determined CLPD values as a crucial input parameter for transplacental kinetics.

Results

The developed PBPK model of vancomycin for non-pregnant adults demonstrated excellent predictive performance. By incorporating the CLPD parameterization derived from ex vivo human placenta perfusion experiments, the extrapolated m-f PBPK model consistently predicted maternal and fetal concentrations of vancomycin across diverse doses and distinct gestational ages. However, when the CLPD parameter was derived from alternative prediction methods, none of the extrapolated maternal–fetal PBPK models produced fetal predictions in line with the observed data.

Conclusion

Our study showcased that combination of ex vivo human placenta perfusion experiments and m-f PBPK model has the capability to predict fetal exposure for the large molecular weight drug vancomycin, whereas other in silico approaches failed to achieve the same level of accuracy.

背景评估药物经胎盘清除率对预测胎儿药物暴露至关重要。体内人体胎盘灌注实验是最适合的评估方法。此外,还提出了各种硅学方法。本研究以大分子量药物万古霉素(1449.3 g/mol)为研究对象,通过母胎生理药代动力学(m-f PBPK)建模,比较这些药物经胎盘清除率的预测方法。方法评估了体内人体胎盘灌注实验、以肠道渗透性为替代物的硅学方法(定量结构属性关系(QSPR)模型和 Caco-2 渗透性体外-体内相关模型)以及咪达唑仑校准模型与 Caco-2 缩放模型,以确定万古霉素的经胎盘清除率(CLPD)。使用 Simcyp 逐步建立了 m-f PBPK 模型,并将确定的 CLPD 值作为经胎盘动力学的关键输入参数。通过纳入体内外人体胎盘灌注实验得出的 CLPD 参数,推断出的 m-f PBPK 模型可一致预测不同剂量和不同胎龄的万古霉素在母体和胎儿体内的浓度。结论我们的研究表明,结合体外人体胎盘灌注实验和 m-f PBPK 模型,有能力预测胎儿对大分子量药物万古霉素的暴露量,而其他硅学方法则无法达到同样的准确度。
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引用次数: 0
Assessment of Tunable Resistive Pulse Sensing (TRPS) Technology for Particle Size Distribution in Vaccine Formulations – A Comparative Study with Dynamic Light Scattering 评估可调电阻脉冲传感 (TRPS) 技术在疫苗制剂中的粒度分布--与动态光散射法的比较研究
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-22 DOI: 10.1007/s11095-024-03698-y
Rahul Misra, Ginny Fung, Siddhant Sharma, Jian Hu, Marina Kirkitadze

Purpose

A comparative assessment was performed to evaluate the potential of particle sizing by an ensemble based conventional dynamic light scattering (DLS) technique and an emerging technology based on tunable resistive pulse sensing (TRPS) using particle by particle approach by evaluating three different types of vaccine formulations representing three case studies and showing the limitation of each technique, instrument variability, sensitivity, and the resolution in mixed population.

Methods

Three types of in-house vaccine formulations- a protein antigen, an outer membrane vesicle and viral particles were simultaneously evaluated by TRPS based Exoid and two DLS instruments-Zetatrac and Zetasizer for particle size distribution, aggregates, and resolution of polydisperse species.

Results

The data from first case study show the risk of possible size overestimation and size averaging in polydisperse samples in DLS measurements which can be addressed by the TRPS analysis. It also shows how TRPS may be utilized only to large size antigens due to its limited size range. The second case study highlights the difference in the sensitivities of two DLS instruments working on the same principle. The third case study show that how TRPS can better resolve the large aggregate species compare to DLS in polydisperse samples.

Conclusion

This analysis shows that TRPS can be used as an orthogonal technique in addition to conventional DLS based methods for more precise and in-depth characterization. Both techniques are efficient in size characterization and produce comparable results, however the choice will depend on the type of formulation and size range to be evaluated.

目的 通过对代表三个案例研究的三种不同类型的疫苗制剂进行评估,并显示每种技术的局限性、仪器的可变性、灵敏度以及在混合群体中的分辨率,对基于集合的传统动态光散射(DLS)技术和基于可调电阻脉冲传感(TRPS)的新兴技术进行了比较评估。方法采用基于 TRPS 的 Exoid 和两台 DLS 仪器--Zetatrac 和 Zetasizer 同时评估三种内部疫苗制剂--蛋白质抗原、外膜囊泡和病毒颗粒--的粒度分布、聚集体和多分散物种的分辨率。它还表明,由于 TRPS 的粒度范围有限,因此只能用于大粒度抗原。第二个案例研究强调了两种基于相同原理的 DLS 仪器在灵敏度上的差异。第三项案例研究表明,与多分散样品中的 DLS 相比,TRPS 能够更好地分辨大颗粒物种。这两种技术在粒度表征方面都很有效,并能得出相似的结果,但选择哪种技术将取决于要评估的配方类型和粒度范围。
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引用次数: 0
Selective Delivery of Clindamycin Using a Combination of Bacterially Sensitive Microparticle and Separable Effervescent Microarray Patch on Bacteria Causing Diabetic Foot Infection 利用细菌敏感微粒和可分离泡腾微阵列贴片组合选择性地向糖尿病足感染细菌投放克林霉素
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-18 DOI: 10.1007/s11095-024-03697-z
Nurul Fauziah, Nur Annisa Safirah, Iis Nurul Rahmadani, Muhammad Nur Hidayat, Nur Azizah Fadhilah, Nana Juniarti Natsir Djide, Andi Dian Permana

Introduction

Diabetic foot infection (DFI) is one of the complications of diabetes mellitus. Clindamycin (CLY) is one of the antibiotics recommended to treat DFI, but CLY given orally and intravenously still causes many side effects.

Methods

In this study, we encapsulated CLY in a bacteria sensitive microparticle system (MP-CLY) using polycaprolactone (PCL) polymer. MP-CLY was then delivered in a separable effervescent microarray patch (MP-CLY-SEMAP), which has the ability to separate between the needle layer and separable layer due to the formation of air bubbles when interacting with interstitial fluid in the skin.

Result

The characterization results of MP-CLY proved that CLY was encapsulated in large amounts as the amount of PCL polymer used increased, and there was no change in the chemical structure of CLY. In vitro release test results showed increased CLY release in media cultured with Staphylococcus aureus bacteria and showed controlled release. The characterization results of MPCLY-SEMAP showed that the developed formula has optimal mechanical and penetration capabilities and can separate in 56 ± 5.099 s. An ex vivo dermatokinetic test on a bacterially infected skin model showed an improvement of CLY dermatokinetic profile from MP-CLY SEMAP and a decrease in bacterial viability by 99.99%.

Conclusion

This research offers proof of concept demonstrating the improved dermatokinetic profile of CLY encapsulated in a bacteria sensitive MP form and delivered via MP-CLY-SEMAP. The results of this research can be developed for future research by testing MP-CLY-SEMAP in vivo in appropriate animal models.

Graphical Abstract

导言糖尿病足感染(DFI)是糖尿病的并发症之一。本研究利用聚己内酯(PCL)聚合物将克林霉素封装在细菌敏感微粒系统(MP-CLY)中。结果 MP-CLY 的表征结果表明,随着 PCL 聚合物用量的增加,CLY 被大量封装,而且 CLY 的化学结构没有发生变化。体外释放测试结果表明,在培养金黄色葡萄球菌的培养基中,CLY 的释放量增加,并呈现出控制释放的效果。MPCLY-SEMAP 的表征结果表明,所开发的配方具有最佳的机械和渗透能力,可在 56 ± 5.099 秒内分离。在受细菌感染的皮肤模型上进行的体外皮肤动力学测试表明,MP-CLY SEMAP 改善了 CLY 的皮肤动力学特征,细菌存活率降低了 99.99%。这项研究的结果可用于今后的研究,在适当的动物模型中对 MP-CLY-SEMAP 进行体内测试。
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引用次数: 0
Antimicrobial Activity Classification of Imidazolium Derivatives Predicted by Artificial Neural Networks 人工神经网络预测咪唑鎓衍生物的抗菌活性分类
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-17 DOI: 10.1007/s11095-024-03699-x
Andżelika Lorenc, Anna Badura, Maciej Karolak, Łukasz Pałkowski, Łukasz Kubik, Adam Buciński

Purpose

This study assesses the Multilayer Perceptron (MLP) neural network, complemented by other Machine Learning techniques (CART, PCA), in predicting the antimicrobial activity of 140 newly designed imidazolium chlorides against Klebsiella pneumoniae before synthesis. Emphasis is on leveraging molecular properties for predictive analysis.

Methods

Classification and regression decision trees (CART) identified the top 200 predictive molecular descriptors. Principal Component Analysis (PCA) reduced these descriptors to 5 components, retaining 99.57% of raw data information. Antimicrobial activity, categorized as high or low, was based on experimentally proven minimal inhibitory concentration (MIC), with a cut-point at MIC = 0.856 mol/L. A 12-fold cross-validation trained the MLP (architecture 5-12-2 with 5 Principal Components).

Results

The MLP exhibited commendable performance, achieving almost 90% correct classifications across learning, validation, and test sets, outperforming models without PCA dimension reduction. Key metrics, including accuracy (0.907), sensitivity (0.905), specificity (0.909), and precision (0.891), were notably high. These results highlight the MLP model's efficacy with PCA as a high-quality classifier for determining antimicrobial activity.

Conclusions

The study concludes that the MLP neural network, along with CART and PCA, is a robust tool for predicting the antimicrobial activity class of imidazolium chlorides against Klebsiella pneumoniae. CART and PCA, used in this study, allowed input variable reduction without significant information loss. High classification accuracy and associated metrics affirm the method’s potential utility in pre-synthesis assessments, offering valuable insights for antimicrobial compound design.

目的 本研究评估了多层感知器(MLP)神经网络,并辅以其他机器学习技术(CART、PCA),在合成前预测 140 种新设计的咪唑氯化物对肺炎克雷伯菌的抗菌活性。方法分类和回归决策树(CART)确定了前 200 个预测性分子描述符。主成分分析(PCA)将这些描述符缩减为 5 个成分,保留了 99.57% 的原始数据信息。抗菌活性根据实验证明的最小抑菌浓度(MIC)分为高或低,切点为 MIC = 0.856 mol/L。结果 MLP 的表现值得称赞,在学习集、验证集和测试集上的分类正确率接近 90%,优于未进行 PCA 降维的模型。包括准确度(0.907)、灵敏度(0.905)、特异度(0.909)和精确度(0.891)在内的关键指标都非常高。这些结果凸显了 MLP 模型与 PCA 作为高质量分类器在确定抗菌活性方面的功效。研究得出结论:MLP 神经网络与 CART 和 PCA 是预测咪唑氯化物对肺炎克雷伯菌的抗菌活性类别的可靠工具。本研究中使用的 CART 和 PCA 可以减少输入变量,而不会造成明显的信息损失。高分类准确性和相关指标肯定了该方法在合成前评估中的潜在用途,为抗菌化合物设计提供了宝贵的见解。
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引用次数: 0
Machine Learning Exploration of the Relationship Between Drugs and the Blood–Brain Barrier: Guiding Molecular Modification 机器学习探索药物与血脑屏障之间的关系:引导分子改造
IF 3.7 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-04-11 DOI: 10.1007/s11095-024-03686-2
Qi Yang, Lili Fan, Erwei Hao, Xiaotao Hou, Jiagang Deng, Zhongshang Xia, Zhengcai Du

Objective

This study aimed to improve the efficiency of pharmacotherapy for CNS diseases by optimizing the ability of drug molecules to penetrate the Blood-Brain Barrier (BBB).

Methods

We established qualitative and quantitative databases of the ADME properties of drugs and derived characteristic features of compounds with efficient BBB penetration. Using these insights, we developed four machine learning models to predict a drug's BBB permeability by assessing ADME properties and molecular topology. We then validated the models using the B3DB database. For acyclovir and ceftriaxone, we modified the Hydrogen Bond Donors and Acceptors, and evaluated the BBB permeability using the predictive model.

Results

The machine learning models performed well in predicting BBB permeability on both internal and external validation sets. Reducing the number of Hydrogen Bond Donors and Acceptors generally improves BBB permeability. Modification only enhanced BBB penetration in the case of acyclovir and not ceftriaxone.

Conclusions

The machine learning models developed can accurately predict BBB permeability, and many drug molecules are likely to have increased BBB penetration if the number of Hydrogen Bond Donors and Acceptors are reduced. These findings suggest that molecular modifications can enhance the efficacy of CNS drugs and provide practical strategies for drug design and development. This is particularly relevant for improving drug penetration of the BBB.

Graphical Abstract

本研究旨在通过优化药物分子穿透血脑屏障(BBB)的能力来提高中枢神经系统疾病的药物治疗效率。方法我们建立了药物ADME特性的定性和定量数据库,并得出了具有高效BBB穿透能力的化合物的特征。利用这些见解,我们开发了四种机器学习模型,通过评估 ADME 特性和分子拓扑学来预测药物的 BBB 渗透性。然后,我们利用 B3DB 数据库验证了这些模型。对于阿昔洛韦和头孢曲松,我们修改了氢键供体和受体,并使用预测模型评估了BBB渗透性。减少氢键供体和受体的数量一般都能提高 BBB 的渗透性。结论所开发的机器学习模型可以准确预测生物BB渗透性,如果减少氢键供体和受体的数量,许多药物分子的生物BB渗透性可能会提高。这些发现表明,分子修饰可以提高中枢神经系统药物的疗效,并为药物设计和开发提供了实用的策略。这对于提高药物在生物BB的穿透力尤为重要。
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引用次数: 0
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Pharmaceutical Research
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