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Monitoring Salivary Concentrations of Tedizolid and Linezolid Using Rats. 泰地唑胺和利奈唑胺大鼠唾液浓度监测。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00836-6
Yuki Inoue, Yuki Sato, Hitoshi Kashiwagi, Shunsuke Nashimoto, Mitsuru Sugawara, Yoh Takekuma

Background and objective: Therapeutic drug monitoring (TDM) is an effective tool for the management of patients who are administered linezolid. The use of saliva for TDM has potential advantages over the use of plasma; however, only a few reports have compared drug concentrations in the saliva and plasma. Moreover, there are no reports on the salivary concentration of tedizolid, an oxazolidinone antibiotic similar to linezolid. In the present study, the concentrations of tedizolid and linezolid in rat submandibular saliva were compared with those measured in the plasma.

Methods: Tedizolid (10 mg/kg, n = 6) and linezolid (12 mg/kg, n = 5) were administered via the rat tail vein. Submandibular saliva and plasma samples were collected for up to 8 h after the initiation of drug administration, and assayed for the concentrations of tedizolid and linezolid.

Results: A strong correlation was found between the saliva and plasma concentrations of tedizolid (r = 0.964, p < 0.001) and linezolid (r = 0.936, p < 0.001). The value of tedizolid maximum concentration of drug (Cmax) was 0.99 ± 0.08 µg/mL in the saliva and 14.46 ± 1.71 µg/mL in the plasma. Meanwhile, the Cmax of linezolid was 8.01 ± 1.42 µg/mL in the saliva and 13.00 ± 1.90 µg/mL in the plasma. According to these results, the saliva/plasma concentration ratios of tedizolid and linezolid in rats were 0.0513 ± 0.0080 and 0.6341 ± 0.0339, respectively.

Conclusions: Considering the correlation between saliva and plasma concentrations of tedizolid and linezolid, as well as the characteristics of saliva, the results of this study suggest that saliva is a useful matrix for TDM.

背景与目的:治疗性药物监测(TDM)是管理使用利奈唑胺患者的有效工具。使用唾液治疗TDM比使用血浆有潜在的优势;然而,只有少数报告比较了唾液和血浆中的药物浓度。此外,尚未见类似利奈唑胺的恶唑烷类抗生素tedizolid唾液浓度的报道。本研究比较了大鼠下颌骨唾液中泰地唑胺和利奈唑胺的浓度与血浆中的浓度。方法:大鼠尾静脉给药Tedizolid (10 mg/kg, n = 6)和linezolid (12 mg/kg, n = 5)。在给药后8小时内采集下颌下唾液和血浆样本,检测泰地唑胺和利奈唑胺的浓度。结果:唾液和血浆中tedizolid浓度(r = 0.964, p max)分别为0.99±0.08µg/mL和14.46±1.71µg/mL。利奈唑胺在唾液中的Cmax为8.01±1.42µg/mL,在血浆中的Cmax为13.00±1.90µg/mL。结果显示,大鼠唾液浓度比为0.0513±0.0080,利奈唑胺浓度比为0.6341±0.0339。结论:考虑唾液与血浆中泰地唑胺和利奈唑胺浓度的相关性,以及唾液的特点,本研究结果提示唾液是TDM的有用基质。
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引用次数: 0
Re-examining Naloxone Pharmacokinetics After Intranasal and Intramuscular Administration Using the Finite Absorption Time Concept. 用有限吸收时间概念重新检查纳洛酮经鼻和肌肉给药后的药代动力学。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00831-x
Athanasios A Tsekouras, Panos Macheras

Background and objectives: Naloxone for opioid overdose treatment can be administered by intravenous injection, intramuscular injection, or intranasal administration. Published data indicate differences in naloxone pharmacokinetics depending on the route of administration. The aim of this study was to analyze pharmacokinetic data in the same way that we recently successfully applied the concept of the finite absorption time in orally administered drug formulations.

Methods: Using the model equations already derived, we performed least squares analysis on 24 sets of naloxone concentration in the blood as a function of time.

Results: We found that intramuscular and intranasal administration can be described more accurately when considering zero-order absorption kinetics for finite time compared with classical first order absorption kinetics for infinite time.

Conclusions: One-compartment models work well for most cases. Two-compartment models provide better details, but have higher parameter uncertainties. The absorption duration can be determined directly from the model parameters and thus allow an easy comparison between the ways of administration. Furthermore, the precise site of injection for intramuscular delivery appears to make a difference in terms of the duration of the drug absorption.

背景和目的:纳洛酮用于阿片类药物过量治疗可通过静脉注射、肌肉注射或鼻内给药。已发表的数据表明,纳洛酮药代动力学的差异取决于给药途径。本研究的目的是分析药代动力学数据,以同样的方式,我们最近成功地应用了有限吸收时间的概念,口服给药的药物配方。方法:利用已建立的模型方程,对24组纳洛酮血药浓度随时间的变化进行最小二乘分析。结果:我们发现,与经典的无限时间的一阶吸收动力学相比,考虑有限时间的零级吸收动力学时,肌内和鼻内给药可以更准确地描述。结论:单室模型适用于大多数病例。双室模型提供了更好的细节,但具有更高的参数不确定性。吸收持续时间可以直接由模型参数确定,因此可以方便地比较给药方式。此外,肌肉注射的精确部位似乎对药物吸收的持续时间有影响。
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引用次数: 0
Early At-Home Measurement of Adalimumab Concentrations to Guide Anti-TNF Precision Dosing: A Pilot Study. 早期在家测量阿达木单抗浓度以指导抗tnf精确给药:一项试点研究。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00835-7
Paul A G de Klaver, Ron J Keizer, Rob Ter Heine, Lisa Smits, Paul J Boekema, Inge Kuntzel, Tiny Schaap, Annick de Vries, Karien Bloem, Theo Rispens, Frank Hoentjen, Luc J J Derijks

Background and objective: Underdosing of adalimumab can result in non-response and poor disease control in patients with rheumatic disease or inflammatory bowel disease. In this pilot study we aimed to predict adalimumab concentrations with population pharmacokinetic model-based Bayesian forecasting early in therapy.

Methods: Adalimumab pharmacokinetic models were identified with a literature search. A fit-for-purpose evaluation of the model was performed for rheumatologic and inflammatory bowel disease (IBD) patients with adalimumab peak (first dose) and trough samples (first and seventh dose) obtained by a volumetric absorptive microsampling technique. Steady state adalimumab concentrations were predicted after the first adalimumab administration. Predictive performance was calculated with mean prediction error (MPE) and normalised root mean square error (RMSE).

Results: Thirty-six patients (22 rheumatologic and 14 IBD) were analysed in our study. After stratification for absence of anti-adalimumab antibodies, the calculated MPE was -2.6% and normalised RMSE 24.0%. Concordance between predicted and measured adalimumab serum concentrations falling within or outside the therapeutic window was 75%. Three patients (8.3%) developed detectable concentrations of anti-adalimumab antibodies.

Conclusion: This prospective study demonstrates that adalimumab concentrations at steady state can be predicted from early samples during the induction phase.

Clinical trial registration: The trial was registered in the Netherlands Trial Register with trial registry number NTR 7692 ( www.trialregister.nl ).

背景和目的:阿达木单抗剂量不足可导致风湿性疾病或炎症性肠病患者无反应和疾病控制不良。在这项初步研究中,我们旨在通过基于群体药代动力学模型的贝叶斯预测在治疗早期预测阿达木单抗浓度。方法:通过文献检索确定阿达木单抗药代动力学模型。对风湿病和炎症性肠病(IBD)患者通过体积吸收微采样技术获得阿达木单抗峰(第一次剂量)和谷(第一次和第七次剂量),对该模型进行了适合目的的评估。第一次阿达木单抗给药后预测稳态阿达木单抗浓度。用平均预测误差(MPE)和归一化均方根误差(RMSE)计算预测性能。结果:本研究共分析了36例患者(风湿病22例,IBD 14例)。分层后无抗阿达木单抗,计算的MPE为-2.6%,归一化RMSE为24.0%。预测和测量的阿达木单抗血清浓度在治疗窗内或治疗窗外的一致性为75%。3名患者(8.3%)出现可检测到的抗阿达木单抗抗体浓度。结论:这项前瞻性研究表明,在诱导阶段的早期样品中可以预测稳态下的阿达木单抗浓度。临床试验注册:该试验已在荷兰试验注册中心注册,试验注册号为NTR 7692 (www.trialregister.nl)。
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引用次数: 1
Hydrolytic Metabolism of Withangulatin A Mediated by Serum Albumin Instead of Common Esterases in Plasma. 血浆白蛋白代替普通酯酶介导的Withangulatin A的水解代谢。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00834-8
Yu Zhuang, Yuxiao Wang, Ning Li, Haitao Meng, Zhiyu Li, Jianguang Luo, Zhixia Qiu

Background and objectives: The oral bioavailability of withangulatin A (WA) is low and may undergo first-pass metabolism because of the presence of two esters bonds. This study aimed to identify the hydrolysis behavior and mechanism of WA, thus enriching its structure-pharmacokinetic relationship.

Methods: The in vivo pharmacokinetic studies of WA in rats were first investigated, followed by in vitro assays including metabolic stability, phenotyping identification and metabolic kinetics assays. After screening out the responsible enzymes with higher catalytic capacity, molecular docking study was performed to demonstrate the interaction mode between WA and metabolic enzymes. Then, metabolites in human serum albumin (HSA) were identified by LC-TOF-MS/MS.

Results: In rats, the oral bioavailability of WA was only 2.83%. In vitro, WA was hydrolyzed in both rat and human plasma and could not be inhibited by selective esterase inhibitors. Physiologic concentration of HSA not recombinant human carboxylesterases (rhCES) could significantly hydrolyze WA, and it had a similar hydrolytic capacity with human plasma to WA. Furthermore, WA could stably bind to HSA by forming hydrogen bonds with Lys199 and Arg410, accompanied by the metabolic reaction of the lactone ring opening.

Conclusion: The study showed that WA underwent obvious hydrolysis in rat and human plasma, which implied a strong first-pass effect. Serum albumin rather than common esterases primarily contributed to the hydrolytic metabolism of WA in plasma.

背景和目的:withangulatin A (WA)的口服生物利用度较低,由于存在两个酯键,可能经历首次代谢。本研究旨在确定WA的水解行为和水解机制,从而丰富其结构-药动学关系。方法:首先进行大鼠体内药代动力学研究,然后进行体外代谢稳定性、表型鉴定和代谢动力学分析。筛选出催化能力较高的相关酶后,进行分子对接研究,验证WA与代谢酶的相互作用模式。采用LC-TOF-MS/MS对人血清白蛋白(HSA)代谢产物进行鉴定。结果:WA在大鼠体内的口服生物利用度仅为2.83%。在体外,WA在大鼠和人血浆中均可水解,且不受选择性酯酶抑制剂的抑制。非重组人羧酸酯酶(rhCES)生理浓度的HSA能显著水解WA,且与人血浆水解WA的能力相似。此外,WA可以与Lys199和Arg410形成氢键与HSA稳定结合,并伴有内酯环打开的代谢反应。结论:研究表明,WA在大鼠和人血浆中均发生了明显的水解,具有较强的首过效应。血清白蛋白而非普通酯酶主要参与血浆中WA的水解代谢。
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引用次数: 1
Management of Drug Interactions with Inducers: Onset and Disappearance of Induction on Cytochrome P450 3A4 and Uridine Diphosphate Glucuronosyltransferase 1A1 Substrates. 药物与诱导剂相互作用的管理:细胞色素P450 3A4和尿苷二磷酸葡萄糖醛基转移酶1A1底物诱导的开始和消失。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00833-9
Sara Bettonte, Mattia Berton, Felix Stader, Manuel Battegay, Catia Marzolini

Background: People living with HIV may present co-morbidities requiring the initiation and subsequently the discontinuation of medications with inducing properties. The time to reach maximal enzyme induction and to return to baseline enzyme levels has not been thoroughly characterized.

Objective: The aim of this study was to evaluate the onset and disappearance of dolutegravir [uridine diphosphate glucuronosyltransferase (UGT) 1A1 and cytochrome P450 (CYP) 3A4 substrate] and raltegravir (UGT1A1 substrate) induction with strong and moderate inducers using physiologically based pharmacokinetic (PBPK) modeling.

Methods: The predictive performance of the PBPK model to simulate dolutegravir and raltegravir pharmacokinetics and to reproduce the strength of induction was verified using clinical drug-drug interaction studies (steady-state induction) and switch studies (residual induction). The model was considered verified when the predictions were within 2-fold of the observed data. One hundred virtual individuals (50% female) were generated to simulate the unstudied scenarios. The results were used to calculate the fold-change in CYP3A4 and UGT1A1 enzyme levels upon initiation and discontinuation of strong (rifampicin) or moderate (efavirenz or rifabutin) inducers.

Results: The time for reaching maximal induction and subsequent disappearance of CYP3A4 induction was 14 days for rifampicin and efavirenz but 7 days for rifabutin. The distinct timelines for the moderate inducers relate to their different half-lives and plasma concentrations. The induction and de-induction processes were more rapid for UGT1A1.

Conclusions: Our simulations support the common practice of maintaining the adjusted dosage of a drug for another 2 weeks after stopping an inducer. Furthermore, our simulations suggest that an inducer should be administered for at least 14 days before conducting interaction studies to reach maximal induction.

背景:艾滋病毒感染者可能出现合并症,需要开始并随后停止使用具有诱导特性的药物。达到最大酶诱导和返回到基线酶水平的时间还没有完全表征。目的:本研究的目的是通过基于生理的药代动力学(PBPK)模型,评估多替格拉韦[尿苷二磷酸葡萄糖醛基转移酶(UGT) 1A1和细胞色素P450 (CYP) 3A4底物]和雷替格拉韦(UGT1A1底物)在强和中等诱导剂诱导下的起效和消失。方法:通过临床药物相互作用研究(稳态诱导)和切换研究(残留诱导)验证PBPK模型在模拟多替格拉韦和雷替格拉韦药代动力学和再现诱导强度方面的预测性能。当预测与观测数据的误差在2倍以内时,认为模型得到了验证。100个虚拟个体(50%为女性)被生成来模拟未研究的场景。结果被用来计算CYP3A4和UGT1A1酶水平在强(利福平)或中等(依非韦伦或利福布汀)诱导剂起始和停药后的倍增变化。结果:利福平、依非韦伦组达到最大诱导时间为14 d,利福布汀组为7 d。中等诱导剂的不同时间线与它们不同的半衰期和血浆浓度有关。UGT1A1的诱导和去诱导过程更为迅速。结论:我们的模拟支持在停止使用诱导剂后再维持调整剂量2周的常规做法。此外,我们的模拟表明,在进行相互作用研究之前,诱导剂应至少使用14天以达到最大诱导。
{"title":"Management of Drug Interactions with Inducers: Onset and Disappearance of Induction on Cytochrome P450 3A4 and Uridine Diphosphate Glucuronosyltransferase 1A1 Substrates.","authors":"Sara Bettonte,&nbsp;Mattia Berton,&nbsp;Felix Stader,&nbsp;Manuel Battegay,&nbsp;Catia Marzolini","doi":"10.1007/s13318-023-00833-9","DOIUrl":"https://doi.org/10.1007/s13318-023-00833-9","url":null,"abstract":"<p><strong>Background: </strong>People living with HIV may present co-morbidities requiring the initiation and subsequently the discontinuation of medications with inducing properties. The time to reach maximal enzyme induction and to return to baseline enzyme levels has not been thoroughly characterized.</p><p><strong>Objective: </strong>The aim of this study was to evaluate the onset and disappearance of dolutegravir [uridine diphosphate glucuronosyltransferase (UGT) 1A1 and cytochrome P450 (CYP) 3A4 substrate] and raltegravir (UGT1A1 substrate) induction with strong and moderate inducers using physiologically based pharmacokinetic (PBPK) modeling.</p><p><strong>Methods: </strong>The predictive performance of the PBPK model to simulate dolutegravir and raltegravir pharmacokinetics and to reproduce the strength of induction was verified using clinical drug-drug interaction studies (steady-state induction) and switch studies (residual induction). The model was considered verified when the predictions were within 2-fold of the observed data. One hundred virtual individuals (50% female) were generated to simulate the unstudied scenarios. The results were used to calculate the fold-change in CYP3A4 and UGT1A1 enzyme levels upon initiation and discontinuation of strong (rifampicin) or moderate (efavirenz or rifabutin) inducers.</p><p><strong>Results: </strong>The time for reaching maximal induction and subsequent disappearance of CYP3A4 induction was 14 days for rifampicin and efavirenz but 7 days for rifabutin. The distinct timelines for the moderate inducers relate to their different half-lives and plasma concentrations. The induction and de-induction processes were more rapid for UGT1A1.</p><p><strong>Conclusions: </strong>Our simulations support the common practice of maintaining the adjusted dosage of a drug for another 2 weeks after stopping an inducer. Furthermore, our simulations suggest that an inducer should be administered for at least 14 days before conducting interaction studies to reach maximal induction.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/6c/b0/13318_2023_Article_833.PMC10322778.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9798742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Cefiderocol is Not Sequestered in an Ex Vivo Extracorporeal Membrane Oxygenation (ECMO) Circuit. 体内体外膜氧合(ECMO)回路中的头孢羟氨苄不会被螯合。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 Epub Date: 2023-06-23 DOI: 10.1007/s13318-023-00840-w
Angela V Berry, Allison Conelius, Jason A Gluck, David P Nicolau, Joseph L Kuti

Background and objective: Extracorporeal membrane oxygenation (ECMO) is used in critically ill patients that require respiratory and/or cardiac support. Cefiderocol is a novel siderophore antibiotic that may require use in infected critically ill patients supported by ECMO. The objective of this study was to determine the loss of cefiderocol through an ex vivo adult ECMO circuit using a Quadrox-iD oxygenator.

Methods: A 3/8-inch, simulated, ex vivo closed-loop ECMO circuit was prepared with a Quadrox-iD adult oxygenator and primed with fresh whole blood. Cefiderocol was administered into the circuit to achieve a starting concentration of approximately 90 mg/L. Post-oxygenator blood samples were collected at 0, 0.25, 0.5, 1, 2, 4, 6, 12, and 24 h after the addition of the drug to determine the loss in the circuit. A glass control jar was prepared with the same blood matrix and maintained at the same temperature to determine drug degradation. The experiment was conducted in triplicate. The rate of cefiderocol loss in the ECMO circuit was compared with that in the control by one-way analysis of variance.

Results: At 0 h, the difference between the pre- and post-oxygenator concentrations was - 4 ± 4% (range 0 to - 7%). After 24 h, the cefiderocol percent reduction was similar between the ECMO circuit and control (50% ± 13 vs. 50% ± 9, p = 1.0).

Conclusions: The degradation rate of cefiderocol did not differ significantly within the ECMO circuit and control, suggesting no loss due to sequestration or adsorption. Pharmacokinetic studies in patients supported by ECMO are warranted to determine final dosing recommendations.

背景和目的:体外膜氧合(ECMO)用于需要呼吸和/或心脏支持的重症患者。头孢羟氨苄是一种新型嗜苷抗生素,可能需要用于由 ECMO 支持的受感染重症患者。本研究的目的是确定头孢羟氨苄在使用 Quadrox-iD 氧合器的体外成人 ECMO 循环中的流失量:方法:使用 Quadrox-iD 成人氧合器准备了一个 3/8 英寸的模拟体外闭环 ECMO 回路,并用新鲜全血进行引流。向回路中注入头孢总碱,使起始浓度达到约 90 毫克/升。在添加药物后的 0、0.25、0.5、1、2、4、6、12 和 24 小时采集充氧后的血液样本,以确定回路中的损失。用相同的血液基质制备了一个玻璃对照瓶,并保持在相同的温度下,以确定药物降解情况。实验一式三份。通过单因素方差分析比较了头孢哌酮在 ECMO 循环中的损耗率与对照组的损耗率:结果:0 小时时,供氧前和供氧后的浓度差为 - 4 ± 4%(范围为 0 至 - 7%)。24 小时后,ECMO 循环与对照组的头孢羟氨苄降解率相似(50% ± 13 vs. 50% ± 9,p = 1.0):结论:头孢羟氨苄的降解率在 ECMO 循环和对照组之间没有明显差异,表明没有因螯合或吸附而造成损失。有必要对接受 ECMO 支持的患者进行药代动力学研究,以确定最终剂量建议。
{"title":"Cefiderocol is Not Sequestered in an Ex Vivo Extracorporeal Membrane Oxygenation (ECMO) Circuit.","authors":"Angela V Berry, Allison Conelius, Jason A Gluck, David P Nicolau, Joseph L Kuti","doi":"10.1007/s13318-023-00840-w","DOIUrl":"10.1007/s13318-023-00840-w","url":null,"abstract":"<p><strong>Background and objective: </strong>Extracorporeal membrane oxygenation (ECMO) is used in critically ill patients that require respiratory and/or cardiac support. Cefiderocol is a novel siderophore antibiotic that may require use in infected critically ill patients supported by ECMO. The objective of this study was to determine the loss of cefiderocol through an ex vivo adult ECMO circuit using a Quadrox-iD oxygenator.</p><p><strong>Methods: </strong>A 3/8-inch, simulated, ex vivo closed-loop ECMO circuit was prepared with a Quadrox-iD adult oxygenator and primed with fresh whole blood. Cefiderocol was administered into the circuit to achieve a starting concentration of approximately 90 mg/L. Post-oxygenator blood samples were collected at 0, 0.25, 0.5, 1, 2, 4, 6, 12, and 24 h after the addition of the drug to determine the loss in the circuit. A glass control jar was prepared with the same blood matrix and maintained at the same temperature to determine drug degradation. The experiment was conducted in triplicate. The rate of cefiderocol loss in the ECMO circuit was compared with that in the control by one-way analysis of variance.</p><p><strong>Results: </strong>At 0 h, the difference between the pre- and post-oxygenator concentrations was - 4 ± 4% (range 0 to - 7%). After 24 h, the cefiderocol percent reduction was similar between the ECMO circuit and control (50% ± 13 vs. 50% ± 9, p = 1.0).</p><p><strong>Conclusions: </strong>The degradation rate of cefiderocol did not differ significantly within the ECMO circuit and control, suggesting no loss due to sequestration or adsorption. Pharmacokinetic studies in patients supported by ECMO are warranted to determine final dosing recommendations.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9799771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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: 1
Pharmacokinetics and Drug-Drug Interaction of Ocedurenone (KBP-5074) in vitro and in vivo. 舒克度酮(KBP-5074)的体内外药动学及药物相互作用。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00837-5
Ping Wang, Jinrong Liu, Xiaojuan Tan, Fred Yang, James McCabe, Jay Zhang

Background and objectives: Ocedurenone (KBP-5074) is a novel nonsteroidal mineralocorticoid receptor antagonist that has demonstrated safety and efficacy in clinical trials in patients with uncontrolled hypertension and stage 3b/4 chronic kidney disease. This study evaluated the involvement of cytochrome P450 (CYP) isozymes and drug transporters in the biotransformation of ocedurenone, and whether ocedurenone inhibited or induced CYP enzymes and transporters. Clinical pharmacokinetic drug-drug interaction (DDI) of ocedurenone with CYP3A inhibitor and inducer were investigated in healthy volunteers.

Methods: In vitro tests were conducted to determine which CYP enzymes were involved in ocedurenone's metabolism and whether ocedurenone inhibited or induced these CYP enzymes; ocedurenone substrate characteristics for efflux and uptake transporters and its inhibitory potential on major drug transporters were also assessed. A clinical DDI study was conducted in healthy volunteers to evaluate the effects of a strong CYP3A inhibitor (itraconazole) and inducer (rifampin) on ocedurenone's pharmacokinetics.

Results: The in vitro study showed that ocedurenone was primarily metabolized by CYP3A4 and that it did not inhibit CYP enzymes. Ocedurenone appeared to be a substrate of BCRP and P-gp efflux transporters and inhibited BCRP, BSEP, MDR1, MATE1 and 2-K, OATP1B1/3, and OCT1. The clinical DDI study showed that itraconazole reduced ocedurenone's oral clearance by 51% and increased area under the plasma concentration-time curve extrapolated to infinity (AUC0-inf) by 104%, while rifampin increased its oral clearance by 6.4-fold and decreased plasma AUC0-inf by 84%.

Conclusion: Ocedurenone was shown to be a CYP3A substrate, with no inhibition potential on major drug metabolizing CYP enzymes and transporters at clinical efficacious doses. Ocedurenone did not induce CYP1A2 and 3A4 activity in cultured human primary hepatocytes. Clinical DDI study indicated ocedurenone was well tolerated when administered as a single 0.5-mg dose both alone and with itraconazole or rifampin, and while itraconazole had a weak effect on ocedurenone's pharmacokinetics, rifampin had a significant effect reducing systemic exposures.

背景和目的:ocdurenone (KBP-5074)是一种新型的非甾体类矿物皮质激素受体拮抗剂,在临床试验中对未控制的高血压和3b/4期慢性肾病患者显示出安全性和有效性。本研究评估了细胞色素P450 (CYP)同工酶和药物转运体在鲨头二烯酮生物转化中的作用,以及鲨头二烯酮是否抑制或诱导了CYP酶和转运体。在健康志愿者中研究了舒克都乐酮与CYP3A抑制剂和诱导剂的临床药动学相互作用(DDI)。方法:通过体外实验确定哪些CYP酶参与了鲨头都烯酮的代谢,鲨头都烯酮是否抑制或诱导这些CYP酶;此外,还评估了章鱼酮对外排和摄取转运体的底物特性及其对主要药物转运体的抑制潜力。在健康志愿者中进行了一项临床DDI研究,以评估强CYP3A抑制剂(伊曲康唑)和诱导剂(利福平)对舒克都乐酮药代动力学的影响。结果:体外实验表明,叔都乐酮主要由CYP3A4代谢,对CYP3A4酶无抑制作用。Ocedurenone似乎是BCRP和P-gp外排转运蛋白的底物,并抑制BCRP、BSEP、MDR1、MATE1和2-K、OATP1B1/3和OCT1。临床DDI研究显示,伊曲康唑使舒克都酮口服清除率降低51%,使血浆浓度-时间曲线下面积(AUC0-inf)增加104%,而利福平使口服清除率提高6.4倍,使血浆AUC0-inf降低84%。结论:在临床有效剂量下,欧舒瑞酮是CYP3A底物,对主要药物代谢CYP酶和转运体无抑制潜力。吲哚醌对培养的人原代肝细胞CYP1A2和3A4活性无诱导作用。临床DDI研究表明,当单次0.5 mg剂量时,无论是单独给药还是与伊曲康唑或利福平一起给药时,奥克度萘酮的耐受性都很好,而伊曲康唑对奥克度萘酮的药代动力学影响较弱,而利福平对全身暴露的影响显著。
{"title":"Pharmacokinetics and Drug-Drug Interaction of Ocedurenone (KBP-5074) in vitro and in vivo.","authors":"Ping Wang,&nbsp;Jinrong Liu,&nbsp;Xiaojuan Tan,&nbsp;Fred Yang,&nbsp;James McCabe,&nbsp;Jay Zhang","doi":"10.1007/s13318-023-00837-5","DOIUrl":"https://doi.org/10.1007/s13318-023-00837-5","url":null,"abstract":"<p><strong>Background and objectives: </strong>Ocedurenone (KBP-5074) is a novel nonsteroidal mineralocorticoid receptor antagonist that has demonstrated safety and efficacy in clinical trials in patients with uncontrolled hypertension and stage 3b/4 chronic kidney disease. This study evaluated the involvement of cytochrome P450 (CYP) isozymes and drug transporters in the biotransformation of ocedurenone, and whether ocedurenone inhibited or induced CYP enzymes and transporters. Clinical pharmacokinetic drug-drug interaction (DDI) of ocedurenone with CYP3A inhibitor and inducer were investigated in healthy volunteers.</p><p><strong>Methods: </strong>In vitro tests were conducted to determine which CYP enzymes were involved in ocedurenone's metabolism and whether ocedurenone inhibited or induced these CYP enzymes; ocedurenone substrate characteristics for efflux and uptake transporters and its inhibitory potential on major drug transporters were also assessed. A clinical DDI study was conducted in healthy volunteers to evaluate the effects of a strong CYP3A inhibitor (itraconazole) and inducer (rifampin) on ocedurenone's pharmacokinetics.</p><p><strong>Results: </strong>The in vitro study showed that ocedurenone was primarily metabolized by CYP3A4 and that it did not inhibit CYP enzymes. Ocedurenone appeared to be a substrate of BCRP and P-gp efflux transporters and inhibited BCRP, BSEP, MDR1, MATE1 and 2-K, OATP1B1/3, and OCT1. The clinical DDI study showed that itraconazole reduced ocedurenone's oral clearance by 51% and increased area under the plasma concentration-time curve extrapolated to infinity (AUC<sub>0-inf</sub>) by 104%, while rifampin increased its oral clearance by 6.4-fold and decreased plasma AUC<sub>0-inf</sub> by 84%.</p><p><strong>Conclusion: </strong>Ocedurenone was shown to be a CYP3A substrate, with no inhibition potential on major drug metabolizing CYP enzymes and transporters at clinical efficacious doses. Ocedurenone did not induce CYP1A2 and 3A4 activity in cultured human primary hepatocytes. Clinical DDI study indicated ocedurenone was well tolerated when administered as a single 0.5-mg dose both alone and with itraconazole or rifampin, and while itraconazole had a weak effect on ocedurenone's pharmacokinetics, rifampin had a significant effect reducing systemic exposures.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/7a/3f/13318_2023_Article_837.PMC10322960.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10176052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Metabolism and Disposition of the Novel Oral Factor XIa Inhibitor Asundexian in Rats and in Humans. 新型口服因子XIa抑制剂assundexian在大鼠和人体内的代谢和处置。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00838-4
Isabel Piel, Anna Engelen, Dieter Lang, Simone I Schulz, Michael Gerisch, Christine Brase, Wiebke Janssen, Lukas Fiebig, Stefan Heitmeier, Friederike Kanefendt

Background and objectives: Current anticoagulants pose an increased risk of bleeding. The development of drugs targeting factor XIa, like asundexian, may provide a safer treatment option. A human mass‑balance study was conducted to gain a deeper understanding of the absorption, distribution, metabolism, excretion, and potential for drug-drug interaction of asundexian. Additionally, an overview of the biotransformation and clearance pathways for asundexian in humans and bile-duct cannulated (BDC) rats in vivo, as well as in vitro in hepatocytes of both species, is reported.

Methods: The mass balance, biotransformation, and excretion pathways of asundexian were investigated in six healthy volunteers (single oral dose of 25 mg [14C]asundexian) and in BDC rats (intravenous [14C]asundexian 1 mg/kg).

Results: Overall recovery of radioactivity was 101% for humans (samples collected up to 14 days after dosing), and 97.9% for BDC rats (samples collected in the 24 h after dosing). Radioactivity was mainly excreted into feces in humans (80.3%) and into bile/feces in BDC rats (> 94%). The predominant clearance pathways in humans were amide hydrolysis to metabolite M1 (47%) and non-labeled M9 with subsequent N-acetylation to M10; oxidative biotransformation was a minor pathway (13%). In rats, hydrolysis of the terminal amide to M2 was the predominant pathway. In human plasma, asundexian accounted for 61.0% of total drug-related area under the plasma concentration-time curve (AUC); M10 was the major metabolite (16.4% of the total drug-related AUC). Excretion of unmetabolized drug was a significant clearance pathway in both species (human, ~ 37%; BDC rat, ~ 24%). The near-complete bioavailability of asundexian suggests negligible limitations on absorption and first-pass metabolism. Comparison with radiochromatograms from incubations with human or rat hepatocytes indicated consistency across species and a good overall in vitro/in vivo correlation.

Conclusions: Similar to preclinical experiments, total asundexian-derived radioactivity is cleared quantitatively predominantly via feces. Excretion occurs mainly via amide hydrolysis and as the unchanged drug.

背景和目的:目前使用的抗凝药物会增加出血的风险。针对XIa因子的药物的开发,如阿森地仙,可能提供一种更安全的治疗选择。我们进行了一项人体质量平衡研究,以更深入地了解亚散的吸收、分布、代谢、排泄和药物-药物相互作用的可能性。此外,还报道了亚硝胺在人和胆管插管(BDC)大鼠体内以及在体外两种物种的肝细胞中的生物转化和清除途径。方法:研究6名健康志愿者(单次口服[14C]亚桑德仙25 mg)和BDC大鼠(静脉注射[14C]亚桑德仙1 mg/kg)的物质平衡、生物转化和排泄途径。结果:人体(给药后14天内采集的样品)放射性总恢复率为101%,BDC大鼠(给药后24 h采集的样品)放射性总恢复率为97.9%。放射性主要通过人类粪便排出(80.3%),BDC大鼠主要通过胆汁/粪便排出(> 94%)。人类主要的清除途径是酰胺水解为代谢物M1(47%)和未标记的M9,随后n-乙酰化为M10;氧化生物转化是次要途径(13%)。在大鼠中,末端酰胺水解为M2是主要途径。在人血浆中,亚散线占血浆浓度-时间曲线(AUC)下药物相关总面积的61.0%;M10是主要代谢物(占总药物相关AUC的16.4%)。在这两个物种中,未代谢药物的排泄是一个重要的清除途径(人类,~ 37%;BDC大鼠,~ 24%)。亚桑德仙近乎完全的生物利用度表明其在吸收和首过代谢方面的限制可以忽略不计。与人或大鼠肝细胞孵育的放射色谱图比较表明,不同物种之间存在一致性,并且总体上具有良好的体外/体内相关性。结论:与临床前实验相似,总放射性主要通过粪便被定量清除。主要通过酰胺水解和作为原药排出。
{"title":"Metabolism and Disposition of the Novel Oral Factor XIa Inhibitor Asundexian in Rats and in Humans.","authors":"Isabel Piel,&nbsp;Anna Engelen,&nbsp;Dieter Lang,&nbsp;Simone I Schulz,&nbsp;Michael Gerisch,&nbsp;Christine Brase,&nbsp;Wiebke Janssen,&nbsp;Lukas Fiebig,&nbsp;Stefan Heitmeier,&nbsp;Friederike Kanefendt","doi":"10.1007/s13318-023-00838-4","DOIUrl":"https://doi.org/10.1007/s13318-023-00838-4","url":null,"abstract":"<p><strong>Background and objectives: </strong>Current anticoagulants pose an increased risk of bleeding. The development of drugs targeting factor XIa, like asundexian, may provide a safer treatment option. A human mass‑balance study was conducted to gain a deeper understanding of the absorption, distribution, metabolism, excretion, and potential for drug-drug interaction of asundexian. Additionally, an overview of the biotransformation and clearance pathways for asundexian in humans and bile-duct cannulated (BDC) rats in vivo, as well as in vitro in hepatocytes of both species, is reported.</p><p><strong>Methods: </strong>The mass balance, biotransformation, and excretion pathways of asundexian were investigated in six healthy volunteers (single oral dose of 25 mg [<sup>14</sup>C]asundexian) and in BDC rats (intravenous [<sup>14</sup>C]asundexian 1 mg/kg).</p><p><strong>Results: </strong>Overall recovery of radioactivity was 101% for humans (samples collected up to 14 days after dosing), and 97.9% for BDC rats (samples collected in the 24 h after dosing). Radioactivity was mainly excreted into feces in humans (80.3%) and into bile/feces in BDC rats (> 94%). The predominant clearance pathways in humans were amide hydrolysis to metabolite M1 (47%) and non-labeled M9 with subsequent N-acetylation to M10; oxidative biotransformation was a minor pathway (13%). In rats, hydrolysis of the terminal amide to M2 was the predominant pathway. In human plasma, asundexian accounted for 61.0% of total drug-related area under the plasma concentration-time curve (AUC); M10 was the major metabolite (16.4% of the total drug-related AUC). Excretion of unmetabolized drug was a significant clearance pathway in both species (human, ~ 37%; BDC rat, ~ 24%). The near-complete bioavailability of asundexian suggests negligible limitations on absorption and first-pass metabolism. Comparison with radiochromatograms from incubations with human or rat hepatocytes indicated consistency across species and a good overall in vitro/in vivo correlation.</p><p><strong>Conclusions: </strong>Similar to preclinical experiments, total asundexian-derived radioactivity is cleared quantitatively predominantly via feces. Excretion occurs mainly via amide hydrolysis and as the unchanged drug.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/2b/eb/13318_2023_Article_838.PMC10322790.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10176553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pharmacokinetic Study of 14C-Radiolabeled p-Boronophenylalanine (BPA) in Sorbitol Solution and the Treatment Outcome of BPA-Based Boron Neutron Capture Therapy on a Tumor-Bearing Mouse Model. 山梨醇溶液中14c放射性标记对硼苯丙氨酸(BPA)的药动学研究及基于BPA的硼中子俘获疗法对荷瘤小鼠模型的治疗效果
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00830-y
Tsubasa Watanabe, Tomohiro Yoshikawa, Hiroki Tanaka, Yuko Kinashi, Genro Kashino, Shin-Ichiro Masunaga, Toshimitsu Hayashi, Koki Uehara, Koji Ono, Minoru Suzuki

Background and objective: Boron neutron capture therapy (BNCT) is a binary cancer treatment that combines boron administration and neutron irradiation. The tumor cells take up the boron compound and the subsequent neutron irradiation results in a nuclear fission reaction caused by the neutron capture reaction of the boron nuclei. This produces highly cytocidal heavy particles, leading to the destruction of tumor cells. p-boronophenylalanine (BPA) is widely used in BNCT but is insoluble in water and requires reducing sugar or sugar alcohol as a dissolvent to create an aqueous solution for administration. The purpose of this study was to investigate the pharmacokinetics of 14C-radiolabeled BPA using sorbitol as a dissolvent, which has not been reported before, and confirm whether neutron irradiation with a sorbitol solution of BPA can produce an antitumor effect of BNCT.

Materials and methods: In this study, we evaluated the sugar alcohol, sorbitol, as a novel dissolution aid and examined the consequent stability of the BPA for long-term storage. U-87 MG and SAS tumor cell lines were used for in vitro and in vivo experiments. We examined the pharmacokinetics of 14C-radiolabeled BPA in sorbitol solution, administered either intravenously or subcutaneously to a mouse tumor model. Neutron irradiation was performed in conjunction with the administration of BPA in sorbitol solution using the same tumor cell lines both in vitro and in vivo.

Results: We found that BPA in sorbitol solution maintains stability for longer than in fructose solution, and can therefore be stored for a longer period. Pharmacokinetic studies with 14C-radiolabeled BPA confirmed that the sorbitol solution of BPA distributed through tumors in much the same way as BPA in fructose. Neutron irradiation was found to produce dose-dependent antitumor effects, both in vitro and in vivo, after the administration of BPA in sorbitol solution.

Conclusion: In this report, we demonstrate the efficacy of BPA in sorbitol solution as the boron source in BNCT.

背景与目的:硼中子俘获疗法(BNCT)是一种结合硼给药和中子照射的二元肿瘤治疗方法。肿瘤细胞吸收了硼化合物,随后的中子照射导致硼原子核的中子俘获反应引起核裂变反应。这会产生高度杀伤细胞的重颗粒,导致肿瘤细胞的破坏。对硼苯丙氨酸(BPA)广泛用于BNCT,但它不溶于水,需要还原糖或糖醇作为溶剂来形成给药的水溶液。本研究的目的是研究以山梨醇为溶剂的14c放射性标记BPA的药代动力学,这在以前没有报道过,并证实用山梨醇BPA溶液进行中子照射是否能产生BNCT的抗肿瘤作用。材料和方法:在本研究中,我们评估了糖醇,山梨醇,作为一种新的溶解助剂,并研究了其长期储存的稳定性。采用U-87 MG和SAS肿瘤细胞株进行体外和体内实验。我们检测了14c放射性标记BPA在山梨醇溶液中的药代动力学,通过静脉注射或皮下注射给药于小鼠肿瘤模型。在体外和体内使用相同的肿瘤细胞系,在山梨醇溶液中进行中子辐照和双酚a处理。结果:我们发现BPA在山梨醇溶液中比在果糖溶液中保持稳定性的时间更长,因此可以储存更长的时间。14c放射性标记双酚a的药代动力学研究证实,双酚a的山梨醇溶液在肿瘤中的分布方式与双酚a在果糖中的分布方式基本相同。在山梨醇溶液中给予双酚a后,发现中子辐照在体外和体内均产生剂量依赖性的抗肿瘤作用。结论:在本报告中,我们证明了山梨醇溶液中的BPA作为BNCT中硼源的有效性。
{"title":"Pharmacokinetic Study of <sup>14</sup>C-Radiolabeled p-Boronophenylalanine (BPA) in Sorbitol Solution and the Treatment Outcome of BPA-Based Boron Neutron Capture Therapy on a Tumor-Bearing Mouse Model.","authors":"Tsubasa Watanabe,&nbsp;Tomohiro Yoshikawa,&nbsp;Hiroki Tanaka,&nbsp;Yuko Kinashi,&nbsp;Genro Kashino,&nbsp;Shin-Ichiro Masunaga,&nbsp;Toshimitsu Hayashi,&nbsp;Koki Uehara,&nbsp;Koji Ono,&nbsp;Minoru Suzuki","doi":"10.1007/s13318-023-00830-y","DOIUrl":"https://doi.org/10.1007/s13318-023-00830-y","url":null,"abstract":"<p><strong>Background and objective: </strong>Boron neutron capture therapy (BNCT) is a binary cancer treatment that combines boron administration and neutron irradiation. The tumor cells take up the boron compound and the subsequent neutron irradiation results in a nuclear fission reaction caused by the neutron capture reaction of the boron nuclei. This produces highly cytocidal heavy particles, leading to the destruction of tumor cells. p-boronophenylalanine (BPA) is widely used in BNCT but is insoluble in water and requires reducing sugar or sugar alcohol as a dissolvent to create an aqueous solution for administration. The purpose of this study was to investigate the pharmacokinetics of <sup>14</sup>C-radiolabeled BPA using sorbitol as a dissolvent, which has not been reported before, and confirm whether neutron irradiation with a sorbitol solution of BPA can produce an antitumor effect of BNCT.</p><p><strong>Materials and methods: </strong>In this study, we evaluated the sugar alcohol, sorbitol, as a novel dissolution aid and examined the consequent stability of the BPA for long-term storage. U-87 MG and SAS tumor cell lines were used for in vitro and in vivo experiments. We examined the pharmacokinetics of <sup>14</sup>C-radiolabeled BPA in sorbitol solution, administered either intravenously or subcutaneously to a mouse tumor model. Neutron irradiation was performed in conjunction with the administration of BPA in sorbitol solution using the same tumor cell lines both in vitro and in vivo.</p><p><strong>Results: </strong>We found that BPA in sorbitol solution maintains stability for longer than in fructose solution, and can therefore be stored for a longer period. Pharmacokinetic studies with <sup>14</sup>C-radiolabeled BPA confirmed that the sorbitol solution of BPA distributed through tumors in much the same way as BPA in fructose. Neutron irradiation was found to produce dose-dependent antitumor effects, both in vitro and in vivo, after the administration of BPA in sorbitol solution.</p><p><strong>Conclusion: </strong>In this report, we demonstrate the efficacy of BPA in sorbitol solution as the boron source in BNCT.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9790727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Development of a 2D-QSAR Model for Tissue-to-Plasma Partition Coefficient Value with High Accuracy Using Machine Learning Method, Minimum Required Experimental Values, and Physicochemical Descriptors. 利用机器学习方法、最小实验值和物理化学描述符开发高精度组织到等离子体分配系数值的2D-QSAR模型。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-07-01 DOI: 10.1007/s13318-023-00832-w
Koichi Handa, Seishiro Sakamoto, Michiharu Kageyama, Takeshi Iijima

Background: The demand for physiologically based pharmacokinetic (PBPK) model is increasing currently. New drug application (NDA) of many compounds is submitted with PBPK models for efficient drug development. Tissue-to-plasma partition coefficient (Kp) is a key parameter for the PBPK model to describe differential equations. However, it is difficult to obtain the Kp value experimentally because the measurement of drug concentration in the tissue is much harder than that in plasma.

Objective: Instead of experiments, many researchers have sought in silico methods. Today, most of the models for Kp prediction are using in vitro and in vivo parameters as explanatory variables. We thought of physicochemical descriptors that could improve the predictability. Therefore, we aimed to develop the two-dimensional quantitative structure-activity relationship (2D-QSAR) model for Kp using physicochemical descriptors instead of in vivo experimental data as explanatory variables.

Methods: We compared our model with the conventional models using 20-fold cross-validation according to the published method (Yun et al. J Pharmacokinet Pharmacodyn 41:1-14, 2014). We used random forest algorithm, which is known to be one of the best predictors for the 2D-QSAR model. Finally, we combined minimum in vitro experimental values and physiochemical descriptors. Thus, the prediction method for Kp value using a few in vitro parameters and physicochemical descriptors was developed; this is a multimodal model.

Results: Its accuracy was found to be superior to that of the conventional models. Results of this research suggest that multimodality is useful for the 2D-QSAR model [RMSE and % of two-fold error: 0.66 and 42.2% (Berezohkovsky), 0.52 and 52.2% (Rodgers), 0.65 and 34.6% (Schmitt), 0.44 and 61.1% (published model), 0.41 and 62.1% (traditional model), 0.39 and 64.5% (multimodal model)].

Conclusion: We could develop a 2D-QSAR model for Kp value with the highest accuracy using a few in vitro experimental data and physicochemical descriptors.

背景:目前对基于生理的药代动力学(PBPK)模型的需求日益增加。许多化合物的新药申请(NDA)都是通过PBPK模型提交的,以实现高效的药物开发。组织-等离子体分配系数(Kp)是PBPK模型描述微分方程的关键参数。然而,由于在组织中测量药物浓度比在血浆中测量困难得多,因此很难通过实验获得Kp值。目的:许多研究人员都在寻找计算机方法来代替实验。目前,大多数Kp预测模型都使用体外和体内参数作为解释变量。我们想到了可以提高可预测性的物理化学描述符。因此,我们的目标是建立Kp的二维定量构效关系(2D-QSAR)模型,使用物理化学描述符而不是体内实验数据作为解释变量。方法:根据已发表的方法(Yun et al.),使用20倍交叉验证将我们的模型与传统模型进行比较。药理学杂志,2014(1):1- 4。我们使用随机森林算法,这是已知的2D-QSAR模型的最佳预测器之一。最后,我们结合了最小的体外实验值和理化描述符。在此基础上,建立了利用少量体外参数和理化描述符预测Kp值的方法;这是一个多模态模型。结果:该模型的准确性优于常规模型。本研究结果表明,多模态对2D-QSAR模型是有用的[RMSE和双重误差%:0.66和42.2% (Berezohkovsky), 0.52和52.2% (Rodgers), 0.65和34.6% (Schmitt), 0.44和61.1%(已发表模型),0.41和62.1%(传统模型),0.39和64.5%(多模态模型)]。结论:利用少量体外实验数据和理化描述符,可以建立精度最高的Kp值2D-QSAR模型。
{"title":"Development of a 2D-QSAR Model for Tissue-to-Plasma Partition Coefficient Value with High Accuracy Using Machine Learning Method, Minimum Required Experimental Values, and Physicochemical Descriptors.","authors":"Koichi Handa,&nbsp;Seishiro Sakamoto,&nbsp;Michiharu Kageyama,&nbsp;Takeshi Iijima","doi":"10.1007/s13318-023-00832-w","DOIUrl":"https://doi.org/10.1007/s13318-023-00832-w","url":null,"abstract":"<p><strong>Background: </strong>The demand for physiologically based pharmacokinetic (PBPK) model is increasing currently. New drug application (NDA) of many compounds is submitted with PBPK models for efficient drug development. Tissue-to-plasma partition coefficient (K<sub>p</sub>) is a key parameter for the PBPK model to describe differential equations. However, it is difficult to obtain the K<sub>p</sub> value experimentally because the measurement of drug concentration in the tissue is much harder than that in plasma.</p><p><strong>Objective: </strong>Instead of experiments, many researchers have sought in silico methods. Today, most of the models for K<sub>p</sub> prediction are using in vitro and in vivo parameters as explanatory variables. We thought of physicochemical descriptors that could improve the predictability. Therefore, we aimed to develop the two-dimensional quantitative structure-activity relationship (2D-QSAR) model for K<sub>p</sub> using physicochemical descriptors instead of in vivo experimental data as explanatory variables.</p><p><strong>Methods: </strong>We compared our model with the conventional models using 20-fold cross-validation according to the published method (Yun et al. J Pharmacokinet Pharmacodyn 41:1-14, 2014). We used random forest algorithm, which is known to be one of the best predictors for the 2D-QSAR model. Finally, we combined minimum in vitro experimental values and physiochemical descriptors. Thus, the prediction method for K<sub>p</sub> value using a few in vitro parameters and physicochemical descriptors was developed; this is a multimodal model.</p><p><strong>Results: </strong>Its accuracy was found to be superior to that of the conventional models. Results of this research suggest that multimodality is useful for the 2D-QSAR model [RMSE and % of two-fold error: 0.66 and 42.2% (Berezohkovsky), 0.52 and 52.2% (Rodgers), 0.65 and 34.6% (Schmitt), 0.44 and 61.1% (published model), 0.41 and 62.1% (traditional model), 0.39 and 64.5% (multimodal model)].</p><p><strong>Conclusion: </strong>We could develop a 2D-QSAR model for K<sub>p</sub> value with the highest accuracy using a few in vitro experimental data and physicochemical descriptors.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9794837","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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: 1
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European Journal of Drug Metabolism and Pharmacokinetics
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