Pub Date : 2026-02-01Epub Date: 2025-12-17DOI: 10.1016/j.dmd.2025.100220
Ravindranath Reddy Gilibili, Simmi Gupta, Anup Arunrao Deshpande, Nian Tong, Dongyue Yu, Raghavendra Veerapuram, Prakash Subramanyam, Shruti Chitransh, Yazh Muthukumar, Kaushik Ghosh, Sagnik Chatterjee, Prakash Vachaspati, T Thanga Mariappan, Matthew G Soars, Hong Shen
Organic cation transporter 1 (OCT1, SLC22A1) is a key determinant in the hepatic disposition of cationic drugs, primarily supported by pharmacogenomic studies. However, evidence for OCT1-mediated drug-drug interactions (DDIs) remains limited. This study aimed to elucidate the role of OCT1 in DDIs using cynomolgus monkeys through comprehensive in vitro and in vivo experiments. Cynomolgus monkey OCT1 (cOCT1) shares 94.2% amino acid identity with human OCT1 (hOCT1). Transport assays in transfected human embryonic kidney 293 cells showed that sumatriptan, fenoterol, metformin, quinidine, and 1-methyl-4-phenylpyridinium were transported by cOCT1 at rates comparable to hOCT1 (less than 2-fold difference). The Km and Vmax values for cOCT1-mediated transport of sumatriptan and fenoterol were similar or within 2-fold to those of hOCT1 (Km: 188 ± 56 vs 178 ± 25 and 1.6 ± 0.48 vs 0.73 ± 0.47 μM, respectively, Vmax: 49.4 ± 8.3 vs 83.9 ± 5.2 and 124 ± 8.9 vs 158 ± 22 pmol/min per mg, respectively). Inhibition studies demonstrated that quinidine, rifamycin SV, and ketoprofen inhibited sumatriptan uptake in monkey hepatocytes to a similar extent as in human hepatocytes, with IC50 values within a 2- to 3-fold range. In addition, axitinib, nintedanib, and erlotinib were identified as inhibitors of both cOCT1 and hOCT1. In vivo, coadministration of axitinib (15 mg/kg), nintedanib (40 mg/kg), and erlotinib (15 mg/kg) increased sumatriptan area under the plasma concentration-time curve from zero to 24 hours by 1.3, 2.0, and 1.9-fold, respectively, compared with sumatriptan alone (2 mg/kg). These findings underscore the crucial role of OCT1 in the hepatic disposition and DDIs of cationic drugs, and indicate that cynomolgus monkeys may serve as a valuable model for studying OCT1-mediated drug disposition and interactions. SIGNIFICANCE STATEMENT: This study provides the first evidence that cynomolgus monkey organic cation transporter 1 (OCT1) transport and inhibition characteristics closely align with its human ortholog. Consistent with our in vitro findings, coadministration of OCT1 inhibitors (axitinib, nintedanib, and erlotinib) significantly increased the systemic exposure of sumatriptan in monkeys. These findings offer valuable insights into the role of OCT1 in drug-drug interactions and highlight the potential of cynomolgus monkeys as a useful and potentially translational model for OCT1-mediated disposition and interactions.
有机阳离子转运蛋白1 (OCT1, SLC22A1)是阳离子药物在肝脏处置中的关键决定因素,主要得到药物基因组学研究的支持。然而,oct1介导的药物-药物相互作用(ddi)的证据仍然有限。本研究旨在通过全面的体外和体内实验,阐明OCT1在食蟹猴ddi中的作用。食蟹猴OCT1 (cOCT1)与人类OCT1 (hOCT1)具有94.2%的氨基酸同源性。转染人胚胎肾293细胞的转运实验显示,cOCT1与hOCT1的转运速率相当(差异小于2倍),可转运舒马匹坦、非诺特罗、二甲双胍、奎尼丁和1-甲基-4-苯基吡啶。舒马匹坦和非诺特罗在coct1介导的转运Km和Vmax值与hOCT1相似或在2倍之内(Km分别为188±56 vs 178±25和1.6±0.48 vs 0.73±0.47 μM, Vmax分别为49.4±8.3 vs 83.9±5.2和124±8.9 vs 158±22 pmol/min / mg)。抑制研究表明,奎尼丁、利福霉素SV和酮洛芬抑制猴肝细胞对舒马匹坦的摄取的程度与人肝细胞相似,IC50值在2至3倍的范围内。此外,阿西替尼、尼达尼布和厄洛替尼被确定为cOCT1和hOCT1的抑制剂。在体内,阿西替尼(15mg /kg)、尼达尼(40mg /kg)和厄洛替尼(15mg /kg)联合给药使舒马匹坦在0 - 24小时血浆浓度-时间曲线下的面积比单独给药舒马匹坦(2mg /kg)分别增加1.3倍、2.0倍和1.9倍。这些发现强调了OCT1在阳离子药物的肝脏处置和ddi中的重要作用,并表明食蟹猴可以作为研究OCT1介导的药物处置和相互作用的有价值的模型。意义声明:本研究首次证明食蟹猴有机阳离子转运体1 (OCT1)的转运和抑制特性与其人类同源物密切相关。与我们的体外研究结果一致,OCT1抑制剂(阿西替尼、尼达尼和厄洛替尼)的共同施用显著增加了猴子对舒马替坦的全身暴露。这些发现为OCT1在药物-药物相互作用中的作用提供了有价值的见解,并突出了食蟹猴作为OCT1介导的处置和相互作用的有用和潜在的翻译模型的潜力。
{"title":"Investigating organic cation transporter 1 in drug interactions: New findings from in vitro and in vivo cynomolgus monkey studies.","authors":"Ravindranath Reddy Gilibili, Simmi Gupta, Anup Arunrao Deshpande, Nian Tong, Dongyue Yu, Raghavendra Veerapuram, Prakash Subramanyam, Shruti Chitransh, Yazh Muthukumar, Kaushik Ghosh, Sagnik Chatterjee, Prakash Vachaspati, T Thanga Mariappan, Matthew G Soars, Hong Shen","doi":"10.1016/j.dmd.2025.100220","DOIUrl":"10.1016/j.dmd.2025.100220","url":null,"abstract":"<p><p>Organic cation transporter 1 (OCT1, SLC22A1) is a key determinant in the hepatic disposition of cationic drugs, primarily supported by pharmacogenomic studies. However, evidence for OCT1-mediated drug-drug interactions (DDIs) remains limited. This study aimed to elucidate the role of OCT1 in DDIs using cynomolgus monkeys through comprehensive in vitro and in vivo experiments. Cynomolgus monkey OCT1 (cOCT1) shares 94.2% amino acid identity with human OCT1 (hOCT1). Transport assays in transfected human embryonic kidney 293 cells showed that sumatriptan, fenoterol, metformin, quinidine, and 1-methyl-4-phenylpyridinium were transported by cOCT1 at rates comparable to hOCT1 (less than 2-fold difference). The K<sub>m</sub> and V<sub>max</sub> values for cOCT1-mediated transport of sumatriptan and fenoterol were similar or within 2-fold to those of hOCT1 (K<sub>m</sub>: 188 ± 56 vs 178 ± 25 and 1.6 ± 0.48 vs 0.73 ± 0.47 μM, respectively, V<sub>max</sub>: 49.4 ± 8.3 vs 83.9 ± 5.2 and 124 ± 8.9 vs 158 ± 22 pmol/min per mg, respectively). Inhibition studies demonstrated that quinidine, rifamycin SV, and ketoprofen inhibited sumatriptan uptake in monkey hepatocytes to a similar extent as in human hepatocytes, with IC<sub>50</sub> values within a 2- to 3-fold range. In addition, axitinib, nintedanib, and erlotinib were identified as inhibitors of both cOCT1 and hOCT1. In vivo, coadministration of axitinib (15 mg/kg), nintedanib (40 mg/kg), and erlotinib (15 mg/kg) increased sumatriptan area under the plasma concentration-time curve from zero to 24 hours by 1.3, 2.0, and 1.9-fold, respectively, compared with sumatriptan alone (2 mg/kg). These findings underscore the crucial role of OCT1 in the hepatic disposition and DDIs of cationic drugs, and indicate that cynomolgus monkeys may serve as a valuable model for studying OCT1-mediated drug disposition and interactions. SIGNIFICANCE STATEMENT: This study provides the first evidence that cynomolgus monkey organic cation transporter 1 (OCT1) transport and inhibition characteristics closely align with its human ortholog. Consistent with our in vitro findings, coadministration of OCT1 inhibitors (axitinib, nintedanib, and erlotinib) significantly increased the systemic exposure of sumatriptan in monkeys. These findings offer valuable insights into the role of OCT1 in drug-drug interactions and highlight the potential of cynomolgus monkeys as a useful and potentially translational model for OCT1-mediated disposition and interactions.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 2","pages":"100220"},"PeriodicalIF":4.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145964679","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}
Vicadrostat, an aldosterone synthase inhibitor in development in combination with empagliflozin for chronic kidney disease, heart failure, and cardiovascular risk reduction, undergoes extensive hepatic glucuronidation primarily by UDP-glucuronosyltransferase (UGT)2B7 to form BI 689875, an ether glucuronide metabolite. Despite its hepatic formation, BI 689875 is predominantly excreted in urine, as determined in a human ADME study of vicadrostat. This study elucidated mechanisms underlying BI 689875 disposition in humans. BI 689875 was evaluated as a substrate of various drug transporters using transporter-expressing membrane vesicles and HEK293 cells. BI 689875 was identified as a substrate of MRP2, MRP3, MRP4, BCRP, OAT3, OATP1B1, and OATP1B3, but not of P-gp, OAT1, OAT2, OAT4, MATE1, or MATE2-K. The affinity of BI 689875 for MRP3 (Km = 39 μM) and OAT3 (Km = 46 μM) was substantially greater than that for other uptake/efflux transporters (not saturable up to 300 μM). In vitro-in vivo extrapolation using a proteomics-informed approach correcting for in vitro versus in vivo transporter expressions revealed that MRP3- and OAT3-mediated intrinsic clearance values for BI 689875 were substantially higher than those of other transporters. These findings suggest that basolateral efflux via MRP3 is the dominant hepatic elimination pathway for BI 689875, explaining its minimal fecal excretion observed in the human ADME study. They also indicate that OAT3-mediated uptake is the primary renal elimination route, with renal basolateral uptake substantially higher than hepatic uptake, consistent with the preferential urinary elimination of BI 689875. Transporter interplay between hepatic MRP3 and renal OAT3 determines the primary route of BI 689875 disposition. SIGNIFICANCE STATEMENT: BI 689875, a glucuronide metabolite, is formed in the liver but eliminated in urine. Through proteomics-informed in vitro-in vivo extrapolation, hepatic MRP3 and renal OAT3 were identified as key contributors to its predominant urinary elimination, highlighting interorgan transporter interplay.
{"title":"Transporter-transporter interplay determines the renal-predominant elimination of the O-glucuronide metabolite (BI 689875) of vicadrostat in humans.","authors":"Pallabi Mitra, Rumanah Shah, Laeticia Iboki, Zachary Williams, Hlaing Holly Maw, Ting Wang, Matt Hrapchak, Bachir Latli, Raimund Kuelzer, Naoki Ishiguro, Ryo Takahashi, Takashi Kudo, Akiko Matsui, Mitchell E Taub","doi":"10.1016/j.dmd.2025.100228","DOIUrl":"10.1016/j.dmd.2025.100228","url":null,"abstract":"<p><p>Vicadrostat, an aldosterone synthase inhibitor in development in combination with empagliflozin for chronic kidney disease, heart failure, and cardiovascular risk reduction, undergoes extensive hepatic glucuronidation primarily by UDP-glucuronosyltransferase (UGT)2B7 to form BI 689875, an ether glucuronide metabolite. Despite its hepatic formation, BI 689875 is predominantly excreted in urine, as determined in a human ADME study of vicadrostat. This study elucidated mechanisms underlying BI 689875 disposition in humans. BI 689875 was evaluated as a substrate of various drug transporters using transporter-expressing membrane vesicles and HEK293 cells. BI 689875 was identified as a substrate of MRP2, MRP3, MRP4, BCRP, OAT3, OATP1B1, and OATP1B3, but not of P-gp, OAT1, OAT2, OAT4, MATE1, or MATE2-K. The affinity of BI 689875 for MRP3 (K<sub>m</sub> = 39 μM) and OAT3 (K<sub>m</sub> = 46 μM) was substantially greater than that for other uptake/efflux transporters (not saturable up to 300 μM). In vitro-in vivo extrapolation using a proteomics-informed approach correcting for in vitro versus in vivo transporter expressions revealed that MRP3- and OAT3-mediated intrinsic clearance values for BI 689875 were substantially higher than those of other transporters. These findings suggest that basolateral efflux via MRP3 is the dominant hepatic elimination pathway for BI 689875, explaining its minimal fecal excretion observed in the human ADME study. They also indicate that OAT3-mediated uptake is the primary renal elimination route, with renal basolateral uptake substantially higher than hepatic uptake, consistent with the preferential urinary elimination of BI 689875. Transporter interplay between hepatic MRP3 and renal OAT3 determines the primary route of BI 689875 disposition. SIGNIFICANCE STATEMENT: BI 689875, a glucuronide metabolite, is formed in the liver but eliminated in urine. Through proteomics-informed in vitro-in vivo extrapolation, hepatic MRP3 and renal OAT3 were identified as key contributors to its predominant urinary elimination, highlighting interorgan transporter interplay.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 2","pages":"100228"},"PeriodicalIF":4.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145988748","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}
Pub Date : 2026-02-01Epub Date: 2025-12-24DOI: 10.1016/j.dmd.2025.100227
Ramakrishna Rachumallu, Jonathan Cheong, Gauri Deshmukh, Bin Ma, Danielle Sharpnack, Liling Liu, Savita Ubhayakar, Elisia Villemure, Elizabeth Levy, Joachim Rudolph, Jialin Mao
Proteolysis targeting chimeras (PROTACs), a class of targeted protein degraders, are advancing in clinical development, necessitating the accurate prediction of human pharmacokinetics (PK). This study developed a physiologically based pharmacokinetic (PBPK) modeling approach informed by in vitro to in vivo extrapolation to predict the human PK of 2 PROTACs: vepdegestrant (ARV-471) and bavdegalutamide (ARV-110). Bottom-up PBPK models were built in mouse (ARV-471), and in mouse, rat, and dog (ARV-110) using physicochemical and in vitro absorption, distribution, metabolism, and excretion data, including solubility, permeability from a modified Genentech Madin-Darby canine kidney cells assay with 4% bovine serum albumin, and liver microsomal intrinsic clearance (CL). In vitro to in vivo extrapolation gaps were identified and addressed using empirical scalars, including additional systemic CL and tissue partition coefficient scalars, to capture observed intravenous PK. Oral absorption and exposure in preclinical species were predicted using a mechanistic absorption model, assuming passive diffusion driven by total drug concentration. Based on the preclinical PBPK strategy, predicted human apparent CL after oral administration and apparent volume of distribution after oral dosing values for ARV-110 at 35 mg aligned within 2-fold of clinical observations. For ARV-471 at 30 mg oral dose, apparent volume of distribution after oral dosing predictions were within range, but apparent CL after oral administration was overpredicted. To improve alignment with the observed clinical PK, model refinement was limited to adjusting the additional systemic CL scalar, whereas absorption and distribution parameters remained unchanged. The refined PBPK models successfully simulated human oral PK within 2-fold of observed values across multiple doses (60-360 mg for ARV-471 and 70-140 mg for ARV-110). This PBPK modeling framework may support human PK prediction of PROTACs during late-stage drug discovery and development. SIGNIFICANCE STATEMENT: This study highlights that a physiologically based pharmacokinetic (PK)-in vitro to in vivo extrapolation strategy can reliably predict the human PK of proteolysis targeting chimeras, an emerging therapeutic class with complex absorption, distribution, metabolism, and excretion properties. Incorporating mechanistic absorption modeling and permeability data from modified in vitro assays (Genentech Madin-Darby canine kidney cells with 4% bovine serum albumin) improved oral absorption predictions, whereas the integration of multispecies preclinical PK data enhanced the translational accuracy of human PK predictions. Together, these findings establish a translational physiologically based PK framework for estimating oral exposure in first-in-human studies and supporting model-informed development of proteolysis targeting chimeras drug candidates.
{"title":"Preclinical translational physiologically based pharmacokinetic modeling for predicting human pharmacokinetics of proteolysis targeting chimeras: Case studies of vepdegestrant (ARV-471) and bavdegalutamide (ARV-110).","authors":"Ramakrishna Rachumallu, Jonathan Cheong, Gauri Deshmukh, Bin Ma, Danielle Sharpnack, Liling Liu, Savita Ubhayakar, Elisia Villemure, Elizabeth Levy, Joachim Rudolph, Jialin Mao","doi":"10.1016/j.dmd.2025.100227","DOIUrl":"10.1016/j.dmd.2025.100227","url":null,"abstract":"<p><p>Proteolysis targeting chimeras (PROTACs), a class of targeted protein degraders, are advancing in clinical development, necessitating the accurate prediction of human pharmacokinetics (PK). This study developed a physiologically based pharmacokinetic (PBPK) modeling approach informed by in vitro to in vivo extrapolation to predict the human PK of 2 PROTACs: vepdegestrant (ARV-471) and bavdegalutamide (ARV-110). Bottom-up PBPK models were built in mouse (ARV-471), and in mouse, rat, and dog (ARV-110) using physicochemical and in vitro absorption, distribution, metabolism, and excretion data, including solubility, permeability from a modified Genentech Madin-Darby canine kidney cells assay with 4% bovine serum albumin, and liver microsomal intrinsic clearance (CL). In vitro to in vivo extrapolation gaps were identified and addressed using empirical scalars, including additional systemic CL and tissue partition coefficient scalars, to capture observed intravenous PK. Oral absorption and exposure in preclinical species were predicted using a mechanistic absorption model, assuming passive diffusion driven by total drug concentration. Based on the preclinical PBPK strategy, predicted human apparent CL after oral administration and apparent volume of distribution after oral dosing values for ARV-110 at 35 mg aligned within 2-fold of clinical observations. For ARV-471 at 30 mg oral dose, apparent volume of distribution after oral dosing predictions were within range, but apparent CL after oral administration was overpredicted. To improve alignment with the observed clinical PK, model refinement was limited to adjusting the additional systemic CL scalar, whereas absorption and distribution parameters remained unchanged. The refined PBPK models successfully simulated human oral PK within 2-fold of observed values across multiple doses (60-360 mg for ARV-471 and 70-140 mg for ARV-110). This PBPK modeling framework may support human PK prediction of PROTACs during late-stage drug discovery and development. SIGNIFICANCE STATEMENT: This study highlights that a physiologically based pharmacokinetic (PK)-in vitro to in vivo extrapolation strategy can reliably predict the human PK of proteolysis targeting chimeras, an emerging therapeutic class with complex absorption, distribution, metabolism, and excretion properties. Incorporating mechanistic absorption modeling and permeability data from modified in vitro assays (Genentech Madin-Darby canine kidney cells with 4% bovine serum albumin) improved oral absorption predictions, whereas the integration of multispecies preclinical PK data enhanced the translational accuracy of human PK predictions. Together, these findings establish a translational physiologically based PK framework for estimating oral exposure in first-in-human studies and supporting model-informed development of proteolysis targeting chimeras drug candidates.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 2","pages":"100227"},"PeriodicalIF":4.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146097106","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}
Pub Date : 2026-02-01Epub Date: 2025-12-29DOI: 10.1016/j.dmd.2025.100230
Ann-Kathrin Lenich, Sanja Alsdorf, Stephanie Ruez
3-dimensional (3D) primary hepatic spheroid cultures better mimic in vivo liver architecture and maintain a more stable cellular phenotype than the current gold standard of sandwich-cultured primary human hepatocytes. Therefore, they are a promising in vitro model for CYP enzyme induction and metabolism. This study aimed to evaluate long-term stability and suitability of primary human hepatic spheroids for regulatory-relevant in vitro applications, focusing on CYP enzyme metabolism and induction. Assay-ready spheroids were purchased from InSphero AG in monocultured, cocultured, single-, and multidonor formats. These were compared with 2-dimensional (2D) sandwich-cultured hepatocytes of the same donor. Basal activity of CYP1A2, CYP2C8, CYP2C9, CYP2C19, CYP2B6, CYP2D6, CYP3A4, CYP2J2, UDP-glucuronosyltransferases, UGT1A1, and sulfotransferases was successfully measured in spheroids. Further, CYP1A1, CYP1A2, CYP2C8, CYP2C9, CYP2C19, CYP2B6, and CYP3A4 were inducible by prototypical inducers at mRNA levels. The 6-fold induction threshold recommended by regulatory guidelines was exceeded in 4 of 5 donors. CYP1A2 (9- to 16-fold), CYP2B6 (6- to 15-fold), and CYP3A4 (7- to 35-fold) were robustly induced, qualifying the spheroid model for in vitro induction studies, despite lower induction levels compared with 2D cultures. No significant differences were observed between monocultured and cocultured spheroids. Spheroids maintained stable morphology and CYP enzyme activity for up to 4 weeks. Overall, primary human hepatic spheroids demonstrated suitability for CYP induction studies and for assessing compound metabolism in short- and long-term in vitro applications. A comprehensive assessment of how culture dimensionality and cellular composition affect CYP enzyme metabolism and induction is provided, supporting that spheroid cultures can be suitable for in vitro drug metabolism and pharmacokinetics applications. SIGNIFICANCE STATEMENT: This study explores the impact of culture dimensionality and cellular composition on CYP enzyme metabolism and induction. Primary human hepatocytes were characterized as monocultured, cocultured, single-, and multidonor 3-dimensional (3D) spheroids and compared with 2-dimensional primary human hepatocyte culture. The study provides a first thorough characterization of InSphero 3D InSight Human Liver Microtissues for suitability in in vitro drug metabolism and pharmacokinetics studies. By addressing interdonor variability and long-term functionality, the findings support the enhanced relevance and applicability of 3D liver models in drug development.
三维(3D)原代肝球体培养物比目前的三明治培养原代人肝细胞的金标准更好地模拟体内肝脏结构,并保持更稳定的细胞表型。因此,它们是CYP酶诱导和代谢的体外模型。本研究旨在评估原代人肝球体在体外调控相关应用中的长期稳定性和适用性,重点关注CYP酶代谢和诱导。可用于检测的球体从InSphero AG购买,采用单培养、共培养、单一和多供体形式。将这些与同一供体的二维(2D)三明治培养肝细胞进行比较。成功测定了球体中CYP1A2、CYP2C8、CYP2C9、CYP2C19、CYP2B6、CYP2D6、CYP3A4、CYP2J2、udp -葡萄糖醛基转移酶、UGT1A1和硫转移酶的基础活性。此外,CYP1A1、CYP1A2、CYP2C8、CYP2C9、CYP2C19、CYP2B6和CYP3A4可被原型诱导剂在mRNA水平上诱导。5名献血者中有4名超过了监管指南建议的6倍诱导阈值。CYP1A2(9- 16倍),CYP2B6(6- 15倍)和CYP3A4(7- 35倍)被强烈诱导,使球体模型符合体外诱导研究,尽管与2D培养相比诱导水平较低。单培养和共培养球体间无显著差异。球体保持稳定的形态和CYP酶活性长达4周。总体而言,原发性人肝球体证明适合CYP诱导研究和评估短期和长期体外应用的化合物代谢。全面评估了培养维度和细胞组成如何影响CYP酶代谢和诱导,支持球形培养可适用于体外药物代谢和药代动力学应用。意义说明:本研究探讨了培养维度和细胞组成对CYP酶代谢和诱导的影响。原代人肝细胞被表征为单培养、共培养、单一和多供体的三维球体,并与二维原代人肝细胞培养进行比较。该研究首次全面表征了InSphero 3D InSight人类肝脏微组织在体外药物代谢和药代动力学研究中的适用性。通过解决供体间的可变性和长期功能,研究结果支持3D肝脏模型在药物开发中的增强相关性和适用性。
{"title":"Influence of 3-dimensional architecture and coculture on in vitro CYP enzyme metabolism and induction: Benchmarking human hepatic spheroids for studies in drug development.","authors":"Ann-Kathrin Lenich, Sanja Alsdorf, Stephanie Ruez","doi":"10.1016/j.dmd.2025.100230","DOIUrl":"10.1016/j.dmd.2025.100230","url":null,"abstract":"<p><p>3-dimensional (3D) primary hepatic spheroid cultures better mimic in vivo liver architecture and maintain a more stable cellular phenotype than the current gold standard of sandwich-cultured primary human hepatocytes. Therefore, they are a promising in vitro model for CYP enzyme induction and metabolism. This study aimed to evaluate long-term stability and suitability of primary human hepatic spheroids for regulatory-relevant in vitro applications, focusing on CYP enzyme metabolism and induction. Assay-ready spheroids were purchased from InSphero AG in monocultured, cocultured, single-, and multidonor formats. These were compared with 2-dimensional (2D) sandwich-cultured hepatocytes of the same donor. Basal activity of CYP1A2, CYP2C8, CYP2C9, CYP2C19, CYP2B6, CYP2D6, CYP3A4, CYP2J2, UDP-glucuronosyltransferases, UGT1A1, and sulfotransferases was successfully measured in spheroids. Further, CYP1A1, CYP1A2, CYP2C8, CYP2C9, CYP2C19, CYP2B6, and CYP3A4 were inducible by prototypical inducers at mRNA levels. The 6-fold induction threshold recommended by regulatory guidelines was exceeded in 4 of 5 donors. CYP1A2 (9- to 16-fold), CYP2B6 (6- to 15-fold), and CYP3A4 (7- to 35-fold) were robustly induced, qualifying the spheroid model for in vitro induction studies, despite lower induction levels compared with 2D cultures. No significant differences were observed between monocultured and cocultured spheroids. Spheroids maintained stable morphology and CYP enzyme activity for up to 4 weeks. Overall, primary human hepatic spheroids demonstrated suitability for CYP induction studies and for assessing compound metabolism in short- and long-term in vitro applications. A comprehensive assessment of how culture dimensionality and cellular composition affect CYP enzyme metabolism and induction is provided, supporting that spheroid cultures can be suitable for in vitro drug metabolism and pharmacokinetics applications. SIGNIFICANCE STATEMENT: This study explores the impact of culture dimensionality and cellular composition on CYP enzyme metabolism and induction. Primary human hepatocytes were characterized as monocultured, cocultured, single-, and multidonor 3-dimensional (3D) spheroids and compared with 2-dimensional primary human hepatocyte culture. The study provides a first thorough characterization of InSphero 3D InSight Human Liver Microtissues for suitability in in vitro drug metabolism and pharmacokinetics studies. By addressing interdonor variability and long-term functionality, the findings support the enhanced relevance and applicability of 3D liver models in drug development.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 2","pages":"100230"},"PeriodicalIF":4.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147303662","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}
Pub Date : 2026-01-30DOI: 10.1016/j.dmd.2026.100246
Vishakha Tambe, Pascaline Niyonshuti, Vikram Aditya, Franklin A Hays, Ruhul Kayesh, Erik J Soderblom, Chao Xu, Wei Yue
Organic anion transporting polypeptide (OATP) 1B3 plays a clinically significant role in hepatic drug disposition. Lysine acetylation, a key post-translational modification, has not been investigated for OATP1B3. This study determined the lysine acetylation status of OATP1B3 by proteomics and assessed the impact of inhibition of lysine deacetylase (KDAC) 6, a major cytosolic KDAC, on OATP1B3 acetylation and transport function. Proteomics revealed 7 acetylation sites, including 5 with additional ubiquitin-like modifications, and 4 phosphorylation sites (T10, S293, S295, S683). In human embryonic kidney 293 (HEK293)-Myc-FLAG-OATP1B3 cells, preincubation with the selective KDAC6 inhibitor tubacin (TBC) (5 μM, 24 hours), markedly reduced OATP1B3-mediated transport of [3H]cholecystokinin-8 (CCK-8), a specific substrate, and [3H]estradiol-17β-D-glucuronide to 0.15 ± 0.03-fold and 0.19 ± 0.01-fold of the control, respectively, without affecting OATP1B3 mRNA, protein levels, or membrane localization determined by real-time reverse transcription polymerase chain reaction, immunoblotting, and confocal microscopy. TBC treatment increased K664 acetylation to 2.12 ± 1.03-fold of the control (P < .05). Consistently, the acetylation-mimetic K664Q variant exhibited reduced transport compared with the acetylation-null K664R variant (P < .05). Treatment with a second KDAC6 selective inhibitor, WT-161 (3 μM, 5 hours), similarly reduced OATP1B3-mediated [3H]CCK-8 transport. In cultured primary human hepatocytes, TBC treatment for 4, 8, and 24 hours decreased [3H]CCK-8 transport to 0.34 ± 0.02-fold, 0.27 ± 0.03-fold, and 0.37 ± 0.03-fold of the control, respectively (all P < .05). The study reveals a novel post-translational modification of OATP1B3 by lysine acetylation and demonstrates impaired transporter function following KDAC6 inhibition, likely involving increased acetylation at K664, thereby providing new insight into OATP1B3-mediated drug-drug interactions driven by KDAC6 activity. SIGNIFICANCE STATEMENT: This study identifies lysine acetylation as a novel post-translational modification of organic anion transporting polypeptide (OATP)1B3 and demonstrates that altered lysine acetylation following inhibition of lysine deacetylase 6 reduces OATP1B3 transport function. These findings provide a mechanistic basis for altered hepatic drug disposition and highlight a new pathway through which drug-drug interactions involving OATP1B3 may occur.
{"title":"Post-translational regulation of organic anion transporting polypeptide 1B3 transport function by lysine acetylation and lysine deacetylase 6 inhibition.","authors":"Vishakha Tambe, Pascaline Niyonshuti, Vikram Aditya, Franklin A Hays, Ruhul Kayesh, Erik J Soderblom, Chao Xu, Wei Yue","doi":"10.1016/j.dmd.2026.100246","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100246","url":null,"abstract":"<p><p>Organic anion transporting polypeptide (OATP) 1B3 plays a clinically significant role in hepatic drug disposition. Lysine acetylation, a key post-translational modification, has not been investigated for OATP1B3. This study determined the lysine acetylation status of OATP1B3 by proteomics and assessed the impact of inhibition of lysine deacetylase (KDAC) 6, a major cytosolic KDAC, on OATP1B3 acetylation and transport function. Proteomics revealed 7 acetylation sites, including 5 with additional ubiquitin-like modifications, and 4 phosphorylation sites (T10, S293, S295, S683). In human embryonic kidney 293 (HEK293)-Myc-FLAG-OATP1B3 cells, preincubation with the selective KDAC6 inhibitor tubacin (TBC) (5 μM, 24 hours), markedly reduced OATP1B3-mediated transport of [<sup>3</sup>H]cholecystokinin-8 (CCK-8), a specific substrate, and [<sup>3</sup>H]estradiol-17β-D-glucuronide to 0.15 ± 0.03-fold and 0.19 ± 0.01-fold of the control, respectively, without affecting OATP1B3 mRNA, protein levels, or membrane localization determined by real-time reverse transcription polymerase chain reaction, immunoblotting, and confocal microscopy. TBC treatment increased K664 acetylation to 2.12 ± 1.03-fold of the control (P < .05). Consistently, the acetylation-mimetic K664Q variant exhibited reduced transport compared with the acetylation-null K664R variant (P < .05). Treatment with a second KDAC6 selective inhibitor, WT-161 (3 μM, 5 hours), similarly reduced OATP1B3-mediated [<sup>3</sup>H]CCK-8 transport. In cultured primary human hepatocytes, TBC treatment for 4, 8, and 24 hours decreased [<sup>3</sup>H]CCK-8 transport to 0.34 ± 0.02-fold, 0.27 ± 0.03-fold, and 0.37 ± 0.03-fold of the control, respectively (all P < .05). The study reveals a novel post-translational modification of OATP1B3 by lysine acetylation and demonstrates impaired transporter function following KDAC6 inhibition, likely involving increased acetylation at K664, thereby providing new insight into OATP1B3-mediated drug-drug interactions driven by KDAC6 activity. SIGNIFICANCE STATEMENT: This study identifies lysine acetylation as a novel post-translational modification of organic anion transporting polypeptide (OATP)1B3 and demonstrates that altered lysine acetylation following inhibition of lysine deacetylase 6 reduces OATP1B3 transport function. These findings provide a mechanistic basis for altered hepatic drug disposition and highlight a new pathway through which drug-drug interactions involving OATP1B3 may occur.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100246"},"PeriodicalIF":4.0,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147369099","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}
Pub Date : 2026-01-23DOI: 10.1016/j.dmd.2026.100243
Harvey Andersen, Ryan Hill, Alec Bell, Shane Lowery, Anthony Murphy, Michael Huskin, Michael Mohutsky, Christopher M Wiethoff
Recent clinical success for RNA therapeutics supports the promise of these modalities to unlock additional drug targets with pharmacodynamic responses that are considerably more durable than other drug classes. Metabolic clearance in tissue is a key determinant of dosing requirements and therapeutic durability. To build our understanding of the mechanisms of RNA metabolic clearance, we quantified the catalytic efficiency of 3'- and 5'-exonucleases, and endonucleases in S9 fractions from various rat tissues using novel fluorescent RNA probes. We validated the specificity of these probes using recombinant nucleases and rat liver S9 fractions, demonstrating their ability to accurately report enzyme activity without cross-reactivity between nuclease classes. Key experimental parameters, such as solution pH and enzyme-substrate ratios, were optimized to maximize dynamic range. Profiling nuclease activity across various rat tissues revealed tissue-specific variations, with kidney, muscle, and plasma showing the highest catalytic efficiency for 3' exonuclease, 5' exonuclease, and endonuclease, respectively. Using a model siRNA targeting hypoxanthine phosphoribosyltransferase, comparative degradation studies in rat liver homogenate, liver S9 fractions, and liver tritosomes revealed divergent metabolic profiles; S9 fractions and homogenate processed both double-stranded siRNA and single-stranded antisense RNA to a similar extent, whereas in tritosomes single-stranded RNA was observed to be degraded more rapidly than a double-stranded form. These differences are consistent with distinct nuclease activities in each compartment, reflecting both enzyme identity and relative abundance as revealed by the probe analyses. Collectively, these findings offer critical mechanistic insights into RNA metabolism and establish a robust platform to improve the development and predictability of siRNA therapeutics. SIGNIFICANT STATEMENT: Metabolic clearance of RNA therapeutics is a critical determinant of their pharmacological durability and potency. This work quantitatively describes the activity of 3 major classes of ribonucleases within various tissues and subcellular compartments, revealing specific patterns of RNA metabolism and enable discovery of novel RNA therapeutics with improved pharmacokinetic properties.
{"title":"Profiling RNA metabolism to understand tissue and subcellular clearance of therapeutic RNA.","authors":"Harvey Andersen, Ryan Hill, Alec Bell, Shane Lowery, Anthony Murphy, Michael Huskin, Michael Mohutsky, Christopher M Wiethoff","doi":"10.1016/j.dmd.2026.100243","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100243","url":null,"abstract":"<p><p>Recent clinical success for RNA therapeutics supports the promise of these modalities to unlock additional drug targets with pharmacodynamic responses that are considerably more durable than other drug classes. Metabolic clearance in tissue is a key determinant of dosing requirements and therapeutic durability. To build our understanding of the mechanisms of RNA metabolic clearance, we quantified the catalytic efficiency of 3'- and 5'-exonucleases, and endonucleases in S9 fractions from various rat tissues using novel fluorescent RNA probes. We validated the specificity of these probes using recombinant nucleases and rat liver S9 fractions, demonstrating their ability to accurately report enzyme activity without cross-reactivity between nuclease classes. Key experimental parameters, such as solution pH and enzyme-substrate ratios, were optimized to maximize dynamic range. Profiling nuclease activity across various rat tissues revealed tissue-specific variations, with kidney, muscle, and plasma showing the highest catalytic efficiency for 3' exonuclease, 5' exonuclease, and endonuclease, respectively. Using a model siRNA targeting hypoxanthine phosphoribosyltransferase, comparative degradation studies in rat liver homogenate, liver S9 fractions, and liver tritosomes revealed divergent metabolic profiles; S9 fractions and homogenate processed both double-stranded siRNA and single-stranded antisense RNA to a similar extent, whereas in tritosomes single-stranded RNA was observed to be degraded more rapidly than a double-stranded form. These differences are consistent with distinct nuclease activities in each compartment, reflecting both enzyme identity and relative abundance as revealed by the probe analyses. Collectively, these findings offer critical mechanistic insights into RNA metabolism and establish a robust platform to improve the development and predictability of siRNA therapeutics. SIGNIFICANT STATEMENT: Metabolic clearance of RNA therapeutics is a critical determinant of their pharmacological durability and potency. This work quantitatively describes the activity of 3 major classes of ribonucleases within various tissues and subcellular compartments, revealing specific patterns of RNA metabolism and enable discovery of novel RNA therapeutics with improved pharmacokinetic properties.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100243"},"PeriodicalIF":4.0,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147456483","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}
Pub Date : 2026-01-23DOI: 10.1016/j.dmd.2026.100244
Jiye Tian, Jiarui Zhang, Zihan Tang, Chunpeng Feng, Yue Deng, Jiale Liu, Shuang Feng, Xinyue Zhou, Lei Yin, Meiyun Shi
A comprehensive understanding of the in vivo fate of low-molecular-weight polyethylene glycol (PEG) oligomers is essential for optimizing PEGylated therapeutics. This study delineates the polymerization-dependent absorption, distribution, metabolism, and excretion of discrete PEG600 oligomers (n = 9-18) in rats using a validated ultrahigh-performance liquid chromatography-tandem mass spectrometry method. Systemic exposure, assessed by dose-normalized area under the plasma concentration-time curve, was highest for shorter oligomers (n = 9-10) and declined for longer chains (n ≥ 17), whereas all oligomers exhibited similarly short terminal half-lives (12.7-15.2 minutes), indicating rapid elimination irrespective of chain length. Tissue distribution revealed pronounced renal accumulation, peaking at midchain lengths (n = 11-13), consistent with size-dependent glomerular filtration and tubular reabsorption. Oxidative metabolism yielded both monocarboxylated and dicarboxylated derivatives, confirming active enzymatic processing. Excretion studies demonstrated chain length-dependent elimination, with reduced recovery of longer oligomers, suggesting substantial in vivo biodegradation. These findings provide the first monomer-resolved absorption, distribution, metabolism, and excretion profile of PEG600 oligomers, highlighting the critical role of polymerization degree in governing their pharmacokinetics and informing the rational design of PEGylated drug formulations. SIGNIFICANCE STATEMENT: This study provides the monomer-resolved insight into the in vivo fate of polyethylene glycol 600 oligomers, revealing that chain length critically governs their pharmacokinetics, tissue distribution, and elimination. The identification of dual oxidative metabolic pathways and substantial biodegradation of longer oligomers offers guidance for the rational design and safety evaluation of PEGylated therapeutics.
{"title":"Unveiling polymerization-dependent pharmacokinetics and dual oxidative metabolism of polyethylene glycol 600 oligomers in rats via ultra-high-performance liquid chromatography coupled to tandem mass spectrometry.","authors":"Jiye Tian, Jiarui Zhang, Zihan Tang, Chunpeng Feng, Yue Deng, Jiale Liu, Shuang Feng, Xinyue Zhou, Lei Yin, Meiyun Shi","doi":"10.1016/j.dmd.2026.100244","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100244","url":null,"abstract":"<p><p>A comprehensive understanding of the in vivo fate of low-molecular-weight polyethylene glycol (PEG) oligomers is essential for optimizing PEGylated therapeutics. This study delineates the polymerization-dependent absorption, distribution, metabolism, and excretion of discrete PEG600 oligomers (n = 9-18) in rats using a validated ultrahigh-performance liquid chromatography-tandem mass spectrometry method. Systemic exposure, assessed by dose-normalized area under the plasma concentration-time curve, was highest for shorter oligomers (n = 9-10) and declined for longer chains (n ≥ 17), whereas all oligomers exhibited similarly short terminal half-lives (12.7-15.2 minutes), indicating rapid elimination irrespective of chain length. Tissue distribution revealed pronounced renal accumulation, peaking at midchain lengths (n = 11-13), consistent with size-dependent glomerular filtration and tubular reabsorption. Oxidative metabolism yielded both monocarboxylated and dicarboxylated derivatives, confirming active enzymatic processing. Excretion studies demonstrated chain length-dependent elimination, with reduced recovery of longer oligomers, suggesting substantial in vivo biodegradation. These findings provide the first monomer-resolved absorption, distribution, metabolism, and excretion profile of PEG600 oligomers, highlighting the critical role of polymerization degree in governing their pharmacokinetics and informing the rational design of PEGylated drug formulations. SIGNIFICANCE STATEMENT: This study provides the monomer-resolved insight into the in vivo fate of polyethylene glycol 600 oligomers, revealing that chain length critically governs their pharmacokinetics, tissue distribution, and elimination. The identification of dual oxidative metabolic pathways and substantial biodegradation of longer oligomers offers guidance for the rational design and safety evaluation of PEGylated therapeutics.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100244"},"PeriodicalIF":4.0,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146775872","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}
Pub Date : 2026-01-23DOI: 10.1016/j.dmd.2026.100242
Ting Liang, Yao Dong, Ru Huan, Shuang Chen, Chen Zhang, Lu Yang, Jiayu Jiang, Chunshan Gui
Organic anion transporting polypeptide 1B1 (OATP1B1) is an important member of the solute carrier organic anion transporter family and is exclusively expressed on the basolateral membrane of human hepatocytes. As a membrane protein, its extracellular cysteine residues are very likely forming disulfide bonds. The cryo-electron microscopy structure of OATP1B1 reveals that 16 of its 20 cysteine residues are located on the extracellular side. Our present study showed that OATP1B1 has no free cysteines to react with the sulfhydryl-reactive biotinylation reagent maleimide-PEG2-biotin. However, mutation of 1 of the 2 cysteines in each disulfide bond pair would release a free cysteine that can be labeled by maleimide-PEG2-biotin. These results indicate that all 16 extracellular cysteine residues in OATP1B1 are involved in the formation of disulfide bonds. Among the 8 extracellular disulfide bonds, C430-C530 and C599-C613 are essential for the surface expression of OATP1B1, because their breakage makes OATP1B1 almost entirely retained intracellularly; disulfide bonds C142-C463, C465-C485, C474-C524, C489-C504, and C506-C459 have a significant effect on both surface expression and transport activity of OATP1B1 per se, whereas C162-C607 is dispensable for both surface expression and function of OATP1B1. In addition, the N-glycosylation status of OATP1B1 would be changed on disulfide bond breakage, which may play a role in rescuing the surface expression of disulfide bond-disrupted OATP1B1. Taken together, most extracellular disulfide bonds are crucial for normal surface expression and function of OATP1B1. SIGNIFICANCE STATEMENT: This study revealed that all extracellular cysteine residues in organic anion transporting polypeptide 1B1 (OATP1B1) form disulfide bonds and play important roles in the expression and function of OATP1B1. Nonsynonymous single nucleotide variations for some key cysteine residues of OATP1B1 such as C430, C530, C599, and C613 have been observed. Our current findings may provide a good basis to predict the in vivo function of OATP1B1 cysteine variants and potential OATP1B1-mediated adverse drug reactions in those individuals who carry these genetic variants.
{"title":"Importance of extracellular disulfide bonds for the surface expression and function of human organic anion transporting polypeptide 1B1.","authors":"Ting Liang, Yao Dong, Ru Huan, Shuang Chen, Chen Zhang, Lu Yang, Jiayu Jiang, Chunshan Gui","doi":"10.1016/j.dmd.2026.100242","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100242","url":null,"abstract":"<p><p>Organic anion transporting polypeptide 1B1 (OATP1B1) is an important member of the solute carrier organic anion transporter family and is exclusively expressed on the basolateral membrane of human hepatocytes. As a membrane protein, its extracellular cysteine residues are very likely forming disulfide bonds. The cryo-electron microscopy structure of OATP1B1 reveals that 16 of its 20 cysteine residues are located on the extracellular side. Our present study showed that OATP1B1 has no free cysteines to react with the sulfhydryl-reactive biotinylation reagent maleimide-PEG<sub>2</sub>-biotin. However, mutation of 1 of the 2 cysteines in each disulfide bond pair would release a free cysteine that can be labeled by maleimide-PEG<sub>2</sub>-biotin. These results indicate that all 16 extracellular cysteine residues in OATP1B1 are involved in the formation of disulfide bonds. Among the 8 extracellular disulfide bonds, C430-C530 and C599-C613 are essential for the surface expression of OATP1B1, because their breakage makes OATP1B1 almost entirely retained intracellularly; disulfide bonds C142-C463, C465-C485, C474-C524, C489-C504, and C506-C459 have a significant effect on both surface expression and transport activity of OATP1B1 per se, whereas C162-C607 is dispensable for both surface expression and function of OATP1B1. In addition, the N-glycosylation status of OATP1B1 would be changed on disulfide bond breakage, which may play a role in rescuing the surface expression of disulfide bond-disrupted OATP1B1. Taken together, most extracellular disulfide bonds are crucial for normal surface expression and function of OATP1B1. SIGNIFICANCE STATEMENT: This study revealed that all extracellular cysteine residues in organic anion transporting polypeptide 1B1 (OATP1B1) form disulfide bonds and play important roles in the expression and function of OATP1B1. Nonsynonymous single nucleotide variations for some key cysteine residues of OATP1B1 such as C430, C530, C599, and C613 have been observed. Our current findings may provide a good basis to predict the in vivo function of OATP1B1 cysteine variants and potential OATP1B1-mediated adverse drug reactions in those individuals who carry these genetic variants.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100242"},"PeriodicalIF":4.0,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146197422","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}
Pub Date : 2026-01-22DOI: 10.1016/j.dmd.2026.100240
Malarvannan M, Monohar S, Sanskruti Sitaram Kate, Isha Taneja, Swati Jaiswal, Bhupesh Pratap, Prakash C Rathi, Shikha Thakur, David Paul, Muhammad Wahajuddin
The development of artificial intelligence (AI) tools and technology has made AI-driven drug discovery a more prominent field. We are firmly in the AI era, with hybrid designs that eventually comprise deep learning (DL) and conventional machine learning (ML). Although traditional models can predict ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) properties, they remain relatively unsuccessful, and improving the accuracy of predictions remains challenging. Recently, several researchers have developed a hybrid learning model that successfully addresses these problems and improves prediction accuracy. The systematic tendencies facing AI-powered transformation from conventional DL and ML to hybrid learning AI models are examined in this review. Compared with traditional ML and DL, hybrid AI models have increased efficiency by reducing drug development time and costs, and improved success rates. In this context, the ongoing development of new ADMET software based on hybrid AI and multimodeling techniques can enhance the accuracy of pharmacokinetic-pharmacodynamic predictions, improve ADMET endpoint predictions, and expedite the drug discovery of new chemical entities. Moreover, this review covers the future of AI in pharmaceutical sciences and ADMET predictions, including AI-driven prediction models that range from basic ML/DL to newly developed hybrid models, evaluation parameters, and their applications in ADMET property prediction. SIGNIFICANCE STATEMENT: The article covers the compilation of ongoing research in the development of ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) software based on hybrid artificial intelligence and multimodeling techniques, which may increase the accuracy of pharmacokinetic-pharmacodynamic predictions, improve ADMET endpoint predictions, and accelerate drug discovery.
{"title":"A review on integrated machine learning and deep learning driven artificial intelligence models for pharmacokinetics and toxicokinetics predictions, and their application.","authors":"Malarvannan M, Monohar S, Sanskruti Sitaram Kate, Isha Taneja, Swati Jaiswal, Bhupesh Pratap, Prakash C Rathi, Shikha Thakur, David Paul, Muhammad Wahajuddin","doi":"10.1016/j.dmd.2026.100240","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100240","url":null,"abstract":"<p><p>The development of artificial intelligence (AI) tools and technology has made AI-driven drug discovery a more prominent field. We are firmly in the AI era, with hybrid designs that eventually comprise deep learning (DL) and conventional machine learning (ML). Although traditional models can predict ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) properties, they remain relatively unsuccessful, and improving the accuracy of predictions remains challenging. Recently, several researchers have developed a hybrid learning model that successfully addresses these problems and improves prediction accuracy. The systematic tendencies facing AI-powered transformation from conventional DL and ML to hybrid learning AI models are examined in this review. Compared with traditional ML and DL, hybrid AI models have increased efficiency by reducing drug development time and costs, and improved success rates. In this context, the ongoing development of new ADMET software based on hybrid AI and multimodeling techniques can enhance the accuracy of pharmacokinetic-pharmacodynamic predictions, improve ADMET endpoint predictions, and expedite the drug discovery of new chemical entities. Moreover, this review covers the future of AI in pharmaceutical sciences and ADMET predictions, including AI-driven prediction models that range from basic ML/DL to newly developed hybrid models, evaluation parameters, and their applications in ADMET property prediction. SIGNIFICANCE STATEMENT: The article covers the compilation of ongoing research in the development of ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) software based on hybrid artificial intelligence and multimodeling techniques, which may increase the accuracy of pharmacokinetic-pharmacodynamic predictions, improve ADMET endpoint predictions, and accelerate drug discovery.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100240"},"PeriodicalIF":4.0,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147321397","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}
Pharmacokinetics (PKs) changes in the aging state are relatively common in clinical practice, but their underlying mechanisms remain unclear. This study aims to explore the potential effects of gut microbiota on PK of P450 probe drugs in old and young mice. A cocktail of probe drugs including phenacetin (PHE), midazolam (MID), dextromethorphan tartrate (DEX), and chlorzoxazone was gavage administered to control and pseudo-sterile old and young mice, and the PK parameters were compared. Subsequently, fecal microbiota transplantation (FMT) from young to old mice was performed to assess the impact of FMT on PK of the probe drugs. We observed that gut microbiota significantly affected the systemic exposure of PHE and MID, whereas age-related increase in DEX exposure in the old mice could be reversed by clearance of microbiota. No changes in PK parameters of the probe drugs were observed in old mice with FMT from young mice, suggesting that the alterations in PHE, MID, and DEX metabolism in the old mice could not be explained by unique microbiota from young mice. Our findings provide valuable guidance on how to improve the individualized medication for the elderly population. SIGNIFICANCE STATEMENT: This article offers new insights into the role of gut microbiota in the pharmacokinetic changes with aging, which is conducive to individualized medication for elderly patients and provides new insight for the research and development of drugs for elderly population.
{"title":"Gut microbiota influence pharmacokinetics variability in aging mice: Effects vary from drug to drug.","authors":"Qing-Xuan Xie, Xiao-Na Zeng, Yun-Hui Wang, Li-Xia Tan, Miao Yang, Yin-Xiao Du, Xiao-Ping Chen","doi":"10.1016/j.dmd.2026.100241","DOIUrl":"https://doi.org/10.1016/j.dmd.2026.100241","url":null,"abstract":"<p><p>Pharmacokinetics (PKs) changes in the aging state are relatively common in clinical practice, but their underlying mechanisms remain unclear. This study aims to explore the potential effects of gut microbiota on PK of P450 probe drugs in old and young mice. A cocktail of probe drugs including phenacetin (PHE), midazolam (MID), dextromethorphan tartrate (DEX), and chlorzoxazone was gavage administered to control and pseudo-sterile old and young mice, and the PK parameters were compared. Subsequently, fecal microbiota transplantation (FMT) from young to old mice was performed to assess the impact of FMT on PK of the probe drugs. We observed that gut microbiota significantly affected the systemic exposure of PHE and MID, whereas age-related increase in DEX exposure in the old mice could be reversed by clearance of microbiota. No changes in PK parameters of the probe drugs were observed in old mice with FMT from young mice, suggesting that the alterations in PHE, MID, and DEX metabolism in the old mice could not be explained by unique microbiota from young mice. Our findings provide valuable guidance on how to improve the individualized medication for the elderly population. SIGNIFICANCE STATEMENT: This article offers new insights into the role of gut microbiota in the pharmacokinetic changes with aging, which is conducive to individualized medication for elderly patients and provides new insight for the research and development of drugs for elderly population.</p>","PeriodicalId":11309,"journal":{"name":"Drug Metabolism and Disposition","volume":"54 3","pages":"100241"},"PeriodicalIF":4.0,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146194337","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}