CPT: Pharmacometrics & Systems Pharmacology最新文献

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Quantitative Systems Toxicology Modeling of Acetaminophen Pharmacokinetics and Hepatic Biomarkers After Overdoses of Extended-Release and Immediate-Release Formulations in Adults With Chronic Alcohol Use or Low Glutathione 长期饮酒或低谷胱甘肽的成年人在过量使用缓释和速释制剂后对乙酰氨基酚药代动力学和肝脏生物标志物的定量系统毒理学建模
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-14 DOI: 10.1002/psp4.70045
Kyunghee Yang, James J. Beaudoin, Brett A. Howell, James Mullin, Elham Amini, John C. K. Lai, Cathy K. Gelotte, Sury Sista, Evren Atillasoy
{"title":"Quantitative Systems Toxicology Modeling of Acetaminophen Pharmacokinetics and Hepatic Biomarkers After Overdoses of Extended-Release and Immediate-Release Formulations in Adults With Chronic Alcohol Use or Low Glutathione","authors":"Kyunghee Yang,&nbsp;James J. Beaudoin,&nbsp;Brett A. Howell,&nbsp;James Mullin,&nbsp;Elham Amini,&nbsp;John C. K. Lai,&nbsp;Cathy K. Gelotte,&nbsp;Sury Sista,&nbsp;Evren Atillasoy","doi":"10.1002/psp4.70045","DOIUrl":"10.1002/psp4.70045","url":null,"abstract":"<p>Acetaminophen (APAP), an over-the-counter analgesic and antipyretic, can cause hepatotoxicity when ingested in large overdoses. APAP has multiple formulations including immediate-release (IR) and extended-release (ER) preparations. A recently published consensus statement on the management of APAP poisoning indicated that management of APAP-ER overdose is the same as that for APAP-IR overdose. Consistent with this consensus, it was previously reported that quantitative systems toxicology (QST) modeling using DILIsym predicted similar pharmacokinetic (PK) and hepatic biomarker profiles for the APAP-ER and APAP-IR formulations after overdose in healthy adults. Hepatic injury from APAP is caused by the reactive metabolite, N-acetyl-ρ-benzoquinone imine (NAPQI), which is formed predominantly by CYP2E1-mediated metabolism and eliminated by hepatic glutathione. As such, conditions that can increase NAPQI production (e.g., CYP2E1 induction by alcohol) or decrease hepatic glutathione stores (e.g., underling liver disease) may impact PK and susceptibility to hepatotoxicity after overdose of APAP-IR and APAP-ER. In the current study, APAP-IR and APAP-ER models in chronic alcohol users and individuals with low hepatic glutathione were developed and verified within DILIsym. Simulations using verified models predicted similar PK and hepatic biomarker profiles for the APAP-ER and APAP-IR formulations in moderate and excessive chronic alcohol users and adults with low hepatic glutathione levels after single acute overdoses up to ~100 g and repeat supratherapeutic ingestions (up to 7.8 g/day for 10 days). These results further support that approaches to manage APAP-IR overdoses can be applied to manage APAP-ER overdoses in adults with chronic alcohol consumption or lower hepatic glutathione levels.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1236-1251"},"PeriodicalIF":3.1,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70045","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143982782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
An Integrative Mechanistic Model of Type 1 IFN-Mediated Inflammation in Systemic Lupus Erythematosus 1型ifn介导的系统性红斑狼疮炎症的综合机制模型。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-13 DOI: 10.1002/psp4.70043
Alina Volkova, Victor Sokolov, Florencia Tettamanti, Meghna Verma, Yaroslav Ugolkov, Kirill Peskov, Weifeng Tang, Holly Kimko
{"title":"An Integrative Mechanistic Model of Type 1 IFN-Mediated Inflammation in Systemic Lupus Erythematosus","authors":"Alina Volkova,&nbsp;Victor Sokolov,&nbsp;Florencia Tettamanti,&nbsp;Meghna Verma,&nbsp;Yaroslav Ugolkov,&nbsp;Kirill Peskov,&nbsp;Weifeng Tang,&nbsp;Holly Kimko","doi":"10.1002/psp4.70043","DOIUrl":"10.1002/psp4.70043","url":null,"abstract":"<p>Type I interferon (IFN1) pathway–targeting therapies represent a highly promising class of remedies for the treatment of systemic lupus erythematosus. However, the overall clinical benefit of these compounds is afflicted by marked variability. In this study, we developed a quantitative systems pharmacology model of type I IFN-mediated inflammation and applied it for an indirect comparison of anifrolumab, sifalimumab, daxdilimab, and litifilimab pharmacodynamic response, represented in the model by the change in IFN1 gene signature (IFNGS). The model consists of 20 ordinary differential equations and 68 parameters, among which four systemic parameters (including one random effect) were estimated using patient-level data from Phase IIb anifrolumab clinical trial. Within-target and within-pathway validation was performed using study-level pharmacokinetics, IFNα, and/or IFNGS data from five anifrolumab, four sifalimumab, one daxdilimab, and one litifilimab trials. The model successfully captured overall trends in IFNGS at clinically relevant doses of these compounds and discriminated IFNGS response between patients with low (&lt; 2.75) and high (≥ 2.75) baseline IFNGS. Overprediction of treatment benefit was observed for the low range of anifrolumab doses (100–150 mg every 4 weeks). In contrast, IFNGS response under 150 mg of daxdilimab was underpredicted, despite the accurate description of plasmacytoid dendritic cells and IFNα biomarkers. Results of the global sensitivity analysis revealed baseline IFNGS, IFNα, and IFNα fraction as key factors affecting treatment benefit the most. In terms of maximum IFNGS reduction, anifrolumab showed superior potential compared to sifalimumab, daxdilimab, and litifilimab (ΔIFNGS~25%), which was further enhanced in patients with high baseline IFNGS or IFNα (ΔIFNGS~50%–60%).</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1225-1235"},"PeriodicalIF":3.1,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70043","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143984969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Population Pharmacokinetics Modeling of Selpercatinib to Support Posology in Pediatric Patients With RET-Altered Metastatic Thyroid Cancer or Solid Tumors. Selpercatinib的群体药代动力学模型支持ret改变的转移性甲状腺癌或实体瘤儿童患者的病理学。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-13 DOI: 10.1002/psp4.70042
Dan Liu, Jan-Stefan van der Walt
{"title":"Population Pharmacokinetics Modeling of Selpercatinib to Support Posology in Pediatric Patients With RET-Altered Metastatic Thyroid Cancer or Solid Tumors.","authors":"Dan Liu, Jan-Stefan van der Walt","doi":"10.1002/psp4.70042","DOIUrl":"https://doi.org/10.1002/psp4.70042","url":null,"abstract":"<p><p>Selpercatinib is a first-in-class, highly selective, RET kinase inhibitor with CNS activity, approved for the treatment of RET-altered lung, thyroid, and other cancers. We report pharmacokinetic analyses to identify factors affecting selpercatinib steady-state exposure and support posology in pediatric patients. Population pharmacokinetic analyses using nonlinear mixed-effects modeling were performed on data from two ongoing, open-label, Phase 1/2 studies in adult and pediatric patients with advanced solid tumors. In LIBRETTO-001 (NCT03157128) patients (≥ 12 years) received oral selpercatinib from 20 mg once daily through 240 mg twice daily (BID) during phase 1 and 160 mg BID in phase 2. In LIBRETTO-121 (NCT03899792), patients (6 months-21 years) received doses based on body surface area (BSA), starting at a dose expected to match adult exposure of 160 mg BID. Overall, 8024 selpercatinib plasma concentration measurements from 830 patients were included in the pharmacokinetic analysis. The final model, a 2-compartment disposition model with sequential zero- and first-order absorption, was similar to a previously developed adult model, which identified weight, dose, and Asian race as covariates. Simulations performed using the final model suggested the following dose regimen as appropriate for patients aged 2-17 years: 40 mg three times a day for pediatric patients with a BSA of 0.33-0.65 m<sup>2</sup>; BSA-based dosing (92 mg/m<sup>2</sup> rounded for 40 and 80 mg capsules) for pediatric patients 2 to < 12 years, and BSA ≥ 0.66 m<sup>2</sup>; and weight-based dosing (120 mg BID < 50 kg and 160 mg BID ≥ 50 kg) for adolescent patients ≥ 12 years.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":" ","pages":""},"PeriodicalIF":3.1,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143977962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Cumulative Exposure on the Efficacy of Paroxetine: A Population Pharmacokinetic-Pharmacodynamic and Machine Learning Analyses 累积暴露对帕罗西汀疗效的影响:人群药代动力学-药效学和机器学习分析。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-13 DOI: 10.1002/psp4.70032
Keiichi Shigetome, Tomoko Egashira, Tetsu Tomita, Nagisa Higa, Kazuma Iwashita, Kazuya Morita, Miki Nishimura, Tetsuya Kaneko, Hitoshi Maeda, Kazunori D. Yamada, Ayami Kajiwara-Morita, Kentaro Oniki, Norio Yasui-Furukori, Junji Saruwatari
{"title":"Effect of Cumulative Exposure on the Efficacy of Paroxetine: A Population Pharmacokinetic-Pharmacodynamic and Machine Learning Analyses","authors":"Keiichi Shigetome,&nbsp;Tomoko Egashira,&nbsp;Tetsu Tomita,&nbsp;Nagisa Higa,&nbsp;Kazuma Iwashita,&nbsp;Kazuya Morita,&nbsp;Miki Nishimura,&nbsp;Tetsuya Kaneko,&nbsp;Hitoshi Maeda,&nbsp;Kazunori D. Yamada,&nbsp;Ayami Kajiwara-Morita,&nbsp;Kentaro Oniki,&nbsp;Norio Yasui-Furukori,&nbsp;Junji Saruwatari","doi":"10.1002/psp4.70032","DOIUrl":"10.1002/psp4.70032","url":null,"abstract":"<p>Selective serotonin reuptake inhibitors (SSRIs) are widely used in depression treatment. However, the relationship between treatment efficacy and plasma concentrations remains unclear. We assessed whether the anti-depressive response can be predicted based on the pharmacokinetic (PK) data of paroxetine, a frequently used SSRI. During treatment, we measured the plasma paroxetine concentrations in 179 paroxetine-treated patients with major depressive disorder. Of these patients, 50 patients had received a pre-treatment personality assessment using the Temperament and Character Inventory at baseline, and their depression severity was assessed using the Montgomery-Asberg Depression Rating Scale (MADRS) at baseline and 1, 2, 4, and 6 weeks after treatment initiation. We conducted population PK modeling followed by a population PK-pharmacodynamic (popPK/PD) model to analyze the enhancement in depression severity until 6 weeks of paroxetine treatment using nonlinear mixed-effects modeling. Additionally, we developed machine learning models to predict the likelihood of remission after 6 weeks. The contribution of each feature to the prediction was explained using SHapley Additive exPlanations (SHAP) values. The area under the plasma paroxetine concentration-time curve during the first week (AUC<sub>0–1week</sub>) and MADRS score after 1 week of treatment (MADRS<sub>W1</sub>) were incorporated into the popPK/PD model. The SHAP values indicated that the AUC<sub>0–1week</sub> and MADRS<sub>W1</sub> were the significant predictors of remission. Our results indicate that therapeutic responsiveness to paroxetine can be anticipated from its cumulative exposure, highlighting the clinical relevance of assessing SSRI blood concentrations.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 6","pages":"1119-1127"},"PeriodicalIF":3.1,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70032","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143969210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Comprehensive Safety Exposure-Response Analysis to Support Ritlecitinib Dose Selection 支持利来替尼剂量选择的综合安全暴露反应分析。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-12 DOI: 10.1002/psp4.70030
Yeamin Huh, Ruolun Qiu, John Prybylski, Jessica Wojciechowski, Yuchen Wang, Vivek S. Purohit
{"title":"Comprehensive Safety Exposure-Response Analysis to Support Ritlecitinib Dose Selection","authors":"Yeamin Huh,&nbsp;Ruolun Qiu,&nbsp;John Prybylski,&nbsp;Jessica Wojciechowski,&nbsp;Yuchen Wang,&nbsp;Vivek S. Purohit","doi":"10.1002/psp4.70030","DOIUrl":"10.1002/psp4.70030","url":null,"abstract":"<p>Ritlecitinib is a kinase inhibitor drug recently approved for the treatment of alopecia areata (AA) in both adults and adolescents based on a single, combined Phase 2b/3 study. Various QD doses with and without a loading dose have been evaluated in the pivotal Phase 2b/3 study. Therefore, characterization of the ritlecitinib safety profile becomes important to help inform the dose selection within the single Phase 2b/3 trial in conjunction with efficacy analysis. The purpose of this study is to characterize the safety profile of ritlecitinib with comprehensive exposure-response (ER) analyses. The concentration-QTc model was developed using a scientific white paper model, indicating no evidence of ritlecitinib-induced QTc prolongation. The semi-mechanistic PK/PD model well described the longitudinal profile of lymphocytes, indicating ritlecitinib-induced decrease in lymphocytes was marginal and the incidence of Grade 3/4 lymphopenia was predicted to be small across the investigated dose range except for a slight increase in the loading dose regimen. The ritlecitinib-dependent increase in the incidence of infections and rash was successfully described by a Poisson regression model using time-weighted average concentration as an exposure metric, indicating that the dose-dependent increase in the incidence of AEs is not dose-proportionally large in the investigated dose range. Covariate analysis within each model indicated that the safety ER relationship of ritlecitinib is similar across all the patient subgroups and no unique safety risks associated with ritlecitinib are anticipated in adolescent patients. Therefore, this comprehensive safety ER analysis supported the selection of the ritlecitinib 50 mg non-loading dose regimen for AA patients including both adults and adolescents.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 6","pages":"1108-1118"},"PeriodicalIF":3.1,"publicationDate":"2025-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70030","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143967396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Push Forward Clinical Management of Hematological Toxicity due to Lenalidomide Overexposure: Model-Informed Precision Dosing for Chinese Population With Renal Insufficiency 来那度胺过度暴露引起的血液学毒性的临床管理:基于模型的中国肾功能不全人群精确给药。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-10 DOI: 10.1002/psp4.70040
Yi Ma, Zaiwei Song, Hao Bing, Huan He, Libo Zhao, Rongsheng Zhao
{"title":"Push Forward Clinical Management of Hematological Toxicity due to Lenalidomide Overexposure: Model-Informed Precision Dosing for Chinese Population With Renal Insufficiency","authors":"Yi Ma,&nbsp;Zaiwei Song,&nbsp;Hao Bing,&nbsp;Huan He,&nbsp;Libo Zhao,&nbsp;Rongsheng Zhao","doi":"10.1002/psp4.70040","DOIUrl":"10.1002/psp4.70040","url":null,"abstract":"<p>Dose-dependent hematological toxicity of lenalidomide has been reported previously, and thus, there is a clinical need for dose individualization to manage toxicities. The objectives of this study were to explore optimal individualized dosing regimens for Chinese B-cell malignancies patients with varying degrees of renal function, and to push forward clinical management of hematological toxicity due to lenalidomide overexposure. A total of 164 plasma concentrations of lenalidomide were obtained from 97 Chinese patients with multiple myeloma (MM) and B-cell non-Hodgkin lymphoma (NHL) from a multicenter prospective study. A population pharmacokinetic (PopPK) model for lenalidomide was developed by nonlinear mixed effect modeling. A Monte Carlo simulation was conducted to recommend model-informed precision dosing (MIPD) for patients with varying degrees of renal function. A one-compartment model with first-order elimination best described the pharmacokinetics of lenalidomide. The population typical values of lenalidomide were as follows: absorption rate constant (Ka) of 8.34 h<sup>−1</sup>, apparent volume of distribution (V/F) of 37.4 L, and apparent clearance (CL/F) of 7.4 L/h. Creatinine clearance (CCr) was identified as a major covariate for CL/F, whereas other demographics or clinical characteristics had no significant effect on the model. When given the identical dose, Chinese patients exhibited a higher exposure than the predominantly non-Asian population at all dosage regimens, especially in patients with severe renal damage (CCr &lt; 30 mL/min). For Chinese patients with CCr of 15–30 mL/min who do not require dialysis usually, compared to the dosing regimen of 15 mg every other day recommended by drug instructions, there exists a relatively lower risk of hematotoxicity when administered with 5 or 10 mg/day. For Chinese patients with CCr &lt; 15 mL/min requiring dialysis, there was still a certain level of hematotoxicity risk associated with the dosing regimen of 5 mg/day recommended by drug instructions. The PopPK Model-based simulation suggests that Chinese patients may exhibit a higher exposure than the predominantly non-Asian population. For patients with severely impaired renal function, compared to dose adjustment in accordance with drug instructions, an individualized dosage strategy based on therapeutic drug monitoring (TDM) and MIPD would be preferable from a safety perspective.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1201-1212"},"PeriodicalIF":3.1,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70040","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143972297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Virtual Clinical Trial Reveals Significant Clinical Potential of Targeting Tumor-Associated Macrophages and Microglia to Treat Glioblastoma 虚拟临床试验揭示靶向肿瘤相关巨噬细胞和小胶质细胞治疗胶质母细胞瘤的重要临床潜力。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-09 DOI: 10.1002/psp4.70033
Blanche Mongeon, Morgan Craig
{"title":"Virtual Clinical Trial Reveals Significant Clinical Potential of Targeting Tumor-Associated Macrophages and Microglia to Treat Glioblastoma","authors":"Blanche Mongeon,&nbsp;Morgan Craig","doi":"10.1002/psp4.70033","DOIUrl":"10.1002/psp4.70033","url":null,"abstract":"<p>Glioblastoma is the most aggressive primary brain tumor, with a median survival of 15 months with treatment. Standard-of-care (SOC) consists of resection, radio- and chemotherapy. Clinical trials involving PD-1 inhibition with nivolumab combined with SOC failed to increase survival. A quantitative understanding of the interactions between the tumor and its immune environment that drive treatment outcomes is currently lacking. As such, we developed a mathematical model of tumor growth that considers CD8+ T cells, pro- and antitumoral tumor-associated macrophages and microglia (TAMs), SOC, and nivolumab. Using our model, we studied five TAM-targeting strategies currently under investigation for solid tumors. Our results show that PD-1 inhibition fails due to a lack of CD8+ T cell recruitment during treatment, explained by TAM-driven immunosuppressive mechanisms. Our model predicts that while reducing TAM numbers does not improve prognosis, altering their functions to counter their protumoral properties has the potential to considerably reduce post-treatment tumor burden. In particular, restoring antitumoral TAM phagocytic activity through anti-CD47 treatment in combination with SOC was predicted to nearly eradicate the tumor. By studying time-varying efficacy with the same half-life as the anti-CD47 antibody Hu5F9-G4, our model predicts that repeated dosing of anti-CD47 provides sustained control of tumor growth. We propose that targeting TAMs by enhancing their antitumoral properties is a highly promising avenue to treat glioblastoma and warrants future clinical development. Together, our results provide proof-of-concept that mechanistic mathematical modeling can uncover the mechanisms driving treatment outcomes and explore the potential of novel treatment strategies for hard-to-treat tumors like glioblastoma.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1156-1167"},"PeriodicalIF":3.1,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70033","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143968731","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Use of Model-Based Meta-Analysis to Inform the Design of Early Clinical Trials of Anti-Amyloid Beta Therapies in Alzheimer's Disease 使用基于模型的荟萃分析为阿尔茨海默病抗淀粉样蛋白疗法的早期临床试验设计提供信息。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-09 DOI: 10.1002/psp4.70038
Sagar S. Bachhav, Ana Victoria Ponce-Bobadilla, Diana Clausznitzer, Sven Stodtmann, Hao Xiong
{"title":"Use of Model-Based Meta-Analysis to Inform the Design of Early Clinical Trials of Anti-Amyloid Beta Therapies in Alzheimer's Disease","authors":"Sagar S. Bachhav,&nbsp;Ana Victoria Ponce-Bobadilla,&nbsp;Diana Clausznitzer,&nbsp;Sven Stodtmann,&nbsp;Hao Xiong","doi":"10.1002/psp4.70038","DOIUrl":"10.1002/psp4.70038","url":null,"abstract":"<p>To inform an efficient development of new investigational anti-amyloid beta (anti-Aβ) monoclonal antibodies (mAbs), a modeling-and-simulation-based strategy was proposed. A general modeling framework that links drug exposures to the time course of amyloid plaque removal and amyloid-related imaging abnormalities characterized by edema and effusion (ARIA-E) was developed based on publicly available data on aducanumab, lecanemab, and donanemab. A non-linear mixed effect model with shared model parameters described the dose response data from aducanumab, lecanemab, and donanemab studies after adjusting for different potency for different antibodies, which allowed the rate of amyloid plaque removal to vary by drug. A time-to-event model was developed to describe ARIA-E incidence. The model assumes that ARIA-E incidence rate is dependent on the rate of amyloid plaque removal with a drug-dependent scaling factor linking amyloid plaque removal rate and treatment-dependent hazard. Simulations of amyloid plaque removal and ARIA-E for a hypothetical anti-Aβ mAb based on certain assumptions and scenarios provided insights into possible outcomes. Overall, the meta-analysis of published data on existing anti-Aβ mAbs could be utilized to model exposure-response relationships and the time course of amyloid plaque removal and ARIA-E incidence of new anti-Aβ mAbs and to inform the design of early clinical trials for them.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1191-1200"},"PeriodicalIF":3.1,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70038","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143980342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Precision Dosing in Presence of Multiobjective Therapies by Integrating Reinforcement Learning and PK-PD Models: Application to Givinostat Treatment of Polycythemia Vera 整合强化学习和PK-PD模型的多目标治疗精准给药:在给予维诺他治疗真性红细胞增多症中的应用。
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-05 DOI: 10.1002/psp4.70012
Alessandro De Carlo, Elena Maria Tosca, Paolo Magni
{"title":"Precision Dosing in Presence of Multiobjective Therapies by Integrating Reinforcement Learning and PK-PD Models: Application to Givinostat Treatment of Polycythemia Vera","authors":"Alessandro De Carlo,&nbsp;Elena Maria Tosca,&nbsp;Paolo Magni","doi":"10.1002/psp4.70012","DOIUrl":"10.1002/psp4.70012","url":null,"abstract":"<p>Precision dosing aims to optimize and customize pharmacological treatment at the individual level. The integration of pharmacometric models with Reinforcement Learning (RL) algorithms is currently under investigation to support the personalization of adaptive dosing therapies. In this study, this hybrid technique is applied to the real multiobjective precision dosing problem of givinostat treatment in polycythemia vera (PV) patients. PV is a chronic myeloproliferative disease with an overproduction of platelets (PLT), white blood cells (WBC), and hematocrit (HCT). The therapeutic goal is to simultaneously normalize the levels of these efficacy/safety biomarkers, thus inducing a complete hematological response (CHR). An RL algorithm, Q-Learning (QL), was integrated with a PK-PD model describing the givinostat effect on PLT, WBC, and HCT to derive both an adaptive dosing protocol (QL<sub>pop</sub>-agent) for the whole population and personalized dosing strategies by coupling a specific QL-agent to each patient (QL<sub>ind</sub>-agents). QL<sub>pop</sub>-agent learned a general adaptive dosing protocol that achieved a similar CHR rate (77% vs. 83%) when compared to the actual givinostat clinical protocol on 10 simulated populations. Treatment efficacy and safety increased with a deeper dosing personalization by QL<sub>ind</sub>-agents. These QL-based patient-specific adaptive dosing rules outperformed both the clinical protocol and QL<sub>pop</sub>-agent by reaching the CHR in 93% of the test patients and completely avoided severe toxicities during the whole treatment period. These results confirm that RL and PK-PD models can be valid tools for supporting adaptive dosing strategies as interesting performances were achieved in both learning a general set of rules and in customizing treatment for each patient.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 6","pages":"1018-1031"},"PeriodicalIF":3.1,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70012","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143988875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
A Novel Empirical Autoinduction Model to Characterize the Population Pharmacokinetics and Recommend Dose for Repotrectinib in Adult and Adolescents With Advanced Solid Tumors Harboring ALK, ROS1, or NTRK1-3 Rearrangements 一种新的经验自诱导模型表征成人和青少年晚期实体肿瘤患者ALK、ROS1或NTRK1-3重排的群体药代动力学和推荐剂量
IF 3.1 3区 医学
CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2025-05-01 DOI: 10.1002/psp4.70036
Shengnan Du, Zheyi Hu, Jun Shen, Lora Hamuro, Justine Lam, Ming Lu, Li Zhu, Amit Roy, Anna Kondic
{"title":"A Novel Empirical Autoinduction Model to Characterize the Population Pharmacokinetics and Recommend Dose for Repotrectinib in Adult and Adolescents With Advanced Solid Tumors Harboring ALK, ROS1, or NTRK1-3 Rearrangements","authors":"Shengnan Du,&nbsp;Zheyi Hu,&nbsp;Jun Shen,&nbsp;Lora Hamuro,&nbsp;Justine Lam,&nbsp;Ming Lu,&nbsp;Li Zhu,&nbsp;Amit Roy,&nbsp;Anna Kondic","doi":"10.1002/psp4.70036","DOIUrl":"10.1002/psp4.70036","url":null,"abstract":"<p>Repotrectinib is approved in the US for treating ROS1-positive non-small cell lung cancer (NSCLC) and solid tumors harboring an NTRK gene fusion. A Population Pharmacokinetic (PopPK) model for repotrectinib was developed using data from 620 adults (118 healthy volunteers and 502 patients) across seven studies and 24 pediatric patients from one study. The PopPK model, a two-compartment model with first-order absorption and an absorption lag time, incorporating a time-varying clearance due to drug-induced autoinduction, adequately described all PK data. Clearance was modeled as a time- and concentration-dependent (Ctrough) autoinduction process, accounting for increased clearance over time. While empirical in nature, this Ctrough-driven autoinduction model effectively described the changes in clearance and avoided the abrupt concentration changes that can occur with discrete dose-driven autoinduction models. Additionally, this approach avoided time-consuming differential equation computations for the semi-mechanistic enzyme turnover autoinduction models. The model estimated that the maximum drug-induced clearance (CLMAX) was 4.9 times the baseline clearance. Body weight (BW) effects on clearance and volume of distribution were estimated as allometric scaling exponents of 0.477 and 0.962, respectively. Age was found to affect CLMAX, with younger patients generally exhibiting higher CLMAX values. Simulations suggested that a flat dosing regimen (e.g., 160 mg QD for 14 days followed by 160 mg BID) provides comparable drug exposures in both adult and adolescent patients. The PopPK model supported the health authority approval of the dosing regimen for repotrectinib in both adult and adolescent patients with NTRK gene fusion-positive solid tumors.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 7","pages":"1179-1190"},"PeriodicalIF":3.1,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.70036","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143995965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
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