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Prediction Models for Intravenous Immunoglobulin Non-Responders of Kawasaki Disease Using Machine Learning. 利用机器学习建立川崎病静脉注射免疫球蛋白未应答者的预测模型
IF 2.9 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-06-01 Epub Date: 2024-06-13 DOI: 10.1007/s40261-024-01373-z
Yoshifumi Miyagi, Satoru Iwashima

BACKGROUND AND OBJECTIVE: Intravenous immunoglobulin (IVIG) is a prominent therapeutic agent for Kawasaki disease (KD) that significantly reduces the incidence of coronary artery anomalies. Various methodologies, including machine learning, have been employed to develop IVIG non-responder prediction models; however, their validation and reproducibility remain unverified. This study aimed to develop a predictive scoring system for identifying IVIG nonresponders and rigorously test the accuracy and reliability of this system. METHODS: The study included an exposure group of 228 IVIG non-responders and a control group of 997 IVIG responders. Subsequently, a predictive machine learning model was constructed. The Shizuoka score, including variables such as the "initial treatment date" (cutoff: < 4 days), sodium level (cutoff: < 133 mEq/L), total bilirubin level (cutoff: ≥ 0.5 mg/dL), and neutrophil-to-lymphocyte ratio (cutoff: ≥ 2.6), was established. Patients meeting two or more of these criteria were grouped as high-risk IVIG non-responders. Using the Shizuoka score to stratify IVIG responders, propensity score matching was used to analyze 85 patients each for IVIG and IVIG-added prednisolone treatment in the high-risk group. In the IVIG plus prednisolone group, the IVIG non-responder count significantly decreased (p < 0.001), with an odds ratio of 0.192 (95% confidence interval 0.078-0.441). CONCLUSIONS: Intravenous immunoglobulin non-responders were predicted using machine learning models and validated using propensity score matching. The initiation of initial IVIG-added prednisolone treatment in the high-risk group identified by the Shizuoka score, crafted using machine learning models, appears useful for predicting IVIG non-responders.

背景和目的:静脉注射免疫球蛋白(IVIG)是川崎病(KD)的主要治疗药物,可显著降低冠状动脉异常的发生率。包括机器学习在内的各种方法已被用于开发 IVIG 无应答预测模型;然而,这些模型的有效性和可重复性仍未得到验证。本研究旨在开发一种用于识别 IVIG 无应答者的预测评分系统,并严格测试该系统的准确性和可靠性。方法:研究包括一个由 228 名 IVIG 无应答者组成的暴露组和一个由 997 名 IVIG 有应答者组成的对照组。随后,构建了一个预测性机器学习模型。静冈评分包括 "初始治疗日期"(临界值:< 4 天)、血钠水平(临界值:< 133 mEq/L)、总胆红素水平(临界值:≥ 0.5 mg/dL)和中性粒细胞与淋巴细胞比率(临界值:≥ 2.6)等变量。符合上述两个或两个以上标准的患者被归为高风险 IVIG 无应答者。利用静冈评分对 IVIG 反应者进行分层,并采用倾向评分匹配法对高风险组中接受 IVIG 和 IVIG 加用泼尼松龙治疗的各 85 例患者进行分析。在 IVIG 加泼尼松龙组中,IVIG 无应答者人数显著减少(p < 0.001),几率比为 0.192(95% 置信区间为 0.078-0.441)。结论使用机器学习模型预测了静脉注射免疫球蛋白无应答者,并使用倾向得分匹配进行了验证。在静冈评分确定的高危人群中启动初始静脉注射免疫球蛋白加用泼尼松龙治疗,并使用机器学习模型精心设计,似乎有助于预测静脉注射免疫球蛋白无应答者。
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引用次数: 0
Systematic Review with Meta-analysis: Efficacy and Safety of Upadacitinib in Managing Moderate-to-Severe Crohn's Disease and Ulcerative Colitis. 带 Meta 分析的系统性综述:乌达帕替尼治疗中重度克罗恩病和溃疡性结肠炎的疗效和安全性。
IF 2.9 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-06-01 Epub Date: 2024-05-23 DOI: 10.1007/s40261-024-01364-0
Chengu Niu, Jing Zhang, Mahesh Napel, Leela Krishna Teja Boppana, Hashem Anas, Nagesh Jadhav, Karin Dunnigan, Patrick I Okolo

Background: In the panorama of therapeutic strategies for inflammatory bowel diseases, oral upadacitinib stands out for its potential to improve short-term and long-term patient outcomes.

Objective: This meta-analysis aspires to collate and assess the available evidence regarding the efficacy and safety of upadacitinib in managing moderate-to-severe Crohn's disease and ulcerative colitis.

Methods: A meta-analysis was conducted using studies sourced from MEDLINE/PubMed, Cochrane Library, Scopus, and Embase, published from January 2010 to March 2024. Peer-reviewed articles that reported data on the effects of upadacitinib in adult patients with Crohn's disease and ulcerative colitis were included based on established inclusion and exclusion criteria.

Results: Eight studies, encompassing a total of 2818 patients treated with upadacitinib, were included. In primary outcomes, for patients with Crohn's disease who were using upadacitinib, the weighted pooled clinical remission rate was found to be 45.8% (95% confidence interval [CI] 0.39-0.52), while for patients with ulcerative colitis who were using upadacitinib, the rate was 25.4% (95% CI 0.17-0.36). The pooled clinical response rate for Crohn's disease was 53.6% (95% CI 0.50-0.57), and for ulcerative colitis it was 72.6% (95% CI 0.69-0.76). The pooled serious adverse event rate was 6.0% (95% CI 0.07-0.09).

Conclusions: Upadacitinib demonstrates significant efficacy in achieving clinical remission and response in patients with moderate-to-severe Crohn's disease and ulcerative colitis, as shown by clinical remission rates of 44.9% and 36.0%, respectively. The treatment also maintains a favorable safety profile with a serious adverse event rate of 7.8%, making it an effective option for those resistant or intolerant to traditional immunosuppressants or tumor necrosis factor antagonists.

背景:在炎症性肠病的治疗策略中,口服达帕替尼因其改善患者短期和长期预后的潜力而脱颖而出:在炎症性肠病的治疗策略中,口服奥达帕替尼因其改善患者短期和长期预后的潜力而脱颖而出:本荟萃分析旨在整理和评估现有的有关奥达帕替尼治疗中重度克罗恩病和溃疡性结肠炎的疗效和安全性的证据:荟萃分析采用的研究来自 MEDLINE/PubMed、Cochrane Library、Scopus 和 Embase,发表时间为 2010 年 1 月至 2024 年 3 月。根据既定的纳入和排除标准,纳入了报道达帕替尼对克罗恩病和溃疡性结肠炎成年患者疗效的同行评议文章:结果:共纳入了八项研究,包括2818名接受过达帕替尼治疗的患者。在主要结果方面,使用达达替尼的克罗恩病患者的加权汇总临床缓解率为45.8%(95%置信区间[CI] 0.39-0.52),而使用达达替尼的溃疡性结肠炎患者的临床缓解率为25.4%(95%置信区间[CI] 0.17-0.36)。克罗恩病的汇总临床应答率为53.6%(95% CI 0.50-0.57),溃疡性结肠炎的汇总临床应答率为72.6%(95% CI 0.69-0.76)。汇总的严重不良事件发生率为6.0%(95% CI 0.07-0.09):中重度克罗恩病和溃疡性结肠炎患者的临床缓解率和应答率分别为44.9%和36.0%,由此可见乌达替尼在实现临床缓解和应答方面具有显著疗效。该疗法还具有良好的安全性,严重不良事件发生率仅为 7.8%,是对传统免疫抑制剂或肿瘤坏死因子拮抗剂耐药或不耐受的患者的有效选择。
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引用次数: 0
Overall Survival Benefit with Sacituzumab Govitecan in Metastatic Breast Cancer: A Post Hoc Interaction Analyses of a Randomized Controlled Trail. 萨妥珠单抗-戈维替康治疗转移性乳腺癌的总生存期获益:随机对照试验的事后交互分析。
IF 2.9 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-06-01 Epub Date: 2024-06-05 DOI: 10.1007/s40261-024-01367-x
Yu-Wei Qiao, Guo Yu, Guo-Fu Li
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引用次数: 0
Drug-Drug Interactions and Their Association with Adverse Health Outcomes in the Older Community-Dwelling Population: A Prospective Cohort Study. 居住在社区的老年人群中的药物相互作用及其与不良健康后果的关系:一项前瞻性队列研究
IF 2.9 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-06-01 Epub Date: 2024-06-15 DOI: 10.1007/s40261-024-01369-9
John E Hughes, Kathleen E Bennett, Caitriona Cahir

Background: Evidence on associations between drug-drug interactions (DDIs) and health outcomes in the older community-dwelling population is limited.

Objective: We estimate potentially clinically important DDI prevalence and examine the association between DDIs and (1) adverse drug events (ADEs), (2) emergency hospital attendance and (3) health-related quality of life (HRQoL) in an older community-dwelling population in Ireland.

Methods: This is a prospective cohort study of community-dwelling older adults (N = 904) aged ≥ 70 years from 15 general practices in Ireland recruited in 2010 (wave-1) and followed-up over 2 years (wave-2; 2012-2013), with linked national pharmacy claims data. Individuals dispensed two or more drugs (wave-1: N = 842; wave-2: N = 763) were included. DDI prevalence at baseline, follow-up and 6 months prior to each health outcome was estimated. Multi-level regression was used to model the association between DDI-exposure and health outcomes at follow-up. DDI prevalence, adjusted incidence-rate ratios (aIRR), adjusted odds ratios (aOR), β coefficients and robust standard error (RSE) from multi-level regression analyses, and 95% confidence intervals (CIs) are reported.

Results: At wave-1, n = 196 (23.3% [95% CI 20.5-26.3]), individuals were potentially exposed to ≥ 1 DDI, increasing to n = 345 (45.2% [41.7-48.9]) at wave-2. At 2-year follow-up, the median number of ADEs was 3 (interquartile range [IQR 2-5]); 229 (30.1%) had ≥ 1 emergency hospital attendance, and the mean EQ-5D was 0.74 (± 0.23). Evidence for the association between DDI-exposure and emergency hospital attendance at follow-up was lacking (aOR = 1.38 [0.42-4.53]). DDI-exposure was associated with an increasing number of ADEs (aIRR = 1.26 [1.03-1.55]), and decreasing EQ-5D utility (β = - 0.07, [-0.11 to -0.04], RSE = 0.02). Aspirin-warfarin, clarithromycin-prednisolone, amiodarone-furosemide, clarithromycin-salbutamol, rosuvastatin-warfarin, amiodarone-bisoprolol, and aspirin-nicorandil were common DDIs 6 months preceding these health outcomes.

Conclusions: We found a two-fold increase in DDI prevalence between wave 1 and 2. DDI exposure was associated with increasing ADEs and declining HRQoL at 2-year follow-up. Common DDIs involved anticoagulants, cardiovascular and antimicrobial drugs, which should be targeted for medicine optimisation.

背景:在社区居住的老年人群中,有关药物相互作用(DDI)与健康结果之间关系的证据非常有限:我们估算了爱尔兰社区老年人群中可能具有重要临床意义的 DDI 发生率,并研究了 DDI 与(1)药物不良事件(ADE)、(2)急诊就医率和(3)与健康相关的生活质量(HRQoL)之间的关联:这是一项前瞻性队列研究,研究对象是爱尔兰 15 家全科诊所 2010 年招募的年龄≥ 70 岁的社区老年人(N = 904)(第 1 波),并利用相关的全国药房报销数据对其进行了为期 2 年的跟踪调查(第 2 波,2012-2013 年)。其中包括配发两种或两种以上药物的个人(第 1 波:N = 842;第 2 波:N = 763)。对基线、随访和每项健康结果前 6 个月的 DDI 患病率进行了估算。采用多层次回归法建立 DDI 暴露与随访健康结果之间的关联模型。报告了DDI流行率、调整后发病率比(aIRR)、调整后几率比(aOR)、β系数和多级回归分析得出的稳健标准误差(RSE)以及95%置信区间(CIs):在第一阶段,196 人(23.3% [95% CI 20.5-26.3])可能暴露于≥ 1 个 DDI,在第二阶段增加到 345 人(45.2% [41.7-48.9])。随访 2 年时,ADE 中位数为 3(四分位数间距 [IQR 2-5]);229 人(30.1%)≥ 1 次急诊就医,平均 EQ-5D 为 0.74 (± 0.23)。在随访中,DDI暴露与急诊就医之间的关联缺乏证据(aOR = 1.38 [0.42-4.53])。DDI暴露与ADEs数量增加(aIRR = 1.26 [1.03-1.55])和EQ-5D效用下降(β = - 0.07, [-0.11 to -0.04],RSE = 0.02)有关。阿司匹林-华法林、克拉霉素-强的松龙、胺碘酮-呋塞米、克拉霉素-沙丁胺醇、罗伐他汀-华法林、胺碘酮-比索洛尔和阿司匹林-尼可地尔是这些健康结果发生前6个月常见的DDI:我们发现,在第 1 波和第 2 波之间,DDI 发生率增加了两倍。DDI暴露与ADEs的增加和2年随访时HRQoL的下降有关。常见的DDI涉及抗凝剂、心血管药物和抗菌药物,应针对这些药物进行优化。
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引用次数: 0
Pharmacokinetics, Pharmacodynamics, Safety, and Tolerability of Oral AL01211 in Healthy Chinese Volunteers. 中国健康志愿者口服 AL01211 的药代动力学、药效学、安全性和耐受性。
IF 2.9 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-06-01 Epub Date: 2024-05-02 DOI: 10.1007/s40261-024-01362-2
Lei Dong, Jianxing Xiang, Michael Babcock, Yuanzhi Cheng, Yan Wang, Yuqiao Shen, Li Li, Liping Tan, Marvin Garovoy, Wei Hu, Jianhong Zheng

Background and objective: Aberrant accumulation of glycosphingolipids (GSLs) in the lysosome leads to GSL storage diseases. Glucosylceramide synthase inhibitors (GCSi) have the potential to treat several GSL storage diseases by reducing the synthesis of the disease-causing GSLs. AL01211 is a potent oral GCSi under investigation for Type 1 Gaucher disease and Fabry disease. Here, we evaluate the pharmacokinetics, pharmacodynamics, safety, and tolerability of AL01211 in healthy Chinese volunteers.

Methods: AL01211 was tested in a Phase 1, single-center, randomized, double-blind, placebo-controlled study with single-dose (15 and 60 mg) and multiple-dose (30 mg) arms.

Results: Results of AL01211 demonstrated dose-dependent pharmacokinetics, rapid absorption (median time to maximum plasma concentration [tmax] 2.5-4 hours), relatively slow clearance rate (mean apparent total clearance from plasma [CL/F] 88.3-200 L/h) and the mean terminal half-life above 30 hours. Repeated once-daily oral administration of AL01211 for 14 days had an approximately 2-fold accumulation, reaching steady-state levels between 7 and 10 days, and led to a 73% reduction in plasma glucosylceramide (GL1) on Day 14. AL01211 was safe and well tolerated, with no identified serious adverse events.

Conclusion: AL01211 showed a favorable pharmacokinetic, pharmacodynamics, safety, and tolerability profile in healthy Chinese volunteers. These data support the further clinical development of AL01211 as a therapy for GSL storage diseases.

Clinical trial registry: Clinical Trial Registry no. CTR20221202 ( http://www.chinadrugtrials.org.cn ) registered on 6 June 2022 and ChiCTR2200061431 ( http://www.chictr.org.cn ) registered on 24 June 2022.

背景和目的:糖磷脂(GSLs)在溶酶体中的异常积累会导致 GSL 贮存疾病。葡萄糖甘油酰胺合成酶抑制剂(GCSi)通过减少致病 GSLs 的合成,有望治疗多种 GSL 贮存疾病。AL01211 是一种强效口服 GCSi,目前正在研究用于治疗 1 型戈谢病和法布里病。在此,我们评估了 AL01211 在中国健康志愿者中的药代动力学、药效学、安全性和耐受性:结果:AL01211在单中心、随机、双盲、安慰剂对照的1期研究中进行了测试,分为单剂量(15毫克和60毫克)和多剂量(30毫克)两组:AL01211的药代动力学呈剂量依赖性,吸收迅速(达到最大血浆浓度[tmax]的中位时间为2.5-4小时),清除率相对较慢(平均血浆表观总清除率[CL/F]为88.3-200 L/h),平均终末半衰期超过30小时。连续14天每天重复口服一次AL01211会产生约2倍的蓄积,在7到10天之间达到稳态水平,并在第14天使血浆葡萄糖甘油三酯酰胺(GL1)减少73%。AL01211安全且耐受性良好,未发现严重不良反应:AL01211在中国健康志愿者中显示出良好的药代动力学、药效学、安全性和耐受性。结论:AL01211在中国健康志愿者中显示出良好的药代动力学、药效学、安全性和耐受性,这些数据支持AL01211作为GSL贮积症治疗药物的进一步临床开发:临床试验注册号:CTR20221202 (临床试验注册号:CTR20221202 ( http://www.chinadrugtrials.org.cn ) 注册于 2022 年 6 月 6 日,ChiCTR2200061431 ( http://www.chictr.org.cn ) 注册于 2022 年 6 月 24 日。
{"title":"Pharmacokinetics, Pharmacodynamics, Safety, and Tolerability of Oral AL01211 in Healthy Chinese Volunteers.","authors":"Lei Dong, Jianxing Xiang, Michael Babcock, Yuanzhi Cheng, Yan Wang, Yuqiao Shen, Li Li, Liping Tan, Marvin Garovoy, Wei Hu, Jianhong Zheng","doi":"10.1007/s40261-024-01362-2","DOIUrl":"10.1007/s40261-024-01362-2","url":null,"abstract":"<p><strong>Background and objective: </strong>Aberrant accumulation of glycosphingolipids (GSLs) in the lysosome leads to GSL storage diseases. Glucosylceramide synthase inhibitors (GCSi) have the potential to treat several GSL storage diseases by reducing the synthesis of the disease-causing GSLs. AL01211 is a potent oral GCSi under investigation for Type 1 Gaucher disease and Fabry disease. Here, we evaluate the pharmacokinetics, pharmacodynamics, safety, and tolerability of AL01211 in healthy Chinese volunteers.</p><p><strong>Methods: </strong>AL01211 was tested in a Phase 1, single-center, randomized, double-blind, placebo-controlled study with single-dose (15 and 60 mg) and multiple-dose (30 mg) arms.</p><p><strong>Results: </strong>Results of AL01211 demonstrated dose-dependent pharmacokinetics, rapid absorption (median time to maximum plasma concentration [t<sub>max</sub>] 2.5-4 hours), relatively slow clearance rate (mean apparent total clearance from plasma [CL/F] 88.3-200 L/h) and the mean terminal half-life above 30 hours. Repeated once-daily oral administration of AL01211 for 14 days had an approximately 2-fold accumulation, reaching steady-state levels between 7 and 10 days, and led to a 73% reduction in plasma glucosylceramide (GL1) on Day 14. AL01211 was safe and well tolerated, with no identified serious adverse events.</p><p><strong>Conclusion: </strong>AL01211 showed a favorable pharmacokinetic, pharmacodynamics, safety, and tolerability profile in healthy Chinese volunteers. These data support the further clinical development of AL01211 as a therapy for GSL storage diseases.</p><p><strong>Clinical trial registry: </strong>Clinical Trial Registry no. CTR20221202 ( http://www.chinadrugtrials.org.cn ) registered on 6 June 2022 and ChiCTR2200061431 ( http://www.chictr.org.cn ) registered on 24 June 2022.</p>","PeriodicalId":10402,"journal":{"name":"Clinical Drug Investigation","volume":" ","pages":"387-398"},"PeriodicalIF":2.9,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140854768","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
An Early Cost-Utility Model of mRNA-Based Therapies for the Treatment of Methylmalonic and Propionic Acidemia in the United Kingdom 英国治疗甲基丙二酸和丙酸血症的基于 mRNA 的疗法的早期成本效益模型
IF 3.2 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-05-25 DOI: 10.1007/s40261-024-01363-1
Pablo E. Bretos-Azcona, Matthew Wallace, Murvin Jootun, Guanyi Jin, Ion Agirrezabal, Agota Szende

Background and Objective

Novel messenger RNA (mRNA)-based therapies, currently in development, are emerging as a promising potential treatment modality for a broad range of life-threatening and life-limiting inherited liver diseases, including methylmalonic acidemia (MMA) and propionic acidemia (PA). However, owing in part to their complexity, they are likely to come at considerable financial cost to healthcare systems. The objective of this research was to synthesize available evidence on the costs and clinical consequences associated with MMA and PA for the purpose of exploratory economic evaluation of novel mRNA-based therapies using an early cost-utility model from the United Kingdom payer perspective.

Methods

A Markov model was constructed to simulate the costs and outcomes associated with novel mRNA therapies, compared with a combination of dietary management and organ transplantation (standard of care) among hypothetical cohorts of new-born patients with MMA and PA. Key model drivers were identified, and a price threshold analysis was performed to estimate value-based price ranges for future mRNA therapies given willingness-to-pay thresholds for orphan diseases.

Results

mRNA therapy was associated with an additional 5.7 and 1.3 quality-adjusted life-years (QALYs) gained per patient lifetime among patients with MMA and PA, respectively. Key drivers of cost-effectiveness were relative improvement in utility among patients who receive mRNA-based therapy and transplantation, and the cost of mRNA therapy. Assuming a willingness to pay range of £100,000–£300,000 per QALY gained, the model demonstrated mRNA therapy to be cost-effective in MMA and PA at an annual treatment cost of £70,452–£94,575 and £31,313–£36,695, respectively.

Conclusions

Despite the lack of a strong evidence base in MMA and PA, this model provides a useful tool to estimate the cost-effectiveness, and inform value-based pricing, of new mRNA-based therapies. Our analyses also identified areas for research that will have the greatest value in reducing uncertainty in future health economic evaluations of such treatments.

背景和目的目前正在开发的基于信使核糖核酸(mRNA)的新型疗法正在成为治疗包括甲基丙二酸血症(MMA)和丙酸血症(PA)在内的多种危及生命和限制生命的遗传性肝病的一种前景广阔的潜在治疗方式。然而,部分由于其复杂性,它们可能会给医疗系统带来相当大的经济成本。本研究的目的是综合与 MMA 和 PA 相关的成本和临床后果方面的现有证据,以便从英国支付方的角度,使用早期成本效用模型对基于 mRNA 的新型疗法进行探索性经济评估。方法构建马尔可夫模型,模拟新型 mRNA 疗法与饮食管理和器官移植(标准护理)相结合的方法相比,在 MMA 和 PA 的新生儿假定队列中的相关成本和结果。结果mRNA疗法在MMA和PA患者中分别为每位患者终生增加了5.7和1.3个质量调整生命年(QALYs)。成本效益的主要驱动因素是接受 mRNA 治疗和移植的患者效用的相对改善以及 mRNA 治疗的成本。假定每个 QALY 收益的支付意愿范围为 100,000 英镑至 300,000 英镑,该模型显示 mRNA 疗法在 MMA 和 PA 中具有成本效益,每年的治疗成本分别为 70,452 英镑至 94,575 英镑和 31,313 英镑至 36,695 英镑。我们的分析还确定了一些研究领域,这些领域在减少未来对此类疗法进行卫生经济评估时的不确定性方面具有最大价值。
{"title":"An Early Cost-Utility Model of mRNA-Based Therapies for the Treatment of Methylmalonic and Propionic Acidemia in the United Kingdom","authors":"Pablo E. Bretos-Azcona, Matthew Wallace, Murvin Jootun, Guanyi Jin, Ion Agirrezabal, Agota Szende","doi":"10.1007/s40261-024-01363-1","DOIUrl":"https://doi.org/10.1007/s40261-024-01363-1","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Background and Objective</h3><p>Novel messenger RNA (mRNA)-based therapies, currently in development, are emerging as a promising potential treatment modality for a broad range of life-threatening and life-limiting inherited liver diseases, including methylmalonic acidemia (MMA) and propionic acidemia (PA). However, owing in part to their complexity, they are likely to come at considerable financial cost to healthcare systems. The objective of this research was to synthesize available evidence on the costs and clinical consequences associated with MMA and PA for the purpose of exploratory economic evaluation of novel mRNA-based therapies using an early cost-utility model from the United Kingdom payer perspective.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>A Markov model was constructed to simulate the costs and outcomes associated with novel mRNA therapies, compared with a combination of dietary management and organ transplantation (standard of care) among hypothetical cohorts of new-born patients with MMA and PA. Key model drivers were identified, and a price threshold analysis was performed to estimate value-based price ranges for future mRNA therapies given willingness-to-pay thresholds for orphan diseases.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>mRNA therapy was associated with an additional 5.7 and 1.3 quality-adjusted life-years (QALYs) gained per patient lifetime among patients with MMA and PA, respectively. Key drivers of cost-effectiveness were relative improvement in utility among patients who receive mRNA-based therapy and transplantation, and the cost of mRNA therapy. Assuming a willingness to pay range of £100,000–£300,000 per QALY gained, the model demonstrated mRNA therapy to be cost-effective in MMA and PA at an annual treatment cost of £70,452–£94,575 and £31,313–£36,695, respectively.</p><h3 data-test=\"abstract-sub-heading\">Conclusions</h3><p>Despite the lack of a strong evidence base in MMA and PA, this model provides a useful tool to estimate the cost-effectiveness, and inform value-based pricing, of new mRNA-based therapies. Our analyses also identified areas for research that will have the greatest value in reducing uncertainty in future health economic evaluations of such treatments.</p>","PeriodicalId":10402,"journal":{"name":"Clinical Drug Investigation","volume":"20 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141153173","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
PB006: A Natalizumab Biosimilar PB006:纳他珠单抗生物仿制药
IF 3.2 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-29 DOI: 10.1007/s40261-024-01360-4
Matt Shirley

PB006 (Tyruko®) is the first biosimilar of the reference monoclonal anti-α4-integrin antibody natalizumab. It is approved for use in the same indications for which reference natalizumab is approved, as a single disease-modifying therapy in adults with highly active relapsing-remitting multiple sclerosis (RRMS). PB006 has similar physicochemical and pharmacodynamic properties to those of reference natalizumab, and the pharmacokinetic similarity of the agents has been demonstrated in a study in healthy subjects. PB006 demonstrated clinical efficacy similar to that of reference natalizumab in patients with RRMS, and was generally well tolerated in this population. The tolerability, safety and immunogenicity profiles of PB006 were similar to those of reference natalizumab, and switching from reference natalizumab to PB006 appeared to have no impact on tolerability or immunogenicity. The role of reference natalizumab in the management of RRMS is well established and PB006 provides an effective biosimilar alternative for patients requiring natalizumab therapy.

PB006(Tyruko®)是参考单克隆抗α4-整合素抗体纳他珠单抗的首个生物类似药。它被批准用于与参考药物纳他珠单抗相同的适应症,作为高度活动性复发缓解型多发性硬化症(RRMS)成人患者的单一疾病调节疗法。PB006 的理化性质和药效学特性与纳他珠单抗相似,在健康受试者中进行的一项研究也证明了这两种药物的药代动力学相似性。在 RRMS 患者中,PB006 的临床疗效与参考纳他珠单抗相似,而且该人群的耐受性普遍良好。PB006的耐受性、安全性和免疫原性与参考纳他珠单抗相似,从参考纳他珠单抗换成PB006似乎对耐受性和免疫原性没有影响。参考纳他珠单抗在 RRMS 治疗中的作用已经得到了充分肯定,PB006 为需要纳他珠单抗治疗的患者提供了一种有效的生物仿制药替代品。
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引用次数: 0
Prediction Model for Severe Thrombocytopenia Induced by Gemcitabine Plus Cisplatin Combination Therapy in Patients with Urothelial Cancer 吉西他滨加顺铂联合疗法诱发泌尿系统癌症患者严重血小板减少症的预测模型
IF 3.2 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-29 DOI: 10.1007/s40261-024-01361-3
Noriaki Matsumoto, Tomohiro Mizuno, Yosuke Ando, Koki Kato, Masanori Nakanishi, Tsuyoshi Nakai, Jeannie K. Lee, Yoshitaka Kameya, Wataru Nakamura, Kiyoshi Takahara, Ryoichi Shiroki, Shigeki Yamada

Background

Chemotherapy-induced thrombocytopenia is often a use-limiting adverse reaction to gemcitabine and cisplatin (GC) combination chemotherapy, reducing therapeutic intensity, and, in some cases, requiring platelet transfusion.

Objective

A retrospective cohort study was conducted on patients with urothelial cancer at the initiation of GC combination therapy and the objective was to develop a prediction model for the incidence of severe thrombocytopenia using machine learning.

Methods

We performed receiver operating characteristic analysis to determine the cut-off values of the associated factors. Multivariate analyses were conducted to identify risk factors associated with the occurrence of severe thrombocytopenia. The prediction model was constructed from an ensemble model and gradient-boosted decision trees to estimate the risk of an outcome using the risk factors associated with the occurrence of severe thrombocytopenia.

Results

Of 186 patients included in this study, 46 (25%) experienced severe thrombocytopenia induced by GC therapy. Multivariate analyses revealed that platelet count ≤ 21.4 (×104/µL) [odds ratio 7.19, p < 0.01], hemoglobin ≤ 12.1 (g/dL) [odds ratio 2.41, p = 0.03], lymphocyte count ≤ 1.458 (×103/µL) [odds ratio 2.47, p = 0.02], and dose of gemcitabine ≥ 775.245 (mg/m2) [odds ratio 4.00, p < 0.01] were risk factors of severe thrombocytopenia. The performance of the prediction model using these associated factors was high (area under the curve 0.76, accuracy 0.82, precision 0.68, recall 0.50, and F-measure 0.58).

Conclusions

Platelet count, hemoglobin level, lymphocyte count, and gemcitabine dose contributed to the development of a novel prediction model to identify the incidence of GC-induced severe thrombocytopenia.

背景化疗引起的血小板减少通常是限制吉西他滨和顺铂(GC)联合化疗的不良反应,会降低治疗强度,在某些情况下还需要输注血小板。方法 我们进行了接受者操作特征分析,以确定相关因素的临界值。我们进行了接受者操作特征分析,以确定相关因素的临界值;进行了多变量分析,以确定与严重血小板减少症发生相关的风险因素。预测模型由集合模型和梯度提升决策树构建而成,利用与严重血小板减少症发生相关的风险因素来估计结果的风险。多变量分析显示,血小板计数≤ 21.4 (×104/µL) [几率比 7.19, p < 0.01]、血红蛋白≤ 12.1 (g/dL) [几率比 2.41, p = 0.03]、淋巴细胞计数≤ 1.458 (×103/µL) [几率比 2.47, p = 0.02],吉西他滨剂量≥ 775.245 (mg/m2) [几率比 4.00, p <0.01]是严重血小板减少的危险因素。结论血小板计数、血红蛋白水平、淋巴细胞计数和吉西他滨剂量有助于建立一个新的预测模型,以确定 GC 诱导的严重血小板减少症的发生率。
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引用次数: 0
Safety, Tolerability, and Pharmacokinetics of Oral BI 1358894 in Healthy Japanese Male Volunteers 口服 BI 1358894 对日本男性健康志愿者的安全性、耐受性和药代动力学研究
IF 3.2 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-24 DOI: 10.1007/s40261-024-01357-z
Jangsoo Yoon, Vikas Sharma, Akiko Harada

Background and Objectives

BI 1358894, a novel small-molecule inhibitor of transient receptor potential canonical ion channels, is under development for treatment of major depressive disorder. Phase I trials assessing the safety and pharmacokinetics of BI 1358894 in Caucasian male healthy volunteers (HVs) have been performed. This Phase I, double-blind, placebo-controlled, parallel-group trial assessed the safety, tolerability and pharmacokinetics of BI 1358894 in Japanese male HVs.

Methods

Male HVs were randomized to receive oral BI 1358894 (n = 18) or placebo (n = 6) after a high-fat, high-calorie meal within three dose groups (50 mg, 100 mg, 200 mg), administered sequentially in dose-ascending order. The primary endpoint was number of HVs with drug-related adverse events (DRAEs). Secondary endpoints were the pharmacokinetic parameters of BI 1358894.

Results

Overall, 24 male HVs entered the trial [mean (standard deviation) age: 30.0 (7.6) years]. DRAEs occurred in 3/18 HVs (BI 1358894 100 mg group: one HV experienced dizziness and headache; BI 1358894 200 mg group: one HV experienced headache, another reported sleep disorder). BI 1358894 exposure increased dose dependently and proportionally, peaking 4–6 h after administration before declining in a multiphasic manner with a terminal elimination half-life of ~70 h in the 50 mg and 100 mg dose groups, and 203 h in the 200 mg dose group.

Conclusion

BI 1358894 was well tolerated with a favorable pharmacokinetic profile in Japanese male HVs, similar to findings from a previous study in Caucasian male HVs.

Trial Registration

ClinicalTrials.gov (NCT03875001; 08-Mar-2019).

背景和目标BI 1358894是一种新型小分子瞬时受体电位离子通道抑制剂,目前正在开发用于治疗重度抑郁症。已在白种男性健康志愿者(HVs)中进行了 I 期试验,评估 BI 1358894 的安全性和药代动力学。该 I 期双盲安慰剂对照平行组试验评估了 BI 1358894 在日本男性健康志愿者中的安全性、耐受性和药代动力学。主要终点是发生药物相关不良事件(DRAE)的 HV 人数。结果共有 24 名男性 HV 参与试验[平均(标准差)年龄:30.0(7.6)岁]。3/18 名 HV 出现了 DRAE(BI 1358894 100 毫克组:一名 HV 出现头晕和头痛;BI 1358894 200 毫克组:一名 HV 出现头痛,另一名报告出现睡眠障碍)。结论BI 1358894在日本男性HV中耐受性良好,药代动力学特征良好,与之前在高加索男性HV中的研究结果相似。
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引用次数: 0
Risk of Cardiovascular Events in Schizophrenic Patients Treated with Paliperidone Palmitate Once-Monthly Injection (PP1M): A Population-Based Retrospective Cohort Study in Taiwan 帕潘立酮棕榈酸酯每月一次注射液(PP1M)治疗精神分裂症患者发生心血管事件的风险:台湾一项基于人群的回顾性队列研究
IF 3.2 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-15 DOI: 10.1007/s40261-024-01358-y
Shih-Pei Shen, Li Yan, Tao Wu, Min-Wei Huang, Kuan-Chih Huang, Hong Qiu, Yongjing Zhang, Chao-Hsiun Tang

Background

Schizophrenia is one of the leading causes of disability. Paliperidone palmitate once-monthly injection (PP1M) was developed to provide consistent drug delivery and improve medication adherence for maintenance treatment. It is well known that patients with schizophrenia have higher cardiovascular risks, however little is known about the cardiovascular risks of patients with schizophrenia treated with PP1M in Asia.

Objective

This study aimed to estimate the incidence of cardiovascular events after initiating PP1M treatment and evaluate the cardiovascular risk associations compared with oral second-generation antipsychotics (SGAs).

Methods

Data from Taiwan’s National Health Insurance Research Database were used to identify a cohort of adult patients with schizophrenia who received any SGAs from 1 March 2012 to 31 December 2018. Patients who initiated PP1M treatment were enrolled for descriptive analysis of incidence rates. PP1M patients were propensity matched 1:1 to patients initiating a new oral SGA, for comparative analysis based on demographics, clinical characteristics and treatment history at baseline, in three-step matching procedures, following the prevalent new-user design to enhance comparability. Follow-up ended at the end of the treatment episode of index drug, death, last record available, or end of the study (31 December 2019). Study endpoints included serious cardiovascular events (including severe ventricular arrhythmia and sudden death), expanded serious cardiovascular events (which further included acute myocardial infarction and ischemic stroke), and cardiovascular hospitalizations. Risks of study endpoints between matched cohorts were compared using Cox regression.

Results

Overall, 11,023 patients initiating PP1M treatment were identified (49.5% were females; mean age of 43.2 [12.2] years). Overall incidences for serious cardiovascular events, expanded serious cardiovascular events, and cardiovascular hospitalizations were 3.92, 7.88 and 51.96 per 1000 person-years, respectively. In matched cohort analysis (N = 10,115), the hazard ratios (HRs) between initiating PP1M and a new oral SGA for serious cardiovascular events, expanded serious cardiovascular events, and cardiovascular hospitalizations were 0.86 (95% confidence interval [CI] 0.55–1.36), 0.88 (95% CI 0.63–1.21), and 0.78 (95% CI 0.69–0.89), respectively.

Conclusion

This study reported the population-based incidence of cardiovascular events in schizophrenic patients initiating PP1M treatment. PP1M was not associated with increased risks of serious cardiovascular events but was potentially associated with lower risks of cardiovascular hospitalizations compared with oral SGAs.

背景精神分裂症是导致残疾的主要原因之一。帕潘立酮棕榈酸酯每月一次注射液(PP1M)的开发旨在为维持治疗提供稳定的给药方式并提高用药依从性。众所周知,精神分裂症患者的心血管风险较高,但在亚洲,人们对接受帕利哌酮棕榈酸酯注射液治疗的精神分裂症患者的心血管风险知之甚少。本研究旨在估算开始接受帕利哌酮棕榈酸酯注射液治疗后心血管事件的发生率,并评估与口服第二代抗精神病药物(SGAs)相比的心血管风险关联。方法利用台湾国民健康保险研究数据库的数据,对2012年3月1日至2018年12月31日期间接受过任何SGAs治疗的成年精神分裂症患者进行队列识别。开始接受 PP1M 治疗的患者被纳入其中,用于对发病率进行描述性分析。根据基线时的人口统计学特征、临床特征和治疗史,将 PP1M 患者与新开始口服 SGA 的患者进行 1:1 的倾向性匹配,通过三步匹配程序进行比较分析,采用普遍的新用户设计以提高可比性。随访结束于指数药物治疗疗程结束、死亡、有最后记录或研究结束(2019 年 12 月 31 日)。研究终点包括严重心血管事件(包括严重室性心律失常和猝死)、扩大严重心血管事件(进一步包括急性心肌梗死和缺血性中风)和心血管住院治疗。采用 Cox 回归法比较了匹配队列间研究终点的风险。结果共发现 11,023 名开始接受 PP1M 治疗的患者(49.5% 为女性;平均年龄为 43.2 [12.2] 岁)。严重心血管事件、扩大严重心血管事件和心血管住院治疗的总发生率分别为每千人年 3.92 例、7.88 例和 51.96 例。在配对队列分析中(N = 10,115),开始使用 PP1M 和新的口服 SGA 对严重心血管事件、扩大的严重心血管事件和心血管住院治疗的危险比(HRs)分别为 0.结论本研究报告了开始接受 PP1M 治疗的精神分裂症患者心血管事件的人群发生率。与口服 SGAs 相比,PP1M 与严重心血管事件风险增加无关,但与心血管住院风险降低可能有关。
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引用次数: 0
期刊
Clinical Drug Investigation
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