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Comparing machine learning and deep learning models to predict cognition progression in Parkinson's disease 比较机器学习和深度学习模型,预测帕金森病的认知进展。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-08 DOI: 10.1111/cts.70066
Edgar A. Bernal, Shu Yang, Konnor Herbst, Charles S. Venuto

Cognitive decline in Parkinson's disease (PD) varies widely. While models to predict cognitive progression exist, comparing traditional probabilistic models to deep learning methods remains understudied. This study compares sequential modeling techniques to identify cognitive progression in individuals with and without PD. Using data from the Parkinson's Progression Marker Initiative, shallow Markov, deep recurrent (long short-term memory [LSTM]), and nonrecurrent (temporal fusion transformer [TFT]) models were compared to predict cognitive status over time. Cognitive status was categorized into normal cognition (NC), mild cognitive impairment (MCI), and dementia. Predictions were made annually for up to 3 years using clinical data, including demographics, cognitive assessments, PD severity, and medical history. Each approach was evaluated using inverse probability weighted (IPW-) F1 scores. An ensemble method combined outputs from the Markov, LSTM, and TFT models. The dataset included 917 individuals (53% PD; 30% at risk for PD; 17% Healthy Controls). The TFT model outperformed others across all annual periods (IPW-F1 = 0.468) compared to the Markov (IPW-F1 = 0.349) and LSTM (IPW-F1 = 0.414) models, with improved performance using an ensemble approach (IPW-F1 = 0.502). For MCI and dementia predictions, which were rarer occurrences compared to NC status (ratios: 50:8:1), the TFT model consistently outperformed competing models, achieving IPW-F1 scores of 0.496 and 0.533 for MCI and dementia, respectively. In conclusion, sequential deep learning models like TFT, which mitigate long-term memory loss and can interpret complex, high-dimensional data, perform best overall in predicting clinically important cognitive transitions. These methods should be further explored for predicting degenerative conditions.

帕金森病(Parkinson's disease,PD)患者的认知能力下降程度差异很大。虽然存在预测认知进展的模型,但将传统概率模型与深度学习方法进行比较的研究仍然不足。本研究比较了序列建模技术,以识别帕金森病患者和非帕金森病患者的认知进展。利用帕金森病进展标记倡议(Parkinson's Progression Marker Initiative)的数据,比较了浅马尔科夫模型、深度递归模型(长短期记忆 [LSTM])和非递归模型(时序融合变换器 [TFT]),以预测随时间变化的认知状态。认知状态分为正常认知(NC)、轻度认知障碍(MCI)和痴呆。利用临床数据(包括人口统计学、认知评估、帕金森病严重程度和病史)每年进行一次长达 3 年的预测。每种方法都使用反概率加权(IPW-)F1 分数进行评估。一种集合方法综合了马尔可夫模型、LSTM 模型和 TFT 模型的输出结果。数据集包括 917 人(53% 患有帕金森病;30% 有帕金森病风险;17% 健康对照组)。与马尔科夫模型(IPW-F1 = 0.349)和 LSTM 模型(IPW-F1 = 0.414)相比,TFT 模型在所有年度期间的表现都优于其他模型(IPW-F1 = 0.468),而使用集合方法(IPW-F1 = 0.502)时的表现则更好。在 MCI 和痴呆症预测方面,与 NC 状态相比(比例:50:8:1),TFT 模型的表现始终优于其他竞争模型,在 MCI 和痴呆症方面的 IPW-F1 分数分别为 0.496 和 0.533。总之,像 TFT 这样的序列深度学习模型可以减轻长期记忆损失,并能解释复杂的高维数据,在预测临床上重要的认知转变方面总体表现最佳。应进一步探索这些方法,以预测退行性疾病。
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引用次数: 0
Clinical pharmacokinetics and pharmacodynamics of ongericimab: A potential long-acting PCSK9 monoclonal antibody in healthy subjects and patients with hypercholesterolemia: Randomized, double-blind, placebo-controlled phase Ia and Ib/II studies 安格列单抗的临床药代动力学和药效学:一种潜在的长效 PCSK9 单克隆抗体,适用于健康受试者和高胆固醇血症患者:随机、双盲、安慰剂对照的 Ia 期和 Ib/II 期研究
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-05 DOI: 10.1111/cts.70061
Juanjuan Jiang, Li Xu, Lin Chai, Xiaoyuan Guan, Li Zhang, Hong Liu, Yan Yan, Lili Li, Yi Zhao, Xuelian Bai, Lei Tian, Youhong Jia

Proprotein convertase subtilisin/kexin type 9 (PCSK9) increases plasma low-density lipoprotein-cholesterol (LDL-C) by decreasing the expression of the LDL-receptor on hepatic cells. Ongericimab (JS002) is a novel PCSK9 monoclonal antibody that exhibits a long-acting LDL-C lowering effect by exclusively inhibiting PCSK9 in pre-clinical studies. Two randomized, double-blind, placebo-controlled trials were conducted to evaluate the safety, tolerability, efficacy, immunogenicity, pharmacokinetic, and pharmacodynamic profiles of ongericimab in healthy subjects and patients with hypercholesterolemia. Eighty-four healthy subjects in the phase Ia study received a single dose of placebo or ongericimab (15–450 mg). Ninety patients with hypercholesterolemia in the phase Ib/II study received placebo or ongericimab 150 mg Q2W, 300 mg Q4W, or 450 mg Q4W for 12 weeks. Ongericimab exhibited non-linear kinetics. The apparent clearance decreased as the dosage increased, with terminal elimination half-life (t1/2) values of 4.5–6.5 days. Overall, ongericimab was well tolerated in both studies. A single dose of ongericimab reduced LDL-C levels by 30%–73% in healthy subjects, and repeated doses of ongericimab reduced LDL-C levels by 67%–80% in patients with hypercholesterolemia. At the end of the dosing interval in the phase Ib/II study, over 70% of patients' LDL-C levels decreased by more than 50% from baseline. The results showed that ongericimab had a significant long-acting LDL-C lowering effect with good safety and potential for clinical application.

Protein convertase subtilisin/kexin type 9 (PCSK9)通过降低肝细胞上低密度脂蛋白受体的表达来增加血浆中的低密度脂蛋白胆固醇(LDL-C)。Ongericimab (JS002)是一种新型PCSK9单克隆抗体,在临床前研究中通过专门抑制PCSK9表现出长效降低低密度脂蛋白胆固醇的作用。我们进行了两项随机、双盲、安慰剂对照试验,以评估昂格瑞单抗在健康受试者和高胆固醇血症患者中的安全性、耐受性、疗效、免疫原性、药代动力学和药效学特征。在 Ia 期研究中,84 名健康受试者接受了单剂量安慰剂或昂吉利单抗(15-450 毫克)。在Ib/II期研究中,90名高胆固醇血症患者接受了安慰剂或安格列单抗150毫克Q2W、300毫克Q4W或450毫克Q4W,为期12周。奥格瑞西单抗表现出非线性动力学。随着剂量的增加,表观清除率下降,终末消除半衰期(t1/2)值为 4.5-6.5 天。总体而言,两项研究中昂吉利单抗的耐受性良好。健康受试者单次服用昂格列单抗可使低密度脂蛋白胆固醇水平降低30%-73%,高胆固醇血症患者多次服用昂格列单抗可使低密度脂蛋白胆固醇水平降低67%-80%。在Ib/II期研究的给药间隔结束时,70%以上患者的低密度脂蛋白胆固醇水平比基线降低了50%以上。研究结果表明,昂格列单抗具有显著的长效降低低密度脂蛋白胆固醇作用,安全性好,具有临床应用潜力。
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引用次数: 0
A first-in-human, randomized study of the safety, pharmacokinetics and pharmacodynamics of povetacicept, an enhanced dual BAFF/APRIL antagonist, in healthy adults 在健康成年人中首次对增强型 BAFF/APRIL 双拮抗剂 povetacicept 的安全性、药代动力学和药效学进行人体随机研究。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-04 DOI: 10.1111/cts.70055
Rupert Davies, Stanford L. Peng, Jason Lickliter, Kristi McLendon, Amanda Enstrom, Allison G. Chunyk, Lori Blanchfield, NingXin Wang, Tiffany Blair, Heather M. Thomas, Alina Smith, Stacey R. Dillon

Therapeutic agents targeting the tumor necrosis factor (TNF) superfamily cytokines B-cell activating factor (BAFF, BLyS) and/or A PRoliferation Inducing Ligand (APRIL) have demonstrated clinical effectiveness in multiple autoimmune diseases, such as systemic lupus erythematosus, lupus nephritis, and immunoglobulin A nephropathy (IgAN). However, their clinical utility can often be limited by incomplete and/or prolonged times to clinical response and inconvenient dosing regimens, which may be improved by more potent dual inhibition of both cytokines. Povetacicept (ALPN-303; TACI vTD-Fc) is a crystallizable fragment (Fc) fusion protein of an engineered transmembrane activator and CAML interactor (TACI) domain which mediates more potent inhibitory activity than wild-type TACI-Fc or BAFF- or APRIL-specific antibodies and demonstrates superior pharmacokinetic and pharmacodynamic activity in multiple preclinical disease models. In this first-in-human study in healthy adults, povetacicept was well-tolerated as single ascending doses of up to 960 mg administered intravenously or subcutaneously. Dose-dependent pharmacokinetics were observed. Coverage of BAFF and APRIL was observed for 2–3 weeks and ≥4 weeks after doses of 80 mg and ≥240 mg, respectively. Maximal pharmacodynamic effects were observed at dose levels ≥80 mg for a single dose, associated with on-target reductions in antibody-secreting cells as well as in all circulating immunoglobulin isotypes, including the IgAN disease-related biomarker galactose-deficient-immunoglobulin A1 (Gd-IgA1), and were superior to results reported for wild-type TACI-Fc. These data strongly support further development of povetacicept for the treatment of B-cell-mediated automimmune diseases.

针对肿瘤坏死因子(TNF)超家族细胞因子 B 细胞活化因子(BAFF,BLyS)和/或 A 细胞增殖诱导配体(APRIL)的治疗药物已在多种自身免疫性疾病中显示出临床疗效,如系统性红斑狼疮、狼疮肾炎和免疫球蛋白 A 肾病(IgAN)。然而,由于临床反应不完全和/或时间过长以及给药方案不便,这些药物的临床应用往往受到限制,而对这两种细胞因子更有效的双重抑制可能会改善这种情况。Povetacicept(ALPN-303;TACI vTD-Fc)是一种可结晶的片段(Fc)融合蛋白,含有经过设计的跨膜激活剂和CAML相互作用因子(TACI)结构域,与野生型TACI-Fc或BAFF-或APRIL特异性抗体相比,具有更强的抑制活性,并在多种临床前疾病模型中显示出卓越的药代动力学和药效学活性。在这项首次在健康成年人中进行的人体研究中,静脉或皮下注射单次升剂量高达960毫克的povetacicept耐受性良好。观察到了剂量依赖性药代动力学。剂量分别为80毫克和≥240毫克后,对BAFF和APRIL的保护作用分别持续2-3周和≥4周。单次剂量≥80 毫克时可观察到最大药效学效应,与抗体分泌细胞和所有循环免疫球蛋白异型(包括 IgAN 疾病相关生物标记物半乳糖缺陷免疫球蛋白 A1 (Gd-IgA1))的靶向减少有关,且优于野生型 TACI-Fc 的结果。这些数据为进一步开发用于治疗 B 细胞介导的自动免疫疾病的 povetacicept 提供了有力支持。
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引用次数: 0
Correction to “implementing pain, agitation, delirium, and sleep deprivation protocol in critically ill patients: A pilot study on pharmacological interventions” 更正 "在重症患者中实施疼痛、躁动、谵妄和睡眠剥夺方案:药物干预试点研究"。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-04 DOI: 10.1111/cts.70068

Luetrakool P, Taesotikul S, Susantitapong K, Suthisisang C, Morakul S, Sutherasan Y, Tangsujaritvijit V, Dilokpattanamongkol P. Implementing pain, agitation, delirium, and sleep deprivation protocol in critically ill patients: A pilot study on pharmacological interventions. Clin Transl Sci. 2024 Mar;17(3):e13739. doi: 10.1111/cts.13739. PMID: 38421247; PMCID: PMC10903435.

On page 8, under the section titled “FUNDING INFORMATION”, the sentence “The authors confirm that this research received no external funding. The study was conducted without financial support, and the authors have no financial interests or affiliations that could be perceived as a conflict of interest in connection with this work.” were incorrect. This should have read: “This research project is supported by Mahidol University. The authors have no financial interests or affiliations that could be perceived as a conflict of interest in connection with this work.”

We apologize for this error.

Luetrakool P、Taesotikul S、Susantitapong K、Suthisisang C、Morakul S、Sutherasan Y、Tangsujaritvijit V、Dilokpattanamongkol P.在重症患者中实施疼痛、躁动、谵妄和睡眠剥夺方案:药物干预试点研究。Doi: 10.1111/cts.13739.PMID: 38421247; PMCID: PMC10903435.第 8 页,在 "资助信息 "一节中,"作者确认本研究未获得任何外部资助。本研究在没有资金支持的情况下进行,作者也没有与本研究相关的、可能被视为利益冲突的经济利益或从属关系 "一句有误。应改为"本研究项目得到玛希隆大学的支持。作者没有任何经济利益或从属关系,不会被视为与本工作有利益冲突。"我们对这一错误表示歉意。
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引用次数: 0
Implementing sensor-based digital health technologies in clinical trials: Key considerations from the eCOA Consortium 在临床试验中实施基于传感器的数字健康技术:eCOA 联盟的主要考虑因素。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-03 DOI: 10.1111/cts.70054
Elena S. Izmailova, Danielle Middleton, Reem Yunis, Julia Lakeland, Kristen Sowalsky, Julia Kling, Alison Ritchie, Christine C. Guo, Bill Byrom, Scottie Kern

The increased use of sensor-based digital health technologies (DHTs) in clinical trials brought to light concerns about implementation practices that might introduce burden on trial participants, resulting in suboptimal compliance and become an additional complicating factor in clinical trial conduct. These concerns may contribute to the lower-than-anticipated uptake of DHT deployment and data use for regulatory decision-making, despite well-articulated benefits. The Electronic Clinical Outcome Assessment (eCOA) Consortium gathered collective experience on deploying sensor-based DHTs and supplemented this with relevant literature focusing on mechanisms that may enhance participant compliance. The process for DHT implementation starts with identifying a clinical concept of interest followed by a digital measure selection, defining active or passive data capture and their sources, the number of sensors with respective body location, plus the duration and frequency of use in the context of perceived participant burden. Roundtable discussions among patient groups, physicians, and technology providers prior to protocol development can be very impactful for optimizing trial design. While diversity and inclusion are essential for any clinical trial, patient populations should be considered carefully in the context of trial-specific aims, requirements, and anticipated patient burden. Minimizing site burden includes assessment of training, research engagement, and logistical burden which needs to be triaged differently for early and late-stage clinical trials. Additional considerations include sharing trial results with study participants and leveraging publicly available data for compliance modeling. To the best of our knowledge, this report provides holistic considerations for sensor-based DHT implementation that may optimize participant compliance.

在临床试验中越来越多地使用基于传感器的数字健康技术(DHTs),这引起了人们对实施方法的关注,因为实施方法可能会给试验参与者带来负担,导致他们不能很好地遵守规定,成为临床试验过程中的另一个复杂因素。这些顾虑可能会导致在监管决策中部署 DHT 和使用数据的比例低于预期,尽管其好处已得到充分说明。电子临床结果评估(eCOA)联盟收集了部署基于传感器的 DHT 的集体经验,并补充了相关文献,重点关注可提高参与者依从性的机制。DHT 的实施过程首先是确定感兴趣的临床概念,然后选择数字测量方法,确定主动或被动数据采集及其来源、传感器数量及其各自的身体位置,以及在参与者感觉到的负担范围内的使用时间和频率。在制定方案之前,患者团体、医生和技术提供商之间的圆桌讨论对优化试验设计非常有帮助。虽然多样性和包容性对任何临床试验都至关重要,但应根据特定试验的目的、要求和预期患者负担仔细考虑患者群体。尽量减轻研究机构的负担包括对培训、研究参与和后勤负担的评估,这需要对早期和晚期临床试验进行不同的分流。其他考虑因素还包括与研究参与者共享试验结果,以及利用公开数据建立符合性模型。据我们所知,本报告为基于传感器的 DHT 的实施提供了全面的考虑因素,可优化参与者的依从性。
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引用次数: 0
Efficacy and safety of tofacitinib in rheumatoid arthritis: Nine years of real-world data. 托法替尼治疗类风湿性关节炎的疗效和安全性:九年的真实世界数据。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-01 DOI: 10.1111/cts.70084
Ali Ekin, Salim Misirci, Selin İldemir, Belkıs Nihan Coskun, Burcu Yagiz, Ediz Dalkilic, Yavuz Pehlivan

Tofacitinib is a targeted JAK inhibitor used to treat rheumatoid arthritis. Despite some recent safety concerns, it is considered effective and safe with appropriate patient selection. Between May 2015 and May 2024, data were retrospectively analyzed from 112 patients with a diagnosis of RA in a tertiary care hospital who had received tofacitinib for at least 1 month, with or without prior biologic DMARDs. The mean disease duration was 12 years, and the median duration of tofacitinib use was 32.5 months. The p-value for all disease activity parameters evaluated for effectiveness between the 1st- and 3rd-month visits was <0.001, except CRP (p = 0.097). Adverse events occurred in 15 (13.4%) patients, with an incidence rate of 4.54 per 100 patient-years. Observed were one myocardial infarction (0.3/100 patient-years), two pulmonary embolisms (0.6/100 patient-years), three herpes zoster (HZ) (0.9/100 patient-years), and one basal cell carcinoma (BCC) (0.3/100 patient-years). Median drug-free survival was 68 (95% CI: 54.8-81.2) months. The drug was discontinued in 28 (25%) patients due to ineffectiveness and in 13 (11.6%) due to side effects. A significant difference in drug survival rates was observed between patients who had not previously used bDMARDs and those who had received at least one bDMARD before tofacitinib (p < 0.001). Drug survival was 46.35 months in the prior bDMARD group and 71.09 months in the bDMARD-naive group. This study found significant reductions in disease activity indices at 3 and 6 months after starting tofacitinib, with sustained effectiveness. Although adverse event rates were somewhat higher than reported in the literature, tofacitinib can be used effectively and safely in appropriate patient populations for RA treatment.

托法替尼是一种靶向 JAK 抑制剂,用于治疗类风湿性关节炎。尽管最近出现了一些安全性问题,但只要选择适当的患者,它还是被认为是有效和安全的。在2015年5月至2024年5月期间,我们对一家三甲医院的112名确诊为类风湿关节炎的患者的数据进行了回顾性分析,这些患者接受了至少1个月的托法替尼治疗,无论之前是否服用过生物DMARDs。平均病程为12年,使用托法替尼的中位时间为32.5个月。第 1 个月和第 3 个月就诊期间,所有疾病活动参数有效性的 p 值为
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引用次数: 0
Effects of statins in patients with coronary artery spasm: A nationwide population-based study. 他汀类药物对冠状动脉痉挛患者的影响:一项基于全国人口的研究。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-01 DOI: 10.1111/cts.70087
Yu-Ching Lee, Ming-Jui Hung, Tien-Hsing Chen, Chun-Tai Mao, Chi-Tai Yeh, Nicholas G Kounis, Ian Y Chen, Patrick Hu, Ming-Yow Hung

Controversies regarding the benefits of statin treatment on clinical outcomes in coronary artery spasm (CAS) without obstructive coronary artery disease (CAD) persist due to limited data. In this retrospective nationwide population-based cohort study from the Taiwan National Health Insurance Research Database during the period 2000-2012, the matched cohorts consisted of 12,000 patients with CAS. After propensity score matching with 1:1 ratio, 2216 patients were eligible for outcome analysis in either statin or nonstatin group, with the mean follow-up duration of 4.8 and 4.6 years, respectively. Statin users versus nonusers had a significantly reduced risk of major adverse cardiovascular events (MACEs) (6.7% vs. 9.5%, hazard ratio [HR] 0.68; 95% confidence interval [CI] 0.55-0.84) and all-cause mortality (6.0% vs. 7.6%; HR 0.77; 95% CI 0.61-0.96). While the results of MACEs were mainly contributed by cardiovascular death (1.9% vs. 3.2%; HR 0.56; 95% CI 0.38-0.83) and ischemic stroke (3.8% vs. 5.4%; subdistribution HR 0.69; 95% CI 0.52-0.91), they were primarily driven by reductions in ischemic but not hemorrhagic stroke. The benefit of statins was significantly pronounced in patients with hypertension and diabetes. Nevertheless, the effect on MACEs was consistent irrespective of age, sex, dyslipidemia, and mental disorder. Statins significantly reduced the risk of MACEs and all-cause mortality in CAS patients. The benefit of statin therapy in reducing MACEs appeared to be linear, with greater risk reduction with higher doses and longer duration without upper threshold, reflecting the dose-dependent relationship of statins with MACEs in CAS patients.

由于数据有限,他汀类药物治疗对无阻塞性冠状动脉疾病(CAD)的冠状动脉痉挛(CAS)患者的临床预后的益处一直存在争议。在这项基于台湾国民健康保险研究数据库的回顾性全国人群队列研究(2000-2012 年)中,匹配队列包括 12,000 名 CAS 患者。按 1:1 的比例进行倾向得分匹配后,他汀或非他汀组中有 2216 名患者符合结果分析条件,平均随访时间分别为 4.8 年和 4.6 年。他汀类药物使用者与非使用者发生主要不良心血管事件(MACEs)(6.7% 对 9.5%,危险比 [HR] 0.68;95% 置信区间 [CI] 0.55-0.84)和全因死亡率(6.0% 对 7.6%;HR 0.77;95% CI 0.61-0.96)的风险明显降低。虽然MACEs的结果主要由心血管死亡(1.9% vs. 3.2%;HR 0.56;95% CI 0.38-0.83)和缺血性卒中(3.8% vs. 5.4%;亚分布HR 0.69;95% CI 0.52-0.91)造成,但其主要驱动因素是缺血性卒中的减少,而非出血性卒中的减少。他汀类药物对高血压和糖尿病患者的益处更为明显。然而,无论年龄、性别、血脂异常和精神障碍如何,他汀类药物对 MACEs 的影响是一致的。他汀类药物能明显降低 CAS 患者的 MACE 和全因死亡风险。他汀类药物治疗在降低MACEs方面的益处似乎是线性的,剂量越大、持续时间越长,降低的风险越大,但没有阈值上限,这反映了他汀类药物与CAS患者MACEs之间的剂量依赖关系。
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引用次数: 0
High-dose intranasal insulin in an adaptive dose-escalation study in healthy human participants. 在健康人中进行的适应性剂量递增研究中的大剂量鼻内胰岛素。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-01 DOI: 10.1111/cts.70071
Florian Schmitzberger, Jennifer Fowler, Cindy H Hsu, Manjunath P Pai, Robert W Neumar, William J Meurer, Robert Silbergleit

Intranasal insulin is a putative neuroprotective therapy after cardiac arrest, but safety in humans at doses extrapolated from animal models is unknown. This phase I, open-label adaptive dose-escalation study explores the maximum tolerated dose of intranasal insulin in healthy human participants. Placebo or insulin at doses from 0 to 1000 units was given to healthy participants intranasally on repeated weekly visits. Serum glucose, insulin, and C-peptide levels were measured serially at 0, 15, 30, 60, 120, 180, and 240 min after administration. Twenty-four participants (12 female, median age 53, IQR 35-61) were enrolled. There was minimal change in average serum glucose after administration of intranasal insulin. Average serum insulin increased slightly in a dose-dependent manner, reaching maximum concentrations at 15 min. C-peptide decreased over time from administration in all groups. One participant had severe hypoglycemia (24 mg/dL at 45 min) and a different participant had mild hypoglycemia (51 mg/dL at 30 min), both after receiving 600 U intranasal insulin. Hypoglycemic episodes were associated with increases in serum insulin. Both participants continued in the study without hypoglycemia after additional doses. High-dose intranasal insulin up to 1000 U was generally well tolerated, with minimal measurable systemic absorption and without significant aggregate changes in mean glucose. Idiosyncratic episodic systemic absorption and hypoglycemia require further study and additional caution in potential clinical application. Further study of its target engagement and efficacy as a neuroprotective therapy after cardiac arrest at these doses is warranted.

鼻内胰岛素是心脏骤停后的一种潜在神经保护疗法,但根据动物模型推断的剂量对人体的安全性尚不清楚。这项 I 期开放标签适应性剂量递增研究探讨了健康人对鼻内胰岛素的最大耐受剂量。健康参与者每周重复经鼻给予安慰剂或 0 至 1000 单位剂量的胰岛素。在给药后 0、15、30、60、120、180 和 240 分钟连续测量血清葡萄糖、胰岛素和 C 肽水平。共有 24 名参与者(12 名女性,中位年龄为 53 岁,IQR 为 35-61)参加了此次研究。使用鼻内胰岛素后,平均血清葡萄糖的变化极小。平均血清胰岛素呈剂量依赖性轻微升高,在 15 分钟时达到最高浓度。所有组的 C 肽均在用药后随时间推移而下降。一名参试者出现严重低血糖(45 分钟时为 24 毫克/分升),另一名参试者出现轻度低血糖(30 分钟时为 51 毫克/分升),两人都是在接受 600 U 鼻内胰岛素治疗后出现的。低血糖发作与血清胰岛素升高有关。这两名参与者在继续接受额外剂量的胰岛素治疗后,均未出现低血糖症状。大剂量鼻内胰岛素的耐受性普遍良好,最高可达 1000 U,可测量的全身吸收极少,平均血糖的总体变化不大。对于偶发性的全身吸收和低血糖症,需要进一步研究,并在可能的临床应用中更加谨慎。在这些剂量下,还需要进一步研究其作为心脏骤停后神经保护疗法的目标参与和疗效。
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引用次数: 0
Integrating real-world data and machine learning: A framework to assess covariate importance in real-world use of alternative intravenous dosing regimens for atezolizumab. 真实世界数据与机器学习的整合:评估在真实世界中使用阿特珠单抗替代静脉给药方案的协变量重要性的框架。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-01 DOI: 10.1111/cts.70077
Bianca Vora, Ashutosh Jindal, Erick Velasquez, James Lu, Benjamin Wu

The increase in the availability of real-world data (RWD), in combination with advances in machine learning (ML) methods, provides a unique opportunity for the integration of the two to explore complex clinical pharmacology questions. Here we present a recently developed RWD/ML framework that utilizes ML algorithms to understand the influence and importance of various covariates on the use of a given dose and schedule for drugs that have multiple approved dosing regimens. To demonstrate the application of this framework, we present atezolizumab as a use case on account of its three approved alternative intravenous (IV) dosing regimens. As expected, the real-world use of atezolizumab has generally been increasing since 2016 for the 1200 mg every 3 weeks regimen and since 2019 for the 1680 mg every 4 weeks regimen. Out of the ML algorithms evaluated, XGBoost performed the best, as measured by the area under the precision-recall curve, with an emphasis on the under-sampled class given the imbalance in the data. The importance of features was measured by Shapley Additive exPlanations (SHAP) values and showed metastatic breast cancer and use of protein-bound paclitaxel as the most correlated with the use of 840 mg every 2 weeks. Although patient usage data for alternative IV dosing regimens are still maturing, these analyses provide initial insights on the use of atezolizumab and set up a framework for the re-analysis of atezolizumab (at a future data cut) as well as application to other molecules with approved alternative dosing regimens.

真实世界数据(RWD)可用性的增加与机器学习(ML)方法的进步相结合,为两者的整合提供了一个独特的机会,以探索复杂的临床药理问题。在此,我们介绍最近开发的 RWD/ML 框架,该框架利用 ML 算法来了解各种协变量对使用给定剂量和给药计划的影响和重要性。为了演示该框架的应用,我们将阿特珠单抗作为一个用例,介绍其三种已获批准的静脉注射(IV)给药方案。不出所料,自 2016 年以来,atezolizumab 每 3 周 1200 毫克的给药方案和 2019 年以来每 4 周 1680 毫克的给药方案在现实世界中的使用量普遍增加。在所评估的 ML 算法中,XGBoost 的表现最佳,其衡量标准是精确度-召回曲线下的面积,鉴于数据的不平衡性,其重点是采样不足的类别。特征的重要性通过 Shapley Additive exPlanations(SHAP)值来衡量,结果显示转移性乳腺癌和蛋白结合型紫杉醇的使用与每两周使用 840 毫克最相关。尽管替代静脉给药方案的患者使用数据仍在不断成熟,但这些分析提供了关于阿特珠单抗使用情况的初步见解,并为阿特珠单抗的再分析(在未来数据切分时)以及应用于其他已获批准的替代给药方案的分子建立了框架。
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引用次数: 0
Imetelstat, a novel, first-in-class telomerase inhibitor: Mechanism of action, clinical, and translational science. 伊美司他(Imetelstat),一种新型、一流的端粒酶抑制剂:作用机制、临床和转化科学。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-01 DOI: 10.1111/cts.70076
Ashley L Lennox, Fei Huang, Melissa Kelly Behrs, Mario González-Sales, Neha Bhise, Ying Wan, Libo Sun, Tymara Berry, Faye Feller, Peter N Morcos

Most cancers and neoplastic progenitor cells have elevated telomerase activity and preservation of telomeres that promote cellular immortality, making telomerase a rational target for the treatment of cancer. Imetelstat is a first-in-class, 13-mer oligonucleotide that binds with high affinity to the template region of the RNA component of human telomerase and acts as a competitive inhibitor of human telomerase enzymatic activity. Pharmacokinetics, pharmacodynamics, exposure-response analyses, efficacy, and safety of imetelstat have been evaluated in vitro, in vivo, and clinically in solid tumor and hematologic malignancies, including lower-risk myelodysplastic syndromes (LR-MDS) and myeloproliferative neoplasms. Imetelstat was approved in the United States in June 2024 for the treatment of adult patients with LR-MDS with transfusion-dependent anemia requiring four or more red blood cell units over 8 weeks who have not responded to or have lost response to or are ineligible for erythropoiesis-stimulating agents, with a recommended dosing regimen of 7.1 mg/kg administered via 2-h intravenous infusion every 4 weeks. In the pivotal trial, significantly more patients treated with imetelstat versus placebo achieved ≥8-week and ≥24-week red blood cell-transfusion independence, and imetelstat was associated with a manageable safety profile characterized primarily by short-lived and manageable neutropenia and thrombocytopenia. This mini-review summarizes the mechanism of action, pharmacokinetic and pharmacodynamic characteristics, clinical development, and clinical efficacy and safety data of imetelstat.

大多数癌症和肿瘤原代细胞的端粒酶活性都会升高,端粒的保存会促进细胞的永生,因此端粒酶是治疗癌症的一个合理靶点。Imetelstat 是一种首创的 13 聚体寡核苷酸,能与人类端粒酶 RNA 成分的模板区域高亲和力结合,是人类端粒酶酶活性的竞争性抑制剂。在实体瘤和血液系统恶性肿瘤(包括低风险骨髓增生异常综合征(LR-MDS)和骨髓增生性肿瘤)的体外、体内和临床试验中,对依美司他的药代动力学、药效学、暴露-反应分析、疗效和安全性进行了评估。依美司他于2024年6月在美国获批用于治疗LR-MDS成人患者,这些患者患有输血依赖性贫血,需要在8周内输注4个或更多红细胞单位,且对促红细胞生成药物无反应、失去反应或不符合条件,推荐剂量为7.1毫克/千克,每4周通过2小时静脉输注给药。在关键性试验中,与安慰剂相比,接受伊美司他治疗的患者中有更多患者实现了≥8周和≥24周的红细胞输注独立性,而且伊美司他的安全性可控,主要表现为短暂且可控的中性粒细胞减少和血小板减少。本微型综述概述了依美司他的作用机制、药代动力学和药效学特征、临床开发以及临床疗效和安全性数据。
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