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An Open-Source R Package for Detection of Adverse Events Under-Reporting in Clinical Trials: Implementation and Validation by the IMPALA (Inter coMPany quALity Analytics) Consortium. 用于检测临床试验中不良事件漏报的开源 R 软件包:IMPALA(Inter coMPany quALity Analytics)联盟的实施与验证。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-07-01 Epub Date: 2024-04-02 DOI: 10.1007/s43441-024-00631-8
Björn Koneswarakantha, Ronojit Adyanthaya, Jennifer Emerson, Frederik Collin, Annett Keller, Michaela Mattheus, Ioannis Spyroglou, Sandra Donevska, Timothé Ménard

Accurate and timely reporting of adverse events (AEs) in clinical trials is crucial to ensuring data integrity and patient safety. However, AE under-reporting remains a challenge, often highlighted in Good Clinical Practice (GCP) audits and inspections. Traditional detection methods, such as on-site investigator audits via manual source data verification (SDV), have limitations. Addressing this, the open-source R package {simaerep} was developed to facilitate rapid, comprehensive, and near-real-time detection of AE under-reporting at each clinical trial site. This package leverages patient-level AE and visit data for its analyses. To validate its efficacy, three member companies from the Inter coMPany quALity Analytics (IMPALA) consortium independently assessed the package. Results showed that {simaerep} consistently and effectively identified AE under-reporting across all three companies, particularly when there were significant differences in AE rates between compliant and non-compliant sites. Furthermore, {simaerep}'s detection rates surpassed heuristic methods, and it identified 50% of all detectable sites as early as 25% into the designated study duration. The open-source package can be embedded into audits to enable fast, holistic, and repeatable quality oversight of clinical trials.

准确及时地报告临床试验中的不良事件 (AE) 对于确保数据完整性和患者安全至关重要。然而,AE 报告不足仍是一项挑战,经常在良好临床实践(GCP)审核和检查中被强调。传统的检测方法存在局限性,例如通过人工源数据验证(SDV)对研究者进行现场审核。为了解决这个问题,我们开发了开源 R 软件包 {simaerep},以方便快速、全面、近乎实时地检测每个临床试验机构的 AE 少报情况。该软件包利用患者水平的 AE 和访视数据进行分析。为了验证它的有效性,Inter coMPany quALity Analytics (IMPALA) 联盟的三家成员公司对该软件包进行了独立评估。结果显示,{simaerep}能持续有效地识别三家公司的AE漏报情况,尤其是当合规和不合规医疗机构之间的AE发生率存在显著差异时。此外,{simaerep}的检测率也超过了启发式方法,它能在指定研究持续时间的25%时就识别出50%的检测点。该开源软件包可嵌入审计中,实现快速、全面、可重复的临床试验质量监督。
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引用次数: 0
Recent Status of Phase I Clinical Trials for Brain Tumors: A Regulatory Science Study of Exploratory Efficacy Endpoints. 脑肿瘤 I 期临床试验的近况:探索性疗效终点的监管科学研究》。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-07-01 Epub Date: 2024-03-26 DOI: 10.1007/s43441-024-00644-3
Shinya Watanabe, Takahiro Nonaka, Makoto Maeda, Masanobu Yamada, Narushi Sugii, Koichi Hashimoto, Shingo Takano, Tomoyoshi Koyanagi, Yoshihiro Arakawa, Eiichi Ishikawa

Background: Appropriate exploratory efficacy data from Phase I trials are vital for subsequent phases. Owing to the uniqueness of brain tumors (BTs), use of different strategies to evaluate efficacy is warranted. We studied exploratory efficacy evaluation in Phase I trials involving BTs.

Methods: Using Clarivate's Cortellis, 42 Phase I trials of BT interventions conducted from 2020 to 2022 were analyzed for efficacy endpoints, which were set as primary endpoints (PEs) or secondary endpoints (SEs). Additionally, these metrics were compared in two subgroups: trials including only BTs (Group-A) and those including BTs among mixed solid tumors (Group-B).

Results: Selected studies included a median of 1.5 PEs (range, 1-6) and 5 SEs (range, 0-19). Efficacy endpoints were included as PEs and SEs in 2 (5%) and 31 (78%) trials, respectively. Among the latter 31 trials that included 94 efficacy endpoints, 24, 22, 20, 9, and 8 reflected overall response rate (ORR), progression-free survival (PFS), overall survival (OS), duration of response (DOR), and disease control rate (DCR), respectively. ORR for BT was determined using various methods; however, the Response Evaluation Criteria in Solid Tumors (RECIST) was used less frequently in Group-A than in Group-B (p = 0.0039).

Conclusions: Recent Phase I trials included efficacy endpoints as SEs, with ORR, PFS, or OS included in ~ 50% trials and DOR or DCR in ~ 25%. No established criteria exist for imaging evaluation of BTs. Phase I trials involving mixed solid tumor cohorts revealed challenges in designing methods to assess the exploratory efficacy of BTs.

背景:I 期试验中适当的探索性疗效数据对后续阶段至关重要。由于脑肿瘤(BT)的特殊性,有必要采用不同的疗效评估策略。我们对涉及脑肿瘤的 I 期试验中的探索性疗效评估进行了研究:使用 Clarivate 的 Cortellis™,对 2020 年至 2022 年进行的 42 项 BT 干预的 I 期试验的疗效终点进行了分析,这些终点被设定为主要终点(PE)或次要终点(SE)。此外,这些指标还在两个分组中进行了比较:仅包括BTs的试验(A组)和包括混合实体瘤BTs的试验(B组):所选研究包括 1.5 个 PE(范围为 1-6)和 5 个 SE(范围为 0-19)。分别有 2 项(5%)和 31 项(78%)试验将疗效终点列为 PE 和 SE。在后 31 项包含 94 个疗效终点的试验中,分别有 24、22、20、9 和 8 项试验反映了总反应率 (ORR)、无进展生存期 (PFS)、总生存期 (OS)、反应持续时间 (DOR) 和疾病控制率 (DCR)。BT的总反应率是通过各种方法确定的;然而,A组比B组更少使用实体瘤反应评估标准(RECIST)(P = 0.0039):最近的 I 期试验将疗效终点作为 SE,其中约 50% 的试验包括 ORR、PFS 或 OS,约 25% 的试验包括 DOR 或 DCR。对于 BT 的成像评估还没有既定的标准。涉及混合实体瘤队列的 I 期试验揭示了设计 BT 探索性疗效评估方法所面临的挑战。
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引用次数: 0
How Aggregate Safety Assessment Planning Supports Investigational New Drug Safety Reporting Decisions. 总体安全评估规划如何支持新药研究安全报告决策。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-07-01 Epub Date: 2024-03-30 DOI: 10.1007/s43441-024-00634-5
Barbara A Hendrickson, Cynthia McShea, Greg Ball, Susan Talbot

In June 2021, FDA released a Draft Guidance on Sponsor Responsibilities for IND Safety Reporting and cited components of a recommended Safety Surveillance Plan (SSP). To meet the expectations of the 2021 FDA guidance, sponsors should document their plan for aggregate safety assessment. The Drug Information Association-American Statistical Association Interdisciplinary Safety Evaluation scientific working group has proposed an Aggregate Safety Assessment Plan (ASAP) that addresses this recommendation. The 2021 FDA guidance also discusses potential strategies for unblinded review of safety data from ongoing studies by an independent Assessment Entity, which could occur via planned periodic evaluations or "triggered" reviews based on blinded data assessments. The Assessment Entity reviewing unblinded data makes recommendations as to whether the threshold has been met for submission of an aggregate IND safety report. In this paper, we discuss how the ASAP supports IND aggregate safety reporting decisions, including elements to be included in a proposed SSP appendix to the ASAP. In addition, the authors advocate for the benefits of developing a charter (or specific section of the Data Monitoring Committee charter, if applicable) that describes the responsibilities and conduct of the Assessment Entity. With these components in place, study sponsors will meet the objective of having clearly defined processes for the monitoring of clinical trial safety data in aggregate and making IND safety reporting decisions.

2021 年 6 月,FDA 发布了《申办者在 IND 安全报告中的责任指南草案》,并列举了建议的安全监测计划 (SSP) 的组成部分。为满足 2021 年 FDA 指南的期望,申办者应记录其总体安全性评估计划。药物信息协会-美国统计协会跨学科安全性评估科学工作组针对这一建议提出了一项总体安全性评估计划 (ASAP)。2021 年 FDA 指南还讨论了由独立评估实体对正在进行的研究的安全性数据进行非盲审的潜在策略,这可以通过计划的定期评估或基于盲数据评估的 "触发式 "审查来实现。评估实体在审查非盲法数据时,会就是否达到提交总体 IND 安全性报告的阈值提出建议。在本文中,我们讨论了 ASAP 如何支持 IND 总体安全性报告决策,包括 ASAP 的拟议 SSP 附录中应包含的内容。此外,作者还主张制定一个章程(或数据监控委员会章程的特定部分,如果适用)来描述评估实体的责任和行为,这样做有很多好处。有了这些内容,研究申办者就能实现明确界定临床试验安全性数据总体监控流程并做出 IND 安全性报告决策的目标。
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引用次数: 0
Comparative Assessment of Drug Lag for Approved Oncology Targeted Therapies Between Saudi Arabia, the United States, and the European Union. 沙特阿拉伯、美国和欧盟对已批准的肿瘤靶向治疗药物滞后情况的比较评估。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-07-01 Epub Date: 2024-03-27 DOI: 10.1007/s43441-024-00642-5
Mohammed Alnuhait, Abdullah Alshammari, Manar Alharbi, Lina AlOtaibi, Reem Alharbi, Attiah Khobrani, Nora Alkhudair, Majed Alshamrani, Abdullah M Alrajhi

Introduction: Pharmaceutical regulation on a global scale is a complex process, with regulatory bodies overseeing various aspects, including licensing, registration, manufacturing, marketing, and labeling. Among these, the USFDA plays a crucial role in upholding public health. The pharmaceutical industry contributes significantly to well-being by developing and distributing therapeutic agents. The journey of evaluating new pharmaceuticals involves meticulous examination through several phases, from safety and efficacy assessments to toxicity evaluation. Drug approval involves submitting New Drug Applications (NDAs) to regulatory agencies like the USFDA and EMA. However, disparities in durations contribute to the phenomenon known as "drug lag." This lag refers to delays in a pharmaceutical product's availability in one market compared to another. Addressing this issue is crucial, given its impact on patient access to treatments.

Method: This study aims to analyze the extent of drug lag, focusing on newly approved oncology targeted therapies in Saudi Arabia, the United States, and the European Union. Data for cancer treatments authorized by the USFDA, EMA, and SFDA from January 1, 1997, to December 31, 2022, were collected from regulatory agency websites. The data sources included authorization letters, prescription information, and evaluation documents. We conducted a comparative assessment of drug lag for approved oncology targeted therapies between Saudi Arabia, the US, and the EU.

Result: Our analysis identified 135 newly approved oncology-targeted drugs within the specified timeframe. Of these, 71 received approval in all three regions, while disparities were evident in others. The USFDA consistently had the highest number of approved drugs, with 98.5% of drugs initially approved there. In contrast, Saudi Arabia had the lowest number of approved drugs and a significantly longer median drug lag, indicating substantial delays in drug availability.

Conclusion: This study highlights the significance of mitigating drug lag to enhance global healthcare outcomes and patient access to innovative therapies. Further research and collaborative efforts are essential to bridging these disparities and promoting equitable healthcare worldwide.

导言:全球范围内的药品监管是一个复杂的过程,监管机构负责监督包括许可、注册、生产、营销和标签在内的各个方面。其中,美国食品药物管理局在维护公众健康方面发挥着至关重要的作用。制药业通过开发和销售治疗药物,为人们的健康做出了巨大贡献。在评估新药的过程中,需要经过从安全性和有效性评估到毒性评估等多个阶段的细致检查。药品审批包括向美国食品药物管理局和欧洲药品管理局等监管机构提交新药申请(NDA)。然而,时间上的差异造成了所谓的 "药物滞后 "现象。这种滞后是指药品在一个市场的上市时间比在另一个市场的上市时间延迟。考虑到这一问题对患者获得治疗的影响,解决这一问题至关重要:本研究旨在分析药物滞后的程度,重点关注沙特阿拉伯、美国和欧盟新批准的肿瘤靶向疗法。研究人员从监管机构网站上收集了 1997 年 1 月 1 日至 2022 年 12 月 31 日期间美国食品药物管理局(USFDA)、欧洲医学管理局(EMA)和中国食品药品监督管理局(SFDA)批准的癌症治疗药物数据。数据来源包括授权书、处方信息和评估文件。我们对沙特阿拉伯、美国和欧盟已批准的肿瘤靶向治疗药物的滞后情况进行了比较评估:我们的分析确定了 135 种在规定时间内新批准的肿瘤靶向药物。其中,71 种药物在所有三个地区都获得了批准,而其他药物则存在明显差异。美国食品和药物管理局(USFDA)获批药物的数量一直最多,98.5%的药物在该局获得初步批准。相比之下,沙特阿拉伯的获批药物数量最少,药物滞后的中位数也明显较长,这表明在药物供应方面存在严重的延误:这项研究强调了缩短药物滞后期对提高全球医疗保健成果和患者获得创新疗法的重要性。进一步的研究和合作对于弥合这些差距和促进全球公平医疗至关重要。
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引用次数: 0
The Effect of Antihyperglycemic Medications on COVID-19: A Meta-analysis and Systematic Review from Observational Studies. 抗高血糖药物对 COVID-19 的影响:观察性研究的荟萃分析和系统回顾
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-07-01 Epub Date: 2024-04-29 DOI: 10.1007/s43441-024-00633-6
Zhi-Hui Song, Qiao-Ming Huang, Shan-Shan Xu, Jian-Bo Zhou, Chao Zhang

Background: Diabetes, a chronic disease worldwide, may be associated with a poorer prognosis in patients with coronavirus disease 2019 (COVID-19). While some antihyperglycemic medications may be beneficial, others may increase the risk of adverse clinical outcomes of COVID-19. We aimed to analyze the effect of antihyperglycemic medications on COVID-19.

Methods: We searched the Web of Science, Cochrane Library, EMBASE, PubMed, and Scopus databases from December 2019 to June 2022 to identify literature related to patients with COVID-19 and type 2 diabetes mellitus (T2DM) treated with antihyperglycemic medications.

Results: 56 studies were included in the analysis. Metformin (OR 0.66; 95% CI 0.58-0.74; p < 0.05), Glucagon-like peptide-1 receptor agonist (GLP-1ra) (OR 0.73; 95% CI 0.59-0.91; p < 0.05), and sodium-dependent glucose transporters 2 inhibitor (SGLT 2i) (OR 0.77; 95% CI 0.69-0.87; p < 0.05) were associated with lower mortality risk, while insulin was associated with increased mortality risk (OR 1.40; 95% CI 1.26-1.55; p < 0.05). Meanwhile, metformin (OR 0.65; 95% CI 0.50-0.85; p < 0.05) and GLP-1ra (OR 0.84; 95% CI 0.76-0.94; p < 0.05) were significantly associated with decreased severe manifestation risk. What's more, metformin (OR 0.77; 95% CI 0.62-0.96; p < 0.05), GLP-1ra (OR 0.86; 95% CI 0.81-0.92; p < 0.05), and SGLT 2i (OR 0.87; 95% CI 0.79-0.97; p < 0.05) were also associated with a decreased risk of hospitalization, but insulin were associated with an increased risk of hospitalization (OR 1.31; 95% CI 1.12-1.52; p < 0.05). Nevertheless, the results of the subgroup analyses showed that the effects of different glucose-lowering agents on COVID-19 may be related to in-hospital use or out-hospital use, elderly or non-elderly patients use, and different geography.

Conclusion: Metformin, GLP-1ra, and SGLT 2i have shown a positive effect on clinical outcomes in COVID-19, particularly in non-elderly individuals. However, insulin use may pose a higher risk, especially in elderly patients, so need with caution. Meanwhile, DPP-4i, TZD, α-GLUi, and sulfonylureas appeared to have a neutral effect. These results need to be validated in future clinical studies.

背景:糖尿病是一种世界性慢性疾病,可能与冠状病毒病2019(COVID-19)患者较差的预后有关。虽然一些降糖药物可能有益,但另一些降糖药物可能会增加COVID-19不良临床结果的风险。我们旨在分析降糖药物对COVID-19的影响:我们检索了2019年12月至2022年6月期间的Web of Science、Cochrane Library、EMBASE、PubMed和Scopus数据库,以确定与COVID-19患者和接受降糖药物治疗的2型糖尿病(T2DM)相关的文献:56项研究被纳入分析。二甲双胍(OR 0.66;95% CI 0.58-0.74;P二甲双胍、GLP-1ra 和 SGLT 2i 对 COVID-19 的临床结果有积极影响,尤其是在非老年人中。然而,使用胰岛素可能会带来更高的风险,尤其是在老年患者中,因此需要谨慎。同时,DPP-4i、TZD、α-GLUi 和磺脲类药物似乎没有影响。这些结果需要在今后的临床研究中加以验证。
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引用次数: 0
Examining the Association Between DCT Solutions Use and Participant Diversity in Clinical Trials. 研究临床试验中 DCT 解决方案的使用与参与者多样性之间的关联。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-05-11 DOI: 10.1007/s43441-024-00659-w
Zachary Smith, Kenneth Getz

Background: Whereas anecdotal reports suggest that the use of decentralized clinical trial (DCT) solutions can improve participant diversity in clinical trials there is no quantitative evidence to support such reports.

Methods: Tufts CSDD conducted this initial study based on data collected from prior research and publicly available data drawn from Clinicaltrials.gov to compare and contrast participant diversity in trials which included various DCT solutions - virtual visits or televisits, home visits, devices or wearables, and the use of local labs.

Results: The results of this analysis indicate that the use of local labs is associated with a lower percentage of white participants; the use of virtual visits or televisits is associated with a lower percentage of Black participants; and the use of devices or wearables was not associated with any significant change in participant demographics. The use of home visits could not be tested for significant differences.

背景:有传闻称,使用分散式临床试验(DCT)解决方案可以提高临床试验参与者的多样性,但目前还没有量化证据支持此类报道:塔夫茨研究与发展中心(Tufts CSDD)根据从以前的研究中收集到的数据和从 Clinicaltrials.gov 中获取的公开数据开展了这项初步研究,比较和对比了包含各种 DCT 解决方案(虚拟访问或电视访问、家访、设备或可穿戴设备以及使用本地实验室)的试验中的参与者多样性:分析结果表明,使用本地实验室与白人参与者比例较低有关;使用虚拟访问或电视与黑人参与者比例较低有关;而使用设备或可穿戴设备与参与者人口统计学方面的任何显著变化无关。家访的使用无法测试是否存在显著差异。
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引用次数: 0
Real-World Evidence to Support the Registration of a New Osteoporosis Medicinal Product in Europe. 支持骨质疏松症新药在欧洲注册的现实世界证据。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-05-01 Epub Date: 2024-02-10 DOI: 10.1007/s43441-024-00616-7
Colleen Davenport, Patricia Gravel, Yamei Wang, Setareh A Williams, Alethea Wieland, Bruce Mitlak

Real-World Evidence (RWE), which has historically been used to support post-approval safety studies, has recently gained acceptance for new drug applications as supportive evidence or as new clinical evidence for medicinal products with orphan designation and/or in disease areas with high unmet need. Here, we present a case study for the use of RWE in the approval of abaloparatide in the European Union (EU) under the tradename Eladynos. In addition to data from the pivotal Phase 3 study, the marketing authorization application (MAA) included clinical data from additional interventional and observational studies, as well as post-marketing data obtained from the United States (US) market since approval of abaloparatide by the Food and Drug Administration (FDA) in 2017. The new interventional studies were not designed to assess fracture efficacy and cardiovascular safety which were topics of concern raised by the Committee for Medicinal Products for Human Use (CHMP) during their review of the initial MAA submitted in 2015. However, these studies taken together with the RWE formed the basis for a new MAA. Prior to the planned resubmission in the EU, national Scientific Advice (SA) was sought on the proposed clinical program, specifically on the relevance of Real-World Data (RWD) derived from an observational study to support and complement the efficacy and safety data already available from prospective randomized clinical trials. This case study demonstrates successful use of RWE to address a previously identified gap raised by the CHMP during the review of an earlier MAA, which led to the approval of Eladynos for the treatment of osteoporosis in the EU.

真实世界证据(RWE)在历史上一直被用于支持批准后的安全性研究,最近在新药申请中作为支持性证据或作为孤儿药和/或需求未得到满足的疾病领域的新临床证据得到了认可。在此,我们将介绍一个案例,说明在欧盟(EU)批准阿巴帕肽(商品名为 Eladynos)时使用 RWE 的情况。除了来自关键性 3 期研究的数据外,上市许可申请(MAA)还包括来自其他介入性和观察性研究的临床数据,以及自 2017 年食品药品管理局(FDA)批准阿巴拉帕肽以来从美国市场获得的上市后数据。新的介入性研究并非旨在评估骨折疗效和心血管安全性,而这正是人用医药产品委员会(CHMP)在审查2015年提交的初始MAA时提出的关注主题。然而,这些研究与 RWE 一起构成了新 MAA 的基础。在计划向欧盟重新提交之前,就拟议的临床计划征求了国家科学建议(SA),特别是关于从观察性研究中获得的真实世界数据(RWD)的相关性,以支持和补充前瞻性随机临床试验中已有的疗效和安全性数据。本案例研究表明,RWE 的成功应用解决了 CHMP 在审查早期 MAA 时提出的差距问题,从而使 Eladynos 在欧盟获批用于治疗骨质疏松症。
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引用次数: 0
Practical Guidelines for Standardised Resolution of Important Protocol Deviations in Clinical Trials Conducted in Sub-Saharan Africa. 在撒哈拉以南非洲进行的临床试验中标准化解决重要协议偏差的实用指南》。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-05-01 Epub Date: 2024-01-29 DOI: 10.1007/s43441-023-00604-3
Armel Zemsi, Lorraine Jinette Guedem Nekame, Nuredin Mohammed, Elizabeth Stanley Batchilly, Edgard Dabira, Sheikh Omar Sillah, Gibbi Sey, Daisy H Williams, Bai-Lamin Dondeh, Carla Cerami, Ed Clarke, Umberto D'Alessandro

A clinical trial is any research on human subjects that involves an investigational medicinal product or device. Investigational medicinal products include unlicensed drugs or drugs used outside the product license (e.g. for a new indication) (ICH-GCP). As per the internationally accepted ICH-GCP guidelines, clinical trials should be conducted strictly per the approved protocol. However, during the lifecycle of a trial, protocol deviations may occur. Under ICH efficacy guidelines, protocol deviations are divided into non-important (minor) or important (major), and the latter can jeopardise the participant's rights, safety or the quality of data generated by the study. Existing guidelines on protocol deviation management do not detail or standardise actions to be taken for participants, investigational products, data or samples as part of a holistic management of important protocol deviations. Herein, we propose guidelines to address the current literature gap and promote the standardisation of actions to address important protocol deviations in clinical trials. The advised actions should complement the existing local institutional review board and national regulatory authority requirements.

临床试验是指任何涉及研究用医药产品或器械的人体研究。研究用医药产品包括未经许可的药物或在产品许可证之外使用的药物(如用于新适应症)(ICH-GCP)。根据国际公认的 ICH-GCP 指南,临床试验应严格按照批准的方案进行。然而,在试验的生命周期内,可能会出现方案偏离的情况。根据 ICH 疗效指南,方案偏差分为非重要(次要)和重要(主要)两种,后者可能会危及参与者的权利、安全或研究产生的数据质量。现有的方案偏差管理指南并没有详细说明或规范对参与者、研究产品、数据或样本所采取的行动,作为重要方案偏差整体管理的一部分。在此,我们提出指导方针,以解决目前的文献空白,并促进处理临床试验中重要方案偏差的行动标准化。建议的行动应与当地机构审查委员会和国家监管机构的现有要求相辅相成。
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引用次数: 0
A Modified Delphi Study to Establish Essential Clinical Pharmacology Competencies. 修改后的德尔菲研究,以确定临床药理学的基本能力。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-05-01 Epub Date: 2024-02-06 DOI: 10.1007/s43441-023-00609-y
Bernadette Johnson-Williams, Kellie Reynolds, Joga Gobburu, Albert Rundio

Introduction: Competency-based education has been commonly used to enhance the healthcare workforce for some time. A translational discipline that is integral to drug development and impactful on healthcare and public health is clinical pharmacology. With such contribution, it is essential that the clinical pharmacology workforce is adequately equipped to address the demands of emerging trends of drug development.

Objectives: The primary objective of this study was to determine the most significant competencies needed for a clinical pharmacologist in the regulatory environment.

Methods: A two round modified Delphi technique was administered to 29 clinical pharmacologists within the Office of Clinical Pharmacology (OCP) between November 2021-January 2022. A questionnaire consisting of core and technical competencies was administered electronically using SurveyMonkey ® to gain consensus about essential clinical pharmacology competencies. Participants used a Likert scale to rank importance of competencies from strongly agree (1), agree (2), neutral (3), disagree (4), strongly disagree (5). Participants also suggested topics to be included in the next round. Consensus was set at 60%. The competencies receiving the most consensus at 60% in round one and the new topics proceeded to the second round. In the second and final round, participants ranked the suggested competencies. Descriptive statistics and a McNemar change test were utilized to analyze data. Only data from the participants who completed both rounds was used in the study.

Results: In round one participants ranked all fifty-six core and technical competencies as essential with consensus of at least 60%. In round two, participants ranked sixty-two competencies as essential with consensus of at least 60%. A McNemar change test demonstrated stability of ranking between rounds.

Conclusion: Essential core and technical competencies can build education programs to sustain the emerging clinical pharmacology workforce in the Office of Clinical Pharmacology. The Delphi technique is a suitable approach to determine essential competencies because it cultivates consensus and gains insight from experts in the forefront of drug development.

导言:一段时间以来,能力本位教育已普遍用于提高医疗保健人员的能力。临床药理学是一门转化学科,与药物开发密不可分,并对医疗保健和公共卫生产生影响。临床药理学的贡献如此之大,因此临床药理学人员必须具备足够的能力,以应对药物开发新趋势的需求:本研究的主要目的是确定临床药理学家在监管环境中所需的最重要能力:在 2021 年 11 月至 2022 年 1 月期间,对临床药理学办公室 (OCP) 的 29 名临床药理学家进行了两轮改良德尔菲技术调查。使用 SurveyMonkey ® 以电子方式发放了一份由核心能力和技术能力组成的调查问卷,以就基本临床药理学能力达成共识。参与者使用李克特量表对能力的重要性进行了排序:非常同意 (1)、同意 (2)、中立 (3)、不同意 (4)、非常不同意 (5)。与会者还提出了下一轮的议题。共识率设定为 60%。在第一轮中获得最多共识(60%)的能力和新议题进入第二轮。在第二轮也是最后一轮中,参与者对建议的能力进行排名。数据分析采用了描述性统计和 McNemar 变化检验。研究仅使用了完成两轮的参与者的数据:在第一轮中,参与者将所有 56 项核心能力和技术能力都列为必备能力,共识度至少达到 60%。在第二轮中,参与者将六十二项能力列为必备能力,共识度至少为 60%。McNemar 变化测试表明,各轮之间的排序具有稳定性:结论:基本核心能力和技术能力可以建立教育计划,以维持临床药理办公室新兴的临床药理人才队伍。德尔菲技术是确定基本能力的合适方法,因为它能达成共识,并从药物开发前沿的专家那里获得真知灼见。
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引用次数: 0
Incorporating Prior Data in Quantitative Benefit-Risk Assessments: Case Study of a Bayesian Method. 将先验数据纳入量化效益-风险评估:贝叶斯方法案例研究。
IF 1.5 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2024-05-01 Epub Date: 2024-01-24 DOI: 10.1007/s43441-023-00611-4
Sai Dharmarajan, Zhong Yuan, Yeh-Fong Chen, Leila Lackey, Saurabh Mukhopadhyay, Pritibha Singh, Ram Tiwari

Background: Multiple criteria decision analysis (MCDA) and stochastic multi-criteria acceptability analysis (SMAA) in their current implementation cannot incorporate prior or external information on benefits and risks. We demonstrate how to incorporate prior data using a Bayesian mixture model approach while conducting quantitative benefit-risk assessments (qBRA) for medical products.

Methods: We implemented MCDA and SMAA in a Bayesian framework. To incorporate information from a prior study, we use mixture priors on each benefit and risk attribute that mixes information from a previous study with a vague prior distribution. The degree of borrowing is varied using a mixing proportion parameter.

Results: A demonstration case study for qBRA using the supplementary New Drug Application (sNDA) filing for Rivaroxaban for the indication of reduction in the risk of major thrombotic vascular events in patients with peripheral artery disease (PAD) was used to illustrate the method. Net utility scores, obtained from the randomized controlled trial data to support the sNDA, from the MCDA for Rivaraxoban and comparator were 0.48 and 0.56, respectively, with Rivaroxaban being the preferred alternative only 33% of the time. We show that with only 30% borrowing from a previous RCT, the MCDA and SMAA results are favorable for Rivaroxaban, accounting for the seemingly aberrant results on all-cause death in the trial data used to support the sNDA.

Conclusion: Our method to formally incorporate prior data in MCDA and SMAA is easy to use and interpret. Software in the form of an RShiny App is available here: https://sai-dharmarajan.shinyapps.io/BayesianMCDA_SMAA/ .

背景:多标准决策分析(MCDA)和随机多标准可接受性分析(SMAA)在目前的实施中无法纳入有关效益和风险的先验或外部信息。我们展示了如何使用贝叶斯混合模型方法在对医疗产品进行量化效益-风险评估(qBRA)时纳入先验数据:我们在贝叶斯框架内实施了 MCDA 和 SMAA。为了纳入先前研究的信息,我们在每个效益和风险属性上使用了混合先验,将先前研究的信息与模糊先验分布混合在一起。借用程度可通过混合比例参数来改变:结果:我们利用利伐沙班的补充新药申请(sNDA)来进行 qBRA 的示范案例研究,该新药申请的适应症是降低外周动脉疾病(PAD)患者发生重大血栓性血管事件的风险。从支持 sNDA 的随机对照试验数据中获得的利伐沙班和对比药的 MCDA 净效用分数分别为 0.48 和 0.56,其中只有 33% 的情况下利伐沙班是首选。我们的研究表明,只有30%的时间借鉴了先前的一项RCT,MCDA和SMAA结果对利伐沙班有利,从而解释了用于支持sNDA的试验数据在全因死亡方面看似反常的结果:我们将先前数据正式纳入 MCDA 和 SMAA 的方法易于使用和解释。RShiny应用程序形式的软件可在此处获取:https://sai-dharmarajan.shinyapps.io/BayesianMCDA_SMAA/ 。
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Therapeutic innovation & regulatory science
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