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Patient Safety in Healthcare: A Proposal for Ensuring the Use of Regulation-Compliant Safety Devices. 医疗保健中的患者安全:确保使用符合法规的安全设备的建议。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-21 DOI: 10.1007/s43441-025-00863-2
Tuncay Bayrak

Medical devices used in health care should fulfill the requirements of the technical regulations to protect patient health. Difficulties in enforcing stricter rules in the new medical device regulations may negatively affect the continuity of care. This study examines the status of manufacturers' compliance with medical device regulations, based on predefined criteria, and proposes a collaborative action plan and an approach to verify regulatory compliance. We conducted a nationwide survey comprising questions grouped by criteria to understand the status of the manufacturers in terms of compliance with the Medical Device Regulation. Four hundred sixty-seven manufacturers participated in the survey. We achieved a Cronbach's alpha of 0.77, which indicates that the survey is statistically reliable. We applied the independent samples t-test to the responses to determine significant features per question and employed factor analysis to investigate the relationships of the questions. The results of independent samples t-tests showed statistically significant differences across groups in replies to several survey items (p < 0.05), indicating that participants' opinions varied based on their demographic characteristics. We applied Exploratory Factor Analysis to introduce the relationships between the questions. The analysis revealed that manufacturers continue to face substantial challenges in acquiring sufficient knowledge and operational capability to meet MDR requirements. In light of these findings, we focused on the person responsible for regulatory compliance, who plays a central role in maintaining regulatory compliance within manufacturing organizations. We proposed an action plan at the macro level to introduce more effective action plans in cooperation with other stakeholders, including healthcare providers, and a verification approach for regulatory compliance to enhance the Person Responsible for Regulatory Compliance's competence. Manufacturers should implement effective postmarketing clinical follow-up plans involving device-oriented parameters for monitoring in the healthcare system, especially in collaboration with health professionals.

用于医疗保健的医疗器械应当符合技术法规的要求,保护患者健康。在新的医疗器械条例中执行更严格规则的困难可能会对护理的连续性产生负面影响。本研究基于预先设定的标准,检视制造商遵守医疗器械法规的现况,并提出合作行动计划及验证法规遵从性的方法。我们进行了一项全国性的调查,其中包括按标准分组的问题,以了解制造商在遵守医疗器械法规方面的状况。467家制造商参与了这项调查。我们获得了0.77的Cronbach's alpha,这表明调查在统计上是可靠的。我们采用独立样本t检验来确定每个问题的显著特征,并采用因子分析来调查问题之间的关系。独立样本t检验的结果显示,在对几个调查项目的回答上,各组之间存在统计学上的显著差异(p
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引用次数: 0
Beyond Screen Formats: Towards Context-Aware, Patient-Centric ePRO Design in Clinical Trials. 超越屏幕格式:在临床试验中实现上下文感知,以患者为中心的ePRO设计。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-26 DOI: 10.1007/s43441-025-00869-w
Schawanya Kaewpitoon Rattanapitoon, Nav La, Patpicha Arunsan, Nathakapch Kaewpitoon Rattanapitoon

Lord-Bessen et al. demonstrated that both single-item-per-screen and multiple-items-per-screen ePRO formats are acceptable, with minimal differences in usability and completion time. While format preference may be individual-specific, broader considerations-including patient cognitive load, device type, language complexity, and trial phase-are crucial for context-aware ePRO design. Future research should explore adaptive systems that dynamically adjust format in real time, subgroup analyses for older adults and low digital literacy participants, and language-specific validation. Moving beyond fixed formats toward adaptive, patient-tailored delivery can better align with regulatory priorities for patient-focused drug development, enhancing both participant experience and data integrity.

Lord-Bessen等人证明了每个屏幕一个项目和每个屏幕多个项目的ePRO格式都是可以接受的,在可用性和完成时间上的差异很小。虽然格式偏好可能因人而异,但更广泛的考虑因素——包括患者认知负荷、设备类型、语言复杂性和试验阶段——对于上下文感知的ePRO设计至关重要。未来的研究应该探索实时动态调整格式的自适应系统,针对老年人和低数字素养参与者的亚组分析,以及特定语言的验证。从固定的模式转向适应性的、为患者量身定制的交付,可以更好地与以患者为中心的药物开发的监管优先事项保持一致,从而增强参与者体验和数据完整性。
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引用次数: 0
Master Protocols: A Promising Approach to Accelerate Drug Development in Rare Kidney Diseases. 主方案:加速罕见肾脏疾病药物开发的有希望的方法。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-19 DOI: 10.1007/s43441-025-00857-0
Julie Lin, Jai Radhakrishnan

Kidney diseases have been a highly challenging area for new drug development because of traditional requirements for reaching doubling of serum creatinine, dialysis, or transplantation endpoints for regulatory approval, which translates into clinical trials needing several years of follow up and large numbers of study participants to achieve adequate power. In recent years, however, progress in surrogate endpoints (specifically proteinuria reduction and slowing of estimated glomerular filtration rate decline in rare glomerular diseases) has resulted in greatly increased interest by biotechnology and pharmaceutical sponsors in investing in these indications.

肾脏疾病一直是新药开发的一个极具挑战性的领域,因为传统的要求是达到血清肌酐、透析或移植终点的两倍才能获得监管部门的批准,这意味着临床试验需要数年的随访和大量的研究参与者才能获得足够的疗效。然而,近年来,替代终点的进展(特别是蛋白尿减少和罕见肾小球疾病肾小球滤过率下降的减缓)导致生物技术和制药赞助商对这些适应症的投资兴趣大大增加。
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引用次数: 0
Measuring Patient Participation Burden in Clinical Outcome Assessments for Clinical Trials. 临床试验结果评估中患者参与负担的测量。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-21 DOI: 10.1007/s43441-025-00832-9
Abigail Dirks, Hana Do, Chelsea Gallagher, Arnab Roy, Tricia Siddharth, Emily Szabo, Kenneth Getz

Background: Bristol Myers Squibb (BMS), in collaboration with ZS and Tufts CSDD, recently conducted a detailed evaluation of participation burden associated with clinical outcome assessments, including patient reported outcomes.

Methods: A mixed-methods approach was used including an online global survey followed by in-depth interviews with patients and investigative sites to understand underlying causes of participation burden.

Results: 258 patients completed the online survey, 12 interviews were conducted among patients, and 12 interviews were conducted among investigative site personnel. The results show significant differences in patient perceptions of participation burden depending on the modalities and types of clinical outcome assessments administered in clinical trials. Specific modalities associated with elevated burden included those longer than 30 min and those completed several times per month. Perceived burden of clinical outcome assessments varied significantly by patient age and ethnicity. Investigative sites also reported the burden associated with administering electronic clinical outcome assessments - most notably the technical challenges and additional patient assistance required during initial setup, first patient visit, and technology management across different sponsors.

Conclusion: The results of this study raise clinical team and protocol author awareness of the patient participation burden associated with distinct types and modalities of clinical outcome assessments and informs decisions to selectively reduce this burden. The results of this study build on the Tufts CSDD-ZS Patient Burden Algorithm.

背景:Bristol Myers Squibb (BMS)与ZS和Tufts CSDD合作,最近进行了与临床结果评估相关的参与负担的详细评估,包括患者报告的结果。方法:采用混合方法,包括在线全球调查,然后与患者和调查地点进行深入访谈,以了解参与负担的潜在原因。结果:258例患者完成了在线调查,对患者进行了12次访谈,对调查现场人员进行了12次访谈。结果显示,根据临床试验中实施的临床结果评估的方式和类型,患者对参与负担的看法存在显著差异。与加重负担相关的特定治疗方式包括治疗时间超过30分钟和每月完成几次的治疗。临床结果评估的感知负担因患者年龄和种族而有显著差异。调查网站还报告了与管理电子临床结果评估相关的负担——最明显的是在初始设置、首次患者就诊和不同赞助商的技术管理期间需要的技术挑战和额外的患者协助。结论:本研究的结果提高了临床团队和方案作者对不同类型和方式的临床结果评估相关的患者参与负担的认识,并为有选择地减轻这种负担提供决策依据。本研究结果建立在Tufts CSDD-ZS患者负担算法的基础上。
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引用次数: 0
Quality of Reports on Drug Toxicity in Eudravigilance: A Safety Physician's Perspective. 药物毒性报告的质量:安全医师的观点。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-10-16 DOI: 10.1007/s43441-025-00884-x
Jana Brajdih Čendak

Background: European legislation requires Marketing Authorization Holders (MAHs) to continuously monitor Eudravigilance (EV) data and inform the European Medicines Agency and national competent authorities of validated safety signals. The process follows the Good Pharmacovigilance Practice Module IX and is based on the review of individual case safety reports (ICSR) both from the MAH's internal database and from EV. The data is reviewed and evaluated by a medically trained person, who should, based on the information provided in the case, determine the causal relationship between the suspect drug and the reported event. In order to do this with a certain degree of confidence, the case needs to report enough high-quality information on the drug, patient and adverse event, without significant confounders.

Methods: For this purpose, we performed an evaluation of data quality of ICSRs within the Eudravigilance database, focusing on drug toxicity cases for five commonly implicated substances: paracetamol, diazepam, fentanyl, quetiapine, and fluoxetine. A medically driven review was conducted on 500 randomly selected ICSRs from 2015 to 2024. A detailed quality assessment framework was developed and applied, scoring cases across several criteria (including data on suspect drugs, patient demographics, adverse event description, time to event, and case narratives), resulting in a maximum quality score of 25.

Results: Main study findings revealed a generally low data quality, with an average score of 11.57 out of 25. Key quality deficiencies included improper classification of drugs as suspects (e.g., reporting concomitant medications or treatments as suspects), reporting of underlying diseases and indications as adverse events, lack of information on patients' medical history and missing time-to-event information. Cases from non-European Economic Area (non-EEA) countries and consumer-reported cases exhibited the lowest quality, while regulatory agency-reported cases were of higher quality. The study also identified a frequent misclassification of non-prescription or illicit substances (e.g., fentanyl) as prescription products, complicating signal detection and causality assessments. The analysis highlights a very important gap in pharmacovigilance signal detection and evaluation processes, underscoring risks for misleading results, increased workload, and potential misinterpretation of product safety profiles. The results highlight the need for enhanced case reporting trainings, improved quality control, better follow-up processes, and a collective mindset shift across stakeholders to prioritize data quality.

Conclusion: In conclusion, significant improvements in the completeness, accuracy, and clinical relevance of ICSRs are essential to support effective safety signal detection and benefit-risk assessment in the post-marketing surveillance of medicinal products.

背景:欧洲立法要求上市许可持有人(mah)持续监测eudravigance (EV)数据,并向欧洲药品管理局(ema)和国家主管部门通报已验证的安全信号。该流程遵循良好药物警戒规范模块IX,并基于对来自MAH内部数据库和EV的个案安全报告(ICSR)的审查。数据由受过医学培训的人员进行审查和评价,该人员应根据案件中提供的信息,确定可疑药物与报告事件之间的因果关系。为了在一定程度上有信心做到这一点,病例需要报告关于药物、患者和不良事件的足够高质量的信息,没有显著的混杂因素。方法:为此,我们对Eudravigilance数据库中icsr的数据质量进行了评估,重点关注五种常见涉及物质的药物毒性病例:扑热息痛、地西泮、芬太尼、喹硫平和氟西汀。从2015年到2024年,对500名随机选择的icsr进行了医学审查。制定并应用了详细的质量评估框架,根据几个标准(包括可疑药物的数据、患者人口统计、不良事件描述、事件发生时间和病例叙述)对病例进行评分,最高质量得分为25分。结果:主要研究发现数据质量普遍较低,平均得分为11.57分(满分25分)。主要的质量缺陷包括不恰当地将药物分类为可疑药物(例如,将伴随用药或治疗报告为可疑药物)、将潜在疾病和指征报告为不良事件、缺乏关于患者病史的信息以及缺少事件发生时间的信息。来自非欧洲经济区(non-EEA)国家的病例和消费者报告的病例质量最低,而监管机构报告的病例质量较高。该研究还发现,经常将非处方或非法物质(如芬太尼)错误分类为处方产品,使信号检测和因果关系评估复杂化。该分析强调了药物警戒信号检测和评估过程中的一个非常重要的空白,强调了误导性结果的风险、工作量的增加以及对产品安全概况的潜在误解。研究结果强调,需要加强病例报告培训,改进质量控制,改进后续流程,并在利益相关者之间转变集体心态,优先考虑数据质量。结论:综上所述,icsr的完整性、准确性和临床相关性的显著提高对于支持药品上市后监管中有效的安全信号检测和获益-风险评估至关重要。
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引用次数: 0
The Use of Unmanned Aerial Vehicles (UAV) on Delivering Biological Samples for COVID-19 and Tuberculosis Diagnosis: A Scoping Review. 使用无人机(UAV)递送COVID-19和结核病诊断的生物样本:范围综述。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-09-06 DOI: 10.1007/s43441-025-00865-0
Olga Maíra Machado Rodrigues, Izabela Gimenes Lopes, Mariah Eduarda Ferreira de Oliveira, Mônica Angélica Carreira Fragoso, Maria Regina Fernandes de Oliveira, Raquel Santos Silva, Glaura Regina de Castro E Caldo Lima, Amílcar Sabino Damazo, Wagner de Jesus Martins

Purpose: To identify and review scientific evidence from experimental studies utilizing unmanned aerial vehicles (UAVs) to transport samples for the diagnosis of COVID-19 and tuberculosis (TB). This exploratory study aims to support the future development of UAVs for transporting biological samples within the Brazilian Unified Health System (SUS).

Methods: This scoping review defined its eligibility criteria using the PECO acronym, focusing on: Population: biological samples for diagnosing COVID-19 or TB; Exposure: UAV transportation; Comparator: land transportation; Outcomes: Cost, effectiveness, methods for sample preservation, flight parameters (time, altitude, speed, distance), and quality of transported samples. Eligible studies were identified through searches in Medline via PubMed, Scopus, Embase, and Web of Science. Grey literature was explored via Google Scholar.

Results: Of the 2,052 articles initially found, 797 were duplicates, 1,247 were screened by title and abstract and excluded, eight were retrieved (and fully read) of which five met the eligibility criteria and were included in the review. These studies provided diverse evidence regarding cost, operational performance, safety, and sample integrity.

Conclusion: The reviewed studies demonstrate promising applications of UAVs in healthcare logistics. However, regulatory and legal frameworks require adaptation to ensure operational safety. Further experimental studies are necessary, particularly involving beyond visual line of sight (BVLOS) operations, to evaluate scalability and potential cost reductions.

目的:确定和审查利用无人机运输COVID-19和结核病(TB)诊断样本的实验研究的科学证据。这项探索性研究旨在支持无人机在巴西统一卫生系统(SUS)内运输生物样品的未来发展。方法:本综述使用PECO首字母缩略词定义了其资格标准,重点是:人群:用于诊断COVID-19或结核病的生物样本;曝光:无人机运输;比较国:陆路运输;结果:成本、有效性、样品保存方法、飞行参数(时间、高度、速度、距离)和运输样品的质量。通过PubMed、Scopus、Embase和Web of Science在Medline中搜索确定符合条件的研究。灰色文献通过b谷歌Scholar进行探索。结果:在最初发现的2052篇文章中,797篇是重复的,1247篇通过标题和摘要筛选并被排除,8篇被检索(并被完全阅读),其中5篇符合资格标准并被纳入综述。这些研究提供了关于成本、操作性能、安全性和样品完整性的各种证据。结论:综述了无人机在医疗保健物流中的应用前景。然而,需要调整监管和法律框架以确保运营安全。进一步的实验研究是必要的,特别是涉及超视距(BVLOS)操作,以评估可扩展性和潜在的成本降低。
{"title":"The Use of Unmanned Aerial Vehicles (UAV) on Delivering Biological Samples for COVID-19 and Tuberculosis Diagnosis: A Scoping Review.","authors":"Olga Maíra Machado Rodrigues, Izabela Gimenes Lopes, Mariah Eduarda Ferreira de Oliveira, Mônica Angélica Carreira Fragoso, Maria Regina Fernandes de Oliveira, Raquel Santos Silva, Glaura Regina de Castro E Caldo Lima, Amílcar Sabino Damazo, Wagner de Jesus Martins","doi":"10.1007/s43441-025-00865-0","DOIUrl":"10.1007/s43441-025-00865-0","url":null,"abstract":"<p><strong>Purpose: </strong>To identify and review scientific evidence from experimental studies utilizing unmanned aerial vehicles (UAVs) to transport samples for the diagnosis of COVID-19 and tuberculosis (TB). This exploratory study aims to support the future development of UAVs for transporting biological samples within the Brazilian Unified Health System (SUS).</p><p><strong>Methods: </strong>This scoping review defined its eligibility criteria using the PECO acronym, focusing on: Population: biological samples for diagnosing COVID-19 or TB; Exposure: UAV transportation; Comparator: land transportation; Outcomes: Cost, effectiveness, methods for sample preservation, flight parameters (time, altitude, speed, distance), and quality of transported samples. Eligible studies were identified through searches in Medline via PubMed, Scopus, Embase, and Web of Science. Grey literature was explored via Google Scholar.</p><p><strong>Results: </strong>Of the 2,052 articles initially found, 797 were duplicates, 1,247 were screened by title and abstract and excluded, eight were retrieved (and fully read) of which five met the eligibility criteria and were included in the review. These studies provided diverse evidence regarding cost, operational performance, safety, and sample integrity.</p><p><strong>Conclusion: </strong>The reviewed studies demonstrate promising applications of UAVs in healthcare logistics. However, regulatory and legal frameworks require adaptation to ensure operational safety. Further experimental studies are necessary, particularly involving beyond visual line of sight (BVLOS) operations, to evaluate scalability and potential cost reductions.</p>","PeriodicalId":23084,"journal":{"name":"Therapeutic innovation & regulatory science","volume":" ","pages":"36-44"},"PeriodicalIF":1.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12753566/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145008446","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Regulatory Adoption of AI, ML, Computational Modeling & Simulation in In-Silico Clinical Trials for Medical Devices: A Systematic Review. 人工智能,机器学习,计算机建模和模拟在医疗器械的硅临床试验中的监管采用:系统综述。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-10-07 DOI: 10.1007/s43441-025-00871-2
Arindam De, Alka Lohani

Objective: This study explores the revolutionary potential of in-silico clinical trials (ISCTs) in medical device development, emphasizing the integration of computational modeling and simulation (CM&S), artificial intelligence (AI), and machine learning (ML). It evaluates regulatory advancements by the FDA, EMA, and PMDA, identifies barriers to global ISCTs adoption, and proposes strategies to enhance credibility, standardization, and ethical alignment.

Methods: A systematic review following PRISMA 2020 guidelines reviewed 72 studies (2014-2025) from Scopus, PubMed, Web of Science, and regulatory reports. Excluding non-regulatory or non-medical device research, inclusion criteria emphasized ISCTs technologies and regulatory frameworks.

Result: ISCTs employ CM&S techniques, including finite element analysis, computational fluid dynamics, and agent-based modeling, to simulate medical device performance and generate synthetic patient cohorts, thereby reducing costs and addressing ethical concerns. AI/ML further enhances predictive accuracy and optimizes trial design. Regulatory agencies have developed advanced frameworks like the FDA's model credibility and AI guidelines, the EMA promotes its 3R Guidelines, and the PMDA supports computational validation through dedicated subcommittees. Key challenges include regulatory fragmentation, limited data accessibility, computational complexity, and ethical risks such as algorithmic bias. Proposed solutions include global harmonization of regulatory guidelines, explainable AI implementation, federated learning adoption for secure data collaboration, and hybrid trial designs that integrate ISCTs with traditional methodologies.

Conclusion: ISCTs can revolutionize the development and assessment of medical devices. Standardized validation frameworks, regulatory standards, and interdisciplinary cooperation are required to address these issues. Clear guidelines must ensure ISCTs legitimacy and acceptance and promote safer and ethical medical innovations.

目的:探讨计算机临床试验(ISCTs)在医疗器械开发中的革命性潜力,强调计算建模与仿真(CM&S)、人工智能(AI)和机器学习(ML)的融合。它评估了FDA、EMA和PMDA的监管进展,确定了全球采用isct的障碍,并提出了提高可信度、标准化和道德一致性的策略。方法:根据PRISMA 2020指南对来自Scopus、PubMed、Web of Science和监管报告的72项研究(2014-2025)进行系统评价。排除非监管或非医疗器械研究,纳入标准强调科学技术和监管框架。结果:isct采用CM&S技术,包括有限元分析、计算流体动力学和基于主体的建模,来模拟医疗器械的性能并生成合成患者队列,从而降低成本并解决伦理问题。AI/ML进一步提高了预测准确性,优化了试验设计。监管机构已经开发了先进的框架,如FDA的模型可信度和人工智能指南,EMA推广其3R指南,PMDA通过专门的小组委员会支持计算验证。主要挑战包括监管碎片化、有限的数据可访问性、计算复杂性以及算法偏见等伦理风险。提出的解决方案包括监管指南的全球统一、可解释的人工智能实施、安全数据协作的联合学习采用,以及将isct与传统方法集成的混合试验设计。结论:ISCTs对医疗器械的开发和评价具有革命性的意义。解决这些问题需要标准化的验证框架、监管标准和跨学科合作。明确的指导方针必须确保科学技术的合法性和可接受性,并促进更安全和合乎伦理的医学创新。
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引用次数: 0
A Regulatory Perspective on a UK Federated Data Network for Medicines and Medical Devices: Lessons from a 'Study-A-Thon'. 英国联邦药品和医疗器械数据网络的监管视角:来自“研究马拉松”的经验教训。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-19 DOI: 10.1007/s43441-025-00854-3
Helen P Booth, John Connelly, Daniel Dedman, Katherine Donegan, Alison Cave

Internationally, medical regulators are seeking to make better use of real-world data (RWD) to support their decision making. While the UK National Health Service collects population-wide cradle-to-grave data, challenges remain around siloing, interoperability and access to data across different care settings. In 2023, a `Study-A-Thon' was held to explore how mobilisation of a UK distributed data network might be used to generate real-world evidence (RWE) for regulatory purposes by increasing availability of RWD in a timely manner. Two research questions focusing on high-priority data gaps (medical devices and secondary care prescribing) were selected as case studies to support this work. This paper summarises details of the Study-A-Thon and discusses key learnings for the UK's Medicines and Healthcare products Regulatory Agency (MHRA), UK stakeholders and international partners to reflect on when developing and implementing RWD strategies. Shortcomings of the data are discussed, such as a lack of follow-up for patients across care settings and the need to develop common data models to capture relevant information on medical product utilisation. The importance of local data and clinical expertise for success is highlighted, from encouraging better data collection at point of care through to appropriate interpretation of results. Successful delivery of results for both studies supports the view that, with further development, a UK federated data model could enhance national regulatory decision-making across the product lifecycle.

在国际上,医疗监管机构正在寻求更好地利用真实世界数据(RWD)来支持其决策。虽然英国国家卫生服务系统收集了全国人口从摇篮到坟墓的数据,但在不同护理环境中的数据孤岛化、互操作性和访问方面仍然存在挑战。2023年,举办了一场“Study-A-Thon”活动,探讨如何通过及时提高RWD的可用性,利用英国分布式数据网络的动员来生成用于监管目的的真实世界证据(RWE)。两个重点关注高优先级数据缺口(医疗设备和二级保健处方)的研究问题被选为案例研究来支持这项工作。本文总结了研究马拉松的细节,并讨论了英国药品和保健产品监管机构(MHRA)、英国利益相关者和国际合作伙伴在制定和实施RWD战略时反思的关键经验。讨论了数据的缺点,例如缺乏对患者在整个护理环境中的随访,以及需要开发通用数据模型以获取医疗产品使用情况的相关信息。从鼓励在护理点更好地收集数据到适当地解释结果,强调了当地数据和临床专业知识对成功的重要性。两项研究结果的成功交付支持了这样一种观点,即随着进一步的发展,英国联合数据模型可以增强整个产品生命周期的国家监管决策。
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引用次数: 0
BOP2-Comb: Bayesian Optimal Phase II Design for Optimizing Doses and Assessing Contribution of Components in Drug Combinations. BOP2-Comb:贝叶斯优化第二期设计,用于优化剂量和评估药物组合中各成分的贡献。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-08-19 DOI: 10.1007/s43441-025-00860-5
Xiaohan Chi, Ying Yuan, Ruitao Lin

Background: Personalized cancer treatment using combination therapies offers substantial therapeutic benefits over single-agent treatments in most cancers. However, unmet clinical needs and increasing market competition pressure drug developers to quickly optimize combination doses and clearly demonstrate the contribution of each component when developing and evaluating new combination treatments.

Methods: We propose a Bayesian optimal phase II drug-combination (BOP2-Comb) design that optimizes the combination dose and evaluates the proof-of-concept as well as the contribution of each component in two seamless stages. Our optimal calibration scheme minimizes the total trial sample size while controlling incorrect decision rates at nominal levels. This calibration procedure is Monte Carlo simulation-free and provides a theoretical guarantee of false-positive control.

Results: We demonstrate the superior finite-sample operating characteristics of the proposed design through extensive simulations, achieving reduced sample sizes and improved control of both correct and incorrect decision rates compared to existing approaches. To illustrate its utility, we apply the BOP2-Comb design to redesign a real phase II trial evaluating the combination therapy of bevacizumab and lomustine.

Conclusions: The BOP2-Comb design provides a valuable framework for designing future randomized phase II trials of combination therapies, particularly when both dose optimization and assessment of component contributions are required.

背景:在大多数癌症中,使用联合治疗的个性化癌症治疗比单药治疗提供了实质性的治疗益处。然而,未满足的临床需求和日益激烈的市场竞争迫使药物开发人员在开发和评估新的联合治疗时快速优化联合剂量并清楚地展示每种成分的贡献。方法:我们提出了一个贝叶斯优化二期联合药物(BOP2-Comb)设计,优化联合剂量,评估概念验证以及每个成分在两个无缝阶段的贡献。我们的最佳校准方案最小化总试验样本量,同时在标称水平上控制不正确的决策率。该校准过程不需要蒙特卡罗模拟,为误报控制提供了理论保证。结果:与现有方法相比,我们通过广泛的模拟证明了所提出设计的优越有限样本操作特性,实现了减少样本量和改进对正确和错误决策率的控制。为了说明其效用,我们应用BOP2-Comb设计重新设计了一个评估贝伐单抗和洛莫司汀联合治疗的真实II期试验。结论:BOP2-Comb设计为设计未来联合治疗的随机II期试验提供了一个有价值的框架,特别是在需要剂量优化和成分贡献评估时。
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引用次数: 0
Regulatory Experiences with the Use of Multiple Imputation for Missing Data in a Phase 3 Confirmatory Trial. 在3期验证性试验中对缺失数据使用多重归算的监管经验。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-01-01 Epub Date: 2025-10-10 DOI: 10.1007/s43441-025-00872-1
Mouna Sassi-Sayadi, Pierre Verweij, Peter Cornelisse

The Mixed Model for Repeated Measures (MMRM) is widely used in clinical trials, however, its reliance on the Missing at Random (MAR) assumption and the exclusion of subjects lacking post-baseline data have been points of scrutiny, particularly due to misalignment with the Intent-to-Treat (ITT) principle. This paper presents an application of Multiple Imputation (MI) to address missing data in a hypertension clinical trial and discusses the subsequent interactions with regulatory authorities requesting additional analyses predominantly based on a Missing not at Random (MNAR) assumption. While MNAR-based approaches have been traditionally used for sensitivity analyses, we present an example demonstrating that regulatory agencies are increasingly expecting their integration into primary analyses.

重复测量混合模型(MMRM)广泛用于临床试验,然而,它对随机缺失(MAR)假设的依赖以及对缺乏基线后数据的受试者的排除一直是审查的重点,特别是由于与意向治疗(ITT)原则不一致。本文介绍了多重输入(MI)的应用,以解决高血压临床试验中缺失的数据,并讨论了随后与监管机构的互动,要求主要基于非随机缺失(MNAR)假设进行额外的分析。虽然基于mnar的方法传统上用于敏感性分析,但我们提出的一个例子表明,监管机构越来越期望将其整合到初级分析中。
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引用次数: 0
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