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Statistical Guardrails for Hybrid-Controlled Trials: Robust to Confounding and Between-Study Heterogeneity. 混合对照试验的统计护栏:对混杂和研究间异质性的稳健性。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-14 DOI: 10.1007/s43441-026-00932-0
Di Ran, Fanni Zhang, Kristine Broglio, Sima Shahsavari, Alasdair Henderson, Binbing Yu

External evidence from prior trials, registries, and fit-for-purpose real-world data can improve drug development efficiency. Hybrid-controlled designs are particularly appealing for reducing concurrent control enrollment while simultaneously providing internal validity with a randomized control arm. Yet regulatory adoption is limited due to major concerns around bias due to possible differences in characteristics and outcomes between the external data and the trial. To realize the benefits of the hybrid approach without compromising credibility, methodological guardrails are crucial for mitigating bias and enabling valid inference. We assessed eight statistical methods which proactively address differences between external data and trial data. We apply these methods to both a large clinical trial as a case study, as well as within a comprehensive simulation study with continuous outcomes that varied the amount of measured versus unmeasured confounding, the severity of the between-data-source heterogeneity, and the number of external data sources. Results show that two-step strategy, propensity score-based balancing followed by Bayesian dynamic borrowing, consistently delivered the most favorable trade-off between precision gain and bias control. This approach when used with fit-for-purpose external data can provide a robust implementation of the hybrid trial design beyond the narrow set of conditions where there is currently precedent.

来自先前试验、注册中心和符合目的的真实世界数据的外部证据可以提高药物开发效率。混合对照设计在减少并发对照入组的同时提供随机对照组的内部有效性,尤其具有吸引力。然而,由于外部数据和试验之间的特征和结果可能存在差异,因此主要担心存在偏见,因此监管部门的采用受到限制。为了在不损害可信度的情况下实现混合方法的好处,方法护栏对于减轻偏见和实现有效推断至关重要。我们评估了八种统计方法,这些方法主动处理外部数据和试验数据之间的差异。我们将这些方法应用于作为案例研究的大型临床试验,以及具有连续结果的综合模拟研究,这些结果改变了测量与未测量混淆的数量,数据源之间异质性的严重程度以及外部数据源的数量。结果表明,两步策略,即基于倾向评分的平衡和贝叶斯动态借用,始终在精度增益和偏差控制之间实现最有利的权衡。当这种方法与适合目的的外部数据一起使用时,可以提供混合试验设计的稳健实施,而不是目前有先例的狭窄条件集。
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引用次数: 0
Enhancing Data Quality in Clinical Trials: Cross-Company Validation of the Open-Source Clinical Trial Anomaly Spotter (CTAS). 提高临床试验数据质量:跨公司验证开源临床试验异常监测器(CTAS)。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-12 DOI: 10.1007/s43441-026-00950-y
Pekka Tiikkainen, Frederik Collin, Björn Koneswarakantha

Background: Current ICH guidelines, e.g. ICH E6 (R3), advocate a risk-based statistical review of clinical trial data to identify anomalies. The open-source R package, clinical trial anomaly spotter (CTAS) has been developed by Bayer and the Intercompany Quality Analytics (IMPALA) consortium, helps detect inconsistencies in subject time series data at both site and subject levels, facilitating timely intervention.

Methods: CTAS analyzes time series of equal length. Each subject-level time series is summarized as six optional scalars: mean, standard deviation, range, relative unique value count, autocorrelation and local outlier factor. To detect site-level anomalies, sites can be scored using 3 different scoring methods. The performance of the CTAS algorithm was tested using simulations, artificially introducing site anomalies of various types and degrees into clinical trial data sets.

Results: We found that CTAS can reliably detect site anomalies depending on the degree of the anomaly introduced. Less complex anomalies such as mean were easier to detect than complex outlier such as local outlier factor. The three scoring methods differed in their ability to detect anomalous sites with a small number of patients and their false positive rates.

Conclusions: CTAS is a valuable tool for timely detection of outliers in clinical data, suitable for integration into risk-based strategies. Choosing the appropriate site anomaly scoring method is crucial for handling sites with fewer subjects effectively.

背景:目前的ICH指南,如ICH E6 (R3),提倡对临床试验数据进行基于风险的统计审查,以识别异常。由拜耳公司和Intercompany Quality Analytics (IMPALA)联盟开发的开源R软件包临床试验异常监测器(CTAS),有助于在试验地点和受试者水平上检测受试者时间序列数据的不一致性,促进及时干预。方法:CTAS分析等长时间序列。每个学科层面的时间序列被总结为六个可选的标量:平均值、标准差、范围、相对唯一值计数、自相关和局部异常因子。为了检测站点级别的异常,可以使用3种不同的评分方法对站点进行评分。通过模拟测试CTAS算法的性能,人为地将不同类型和程度的部位异常引入临床试验数据集。结果:我们发现CTAS可以可靠地检测到根据异常程度引入的部位异常。较简单的异常(如平均值)比复杂的异常(如局部异常因子)更容易检测。三种评分方法在检测少量患者异常部位的能力和假阳性率方面存在差异。结论:CTAS是一种有价值的工具,可以及时发现临床数据中的异常值,适合整合到基于风险的策略中。选择合适的站点异常评分方法对于有效处理主体较少的站点至关重要。
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引用次数: 0
Impurities in Oncology Pharmaceuticals: A Review of Classification, Detection Methods, Regulatory Frameworks and Emerging Trends. 肿瘤药物中的杂质:分类、检测方法、监管框架和新兴趋势的综述。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-12 DOI: 10.1007/s43441-026-00948-6
Kishan Balehalli Shivananda, Nagarjun Somaprakash, Pradeep Kumar Badiya

Pharmaceutical impurities pose a significant challenge in the development and manufacturing of anti-cancer drugs due to their high potency, narrow therapeutic index, and prolonged administration in most treatment regimens. Even trace-level impurities can compromise drug safety, efficacy, and regulatory compliance. This review provides a comprehensive overview of various types of pharmaceutical impurities organic, inorganic, residual solvents, and genotoxic impurities with a focus on their origins, toxicological significance, and impact on oncology therapeutics. The paper discusses traditional and modern analytical methods used for impurity detection, including chromatographic techniques, spectroscopic tools, mass spectrometry, and capillary electrophoresis and advanced hyphenated systems. Regulatory frameworks from International Council for Harmonization, the U.S. Food and Drug Administration, the European Medicines Agency, Therapeutic Goods Administration, Medicines and Healthcare products Regulatory Agency and the World Health Organization are examined, particularly concerning acceptable limits for genotoxic and elemental impurities. In addition, this study explores recent advancements such as surface plasmon coupled emission technique, AI-assisted data analysis, portable sensors, and real-time monitoring technologies that enhance impurity profiling. The advantages and applications of the modern technologies are discussed, emphasizing their role in improving method efficiency, automation, and sustainability in connection with the impurity profiling.

由于药物杂质在大多数治疗方案中具有高效、治疗指数窄、给药时间长等特点,对抗癌药物的开发和生产构成了重大挑战。即使是微量的杂质也会危及药物的安全性、有效性和法规遵从性。本文综述了各种类型的药物杂质有机、无机、残留溶剂和基因毒性杂质,重点介绍了它们的来源、毒理学意义和对肿瘤治疗的影响。本文讨论了用于杂质检测的传统和现代分析方法,包括色谱技术、光谱工具、质谱、毛细管电泳和先进的连字符系统。审查了国际协调理事会、美国食品和药物管理局、欧洲药品管理局、治疗用品管理局、药品和保健产品管理局和世界卫生组织的监管框架,特别是关于基因毒性和元素杂质的可接受限度。此外,本研究还探讨了表面等离子体耦合发射技术、人工智能辅助数据分析、便携式传感器和增强杂质分析的实时监测技术等最新进展。讨论了现代技术的优点和应用,强调了它们在提高方法效率、自动化和可持续性方面的作用。
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引用次数: 0
An NCI Micro-credentialing Model for Onboarding and Training Clinical Research Professionals in a Lean Fiscal Environment. NCI微认证模型在精益财政环境下的入职和培训临床研究专业人员。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-12 DOI: 10.1007/s43441-026-00941-z
Barbara Tafuto, Belinda Zhang, Kathleen Black, Ginnette Watkins-Keller, Rahul Mittal, Barbara DeMarco

Clinical research professionals are essential to the successful conduct of clinical trials yet training and retention of this workforce remain significant challenges, particularly with constrained budgets and declining indirect cost reimbursements. This study describes the implementation, and evaluation of a micro-credentialing program at an NCI-designated comprehensive cancer center. The CRC badge, developed through a collaboration between Rutgers School of Health Professions, Rutgers Cancer Institute, and the New Jersey Alliance for Clinical and Translational Science, offers self-paced, competency-based training aligned with the Joint Task Force for Clinical Trial Competency framework. Fifty-six clinical research staff were invited to complete the CRC Badge between May 2023 and May 2024. Survey data from the 38 completers (67%) demonstrated substantial self-reported learning gains across regulatory activities, research roles, and data management. Post-course results indicated that the CRC badge helped enhance onboarding efficiency and inspired interest in continued professional development. Administrative feedback confirmed improvements in staff readiness.

临床研究专业人员对临床试验的成功进行至关重要,但培训和留住这些人员仍然是重大挑战,特别是在预算有限和间接成本报销下降的情况下。本研究描述了在nci指定的综合癌症中心实施和评估微型认证计划。CRC徽章由罗格斯卫生专业学院、罗格斯癌症研究所和新泽西临床与转化科学联盟合作开发,提供与临床试验能力框架联合工作组一致的自定进度、基于能力的培训。邀请56名临床研究人员于2023年5月至2024年5月完成CRC徽章。来自38名完成者(67%)的调查数据显示,他们在监管活动、研究角色和数据管理方面取得了实质性的自我报告学习成果。课程结束后的结果显示,中心徽章有助提高入职效率,并激发员工对持续专业发展的兴趣。行政反馈确认工作人员准备情况有所改善。
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引用次数: 0
Ethical Challenges and Considerations in Decentralized Clinical Trials (DCTs): Insights from a Scoping Review. 分散临床试验(dct)中的伦理挑战和考虑:来自范围审查的见解。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-10 DOI: 10.1007/s43441-026-00949-5
Lijia Han, Kai Hong Ooi, Krisna Veni Balakrishnan, Chia Wei Phan

Background: Decentralized clinical trials (DCTs) leverage digital health technologies to conduct trials outside traditional settings, offering numerous benefits such as increased participant diversity and breaking down geographic and transportation barriers. However, they also present significant ethical challenges. Current regulatory and ethical frameworks are not fully equipped to address these issues, highlighting a critical gap in effective governance and oversight of DCTs. This scoping review aims to systematically identify and synthesise the ethical challenges reported in the literature and to outline recommendations that can inform future guidance and practice.

Methods: This scoping review followed Arksey and O'Malley's framework. We searched PubMed, Web of Science, and SCOPUS for peer-reviewed articles in English and applied predefined inclusion and exclusion criteria to guide study selection.

Results: The initial search yielded 757 documents. After applying inclusion and exclusion criteria and conducting a rigorous two-stage screening process, 32 articles were selected for detailed analysis. These articles identified six main areas of ethical challenges: electronic informed consent, equity and access, privacy and confidentiality, participant safety and welfare, scientific validity, and ethical and regulatory oversight.

Conclusions: This review underscores the necessity for clear guidelines, enhanced digital literacy, robust data protection measures, and comprehensive regulatory frameworks to address the ethical challenges of DCTs. By synthesizing existing literature, this paper provides actionable recommendations, such as simplifying consent processes and improving technical support, and identifies areas for future research to ensure DCTs are conducted ethically and effectively.

背景:分散临床试验(dct)利用数字卫生技术在传统环境之外进行试验,提供了许多好处,例如增加了参与者的多样性,打破了地理和交通障碍。然而,它们也提出了重大的伦理挑战。目前的监管和道德框架还不能完全解决这些问题,这突出表明在有效治理和监督dct方面存在重大差距。该范围审查旨在系统地识别和综合文献中报告的伦理挑战,并概述可以为未来指导和实践提供信息的建议。方法:本综述遵循Arksey和O'Malley的框架。我们检索PubMed、Web of Science和SCOPUS的英文同行评议文章,并应用预定义的纳入和排除标准来指导研究选择。结果:最初的搜索产生了757个文档。在应用纳入和排除标准并进行严格的两阶段筛选过程后,选择了32篇文章进行详细分析。这些文章确定了六个主要的伦理挑战领域:电子知情同意、公平和获取、隐私和保密、参与者安全和福利、科学有效性以及伦理和监管监督。结论:本综述强调有必要制定明确的指导方针、加强数字素养、健全的数据保护措施和全面的监管框架,以应对dct的道德挑战。通过综合现有文献,本文提出了可操作的建议,例如简化同意流程和改进技术支持,并确定了未来研究的领域,以确保dct在道德和有效的情况下进行。
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引用次数: 0
Challenges in Conducting Quantitative Patient-Centered Benefit-Risk Assessments: A Case Study in Ph + ALL with Immature Efficacy Data. 以患者为中心进行定量获益-风险评估的挑战:Ph + ALL疗效数据不成熟的案例研究
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-09 DOI: 10.1007/s43441-026-00935-x
Ajibade Ashaye, Caitlin Thomas, Vamsi Kota, Nicolas Krucien, Kevin Marsh

Quantitative benefit-risk assessment (qBRA) can reveal how patients balance benefits and risks of cancer treatments. To align with qBRA good practice guidelines, researchers must address challenges including attribute value dependence, double counting, attribute dominance, and uncertainty associated with immature clinical trial outcomes. We present a case study illustrating these challenges in a qBRA of treatment preferences among patients with Philadelphia chromosome-positive acute lymphoblastic leukemia. Preferences were elicited using a discrete choice experiment (DCE). First, we explain how we mitigated potential dominance of survival outcomes by narrowing the range of overall survival (OS) durations that each participant considered. Second, we describe how we acknowledged the conceptual interaction between OS and duration of remission (DOR) attributes and tested for a statistical interaction. Third, we detail how we conducted qBRA with uncertain efficacy data using bivariate sensitivity analysis. Bivariate sensitivity analysis based on DCE-elicited preferences and head-to-head clinical performance data showed that if the considered treatments - ponatinib + chemotherapy and imatinib + chemotherapy - had equivalent efficacy, 52.9% (95% CI: 52.5%-53.4%) of DCE participants would be expected to choose ponatinib over imatinib. If ponatinib offered 10-month longer DOR and 20-month longer OS vs. imatinib, 71.6% (95% CI: 67.2%-76.0%) would choose ponatinib. Probabilistic sensitivity analyses showed that the probability of  ≥ 70% of patients preferring ponatinib is 77.5% if ponatinib offers 15-month longer OS and DOR and 93.0% if it offers 45-month longer OS and DOR. Preference heterogeneity analyses identified that the overall choice probability results hold for all subgroups in nearly all scenarios.

定量获益-风险评估(qBRA)可以揭示患者如何平衡癌症治疗的获益和风险。为了与qBRA良好实践指南保持一致,研究人员必须应对包括属性值依赖、重复计算、属性主导以及与不成熟临床试验结果相关的不确定性在内的挑战。我们提出了一个案例研究,说明了费城染色体阳性急性淋巴细胞白血病患者治疗偏好的qBRA中的这些挑战。使用离散选择实验(DCE)诱导偏好。首先,我们解释了我们如何通过缩小每个参与者考虑的总生存期(OS)持续时间的范围来减轻生存结局的潜在优势。其次,我们描述了我们如何承认OS和缓解持续时间(DOR)属性之间的概念交互作用,并测试了统计交互作用。第三,我们详细介绍了如何使用双变量敏感性分析在不确定疗效数据下进行qBRA。基于DCE引发的偏好和正面临床表现数据的双变量敏感性分析显示,如果考虑的治疗-波纳替尼+化疗和伊马替尼+化疗-具有相同的疗效,预计52.9% (95% CI: 52.5%-53.4%)的DCE参与者将选择波纳替尼而不是伊马替尼。如果ponatinib比imatinib提供10个月的DOR和20个月的OS, 71.6% (95% CI: 67.2%-76.0%)的人会选择ponatinib。概率敏感性分析显示,如果ponatinib提供15个月的OS和DOR,则≥70%的患者选择ponatinib的概率为77.5%,如果ponatinib提供45个月的OS和DOR,则为93.0%。偏好异质性分析表明,在几乎所有情况下,所有子群体的总体选择概率结果都是成立的。
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引用次数: 0
Lessons and Insights from a Case Study on Clinical Trial Fraud. 临床试验欺诈案例研究的教训与启示。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-09 DOI: 10.1007/s43441-026-00939-7
Courtney McGuire, Jenn W Sellers, Cheryl Grandinetti, Michele Fedowitz, Kassa Ayalew
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引用次数: 0
Incorporating Patient Perspectives into Structured Benefit-Risk Assessment: A Drug Development Framework Recommendation. 将患者观点纳入结构化收益-风险评估:药物开发框架建议。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-08 DOI: 10.1007/s43441-026-00940-0
Emuella Flood, Niklas Karlsson, Jennifer Ostridge, Bistra Kirova, Tim Sullivan, György Zörényi, Barbara Valastro, Jiyoon Park

Regulatory agencies have been promoting the incorporation of the patient perspective into benefit-risk assessment to better align regulatory decisions with patients' needs and priorities. Currently, benefit-risk assessments for regulatory submissions primarily capture the patient perspective through patient-reported outcome data from clinical trials. However, there is a push for a more systematic approach to capturing the patient perspective in benefit-risk assessment and decision-making throughout the drug development life cycle. Although different guidelines and frameworks have been developed, consensus on how to systematically incorporate the patient perspective into structured benefit-risk (sBR) assessment remains elusive. In 2023, Sullivan et al. published an sBR assessment framework that was developed to enhance systematic and collaborative decision-making throughout a drug life cycle. Here we propose how this sBR assessment framework could be expanded, committing to a patient-centered approach by considering the patient perspective at every step of drug development. These recommendations aim to put patients at the center of drug development, ultimately leading to better treatment outcomes and improved lives.

监管机构一直在推动将患者的观点纳入利益-风险评估,以更好地使监管决策与患者的需求和优先事项保持一致。目前,监管机构提交的收益-风险评估主要通过临床试验中患者报告的结果数据来获取患者的观点。然而,在整个药物开发生命周期中,有一种更系统的方法来捕捉患者的利益-风险评估和决策。尽管已经制定了不同的指导方针和框架,但关于如何系统地将患者观点纳入结构化收益-风险(sBR)评估的共识仍然难以捉摸。2023年,Sullivan等人发布了一个sBR评估框架,旨在加强整个药物生命周期的系统性和协作性决策。在这里,我们提出了如何扩展sBR评估框架,通过在药物开发的每一步考虑患者的观点,致力于以患者为中心的方法。这些建议旨在将患者置于药物开发的中心,最终导致更好的治疗结果和改善生活。
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引用次数: 0
Assessing the Contribution of Components in Late-Phase Oncology Trials: A Roadmap of Key Approaches. 评估晚期肿瘤试验中成分的贡献:关键方法的路线图。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-07 DOI: 10.1007/s43441-026-00937-9
Xiaowen Tian, Kristine Broglio, Di Ran, Jianliang Zhang, Xia Li
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引用次数: 0
Challenges and Potential Solutions to Advance Global Cancer Drug Development. 推动全球癌症药物开发的挑战和潜在解决方案。
IF 1.9 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2026-03-07 DOI: 10.1007/s43441-026-00936-w
Axel Glasmacher, Kim Lyerly, Birgit Wolf, Pio Zapella, Lidia Zielinska, Emma Clark, Murielle Mauer, Bruno Paiva, Anja Schiel, Fergus Sweeney, Carin A Uyl-de Groot, Marie von Lilienfeld-Toal, Jaap Verweij

Despite recent advancements in oncology drug development, patient access to innovative cancer therapies remains inadequate. There is an urgent need for more patient-centric approaches, with meaningful patient input from trial design through to health technology assessment (HTA) consultation. Multi-stakeholder consensus calls for better representation of the diversity of the target population and integration of patients' preferences in clinical cancer research by systematically collecting patient-reported outcomes using standardized methods, and acknowledging trade-offs between survival and long-term wellbeing. Furthermore, the generation of insufficiently robust data for regulatory and HTA decision-making continue to delay patient access to innovation. This could be mitigated through smarter study designs, including smaller, fit-for-purpose randomized studies and prospectively designed trials. Finally, concerted efforts are required to develop and validate novel intermediate/surrogate endpoints that enable earlier assessment of treatment outcomes to facilitate timely, evidence-based decisions that improve the patient experience across the cancer care continuum.

尽管最近肿瘤药物开发取得了进展,但患者获得创新癌症治疗的机会仍然不足。迫切需要更多以患者为中心的方法,从试验设计到卫生技术评估(HTA)咨询,都需要有意义的患者输入。多方利益相关者共识呼吁通过使用标准化方法系统地收集患者报告的结果,并承认生存和长期健康之间的权衡,更好地代表目标人群的多样性,并在临床癌症研究中整合患者的偏好。此外,监管和HTA决策所需的数据不足,继续延迟患者获得创新。这可以通过更聪明的研究设计来缓解,包括较小的、符合目的的随机研究和前瞻性设计的试验。最后,需要共同努力开发和验证新的中间/替代终点,使治疗结果的早期评估能够促进及时的、基于证据的决策,从而改善整个癌症治疗连续体的患者体验。
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引用次数: 0
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