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接受血液系统恶性肿瘤治疗患者的患者报告身体功能纵向图表。

Longitudinal graphics of patient-reported physical function in patients treated for hematologic malignancies.

作者信息

Thanarajasingam Gita, Bhatnagar Vishal, Noble Brie N, Chen Ting-Yu, Fiero Mallorie H, Hoffman Ron, Jeffery Molly, Mazza Gina L, Mascarenhas John, Mesa Ruben, Murugappan Meena, Ross Joseph, Sidana Surbhi, Warsame Rahma, Kluetz Paul G, Dueck Amylou C

机构信息

Division of Hematology, Mayo Clinic, 200 First Street SW, Rochester, MN, USA.

Oncology Center for Excellence U.S. Food and Drug Administration (U.S. FDA), Silver Spring, MD, USA.

出版信息

BMC Med Res Methodol. 2025 Aug 7;25(1):189. doi: 10.1186/s12874-025-02617-y.

Abstract

BACKGROUND

The US Food and Drug Administration (FDA) released a draft guidance document detailing core patient-reported outcomes in cancer clinical trials, including physical function (PF). The objectives of this study were to develop analytic methods and visualizations of patient-reported PF in patients with cancer.

METHODS

We applied an estimand framework to a patient-reported tolerability endpoint to develop data summaries cross-sectionally and over time, along with visualizations. We accomplished this through iterative feedback with clinicians, statisticians, and FDA stakeholders using three clinical trial datasets in hematologic malignancies. Graphical approaches were applied to three datasets in hematologic malignancies: (1) patients with myeloproliferative neoplasms enrolled in MPN-RC 111/112 trials completed EORTC QLQ-C30 over 12 months; (2) patients with hematologic malignancies undergoing CAR-T cell therapy or autologous transplant who completed FACT questionnaires over 6 months; and (3) patients with multiple myeloma or amyloidosis who completed the PROMIS-29 questionnaire over 6 months. Zoom polls were administered to two stakeholder groups (clinicians/clinical investigators and patient advocates) to elicit feedback.

RESULTS

Visualizations included stacked bar charts, line plots of arithmetic mean changes from baseline, pie charts, waffle plots, and waterfall plots of PF data. Graphics considered scaled scores and individual items and included delineation of PRO completion rate at each time point. Confidence intervals and reference lines were included as applicable, and colorblind accessible colors were implemented to ensure inclusivity of all visualizations. Data summaries over time reporting "worst" change were difficult to interpret. In terms of stakeholders' preference, patients preferred stacked bar charts while clinicians equally favored stacked bar charts and line plots; both patients and clinicians preferred waterfall plots to pie charts. Patient feedback highlighted the need for various graphics to convey group level trends and granular individual-patient level information.

CONCLUSION

Patient-reported PF informs the evaluation of treatment tolerability in cancer trials. Data summaries and visualizations of physical function developed through an iterative process were reviewed favorably by patients, clinicians and FDA stakeholders in this study. Future work to systematically assess accuracy of interpretation of the various analytic and visualization methods is a necessary next step across clinical, regulatory, payer and patient stakeholders.

TRIAL REGISTRATION

NCT01259817, NCT01259856.

摘要

背景

美国食品药品监督管理局(FDA)发布了一份指导文件草案,详细说明了癌症临床试验中患者报告的核心结局,包括身体功能(PF)。本研究的目的是开发癌症患者报告的PF的分析方法和可视化方法。

方法

我们将一个估计框架应用于患者报告的耐受性终点,以横断面和随时间推移生成数据摘要以及可视化。我们通过与临床医生、统计学家和FDA利益相关者的迭代反馈,使用血液系统恶性肿瘤的三个临床试验数据集来实现这一目标。将图形方法应用于血液系统恶性肿瘤的三个数据集:(1)参加MPN-RC 111/112试验的骨髓增殖性肿瘤患者在12个月内完成了欧洲癌症研究与治疗组织核心生活质量问卷(EORTC QLQ-C30);(2)接受嵌合抗原受体T细胞(CAR-T)疗法或自体移植的血液系统恶性肿瘤患者在6个月内完成了功能评估癌症治疗(FACT)问卷;(3)患有多发性骨髓瘤或淀粉样变性的患者在6个月内完成了患者报告结果测量信息系统29项简表(PROMIS-29)问卷。对两个利益相关者群体(临床医生/临床研究人员和患者权益倡导者)进行了在线投票以征求反馈意见。

结果

可视化包括堆积柱状图、相对于基线的算术平均变化的折线图、饼图、华夫饼图和PF数据的瀑布图。图形考虑了量表分数和各个项目,并包括每个时间点PRO完成率的描绘。适用时包括置信区间和参考线,并采用了色盲友好型颜色以确保所有可视化的包容性。随时间报告“最差”变化的数据摘要难以解释。在利益相关者的偏好方面,患者更喜欢堆积柱状图,而临床医生同样喜欢堆积柱状图和折线图;患者和临床医生都更喜欢瀑布图而不是饼图。患者反馈强调需要各种图形来传达组水平趋势和详细的个体患者水平信息。

结论

患者报告的PF有助于评估癌症试验中的治疗耐受性。通过迭代过程开发的身体功能数据摘要和可视化在本研究中得到了患者、临床医生和FDA利益相关者的好评。未来有必要开展工作,系统评估各种分析和可视化方法解释的准确性,这是临床、监管、支付方和患者等利益相关者的下一步必要工作。

试验注册

NCT01259817,NCT01259856。

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