Background: Cancer researchers frequently consider the use of single-arm and randomized controlled clinical trial designs that leverage external data. The literature has reported extensively on how the use of external data can introduce bias through a variety of distortion mechanisms. In this article, we focus on a distortion mechanism that is often overlooked: informative censoring. Informative censoring arises when there is statistical dependence between patients' censoring times and survival times.
Materials And Methods: We used simulations to investigate how informative censoring of external controls (ECs) can influence the results of cancer clinical trials. Our simulations included the following: (i) model-based replicates of clinical trials and in silico glioblastoma trials obtained by resampling patients from completed phase III trials; (ii) single-arm and randomized controlled cancer clinical trial designs; and (iii) different types of informative censoring, with positive or negative associations between censoring times and survival times.
Results: Our simulations showed that informative censoring of EC data can bias cancer clinical trial results. The direction of the bias depends on the censoring mechanism. Similarly, informative censoring can inflate or reduce type I error and power.
Conclusions: Selection of EC data and the decision to leverage these data in the analysis of clinical trials should account for the risk of bias due to informative censoring. Analyses to detect informative censoring are recommended when the clinical trial design involves external data.
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http://dx.doi.org/10.1016/j.esmoop.2024.104094 | DOI Listing |
AIDS
January 2025
Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta.
Objectives: Posttraumatic stress disorder (PTSD) may affect antiretroviral therapy (ART) response and clinical outcomes for veterans with HIV (VWH) receiving care in the Department of Veterans Affairs (VA). Objectives are to estimate the associations between PTSD and ART nonadherence, modifications, and failure; measure effect modification by number of deployments and combat exposure; and examine how these associations vary over time.
Design: In this prospective cohort study of all VWH on ART who deployed to Iraq and Afghanistan and receive care in the VA (n = 3206), patients entered at ART initiation and were censored in December 2022, totaling 22 261 person-years of follow-up.
ESMO Open
January 2025
Dana-Farber Cancer Institute, Boston, USA; Harvard School of Public Health, Boston, USA.
Background: Cancer researchers frequently consider the use of single-arm and randomized controlled clinical trial designs that leverage external data. The literature has reported extensively on how the use of external data can introduce bias through a variety of distortion mechanisms. In this article, we focus on a distortion mechanism that is often overlooked: informative censoring.
View Article and Find Full Text PDFIEEE Trans Comput Aided Des Integr Circuits Syst
January 2025
National Key Laboratory for Multimedia Information Processing, School of Computer Science, Peking University, Beijing, China. Dr. Luo is also with the Center for Energy-efficient Computing and Applications, Peking University, Beijing, China.
The feasibility-seeking approach offers a systematic framework for managing and resolving intricate constraints in continuous problems, making it a promising avenue to explore in the context of floorplanning problems with increasingly heterogeneous constraints. The classic legality constraints can be expressed as the union of convex sets. However, conventional projection-based algorithms for feasibility-seeking do not guarantee convergence in such situations, which are also heavily influenced by the initialization.
View Article and Find Full Text PDFOrthop Traumatol Surg Res
December 2024
Department of Physical Medicine and Nursing, University of Zaragoza, iHealthy Research Group, C. Domingo Miral, s/n, 50009, Zaragoza, Spain.
Introduction: Total hip arthroplasty has been associated with the onset of low back pain, which can significantly impact patients' quality of life. However, a detailed evaluation of the time until the onset of long-term low back pain following total hip arthroplasty remains largely unknown. This study aimed to explore the relationship between total hip arthroplasty and the development of long-term lower back pain.
View Article and Find Full Text PDFMed Care
November 2024
Institute of Clinical Biometrics, Center for Medical Data Science, Medical University of Vienna, Vienna, Austria.
Background: Practice guidelines recommend patient management based on scientific evidence. Quality indicators gauge adherence to such recommendations and assess health care quality. They are usually defined as adverse event rates, which may not fully capture guideline adherence over time.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!