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Objective: To assess the performance of a probabilistic deep learning based algorithm for predicting inter-fraction anatomical changes in head and neck patients. Approach: A probabilistic daily anatomy model for head and neck patients…

医学物理 · 物理学 2024-11-12 Tiberiu Burlacu , Mischa Hoogeman , Danny Lathouwers , Zoltán Perkó

Radiotherapy treatment planning often relies on time-consuming, trial-and-error adjustments that heavily depend on the expertise of specialists, while existing deep learning methods face limitations in generalization, prediction accuracy,…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Hui Xie , Haiqin Hu , Lijuan Ding , Qing Li , Yue Sun , Tao Tan

The normal tissue complication probability (NTCP) is a measure for the estimated side effects of a given radiation treatment schedule. Here we use a stochastic logistic birth death process to define an organ specific and patient specific…

组织与器官 · 定量生物学 2014-12-11 Theresa Stocks , Thomas Hillen , Jiafen Gong , Martin Burger

This paper deals with the estimation of regions of attraction (RoAs) under parametric uncertainties for a cancer growth model with combined therapies. We propose a framework of probabilistic certification, based on the randomized methods,…

系统与控制 · 电气工程与系统科学 2020-04-30 Kaouther Moussa , Mirko Fiacchini , Mazen Alamir

Radiotherapy is used to treat cancer patients by damaging DNA of tumor cells using ionizing radiation. Photons are the most widely used radiation type for therapy, having been put into use soon after the first discovery of X-rays in 1895.…

最优化与控制 · 数学 2019-11-20 Roman Levin , Aleksandr Y. Aravkin , Minsun Kim

Randomized experiments are the gold standard for investigating causal relationships, with comparisons of potential outcomes under different treatment groups used to estimate treatment effects. However, outcomes with heavy-tailed…

统计方法学 · 统计学 2024-07-09 Hongzi Li , Wei Ma , Yingying Ma , Hanzhong Liu

In observational studies, exposures are often continuous rather than binary or discrete. At the same time, sensitivity analysis is an important tool that can help determine the robustness of a causal conclusion to a certain level of…

统计方法学 · 统计学 2025-12-15 Jeffrey Zhang

Phase I dose-finding studies aim at identifying the maximal tolerated dose (MTD). It is not uncommon that several dose-finding studies are conducted, although often with some variation in the administration mode or dose panel. For instance,…

定量方法 · 定量生物学 2021-03-24 Moreno Ursino , Christian Röver , Sarah Zohar , Tim Friede

Combining patient-level data from clinical trials can connect rare phenomena with clinical endpoints, but statistical techniques applied to a single trial may become problematical when trials are pooled. Estimating the hazard of a binary…

Evaluating the causal health effects of multivariate, continuous exposures, such as air pollution mixtures, is a critical public health challenge. A primary obstacle is the frequent violation of the positivity assumption, which renders the…

统计方法学 · 统计学 2026-05-05 Zhuochao Huang , Kejin Dong , Tuo Lin , Joseph Antonelli

Effect modification occurs when the effect of the treatment on an outcome differs according to the level of a third variable (the effect modifier, EM). A natural way to assess effect modification is by subgroup analysis or include the…

统计方法学 · 统计学 2021-12-22 Asma Bahamyirou , Mireille E. Schnitzer , Edward H. Kennedy , Lucie Blais , Yi Yang

Tongue cancer is a common oral cavity malignancy that originates in the mouth and throat. Much effort has been invested in improving its diagnosis, treatment, and management. Surgical removal, chemotherapy, and radiation therapy remain the…

定量方法 · 定量生物学 2022-12-26 Angelos Vasilopoulos , Nan Miles Xi

Manual delineation of volumes of interest (VOIs) by experts is considered the gold-standard method in radiomics analysis. However, it suffers from inter- and intra-operator variability. A quantitative assessment of the impact of variations…

图像与视频处理 · 电气工程与系统科学 2023-09-06 Sepideh Hatamikia , Geevarghese George , Florian Schwarzhans , Amirreza Mahbod , Ramona Woitek

Comparative effectiveness research frequently employs the instrumental variable design since randomized trials can be infeasible for many reasons. In this study, we investigate and compare treatments for emergency cholecystitis --…

应用统计 · 统计学 2023-07-13 Kenta Takatsu , Alexander W. Levis , Edward Kennedy , Rachel Kelz , Luke Keele

In the context of individual-level causal inference, we study the problem of predicting whether someone will respond or not to a treatment based on their features and past examples of features, treatment indicator (e.g., drug/no drug), and…

机器学习 · 统计学 2019-06-04 Nathan Kallus

In the presence of treatment effect heterogeneity, the average treatment effect (ATE) in a randomized controlled trial (RCT) may differ from the average effect of the same treatment if applied to a target population of interest. If all…

统计方法学 · 统计学 2017-05-02 Trang Quynh Nguyen , Cyrus Ebnesajjad , Stephen R. Cole , Elizabeth A. Stuart

In recent years new cancer treatments improved survival in multiple histologies. Some of these therapeutics, and in particular treatment combinations, are often associated with severe treatment-related adverse events (AEs). It is therefore…

应用统计 · 统计学 2022-03-10 Steffen Ventz , Lorenzo Trippa

This study presents a mathematical model formulated as a system of first-order non-linear ordinary differential equations, aimed at examining the effects of different factors, classified as local and systemic factors on a wound healing…

其他定量生物学 · 定量生物学 2025-09-16 Alinafe Maenje , Joseph Malinzi

We propose LD(Low Dose) model, the extension of LDM model which was proposed in the previous paper [Y. Manabe et al.: J. Phys. Soc. Jpn. 81 (2012) 104004] to estimate biological damage caused by irradiation. LD model takes account of all…

生物物理 · 物理学 2015-06-05 Yuichiro Manabe , Masako Bando

Acute lymphoblastic leukemia is the most frequent pediatric cancer. Approximately two third of survivors develop one or more health complications known as late adverse effects following their treatments. The existing measures offered to…

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