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Hepatocellular carcinoma (HCC) is a common type of liver cancer whose early-stage diagnosis is a common challenge, mainly due to the manual assessment of hematoxylin and eosin-stained whole slide images, which is a time-consuming process…

图像与视频处理 · 电气工程与系统科学 2025-03-03 Ajinkya Deshpande , Deep Gupta , Ankit Bhurane , Nisha Meshram , Sneha Singh , Petia Radeva

Medication adherence is essential to ensure treatment effectiveness, but too often in routine care non-adherence compromises the desired outcome. We explore longitudinal causal modelling using observational data to estimate the time-varying…

统计方法学 · 统计学 2026-03-10 Xiaoran Liang , Deniz Türkmen , Jane A H Masoli , Luke C Pilling , Jack Bowden

A virologic marker, the number of HIV RNA copies or viral load, is currently used to evaluate antiretroviral (ARV) therapies in AIDS clinical trials. This marker can be used to assess the ARV potency of therapies, but is easily affected by…

应用统计 · 统计学 2009-01-27 Yangxin Huang , Tao Lu

A growing number of oncology treatments, such as bevacizumab, are used across multiple indications. However, in health technology assessment (HTA), their clinical and cost-effectiveness are typically appraised within a single target…

Highly active antiretroviral therapy (HAART) has proved efficient in increasing CD4 counts in many randomized clinical trials. Because randomized trials have some limitations (e.g., short duration, highly selected subjects), it is…

统计方法学 · 统计学 2015-11-23 M. Prague , D. Commenges , J. M. Gran , B. Ledergerber , J. young , H. Furrer , R. Thiébaut

Immune interventions consisting in repeated injection are broadly used as they are thought to improve the quantity and the quality of the immune response. However, they also raised several questions that remains unanswered, in particular…

最优化与控制 · 数学 2018-01-22 Chloé Pasin , François Dufour , Laura Villain , Huilong Zhang , Rodolphe Thiébaut

Objective: Sepsis is a life-threatening condition caused by severe infection leading to acute organ dysfunction. This study proposes a data-driven metric and a continuous reward function to optimize personalized heparin therapy in surgical…

机器学习 · 计算机科学 2025-12-15 Jiang Liu , Yujie Li , Chan Zhou , Yihao Xie , Qilong Sun , Xin Shu , Peiwei Li , Chunyong Yang , Yiziting Zhu , Jiaqi Zhu , Yuwen Chen , Bo An , Hao Wu , Bin Yi

Sepsis is one of the leading causes of death in Intensive Care Units (ICU). The strategy for treating sepsis involves the infusion of intravenous (IV) fluids and administration of antibiotics. Determining the optimal quantity of IV fluids…

人工智能 · 计算机科学 2020-09-18 Akash Gupta , Michael T. Lash , Senthil K. Nachimuthu

A common problem faced in clinical studies is that of estimating the effect of the most effective (e.g., the one having the largest mean) treatment among $k~(\geq2)$ available treatments. The most effective treatment is adjudged based on…

统计理论 · 数学 2022-09-20 Masihuddin , Neeraj Misra

A dynamic treatment regime is a sequence of decision rules in which each decision rule recommends treatment based on features of patient medical history such as past treatments and outcomes. Existing methods for estimating optimal dynamic…

统计方法学 · 统计学 2015-05-22 Kristin A. Linn , Eric B. Laber , Leonard A. Stefanski

Defective interfering particles arise spontaneously during a viral infection as mutants lacking essential parts of the viral genome. Their ability to replicate in the presence of the wild-type (WT) virus (at the expense of viable viral…

定量方法 · 定量生物学 2021-12-16 Farzad Fatehi , Richard J. Bingham , Pierre-Philippe Dechant , Peter G. Stockley , Reidun Twarock

In a Hilbert setting, we develop fast methods for convex unconstrained optimization. We rely on the asymptotic behavior of an inertial system combining geometric damping with temporal scaling. The convex function to minimize enters the…

最优化与控制 · 数学 2020-09-17 Hedy Attouch , Aicha Balhag , Zaki Chbani , Hassan Riahi

To effectively optimize and personalize treatments, it is necessary to investigate the heterogeneity of treatment effects. With the wide range of users being treated over many online controlled experiments, the typical approach of manually…

统计方法学 · 统计学 2022-11-07 John Cai , Weinan Wang

An individualized treatment regime (ITR) is a decision rule that assigns treatments based on patients' characteristics. The value function of an ITR is the expected outcome in a counterfactual world had this ITR been implemented. Recently,…

统计方法学 · 统计学 2023-01-16 Pan Zhao , Julie Josse , Shu Yang

Recent clinical trials have shown that the adaptive drug therapy can be more efficient than a standard MTD-based policy in treatment of cancer patients. The adaptive therapy paradigm is not based on a preset schedule; instead, the doses are…

定量方法 · 定量生物学 2020-08-06 Mark Gluzman , Jacob G. Scott , Alexander Vladimirsky

Objective: The reservoir of human immunodeficiency virus (HIV) latently infected cells is the major obstacle for eradication of acquired immunodeficiency syndrome (AIDS). Due to the noisy environment and multiple influencing factors in the…

生物物理 · 物理学 2024-11-06 Ruiqi Xiong , Yang Su , Ping Ao

In this study, we investigated the inhibition of SARS-CoV-2 spike glycoprotein with HIV drugs and their combinations. This glycoprotein is essential for the reproduction of the SARS-COV-2 virus, so its inhibition opens new avenues for the…

Multiscale mathematical models of hepatitis C infection have been instrumental in our understanding of direct acting antivirals. These models include the mechanisms driving intracellular viral production and explicitly model the…

种群与进化 · 定量生物学 2025-06-03 Tyler Cassidy , Giulia Belluccini , Sarafa A. Iyaniwura , Ruy M. Ribeiro , Alan S. Perelson

In vitro to in vivo extrapolation represents a critical challenge in toxicology. In this paper we explore extrapolation strategies for acetaminophen (APAP) based on mechanistic models, comparing classical homogeneous compartment…

Effectiveness of immune-oncology chemotherapies has been presented in recent clinical trials. The Kaplan-Meier estimates of the survival functions of the immune therapy and the control often suggested the presence of the lag-time until the…

应用统计 · 统计学 2024-07-26 Hisato Sunami , Satoshi Hattori