Wasm-iCARE:一个便携式,保护隐私的网络模块,用于构建,验证和应用绝对风险模型
Jeya Balaji Balasubramanian1, Parichoy Pal Choudhury1,2, Srijon Mukhopadhyay1
1Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA.
ArXiv
|October 24, 2023
概括
我们开发了WebAssembly-iCARE (Wasm-iCARE),这是一个用于疾病风险模型的隐私保护工具. 这一创新使得安全的设备风险计算成为可能,提高了可访问性和加速了工具交付.
科学领域:
- 计算生物学是一种计算生物学.
- 医疗信息学 医疗信息学
背景情况:
- 绝对风险模型对于预测随时间推移的个体疾病风险至关重要.
- 由于远程数据处理,现有的服务器端工具,如R-iCARE,会带来隐私和可移植性的挑战.
结论:
- Wasm-iCARE显著提高了绝对风险建模工具的可移植性和隐私性.
- 这种方法加快了风险预测模型的验证和部署.
- 促进可访问,保护隐私的健康风险评估工具.
相关概念视频
Relative Risk
191
Relative risk (RR) is a statistical measure commonly used in epidemiology to compare the likelihood of a particular event occurring between two groups. This metric is important for evaluating the relationship between exposure to a specific risk factor and the probability of a particular outcome. It plays a crucial role in medical research, public health studies, and risk assessment. Relative risk quantifies how much more (or less) likely an event is to occur in an exposed group compared to an...
191
Clearance Models: Noncompartmental Models
63
Clearance is a pharmacokinetic parameter traditionally defined by compartment models, signifying the rate at which a drug is expelled from the body. However, a noncompartmental model offers an alternative method for assessing clearance, primarily employing empirical data obtained after administering a single drug dose.
The noncompartmental approach capitalizes on extensive sampling data, correlating the volume of distribution to systemic exposure and the administered dosage. This method enables...
The noncompartmental approach capitalizes on extensive sampling data, correlating the volume of distribution to systemic exposure and the administered dosage. This method enables...
63
Mechanistic Models: Compartment Models in Individual and Population Analysis
45
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
45
One-Compartment Open Model: Wagner-Nelson and Loo Riegelman Method for ka Estimation
531
This lesson introduces two critical methods in pharmacokinetics, the Wagner-Nelson and Loo-Riegelman methods, used for estimating the absorption rate constant (ka) for drugs administered via non-intravenous routes. The Wagner-Nelson method relates ka to the plasma concentration derived from the slope of a semilog percent unabsorbed time plot. However, it is limited to drugs with one-compartment kinetics and can be impacted by factors like gastrointestinal motility or enzymatic degradation.
On...
On...
531
Assumptions of Survival Analysis
136
Survival models analyze the time until one or more events occur, such as death in biological organisms or failure in mechanical systems. These models are widely used across fields like medicine, biology, engineering, and public health to study time-to-event phenomena. To ensure accurate results, survival analysis relies on key assumptions and careful study design.
136
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
133
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
133


