环境暴露与多发性硬化症严重性评分的关联:基于顺序数据建模的研究
Mahin Vazifehdan1, Pietro Bosoni1, Erica Tavazzi2
1Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy.
International journal of medical informatics
|January 30, 2026
概括
整合环境数据的人工智能模型改善了多发性硬化症 (MS) 进展的预测,通过MS严重性得分 (MSSS) 来衡量. 这种方法通过结合空气污染和天气等现实暴露来加强MS监测.
科学领域:
- 神经科学是一个神经科学.
- 环境健康 环境健康
- 数据科学数据科学数据科学
背景情况:
- 多发性硬化症 (MS) 是一种异质的神经炎症性疾病.
- 预测MS进展是复杂的,因为个体的变化.
- 临床,人口和环境因素影响MS.
研究的目的:
- 应用人工智能 (AI) 来利用临床和环境数据预测MS严重性得分 (MSSS).
- 调查环境暴露与MS进展之间的关联.
- 评估用于MSSS预测的深度学习 (DL) 模型.
主要方法:
- 综合纵向临床记录与环境数据 (空气污染,天气).
- 在缺少数据时采用混合归算策略.
- 利用自动机器学习 (AutoML) 进行特征选择和评估DL模型 (GRU,LSTM,RNN).
主要成果:
- 自动ML确定了临床和环境变量作为关键预测因素.
- 使用环境数据的DL模型的性能与仅使用临床数据的DL模型相比或更好.
- 门式循环单位 (GRU) 模型实现了曲线下的面积为0.814,PM2.5和NO2等环境因素是重要的预测因素.
结论:
- 将环境暴露纳入DL模型可以提高MSSS预测的准确性.
- 不同的现实世界数据,包括环境因素,对于MS监测非常有价值.
- 从大约一年的监测 (前两次随访) 的数据可能足以进行临床上有意义的MS进展预测.
相关概念视频
Genome-wide Association Studies-GWAS
15.7K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
15.7K
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
485
Calcium-Scoring CT ScanA calcium-scoring CT scan, also known as coronary artery calcium (CAC) scan, detects calcium deposits in the coronary arteries. This test assesses the risk of coronary artery disease (CAD), which can lead to cardiovascular events such as angina, heart failure, and sudden cardiac arrest.A calcium-scoring CT scan is generally recommended for individuals at intermediate risk of CAD without symptoms. It includes:Men aged 40-75 and women aged 50-75: Especially those with a...
485
Introduction to z Scores
11.2K
A z score (or standardized value) is measured in units of the standard deviation. It tells you how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a zero z score. It is important to note that the mean of the z scores is zero, and the standard deviation is one.
z scores...
z scores...
11.2K
Introduction to z Scores
1.3K
A z score (or standardized value) is measured in units of the standard deviation. It indicates how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a zero z score. It is important to note that the mean of the z scores is zero, and the standard deviation is one.
z scores...
z scores...
1.3K
z Scores and Area Under the Curve
19.6K
z scores are the standardized values obtained after converting a normal distribution into a standard normal distribution. A z score is measured in units of the standard deviation. The z score tells you how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a z score of...
19.6K
Bioavailability Study Design: Single Versus Multiple Dose Studies
238
Bioavailability studies are essential for understanding how a drug is absorbed, distributed, metabolized, and excreted in the body. These studies assess the extent and rate at which the active pharmaceutical agent becomes available at the site of action. The design of bioavailability studies can involve single-dose or multiple-dose regimens, each with distinct advantages and limitations.Single-dose studies are the preferred approach due to their simplicity and reduced drug exposure for...
238


