免疫学测试和机器学习在高风险群体中检测潜在结核病 (自然审查)
Anna Starshinova1,2, Adilya Sabirova1,3, Igor Kudryavtsev4
1Department of Mathematics and Computer Science, Saint Petersburg State University, Saint Petersburg, Russia.
Frontiers in medicine
|January 23, 2026
概括
在高危人群中,早期诊断潜在结核感染 (LTBI) 是至关重要的. 结合免疫测试和机器学习,为改善结核病的检测和预防提供了一个有希望的策略.
科学领域:
- 传染性疾病 传染性疾病
- 免疫学 免疫学 免疫学
- 医疗信息学 医疗信息学
背景情况:
- 结核病感染仍然是一个重大的全球卫生挑战,特别是在高风险人群中早期诊断和检测.
- 潜在结核病感染 (LTBI) 诊断对于控制结核病传播至关重要,但使用当前的免疫学测试仍然很困难.
- 目前的LTBI诊断依赖于对菌根细菌抗原的免疫反应的间接检测,建议侧重于高风险群体.
研究的目的:
- 系统地审查关于免疫测试和机器学习用于高风险人群中早期LTBI检测的科学文献.
- 评估LTBI联合诊断方法在增加风险的个体中的有效性.
- 探索人工智能的潜力,从免疫学数据中预测活跃结核病的发展.
主要方法:
- 从2015-2025年对出版物的叙事系统审查,遵守PRISMA协议.
- 分析来自国际数据库的文章,包括Medline,PubMed和Scopus.
- 关键词包括"结核感染"",风险组"",早期诊断"",潜伏结核感染"",免疫测试"",T细胞反应"和"机器学习".
主要成果:
- 综合性诊断方法,将多种免疫学测试与实验室和仪器方法相结合,是对LTBI诊断的正当理由.
- 同时应用各种免疫学测试可以提高高风险个体的诊断准确性.
- 数据的系统化支持用于LTBI检测的组合方法的实用性.
结论:
- 在风险群体中制定针对LTBI检测的有针对性的战略对于早期识别和预防结核病至关重要.
- 机器学习和人工智能有可能根据免疫学测试结果评估活跃结核病风险.
- 综合诊断策略是改善LTBI管理和减轻结核病进展的关键.
相关概念视频
Review and Preview
8.3K
In statistics, several tools are used to interpret the data. Measures of central tendency represent the characteristics of the data, such as mean, median, and mode. Additionally, measures of variance like standard deviation and range are used to find the spread of data from the mean. Relative standing measures the distance between data locations. Commonly used measures of relative standings are percentile, z score, and quartiles.
Percentiles are a type of fractile that partition data into...
Percentiles are a type of fractile that partition data into...
8.3K
Review and Preview
10.9K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
10.9K
Immunological Memory
15.1K
Immunological memory, a pivotal pillar of the adaptive immune system, is responsible for the body's ability to remember and respond more swiftly and effectively to previously encountered pathogens. This remarkable feature is what makes vaccines so effective in preventing diseases.
What is Immunological Memory?
Immunological memory is an integral function of the immune system that allows it to recognize and react more rapidly and effectively to pathogens previously encountered. This feature...
What is Immunological Memory?
Immunological memory is an integral function of the immune system that allows it to recognize and react more rapidly and effectively to pathogens previously encountered. This feature...
15.1K
What is Natural Selection?
126.3K
Natural selection is an evolutionary process in which individuals with survival-promoting traits reproduce at higher rates. These favorable traits become more common within a population or species. Naturally selected traits initially arise via random genetic mutations. In order for selection to occur, there must be variation within a population, the trait controlling the variation must be heritable, and there must be an evolutionary advantage for variation in the trait.
126.3K
Machines
563
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
563
Nature and Nurture
22.2K
Many human characteristics, like height, are shaped by both nature—in other words, by our genes—and by nurture, or our environment. For example, chronic stress during childhood inhibits the production of growth hormones and consequently reduces bone growth and height. Scientists estimate that 70-90% of variation in height is due to genetic differences among individuals, and 10-30% of variation in height is due to differences in the environments that individuals experience,...
22.2K


