关于睡眠呼吸障碍研究和将其转化为诊所的审查和观点
Henri Korkalainen1, Samu Kainulainen1, Anna Sigridur Islind2
1Department of Technical Physics, University of Eastern Finland, Kuopio, Finland; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland.
Sleep medicine reviews
|December 13, 2023
概括
睡眠呼吸障碍 (SDB) 诊断受到过时的方法的阻碍. 利用先进技术和机器学习可以提高准确性和及时性,以获得更好的患者结果.
科学领域:
- 睡眠医学 睡眠医学
- 生物医学工程 生物医学工程
- 数据科学数据科学数据科学
背景情况:
- 睡眠呼吸障碍 (SDB),包括打和阻塞性睡眠呼吸暂停,是一个广泛的健康问题.
- 目前的SDB诊断方法往往过时且劳动密集,导致诊断延迟或错过.
- 越来越需要整合先进技术来改善SDB诊断和管理.
研究的目的:
- 审查当前成人SDB诊断和管理实践的局限性.
- 探索最先进的科学,技术和计算进步的潜力,以优化SDB护理.
- 讨论未来的研究方向和SDB诊断领域的合作努力.
主要方法:
- 专注于SDB诊断和管理的多学科研究审查.
- 对现代数据分析方法和用于多式联运信息集成的机器学习进行批判性分析.
- 考察大数据分析的陷和克服局限性的策略.
主要成果:
- 目前的SDB诊断实践存在重大缺陷,影响及时和准确的患者鉴定.
- 先进的数据分析,包括机器学习,为结合不同类型的数据提供了有希望的途径,以提高诊断能力.
- 大数据分析中的潜在陷需要仔细考虑和分析方法的战略开发.
结论:
- 优化SDB诊断和治疗途径需要利用尖端的科学,技术和计算进步.
- 大规模的多学科合作对于推动SDB研究和改善临床实践至关重要.
- 严格的临床验证和新发现的实施对于提高SDB诊断和治疗的质量至关重要.
相关概念视频
Sleep Apnea
159
Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
The condition is more prevalent among...
159
Respiratory Assessment: Purpose and Indications
1.1K
Respiratory assessment is a cornerstone of nursing assessments, crucial for the early detection of patient deterioration. This evaluation transcends routine procedures, representing a critical skill nurses must master to ensure optimal patient care.
Objectives and Importance:
The primary goal of respiratory assessment is to evaluate patients at early risk of clinical deterioration. Since respiratory distress often precedes other signs of declining health, breathing patterns and sounds become a...
Objectives and Importance:
The primary goal of respiratory assessment is to evaluate patients at early risk of clinical deterioration. Since respiratory distress often precedes other signs of declining health, breathing patterns and sounds become a...
1.1K
Understanding Sleep
229
Sleep, an essential biological state, involves significant reductions in physical activity, sensory awareness, and interaction with the environment. This complex physiological process is primarily regulated by specific brain regions, notably the hypothalamus and pons, which govern the sleep-wake cycle or circadian rhythm.
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
229
Blind Procedures
10.6K
Ideally, the people who observe and record the children’s behavior are unaware of who was assigned to the experimental or control group, in order to control for experimenter bias. Experimenter bias refers to the possibility that a researcher’s expectations might skew the results of the study. Remember, conducting an experiment requires a lot of planning, and the people involved in the research project have a vested interest in supporting their hypotheses. If the observers knew which...
10.6K
Physiological Control of Respiration
2.1K
Introduction
Breathing, a seemingly passive process, is regulated by the respiratory center in the brainstem. This center coordinates the involuntary control of respirations, which means it occurs without conscious effort, ensuring a smooth and uninterrupted pattern.
Regulation of Ventilation
The body maintains ventilation by monitoring levels of carbon dioxide (CO2), oxygen (O2), and hydrogen ion concentration (pH) in the arterial blood. Among these factors, the level of CO2 plays a crucial...
Breathing, a seemingly passive process, is regulated by the respiratory center in the brainstem. This center coordinates the involuntary control of respirations, which means it occurs without conscious effort, ensuring a smooth and uninterrupted pattern.
Regulation of Ventilation
The body maintains ventilation by monitoring levels of carbon dioxide (CO2), oxygen (O2), and hydrogen ion concentration (pH) in the arterial blood. Among these factors, the level of CO2 plays a crucial...
2.1K
Other Pulmonary Disorders
844
Respiratory disorders encompass a range of conditions with varying levels of severity. Asthma, marked by chronic airway inflammation and hypersensitivity, is one such condition. It can lead to airway obstruction due to factors like bronchial spasms, mucosal edema, increased mucus secretion, or epithelial damage. Asthma triggers are diverse, ranging from allergens to emotional upset, and treatment focuses on both immediate relief through bronchodilators and long-term inflammation suppression.
844


