development and validation

开发和验证
  • 文章类型: Journal Article
    这项研究的目的是确定影响添加的perampanel治疗耐药性癫痫(DRE)的疗效的因素,并开发一个可靠的列线图来预测这种加法的好处。
    对2020年1月至2023年9月在福建医科大学附属协和医院癫痫中心接受Perampanel治疗并随访至少6个月的DRE患者进行回顾性临床分析。2020年1月至2021年12月的数据被用作开发数据集来构建模型,而2022年1月至2023年9月的数据被用作内部验证的验证数据集。影响Perampanel作为DRE治疗疗效的预测因素被纳入最终的多因素logistic回归模型,并建立了推导的列线图。
    本研究共纳入119名接受perampanel治疗的DRE患者(开发数据集:n=76;验证数据:n=43)。其中,72.3%(n=86)在使用perampanel治疗后,癫痫发作频率降低了50%或更多。在所有感兴趣的参数中,性别,年龄,全身性强直阵挛性癫痫发作史,和抗癫痫药物的数量被确定为评估增加perampanel治疗DRE的益处的重要预测因子。建立了一个包含这四个变量的模型,并构造了一个列线图,以使用模型系数计算添加perampanel的受益概率。预测模型的C指数为0.838,验证C指数为0.756。拟合优度测试表明模型的校准良好(分别为p=0.920、0.752)。
    拟议的列线图对于预测Perampanel作为DRE治疗的获益概率具有重要的临床潜力。该列线图可用于识别DRE患者,他们可以从早期将perampanel添加到治疗方案中受益。
    UNASSIGNED: The objective of this study was to identify the factors that affect the efficacy of added perampanel for the treatment of drug-resistant epilepsy (DRE), and to develop a reliable nomogram to predict the benefit of this addition.
    UNASSIGNED: A retrospective clinical analysis was conducted on DRE patients who received perampanel treatment and who were followed up for at least 6 months from January 2020 and September 2023 at the Epilepsy Center of Fujian Medical University Union Hospital. Data from January 2020 to December 2021 were used as development dataset to build model, while the data from January 2022 to September 2023 were used as validation dataset for internal validation. The predictive factors that affected the efficacy of perampanel as DRE treatment were included in the final multivariate logistic regression model, and a derived nomogram was established.
    UNASSIGNED: A total of 119 DRE patients who received perampanel treatment were included in this study (development datasets: n = 76; validation data: n = 43). Among them, 72.3% (n = 86) showed a 50% or greater reduction in seizure frequency after perampanel treatment. Of all the parameters of interest, sex, age, history of generalized tonic-clonic seizures, and the number of antiseizure medications were identified as significant predictors for estimating the benefit of adding perampanel for the treatment of DRE. A model incorporating these four variables was developed, and a nomogram was constructed to calculate the probability of benefit of adding perampanel using the model coefficients. The C-index of the predictive model was 0.838, and the validation C-index was 0.756. The goodness-of-fit test showed good calibration of the model (p = 0.920, 0.752 respectively).
    UNASSIGNED: The proposed nomogram has significant clinical potential for predicting the probability of benefit of perampanel as DRE treatment. This nomogram can be used to identify DRE patients who could benefit from the early addition of perampanel to their treatment regimen.
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  • 文章类型: Journal Article
    中文笔迹与空间认知有密切的关系,可读性维度以其空间导向特征突出。然而,专注于中文语境中可读性维度的详细空间方面的笔迹评估很少见。
    我们旨在开发中文笔迹可读性量表(CHLS)并检查其可靠性,有效性,不同年级语文小学生的测量不变性。从中国中部的一所主流小学招募了684名8-12岁的学生,并被要求在4分钟内尽可能清晰地复制中文模板。开发的CHLS用于评估这些学生的可读性表现。
    七个标准CHLS赞成内容有效性。评分者间的可靠性很好;然而,评分说明需要完善。主成分分析(PCA)揭示了一个单因素解决方案,解释了七个标准CHLS的62.336%的方差,验证性因子分析(CFA)证实了其适当性。存在高的内部一致性(α=0.902)。在测量不变性方面,CHLS的因素结构和负荷在不同年级的学生中是一致的;然而,在2年级和4年级的学生之间检测到显着的截距变化。
    CHLS可能在中部地区的中文小学背景下有效地评估中文笔迹可读性能。学生的汉语笔迹可读性表现可能在不同年级具有发展特异性。
    UNASSIGNED: Chinese handwriting has a close relationship with spatial cognition, and the legibility dimension is prominent with its spatial-oriented characteristics. However, handwriting evaluation focusing on the detailed spatial aspects of the legibility dimension in the Chinese context is rare.
    UNASSIGNED: We aimed to develop a Chinese Handwriting Legibility Scale (CHLS) and examine its reliability, validity, and measurement invariance among Chinese primary students of different grades. A total of 684 students aged 8-12 years were recruited from a mainstream primary school in central China and were asked to copy a Chinese template as legibly as possible within 4 min. The developed CHLS was used to assess these students\' legibility performance.
    UNASSIGNED: The seven-criteria CHLS favored content validity. The inter-rater reliability was good; however, the scoring instructions need to be refined. Principal component analysis (PCA) revealed a one-factor solution explaining 62.336% of the variance of the seven-criteria CHLS, and confirmatory factor analysis (CFA) confirmed its appropriateness. There was a high internal consistency (α = 0.902). In terms of measurement invariance, the factor structures and loadings of the CHLS were consistent across students of different grades; however, significant intercept variations were detected between students of Grades 2 and 4.
    UNASSIGNED: CHLS may be effective for evaluating Chinese handwriting legibility performance in the Chinese primary school context in the central region. Students\' Chinese handwriting legibility performance may have developmental specificity in different grades.
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  • 文章类型: Journal Article
    基于心理测量分析的经过验证和标准化的结构化问卷极其有限,特别是评估社区药房人员的知识,态度,结核病(TB)病例检测中的实践(KAP),药物监测,和教育。我们,因此,制定并验证了一份问卷,以评估社区药房人员在结核病例检测中的KAP,药物监测,和社区教育。
    本研究分两个阶段进行。首先,我们开发了问卷,其中包括框架开发,项目生成,单项内容有效性指数(I-CVI),项目筛选,和预测试。第二,我们使用各种分析对400名参与者的问卷进行了验证,包括参与者分析,验证性因子分析(CFA),调整后拟合优度指数(AGFI),比较拟合指数(CFI),非范数拟合指数(NNFI),逼近均方根误差(RMSEA),和标准化均方根残差(SRMR)。我们使用Cronbach的alpha确定可靠性测试,并使用Pearson的相关性重新测试可靠性。
    在开发阶段,我们定义了63个项目,包括18个社会人口统计学,18知识,18态度,和9个练习项目。在63个项目中,社会人口学和KAP项目的I-CVI评分各1分.CFA模型参数值为X2/df=2.28;AGFI=0.95;CFI=0.99;NNFI=0.98;RMSEA=0.06;SRMR=0.03(均p<0.05)。KAP项目的Cronbachα系数分别为0.75、0.91和0.95。KAP的重测信度系数分别为0.84、0.55和0.91(p<0.01)。
    这项研究表明,所开发的问卷是评估社区药房人员结核病病例检测KAP的有效和可靠的工具,药物监测,印度尼西亚的社区教育。社区药房人员可以通过使用本问卷评估他们在调查中的预期角色来支持结核病通知和治疗。在2030年实现根除结核病。
    UNASSIGNED: Validated and standardized structured questionnaires based on psychometric analysis are extremely limited, particularly for assessing community pharmacy personnel\'s knowledge, attitude, and practice (KAP) in tuberculosis (TB) case detection, drug monitoring, and education. We, therefore, developed and validated a questionnaire to assess the KAP of community pharmacy personnel in TB case detection, drug monitoring, and community education.
    UNASSIGNED: This study was conducted in two phases. First, we developed the questionnaire, which included framework development, item generation, individual item content validity index (I-CVI), item screening, and pre-testing. Second, we validated the questionnaire with 400 participants using various analyses, including participant analysis, confirmatory factor analysis (CFA), adjusted goodness-of-fit index (AGFI), comparative fit index (CFI), non-normed fit index (NNFI), root mean square error of approximation (RMSEA), and standardized root mean square residual (SRMR). We determined the reliability test using Cronbach\'s alpha and test-retest reliability using Pearson\'s correlation.
    UNASSIGNED: In the development phase, we defined 63 items that comprised 18 sociodemographic, 18 knowledge, 18 attitude, and 9 practice items. Across the 63 items, the I-CVI scores of sociodemographic and KAP items were one each. The CFA model parameter values were X2/df= 2.28; AGFI = 0.95; CFI = 0.99; NNFI = 0.98; RMSEA = 0.06; and SRMR = 0.03 (p < 0.05 for all). Cronbach\'s alpha coefficients of KAP items were 0.75, 0.91, and 0.95, respectively. The test-retest reliability coefficients of KAP were 0.84, 0.55, and 0.91, respectively (p < 0.01).
    UNASSIGNED: This study indicates that the developed questionnaire is a valid and reliable instrument for assessing the KAP of community pharmacy personnel for TB case detection, drug monitoring, and community education in Indonesia. Community pharmacy personnel can support TB notification and treatment by assessing their prospective roles in surveys using this questionnaire, enabling TB eradication in 2030.
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  • 文章类型: Journal Article
    在这个由两部分组成的研究中,我们解决了日本版本的运动意象能力问卷(SIAQ-J)的心理测量特性。我们分析了SIAQ-J因子结构,评估性别,竞争水平,SIAQ-J的运动类型和多年经验差异,我们调查了SIAQ-J是否通过目标清晰度预测。在研究1中,我们将原始SIAQ(15个项目)翻译成日语,并进行了探索性因子分析(n=366)。在研究2(n=422)中,我们用探索性因子分析(EFA)验证了研究1中建立的测量模型。研究1发现了五个探索性因素-技能,战略,目标,影响和掌握意象-这些通过研究2中进行的验证性因素分析(CFA)得到了证实。结构方程模型支持一个模型,其中目标清晰度正向预测所有SIAQ-J分量表。这项研究提供了对原始SIAQ的额外验证。总的来说,SIAQ-J证明了良好的阶乘有效性,时间可靠性和性别不变性,并在不同竞争水平和多年经验的运动员中进行区分。
    In this two-part study, we addressed psychometric properties of the Japanese version of the Sport Imagery Ability Questionnaire (SIAQ-J). We analyzed the SIAQ-J factor structure, assessed gender, competitive level, sport type and years of experience differences on the SIAQ-J, and we investigated whether the SIAQ-J was predicted by goal clarity. In Study 1, we translated the original SIAQ (15 items) into Japanese and performed an exploratory factor analysis (n = 366). In Study 2 (n = 422), we verified the measurement model established in Study 1 with exploratory factor analysis (EFA). Study 1 found five exploratory factors-skill, strategy, goal, affect and mastery imagery-and these were confirmed through the confirmatory factor analysis (CFA) conducted in Study 2. Structural equation modelling supported a model wherein goal clarity positively predicted all SIAQ-J subscales. This study provided additional validation of the original SIAQ. Overall, the SIAQ-J demonstrated good factorial validity, temporal reliability and gender invariance and discriminated among athletes of different competitive levels and years of experience.
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  • 文章类型: Journal Article
    目标:历史上,饮食失调研究排除了边缘化和服务不足的人群,例如那些粮食不安全的人(这也影响了更多的黑人/非裔美国人和拉丁裔社区)。然而,新兴的研究表明,食物不安全与饮食失调病理的发展之间存在关联。检查食物供应和相关饮食行为的模式可能会阐明食物不安全与饮食失调病理之间的关联。然而,到目前为止,没有全面的措施来准确地捕捉食物供应模式和相关的饮食行为。
    方法:在研究1中,40名参与者(20名青少年,20名成年人)将对食物可用性和相关饮食行为问卷(FAREB-Q)做出回应并提供定性反馈。在研究2中,50名参与者(大约25名有和没有粮食不安全)将在两个时间点完成FAREB-Q,并回答有关粮食不安全的问题,饮食紊乱,并每天进行压力评估,以评估FAREB-Q的信度和效度。
    结果:结果将阐明FAREB-Q是否是测量食物可用性和相关饮食行为模式的可靠且有效的工具。
    结论:本研究旨在开发,飞行员,并检查FAREB-Q的心理测量特性,一种自我报告措施,检查社区人群的食物供应和相关的饮食行为。
    未经评估:小说FAREB-Q评估了一般社区的食物供应和相关的饮食模式。FAREB-Q将由饮食失调的专家进行审查,粮食不安全,心理测量学统计学家,并在公众中进行试点,然后在更大的样本中进行心理测量学评估。FAREB-Q预计将有助于阐明连接食物供应的机制,食品(在)安全,饮食行为紊乱,和饮食病理学。
    OBJECTIVE: Historically, eating disorder research has excluded marginalized and underserved populations, such as those with food insecurity (which also impacts higher numbers of Black/African American and Latinx communities). However, burgeoning research suggests an association between food insecurity and the development of eating disorder pathology. Examining patterns of food availability and related eating behaviors may elucidate the association between food insecurity and eating disorder pathology. However, to date, there are no comprehensive measures that accurately capture food availability patterns and related eating behaviors.
    METHODS: In Study 1, 40 participants (20 adolescents, 20 adults) will respond to and provide qualitative feedback on the Food Availability and Related Eating Behaviors Questionnaire (FAREB-Q). In study 2, 50 participants (approximately 25 with and without food insecurity) will complete the FAREB-Q at two time-points, and respond to questions about food insecurity, disordered eating, and every day stress to assess the FAREB-Q\'s reliability and validity.
    RESULTS: Results will clarify whether the FAREB-Q is a reliable and valid instrument that measures food availability and related eating behavior patterns.
    CONCLUSIONS: The present study aims to develop, pilot, and examine the psychometric properties of the FAREB-Q, a self-report measure examining food availability and related eating behaviors in community populations.
    UNASSIGNED: The novel FAREB-Q assesses food availability and related eating patterns in the general community. The FAREB-Q will be reviewed by experts in disordered eating, food insecurity, psychometric statisticians and piloted in the general public before being psychometrically evaluated in a larger sample. The FAREB-Q is anticipated to help elucidate the mechanisms linking food availability, food (in)security, disordered eating behaviors, and eating pathology.
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  • 文章类型: Journal Article
    目的:DNA错配修复(MMR)蛋白缺陷作为结直肠癌(CRC)患者免疫治疗生物标志物的潜力越来越受到关注。然而,涉及MMR蛋白表达状态的临床模型很少见.在这里,我们试图为CRC患者开发两种临床模型(用于预测MMR状态的诊断模型和用于预测无病生存期的预后模型).
    方法:最终纳入582例CRC患者。有53例患者的MMR蛋白表达不足。分析缺乏MMR(dMMR)组与熟练MMR(pMMR)组之间的差异。
    结果:与pMMR患者相比,那些有dMMR状态的人更年轻,有更好的病理特征(浸润深度,淋巴结转移,远处转移,病理阶段,神经周侵袭,和PLT水平)和无病生存率(DFS)。左结肠的肿瘤位置,腺癌,异常PLT水平被确定为pMMR的独立预测因子。基于这些数据,我们使用Logistic回归分析建立了诊断模型.它显示出令人满意的准确性(在衍生集合中AUC=82.3%;在验证集合中AUC=73.6%)。此外,pMMR,差别化,神经周侵袭,远处转移,较低的血红蛋白水平,CEA水平异常是DFS较差的独立预后因素。基于它们,建立了具有有价值表现的预后模型(推导组中1年AUC=75.5%/3年AUC=76.9%;验证组中1年AUC=72.3%/3年AUC=73.8%).
    结论:我们的诊断和预后模型可以确定有pMMR蛋白表达和疾病复发风险的CRC患者。它可能有助于在个体水平上改善CRC患者的诊断和治疗。
    OBJECTIVE: DNA mismatch repair (MMR) protein deficiency has attached more attention for its potential to be a biomarker of immunotherapy for colorectal cancer (CRC) patients. However, clinical models involving the expression status of MMR protein are rare. Herein, we sought to develop two clinical models (a diagnostic model for the prediction of MMR status and a prognostic model for the prediction of disease-free survival) for CRC patients.
    METHODS: A total of 582 CRC patients were finally included. There were 53 patients with deficient expression of MMR protein. The differences between the deficient MMR (dMMR) group and the proficient MMR (pMMR) group were analyzed.
    RESULTS: Compared to pMMR patients, those with dMMR status were younger and had better pathological features (depth of invasion, lymph node metastasis, distant metastasis, pathological stage, perineuronal invasion, and PLT level) and disease-free survival (DFS). The tumor location of the left colon, adenocarcinoma, and abnormal PLT level were identified as the independent predictors for pMMR. Based on these data, we developed the diagnostic model using Logistic regression analysis. It showed a satisfactory accuracy (AUC = 82.3% in the derivate set; AUC = 73.6% in the validation set). Furthermore, pMMR, poorer differentiation, perineuronal invasion, distant metastasis, lower hemoglobin level, and abnormal CEA level were established as the independent prognostic factors of poorer DFS. Based on them, a prognostic model with valuable performance (1-year AUC = 75.5%/3-year AUC = 76.9% in the derivate set; 1-year AUC = 72.3%/3-year AUC = 73.8% in the validation set) was developed.
    CONCLUSIONS: Our diagnostic and prognostic models could identify CRC patients at risk for pMMR protein expression and disease recurrence. It may contribute to improving the diagnosis and treatment of CRC patients at an individual level.
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  • 文章类型: Journal Article
    短串联重复序列(STR)基因座通常用于法医案件中,例如个人识别和亲子鉴定。近年来,STR也被广泛用于快速,准确和自动化的产前诊断,称为定量荧光PCR(QF-PCR)。尽管它们有用,目前的系统通常缺乏检测特纳综合征镶嵌性的能力。在这项研究中,我们开发了一个新的26-plex系统,结合了染色体21/18/13/X中的22个STRs,3个性别位点和1个质量控制标记(TAF9L)。生成该系统以实现对21/18/13三体和性染色体异常的更大诊断能力。敏感性的研究,特异性,稳定性和准确性根据DNA分析方法科学工作组(SWGDAM)指南进行.与染色体微阵列分析(CMA)/拷贝数变异测序(CNV-seq)的结果相比,该系统在鉴定染色体21/18/13/X/Y非整倍体中的非镶嵌染色体异常检出率达到100%,根据203份产前诊断样本分析,阴性结果始终为100%。此外,我们的结果表明,该小组是特纳综合征病例镶嵌的有用工具。有趣的是,我们发现一例X染色体缺失,这表明,当亲子的STR基因型在法医遗传学中不一致时,我们应该警惕这种情况。总之,这项研究表明,我们的系统是准确的,产前诊断中染色体数量异常检测的经济有效和快速的方法。
    Short tandem repeat (STR) loci are commonly used in forensic casework, such as personal identification and paternity testing. In recent years, STR has also been widely used for rapid, accurate and automated prenatal diagnosis, known as quantitative fluorescent PCR (QF-PCR). Despite their usefulness, the current systems often lack the power to detect mosaicism for Turner syndrome. In this study, we developed a novel 26-plex system that combined the 22 STRs in chromosome 21/18/13/X, 3 sex loci and 1 quality control marker (TAF9L). The system was generated to achieve greater diagnostic power of trisomy 21/18/13 and sex chromosome abnormalities. Studies of the sensitivity, specificity, stability and accuracy were performed according to the Scientific Working Group on DNA Analysis Methods (SWGDAM) guidelines. Compared with the results of the chromosomal microarray analysis (CMA)/copy number variation sequencing (CNV-seq), the detection ratio of non-mosaic chromosome abnormalities of this system in the identification of chromosome 21/18/13/X/Y aneuploidies reached 100%, and the rate of negative results was consistently 100% based on 203 prenatal diagnosis sample analyses. In addition, our results suggested that this panel was a useful tool for mosaicism for Turner syndrome cases. Interestingly, we found one case with large segment loss of chromosome X, which indicated that we should be alert to this situation when the STR genotype of the parent-child is inconsistent in forensic genetics. In summary, this study demonstrated that our system is an accurate, cost-effective and rapid approach for the detection of chromosome numerical abnormalities in prenatal diagnosis.
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  • 文章类型: Journal Article
    Background: Irreversible worsening of cardiac function is an adverse event associated with significant morbidity among patients with acute decompensated heart failure (ADHF). We aimed to develop a parsimonious model which is simple to use in clinical settings for the prediction of the risk of irreversible worsening of cardiac function. Methods: A total of 871 ADHF patients were enrolled in this study. Data for each patient were collected from the medical records. Irreversible worsening of cardiac function included cardiac death within 30-days of patient hospitalization, implantation of a left ventricular assistance device, or emergency heart transplantation. We performed LASSO regression for variable selection to derive a multivariable logistic regression model. Five candidate predictors were selected to derive the final prediction model. The prediction model was verified using C-statistics, calibration curve, and decision curve. Results: Irreversible worsening of cardiac function occurred in 7.8% of the patients. Advanced age, NYHA class, high blood urea nitrogen, hypoalbuminemia, and vasopressor use were its strongest predictors. The prediction model showed good discrimination C-statistic value, 0.866 (95% CI, 0.817-0.907), which indicated good identical calibration and clinical efficacy. Conclusion: In this study, we developed a prediction model and nomogram to estimate the risk of irreversible worsening of cardiac function among ADHF patients. The findings may provide a reference for clinical physicians for detection of irreversible worsening of cardiac function and enable its prompt management.
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  • 文章类型: Journal Article
    This study aims to develop a new self-report tool (HCV-AD) measuring adherence factors, intentional or unintentional, during Hepatitis C Virus (HCV) treatment with direct-acting antivirals (DAA) aiming to achieve high efficacy, otherwise resulting in drug resistance and treatment failure. Two phases were conducted: in the first phase, items were generated based on an extensive literature review, and, in the second phase, a prospective cohort study was conducted using HCV patients from Gastroenterology Department from University County Hospital of Craiova, Romania (n = 222), to evaluate the validity and reliability of the questionnaire. A number of 19 items were generated following a systematic review and through expert opinion. The internal consistency reliability was evaluated using Cronbach\'s alpha. The construct validity was assessed using correlations with two other instruments: visual analog scale (VAS) and medication possession ratio (MPR). The final questionnaire (HCV-AD10) was derived through exploratory factor analysis, with 82% of total variance explained. This instrument appeared as a reliable and valid measure for medication adherence, with Cronbach\'s alpha (0.867) and significant high positive correlations between adherence scores calculated with HCV-AD10 and VAS (ρ = 0.61, p < 0.001) or with HCV-AD10 and MPR (ρ = 0.75, p < 0.001). This research would make a worthwhile contribution to HCV management.
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  • 文章类型: Journal Article
    使用实验室多导睡眠图(PSG)诊断阻塞性睡眠呼吸暂停(OSA)是成本和资源密集型的。问卷调查,物理测量和家庭监视器已被研究为潜在的更简单的替代方案。本研究旨在开发用于初级保健的OSA诊断模型。
    初级保健医生接受了识别睡眠呼吸暂停症状的培训,并根据临床需要招募患者调查OSA。评估是通过症状问卷,拟人化测量,数码面部摄影,和单通道鼻腔流量监测器(流量向导©,诊断,悉尼,澳大利亚)在家穿3晚。实验室PSG是参考测试,OSA定义为呼吸暂停-呼吸不足指数(AHI)≥10次/h。
    在模型开发阶段,25名初级保健医生研究了315名怀疑OSA的患者,其中57%的AHI≥10,22%的AHI≥30。已发布的OSA问卷提供了OSA的低至中等预测(曲线下面积[AUC]0.53-0.73)。单独的鼻血流监测仪对于预测AUC为0.87的OSA具有很高的准确性。在阈值呼吸事件指数(REI)为18事件/h时,敏感性为0.87,特异性为0.77。增加年龄的模型,性别,鼻血流监测仪REI的症状和BMI仅适度改善OSA预测(AUC0.89),在114例患者的验证人群中证实了相似的AUC(0.88)。
    结合临床判断和便携式监测测试结果,可以在初级保健环境中诊断睡眠呼吸暂停。
    Use of in-laboratory polysomnography (PSG) to diagnose obstructive sleep apnoea (OSA) is cost and resource intensive. Questionnaires, physical measurements and home monitors have been studied as potential simpler alternatives. This study aimed to develop a diagnostic model for OSA for use in primary care.
    Primary care practitioners were trained to recognize symptoms of sleep apnoea and recruited patients based on the clinical need to investigate OSA. Assessment was by symptom questionnaires, anthropomorphic measurements, digital facial photography, and a single-channel nasal flow monitor (Flow Wizard©, DiagnoseIT, Sydney, Australia) worn at home for 3 nights. The in-laboratory PSG was the reference test, with OSA defined as apnoea-hypopnoea index (AHI) ≥10 events/h.
    In the model development phase, 25 primary care practitioners studied 315 patients in whom they suspected OSA, of which 57% had AHI≥10 and 22% had AHI≥30. Published OSA questionnaires provided low to moderate prediction of OSA (area under the curve [AUC] 0.53-0.73). The nasal flow monitor alone yielded high accuracy for predicting OSA with AUC of 0.87. Sensitivity was 0.87 and specificity 0.77 at a threshold respiratory event index (REI) of 18 events/h. A model adding age, gender, symptoms and BMI to the nasal flow monitor REI only modestly improved OSA prediction (AUC 0.89), with similar AUC (0.88) confirmed in the validation population of 114 patients.
    Sleep apnoea can be diagnosed in the primary care setting with a combination of clinical judgement and portable monitor test outcomes.
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