Nomogram for predicting the risk of nonalcoholic fatty liver disease in older adults in Qingdao, China: A cross-sectional study.

IF 1.3 4区 医学 Q4 NUTRITION & DIETETICS
Zhi Wang, Jing Cui, Xiaojing Li, Ruili Gao, Enqiang Feng, Guoqiang Luo, Baozhu Guo, Haojia Wu, Yongye Sun, Jianping Sun
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引用次数: 0

Abstract

Background and objectives: To explore the risk factors for non-alcoholic fatty liver disease (NAFLD) and to establish a non-invasive tool for the screening of NAFLD in an older adult population.

Methods and study design: A total of 131,161 participants were included in this cross-sectional study. Participants were randomly divided into training and validation sets (7:3). The least absolute shrinkage and selection operator method was used to screen risk factors. Multivariate logistic regression was employed to develop a nomogram, which was made available online. Receiver operating characteristic curve analysis, calibration plots, and decision curve analysis were used to validate the discrimination, calibration, and clinical practicability of the nomogram. Sex and age subgroup analyses were conducted to further validate the reliability of the model.

Results: Nine variables were identified for inclusion in the nomogram (age, sex, waist circumference, body mass index, exercise frequency, systolic blood pressure, fasting plasma glucose, alanine aminotransferase, and low-density lipoprotein cholesterol). The area under the receiver operating characteristic curve values were 0.793 and 0.790 for the training set and the validation set, respectively. The calibration plots and decision curve analyses showed good calibration and clinical utility. Subgroup analyses demonstrated consistent discriminatory ability in different sex and age subgroups.

Conclusions: This study established and validated a new nomogram model for evaluating the risk of NAFLD among older adults. The nomogram had good discriminatory performance and is a non-invasive and convenient tool for the screening of NAFLD in older adults.

中国青岛老年人非酒精性脂肪肝风险预测提名图:一项横断面研究。
背景和目的:探讨非酒精性脂肪肝的风险因素,并建立一种非侵入性工具,用于筛查老年人非酒精性脂肪肝:探讨非酒精性脂肪肝(NAFLD)的风险因素,并为筛查老年人非酒精性脂肪肝建立一种非侵入性工具:这项横断面研究共纳入了 131 161 名参与者。参与者被随机分为训练集和验证集(7:3)。采用最小绝对缩减和选择算子法筛选风险因素。采用多元逻辑回归法绘制提名图,并在网上公布。采用接收者操作特征曲线分析、校准图和决策曲线分析来验证提名图的区分度、校准性和临床实用性。为了进一步验证模型的可靠性,还进行了性别和年龄分组分析:确定了九个变量(年龄、性别、腰围、体重指数、运动频率、收缩压、空腹血浆葡萄糖、丙氨酸氨基转移酶和低密度脂蛋白胆固醇)可纳入提名图。训练集和验证集的接收者工作特征曲线下面积值分别为 0.793 和 0.790。校准图和决策曲线分析表明了良好的校准性和临床实用性。亚组分析表明,该方法在不同性别和年龄的亚组中具有一致的判别能力:本研究建立并验证了一个新的提名图模型,用于评估老年人非酒精性脂肪肝的风险。该提名图具有良好的判别能力,是筛查老年人非酒精性脂肪肝的一种无创、便捷的工具。
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来源期刊
CiteScore
2.50
自引率
7.70%
发文量
58
审稿时长
6-12 weeks
期刊介绍: The aims of the Asia Pacific Journal of Clinical Nutrition (APJCN) are to publish high quality clinical nutrition relevant research findings which can build the capacity of clinical nutritionists in the region and enhance the practice of human nutrition and related disciplines for health promotion and disease prevention. APJCN will publish original research reports, reviews, short communications and case reports. News, book reviews and other items will also be included. The acceptance criteria for all papers are the quality and originality of the research and its significance to our readership. Except where otherwise stated, manuscripts are peer-reviewed by at least two anonymous reviewers and the Editor. The Editorial Board reserves the right to refuse any material for publication and advises that authors should retain copies of submitted manuscripts and correspondence as material cannot be returned. Final acceptance or rejection rests with the Editorial Board
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