Department of Clinical Epidemiology, Faculty of Medicine, Thammasat University, Pathumthani, Thailand.
Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand.
Medicine (Baltimore). 2021 Nov 5;100(44):e27640. doi: 10.1097/MD.0000000000027640.
Patients with metabolic syndrome are at a higher risk of nonalcoholic fatty liver disease (NAFLD) and liver fibrosis than the general population. Still, accessibility of screening method for NAFLD with significant fibrosis, such as transient elastography (FibroScan) are limited in some settings. This study aimed to develop a simple clinical predictive score for detecting NAFLD with significant fibrosis in patients with metabolic syndrome.A cross-sectional study was designed to obtain the data from medical records of all relevant patients who underwent transient elastography between January 2011 and December 2020 at Siriraj Hospital, Thailand. A liver stiffness cutoff value of 7.0 kilopascal was used to define the presence of significant liver fibrosis. To examine potential predictors, medical history and clinical data commonly assessed in routine practice were selected by following expert opinions and univariable statistical analysis. Backward and forward stepwise logistic regression was performed to acquire a final prediction model. To simplify the model, a weighted score was assigned for each categorized predictor. In addition, eligible cutoff values of the score and their predictive performances were determined.A total of 745 medical records were reviewed. The prevalence of NAFLD with significant fibrosis in patients with metabolic syndrome was 12.6%. Most clinical characteristics of patients with NAFLD with significant fibrosis and those non-NAFLD and NAFLD with no/mild fibrosis were quite disparate. The most practical model comprised globulin, aspartate transaminase, platelet count, and type 2 diabetes. It provided a good predictive performance with an area under the receiver operating characteristic curve of 0.828 (95% confidence interval [CI]: 0.782, 0.874). At the proper cutoff value, sensitivity and specificity were 76.6% (95% CI: 66.7%, 84.7%) and 72.4% (95% CI: 68.7%, 75.8%), respectively. The likelihood ratio of testing positive for NAFLD with significant fibrosis was 2.8 (95% CI: 2.34, 3.27) among patients with scores above the cutoff value.The first score for detecting of NAFLD with significant fibrosis in patients with metabolic syndrome was developed. This practical score, providing a good predictive performance, should be useful to help clinicians prioritize needs for further investigations among high-risk patients, especially in resource-limited settings.
患有代谢综合征的患者发生非酒精性脂肪性肝病(NAFLD)和肝纤维化的风险高于一般人群。然而,在某些情况下,用于检测有显著纤维化的 NAFLD 的筛选方法(如瞬时弹性成像(FibroScan))的可及性有限。本研究旨在为代谢综合征患者开发一种简单的临床预测评分,用于检测有显著纤维化的 NAFLD。
设计了一项横断面研究,以获取 2011 年 1 月至 2020 年 12 月期间在泰国 Siriraj 医院接受瞬时弹性成像的所有相关患者的病历数据。使用 7.0 千帕的肝硬度截断值来定义显著肝纤维化的存在。为了检查潜在的预测因素,根据专家意见和单变量统计分析选择了病史和常规实践中通常评估的临床数据。进行了向后和向前逐步逻辑回归以获得最终预测模型。为了简化模型,为每个分类预测因素分配了加权分数。此外,还确定了评分的合格截断值及其预测性能。
共回顾了 745 份病历。代谢综合征患者中,有显著纤维化的 NAFLD 的患病率为 12.6%。有显著纤维化的 NAFLD 患者和非-NAFLD 以及无/轻度纤维化的 NAFLD 患者的大多数临床特征差异很大。最实用的模型包括球蛋白、天门冬氨酸转氨酶、血小板计数和 2 型糖尿病。它提供了良好的预测性能,接受者操作特征曲线下面积为 0.828(95%置信区间 [CI]:0.782,0.874)。在适当的截断值下,灵敏度和特异性分别为 76.6%(95%CI:66.7%,84.7%)和 72.4%(95%CI:68.7%,75.8%)。在评分高于截断值的患者中,NAFLD 有显著纤维化的阳性检测可能性比为 2.8(95%CI:2.34,3.27)。
开发了第一个用于检测代谢综合征患者有显著纤维化的 NAFLD 的评分。这个实用的评分提供了良好的预测性能,应该有助于临床医生在高风险患者中优先考虑进一步检查的需求,特别是在资源有限的情况下。