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Differentially expressed genes in Huh7 cells during co-culture with LX2 cells demonstrating dynamics of intercellular communication. Huh7细胞与LX2细胞共培养过程中差异表达的基因显示了细胞间通讯的动态。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.aohep.2024.101746
Tania G Heredia-Torres, Veronica Alvarado-Martínez, Ana R Rincón-Sánchez, Sonia A Lozano-Sepúlveda, Kame A Galán-Huerta, Daniel Arellanos-Soto, Ana M Rivas-Estilla
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引用次数: 0
Challenges in the management of alcohol-associated liver disease in Latin America. 拉丁美洲酒精相关肝病管理面临的挑战
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.aohep.2024.101748
Francisco Idalsoaga, Luis Antonio Diaz, Gustavo Ayares, Marco Arrese, Juan Pablo Arab
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引用次数: 0
Integrated analyses and a novel nomogram for the prediction of significant fibrosis in patients. 综合分析和一种预测患者显著纤维化的新nomogram。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.aohep.2024.101744
Mengxin Lu, Shuai Tao, Xinyan Li, Qunling Yang, Cong Du, Weijia Lin, Shuangshuang Sun, Conglin Zhao, Neng Wang, Qiankun Hu, Yuxian Huang, Qiang Li, Yi Zhang, Liang Chen

Introduction and objectives: This study aimed to explore the key genes involved in the pathophysiological process of liver fibrosis and develop a novel predictive model for noninvasive assessment of significant liver fibrosis patients.

Patients and methods: Differentially expressed genes (DEGs) were identified using the Limma package. The hub genes were explored using the CytoHubba plugin app and validated in GEO datasets and cell models. Furthermore, serum LTBP2 was measured in liver fibrosis (LF) patients with biopsy-proven by ELISA. All patients' clinical characteristics and laboratory results were analyzed. Finally, multivariate logistic regression analysis was used to construct the model for visualization by nomogram. Area under the receiver operating characteristic curve (AUROC) analysis, calibration curves, and decision curve analysis (DCA) certify the accuracy of the nomogram.

Results: RNA sequencing was performed on the liver tissues of 66 biopsy-proven HBV-LF patients. After multiple analyses and in vitro simulation of HSC activation, LTBP2 was found to be the most associated with HSC activation regardless of the causes. Serum LTBP2 expression was measured in 151 patients with biopsy, and LTBP2 was found to increase in parallel with the fibrosis stage. Multivariate logistic regression analysis showed that LTBP2, PLT and AST levels were demonstrated as the independent prediction factors. A nomogram that included the three factors was tabled to evaluate the probability of significant fibrosis occurrence. The AUROC of the nomogram model was 0.8690 in significant fibrosis diagnosis.

Conclusions: LTBP2 may be a new biomarker for liver fibrosis patients. The nomogram showed better diagnostic performance in patients.

前言与目的:本研究旨在探索肝纤维化病理生理过程中涉及的关键基因,并建立一种新的无创评估肝纤维化患者的预测模型。患者和方法:采用Limma试剂盒对差异表达基因(deg)进行鉴定。使用CytoHubba插件应用程序对中心基因进行了探索,并在GEO数据集和细胞模型中进行了验证。此外,通过ELISA检测经活检证实的肝纤维化(LF)患者血清LTBP2。分析所有患者的临床特征和实验室结果。最后,采用多元逻辑回归分析构建模型,并进行nomogram可视化分析。接收机工作特性曲线(AUROC)下面积分析、校准曲线和决策曲线分析(DCA)证明了nomogram的准确性。结果:对66例活检证实的HBV-LF患者的肝组织进行了RNA测序。经过多次分析和体外模拟HSC激活后,我们发现LTBP2与HSC激活的相关性最大,无论其原因如何。在151例活检患者中检测血清LTBP2表达,发现LTBP2与纤维化分期平行增加。多因素logistic回归分析显示,LTBP2、PLT和AST水平是独立的预测因素。将包含这三个因素的图列出来,以评估发生显著纤维化的可能性。图模型诊断显著纤维化AUROC为0.8690。结论:LTBP2可能是肝纤维化患者新的生物标志物。该图对患者的诊断效果较好。
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引用次数: 0
Global multi-societies endorsement of the MAFLD definition 全球多个学会认可 MAFLD 定义
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.aohep.2024.101573
Mohamed Alboraie , Tawesak Tanwandee , Xiaoyuan Xu , Dafina Nikolova , Enrique Carrera Estupiñan , Hasmik Ghazinyan , Sameer Alawadhi , Ponsiano Ocama , Gulnara Aghayeva , Alejandro Piscoya , Taghreed Farahat , Pramendra Prasad , Cosmas Rinaldi Adithya Lesmana , Shashank R Joshi , Said Al-Busafi , Vladimir Milivojevic , Violet Kayamba , Yeong Yeh Lee , Shahinul Alam , Chengwei Tang , Yasser Fouad
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引用次数: 0
An Acknowledgement 致谢
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.aohep.2024.101594
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引用次数: 0
Biological aging accelerates hepatic fibrosis: Insights from the NHANES 2017-2020 and genome-wide association study analysis. 生物老化加速肝纤维化:2017-2020 年 NHANES 和全基因组关联研究分析的启示。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-18 DOI: 10.1016/j.aohep.2024.101579
Jiaxin Zhao, Huiying Zhou, Rui Wu, Chen Ruan, Cheng Wang, Jiawei Ding, Tao Zhang, Zheyu Fang, Huilin Zheng, Lei Zhang, Jie Zhou, Zhenhua Hu

Introduction and objectives: This study aimed to investigate the association between biological aging and liver fibrosis in patients with metabolic dysfunction-associated steatotic liver disease (MASLD).

Materials and methods: We analyzed NHANES 2017-2020 data to calculate phenotypic age. Hepatic steatosis and fibrosis were identified using controlled attenuation parameters (CAP), fatty liver index (FLI) and transient elastography (TE). The odds ratios (ORs) and 95 % confidence intervals (CI) for significant MASLD fibrosis were calculated using multivariate logistic regression, and subgroup analyses were performed. We explored the potential causal relationship between telomere length and liver fibrosis using Mendelian randomization (MR). Additionally, we used the expression quantitative trait loci (eQTL) method and GSE197112 data to identify genes related to liver fibrosis and senescence. Finally, the APOLD1 expression was validated using GSE89632.

Results: Phenotypic age was associated with liver fibrosis occurrence in MASLD (OR = 1.08, 95 % CI 1.05-1.12). Subgroup analyses by BMI and age revealed differences. For obese or young to middle-aged MASLD patients, phenotypic age is significantly associated with liver fibrosis. (OR = 1.14, 95 % CI 1.10-1.18; OR = 1.07, 95 % CI 1.01-1.14 and OR = 1.14, 95 % CI 1.07-1.22). MR revealed a negative association between telomere length and liver fibrosis (IVW method: OR = 0.63288, 95 % CI 0.42498-0.94249). The gene APOLD1 was identified as a potential target through the intersection of the GEO dataset and eQTL genes.

Conclusions: This study emphasized the link between biological aging and fibrosis in young to middle-aged obese MASLD patients. We introduced phenotypic age as a clinical indicator and identified APOLD1 as a potential therapeutic target.

导言和目的:本研究旨在调查代谢功能障碍相关性脂肪性肝病(MASLD)患者的生物衰老与肝纤维化之间的关联:我们分析了 NHANES 2017-2020 年的数据,以计算表型年龄。使用受控衰减参数(CAP)、脂肪肝指数(FLI)和瞬态弹性成像(TE)确定肝脏脂肪变性和纤维化。采用多变量逻辑回归法计算了明显MASLD纤维化的几率(OR)和95%置信区间(CI),并进行了亚组分析。我们使用孟德尔随机法(MR)探讨了端粒长度与肝纤维化之间的潜在因果关系。此外,我们还使用表达定量性状位点(eQTL)方法和 GSE197112 数据来识别与肝纤维化和衰老相关的基因。最后,我们利用 GSE89632 验证了 APOLD1 的表达:结果:表型年龄与MASLD肝纤维化的发生相关(OR = 1.08,95% CI 1.05-1.12)。按体重指数和年龄进行的亚组分析显示出差异。对于肥胖或中青年 MASLD 患者,表型年龄与肝纤维化显著相关。(OR = 1.14,95% CI 1.10-1.18;OR = 1.07,95% CI 1.01-1.14;OR = 1.14,95% CI 1.07-1.22)。MR显示端粒长度与肝纤维化呈负相关(IVW法:OR = 0.63288,95% CI 0.42498-0.94249)。通过GEO数据集和eQTL基因的交叉,APOLD1基因被确定为潜在靶点:本研究强调了中青年肥胖 MASLD 患者的生物衰老与纤维化之间的联系。我们引入了表型年龄作为临床指标,并将 APOLD1 鉴定为潜在的治疗靶点。
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引用次数: 0
Development of a biodegradable prosthesis through tissue engineering, for the organ-replacement or substitution of the extrahepatic bile duct 通过组织工程学开发一种可生物降解的假体,用于器官替代或肝外胆管替代。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-11 DOI: 10.1016/j.aohep.2024.101588
Alan Isaac Valderrama-Treviño, Andrés E. Castell-Rodríguez, Rolando Hernández-Muñoz, Nadia A. Vázquez-Torres, Andrés Macari-Jorge, Baltazar Barrera-Mera, Alfredo Maciel-Cerda, Ricardo Vera-Graziano, Natalia Nuño-Lámbarri, Eduardo E. Montalvo-Javé
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引用次数: 0
FLI and FIB-4 in diagnosing metabolic dysfunction-associated steatotic liver disease in primary care: High prevalence and risk of significant disease. FLI 和 FIB-4 在初级保健中诊断代谢功能障碍相关性脂肪肝:高患病率和重大疾病风险。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-11 DOI: 10.1016/j.aohep.2024.101584
Mário Reis Álvares-da-Silva, Márcia da Silva Vargas, Soheyla Mohd Souza Rabie, Gabriella Jonko, Patricia Gabriela Riedel, Larisse Longo, Marcelo Rodrigues Gonçalves, Vivian Cristine Luft, Dvora Joveleviths

Introduction and objectives: Public health policies in metabolic dysfunction-associated steatotic liver disease (MASLD) are still lacking. This study aims to estimate the prevalence and severity of MASLD in primary health care (PHC) through non-invasive markers.

Patients and methods: Two-phase study, including a retrospective (RETR) and a prospective (PROS) one, was carried out in PHC in Brazil. In RETR, metabolic and hepatic profiles of 12,054 patients, including FIB-4, were evaluated. In PROS, 350 patients were randomly selected and submitted to a clinical and nutritional assessment.

Results: RETR (65.4 % women, mean age 55.3 years old): dyslipidemia, hypertension, and type 2 diabetes mellitus (T2DM) present in 40.8 %, 34.3 %, and 12.2 % of the electronic health records, respectively. Fasting glucose >100 mg/dL in 34.5 %, and glycated hemoglobin higher than 5.7 % in 51.5 %, total cholesterol >200 mg/dL and triglycerides >150 mg/dL in 40.8 % and 32.1 %, respectively. Median FIB-4 was of 1.33, 5 % >2.67. No one had MASLD as a diagnostic hypothesis; PROS (71.8 % women, mean age 58 years old): body mass index (BMI) ≥30 kg/m² in 31.8 %. MASLD prevalence (FLI≥ 30 + cardiometabolic features) of 62.1 %; 39.4 % of patients had FLI ≥60, with higher BMI, waist circumference, fasting glucose, triglycerides, AST, ALT and GGT, as well as lower HDL-cholesterol (p < 0.001). FIB-4>1.3 in 40 % and NAFLD Fibrosis Score (NFS)>-1.45 in 59.2 % of steatotic patients.

Conclusions: There is a high prevalence of MASLD in PHC, with a significant risk of liver fibrosis. These findings reinforce we need to develop public policies to defeat MASLD epidemics.

导言和目标:目前仍缺乏代谢功能障碍相关性脂肪肝(MASLD)的公共卫生政策。本研究旨在通过非侵入性指标估算代谢性脂肪肝在初级卫生保健(PHC)中的患病率和严重程度:研究分为两个阶段,包括回顾性研究(RETR)和前瞻性研究(PROS)。在回顾性研究中,对 12 054 名患者的代谢和肝脏状况(包括 FIB-4)进行了评估。在 PROS 中,随机挑选了 350 名患者进行临床和营养评估:RETR(65.4% 为女性,平均年龄 55.3 岁):电子健康记录中分别有 40.8%、34.3% 和 12.2% 的患者存在血脂异常、高血压和 2 型糖尿病(T2DM)。空腹血糖大于 100 毫克/分升的占 34.5%,糖化血红蛋白大于 5.7% 的占 51.5%,总胆固醇大于 200 毫克/分升和甘油三酯大于 150 毫克/分升的分别占 40.8% 和 32.1%。FIB-4 中位数为 1.33,5%>2.67。没有人将 MASLD 作为诊断假说;PROS(71.8% 为女性,平均年龄 58 岁):31.8% 的人体重指数(BMI)≥30 kg/m²。MASLD患病率(FLI≥30 + 心脏代谢特征)为62.1%;39.4%的患者FLI≥60,BMI、腰围、空腹血糖、甘油三酯、谷草转氨酶、谷丙转氨酶和谷草转氨酶较高,40%的患者高密度脂蛋白胆固醇较低(p 1.3),59.2%的脂肪肝患者非酒精性脂肪肝纤维化评分(NFS)>-1.45:结论:MASLD在初级保健中心的发病率很高,有很大的肝纤维化风险。这些发现使我们更有必要制定公共政策,以战胜MASLD的流行。
{"title":"FLI and FIB-4 in diagnosing metabolic dysfunction-associated steatotic liver disease in primary care: High prevalence and risk of significant disease.","authors":"Mário Reis Álvares-da-Silva, Márcia da Silva Vargas, Soheyla Mohd Souza Rabie, Gabriella Jonko, Patricia Gabriela Riedel, Larisse Longo, Marcelo Rodrigues Gonçalves, Vivian Cristine Luft, Dvora Joveleviths","doi":"10.1016/j.aohep.2024.101584","DOIUrl":"10.1016/j.aohep.2024.101584","url":null,"abstract":"<p><strong>Introduction and objectives: </strong>Public health policies in metabolic dysfunction-associated steatotic liver disease (MASLD) are still lacking. This study aims to estimate the prevalence and severity of MASLD in primary health care (PHC) through non-invasive markers.</p><p><strong>Patients and methods: </strong>Two-phase study, including a retrospective (RETR) and a prospective (PROS) one, was carried out in PHC in Brazil. In RETR, metabolic and hepatic profiles of 12,054 patients, including FIB-4, were evaluated. In PROS, 350 patients were randomly selected and submitted to a clinical and nutritional assessment.</p><p><strong>Results: </strong>RETR (65.4 % women, mean age 55.3 years old): dyslipidemia, hypertension, and type 2 diabetes mellitus (T2DM) present in 40.8 %, 34.3 %, and 12.2 % of the electronic health records, respectively. Fasting glucose >100 mg/dL in 34.5 %, and glycated hemoglobin higher than 5.7 % in 51.5 %, total cholesterol >200 mg/dL and triglycerides >150 mg/dL in 40.8 % and 32.1 %, respectively. Median FIB-4 was of 1.33, 5 % >2.67. No one had MASLD as a diagnostic hypothesis; PROS (71.8 % women, mean age 58 years old): body mass index (BMI) ≥30 kg/m² in 31.8 %. MASLD prevalence (FLI≥ 30 + cardiometabolic features) of 62.1 %; 39.4 % of patients had FLI ≥60, with higher BMI, waist circumference, fasting glucose, triglycerides, AST, ALT and GGT, as well as lower HDL-cholesterol (p < 0.001). FIB-4>1.3 in 40 % and NAFLD Fibrosis Score (NFS)>-1.45 in 59.2 % of steatotic patients.</p><p><strong>Conclusions: </strong>There is a high prevalence of MASLD in PHC, with a significant risk of liver fibrosis. These findings reinforce we need to develop public policies to defeat MASLD epidemics.</p>","PeriodicalId":7979,"journal":{"name":"Annals of hepatology","volume":" ","pages":"101584"},"PeriodicalIF":3.7,"publicationDate":"2024-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142456501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trends in the incidence and prevalence of cirrhosis in Manitoba, Canada: A population-based study (2010-2019) 加拿大马尼托巴省肝硬化发病率和流行率趋势:基于人口的研究(2010-2019 年)。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-09 DOI: 10.1016/j.aohep.2024.101581
Nabiha Faisal , Lisa M. Lix , Randy Walld , Alexander Singer , Leanne Kosowan , Harminder Singh , Eberhard Renner , Alyson Mahar

Introduction and Objectives

The burden of chronic liver disease and cirrhosis continues to increase in North America. We sought to estimate the incidence and prevalence of cirrhosis in Manitoba, Canada over time and assess changes in trends between 2010-2019.

Material and Methods

We performed a population-based study using Manitoba administrative health care data, and two validated case-finding algorithms. Annual incidence and prevalence rates were estimated using a generalized linear model with generalized estimating equations, adjusting for age and sex. Changes in estimates were tested using linear trend regression models.

Results

Two algorithms estimated the number of prevalent cirrhosis to be 16,140 and 29,943 respectively. The age- and sex-adjusted incidence rates increased over the study (from 149 to 264 cases per 100,000 population in 2010, to 177 to 388 cases per 100,000 population in 2019). Cirrhosis incidence increased annually by 2-6 %, with the largest increase (6-8 % 95 % CI 7-9 %, p <0.0001) in those aged 18-44 years. Irrespective of the algorithm used, females consistently exhibited higher cirrhosis incidence and prevalence compared to males over time (P <0.0001). Prevalence demonstrated an upward trend among all age groups over time for both algorithms (P < 0.0001).

Conclusions

This population-based study highlights concerning temporal trends in cirrhosis, characterized by rising annual incidence and prevalence estimates, particularly among young adults and females. These findings underscore the urgent need for comprehensive strategies that encompass prevention, early detection, and the delivery of high-quality healthcare and public health initiatives to effectively tackle this escalating health burden.
导言和目标:在北美,慢性肝病和肝硬化的负担持续加重。我们试图估算加拿大马尼托巴省肝硬化的发病率和流行率,并评估 2010-2019 年间的趋势变化:我们利用马尼托巴省的行政医疗数据和两种经过验证的病例查找算法进行了一项基于人口的研究。年发病率和患病率是通过使用广义估计方程的广义线性模型进行估算的,并对年龄和性别进行了调整。使用线性趋势回归模型检验了估计值的变化:两种算法估算出的肝硬化患病人数分别为 16 140 人和 29 943 人。经年龄和性别调整后的发病率在研究期间有所上升(从2010年的每10万人149例到264例,到2019年的每10万人177例到388例)。肝硬化发病率每年增加 2-6%,增幅最大(6-8% 95% CI 7-9%,P 结论:这项基于人群的研究强调了肝硬化令人担忧的时间趋势,其特点是每年的发病率和患病率估计值都在上升,尤其是在青壮年和女性中。这些发现突出表明,迫切需要采取包括预防、早期检测、提供高质量医疗保健和公共卫生措施在内的综合战略,以有效应对这一不断升级的健康负担。
{"title":"Trends in the incidence and prevalence of cirrhosis in Manitoba, Canada: A population-based study (2010-2019)","authors":"Nabiha Faisal ,&nbsp;Lisa M. Lix ,&nbsp;Randy Walld ,&nbsp;Alexander Singer ,&nbsp;Leanne Kosowan ,&nbsp;Harminder Singh ,&nbsp;Eberhard Renner ,&nbsp;Alyson Mahar","doi":"10.1016/j.aohep.2024.101581","DOIUrl":"10.1016/j.aohep.2024.101581","url":null,"abstract":"<div><h3>Introduction and Objectives</h3><div>The burden of chronic liver disease and cirrhosis continues to increase in North America. We sought to estimate the incidence and prevalence of cirrhosis in Manitoba, Canada over time and assess changes in trends between 2010-2019.</div></div><div><h3>Material and Methods</h3><div>We performed a population-based study using Manitoba administrative health care data, and two validated case-finding algorithms. Annual incidence and prevalence rates were estimated using a generalized linear model with generalized estimating equations, adjusting for age and sex. Changes in estimates were tested using linear trend regression models.</div></div><div><h3>Results</h3><div>Two algorithms estimated the number of prevalent cirrhosis to be 16,140 and 29,943 respectively. The age- and sex-adjusted incidence rates increased over the study (from 149 to 264 cases per 100,000 population in 2010, to 177 to 388 cases per 100,000 population in 2019). Cirrhosis incidence increased annually by 2-6 %, with the largest increase (6-8 % 95 % CI 7-9 %, p &lt;0.0001) in those aged 18-44 years. Irrespective of the algorithm used, females consistently exhibited higher cirrhosis incidence and prevalence compared to males over time (P &lt;0.0001). Prevalence demonstrated an upward trend among all age groups over time for both algorithms (P &lt; 0.0001).</div></div><div><h3>Conclusions</h3><div>This population-based study highlights concerning temporal trends in cirrhosis, characterized by rising annual incidence and prevalence estimates, particularly among young adults and females. These findings underscore the urgent need for comprehensive strategies that encompass prevention, early detection, and the delivery of high-quality healthcare and public health initiatives to effectively tackle this escalating health burden.</div></div>","PeriodicalId":7979,"journal":{"name":"Annals of hepatology","volume":"30 2","pages":"Article 101581"},"PeriodicalIF":3.7,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142399191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and external validation of a machine-learning based model to predict pre-sarcopenia in MASLD population: Results from NHANES 2017–2018 开发基于机器学习的模型并进行外部验证,以预测 MASLD 人口中的前肌少症:来自 2017-2018 年 NHANES 的结果。
IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-10-05 DOI: 10.1016/j.aohep.2024.101585
Siwei Yang , Jianan Yu , Qiyang Chen , Xuedong Sun , Yuefeng Hu , Tianhao Su , Jian Li , Long Jin

Introduction and Objectives

With rising prevalence of pre-sarcopenia in metabolic dysfunction-associated steatotic liver disease (MASLD), this study aimed to develop and validate machine learning-based model to identify pre-sarcopenia in MASLD population.

Materials and Methods

A total of 571 MASLD subjects were screened from the National Health and Nutrition Examination Survey 2017–2018. This cohort was randomly divided into training set and internal testing set with a ratio of 7:3. Sixty-six MASLD subjects were collected from our institution as external validation set. Four binary classifiers, including Random Forest (RF), support vector machine, and extreme gradient boosting and logistic regression, were fitted to identify pre-sarcopenia. The best-performing model was further validated in external validation set. Model performance was assessed in terms of discrimination and calibration. Shapley Additive explanations were used for model interpretability.

Results

The pre-sarcopenia rate was 17.51 % and 15.16 % in NHANES cohort and external validation set, respectively. RF outperformed other models with area under receiver operating characteristic curve (AUROC) of 0.819 (95 %CI: 0.749, 0.889). When six top-ranking features were retained as per variable importance, including weight-adjusted waist, sex, race, creatinine, education and alkaline phosphatase, a final RF model reached an AUROC being 0.824 (0.737, 0.910) and 0.732 (95 %CI: 0.529, 0.936) in internal and external validation sets, respectively. The model robustness was proved in sensitivity analysis. The calibration curve and decision curve analysis confirmed a good calibration capacity and good clinical usage.

Conclusions

This study proposed a user-friendly model using explainable machine learning algorithm to predict pre-sarcopenia in MASLD population. A web-based tool was provided to screening pre-sarcopenia in community and hospitalization settings.
引言与目的:随着代谢功能障碍相关性脂肪性肝病(MASLD)中 "前肌肉疏松症 "患病率的上升,本研究旨在开发和验证基于机器学习的模型,以识别MASLD人群中的 "前肌肉疏松症":从2017-2018年全国健康与营养调查中筛选出571名MASLD受试者。这批受试者按 7:3 的比例随机分为训练集和内部测试集。从我院收集的66名MASLD受试者作为外部验证集。四个二元分类器,包括随机森林(Random Forest,RF)、支持向量机、极梯度提升和逻辑回归,被用于识别前肌肉疏松症。表现最佳的模型在外部验证集中得到进一步验证。模型的性能通过辨别和校准进行评估。沙普利加性解释用于模型的可解释性:结果:在 NHANES 队列和外部验证集中,肌少症前期发病率分别为 17.51% 和 15.16%。RF模型的接收者操作特征曲线下面积(AUROC)为0.819(95%CI:0.749,0.889),优于其他模型。当根据变量的重要性保留六个排名靠前的特征时,包括体重调整后的腰围、性别、种族、肌酐、教育程度和碱性磷酸酶,最终的 RF 模型在内部和外部验证集中的接收操作特征曲线下面积分别为 0.824(0.737,0.910)和 0.732(95%CI:0.529,0.936)。灵敏度分析证明了模型的稳健性。校准曲线和决策曲线分析证实了良好的校准能力和临床应用:本研究利用可解释的机器学习算法提出了一个用户友好型模型,用于预测 MASLD 群体中的前肌肉疏松症。该研究提供了一种基于网络的工具,用于在社区和住院环境中筛查肌少症前期。
{"title":"Development and external validation of a machine-learning based model to predict pre-sarcopenia in MASLD population: Results from NHANES 2017–2018","authors":"Siwei Yang ,&nbsp;Jianan Yu ,&nbsp;Qiyang Chen ,&nbsp;Xuedong Sun ,&nbsp;Yuefeng Hu ,&nbsp;Tianhao Su ,&nbsp;Jian Li ,&nbsp;Long Jin","doi":"10.1016/j.aohep.2024.101585","DOIUrl":"10.1016/j.aohep.2024.101585","url":null,"abstract":"<div><h3>Introduction and Objectives</h3><div>With rising prevalence of pre-sarcopenia in metabolic dysfunction-associated steatotic liver disease (MASLD), this study aimed to develop and validate machine learning-based model to identify pre-sarcopenia in MASLD population.</div></div><div><h3>Materials and Methods</h3><div>A total of 571 MASLD subjects were screened from the National Health and Nutrition Examination Survey 2017–2018. This cohort was randomly divided into training set and internal testing set with a ratio of 7:3. Sixty-six MASLD subjects were collected from our institution as external validation set. Four binary classifiers, including Random Forest (RF), support vector machine, and extreme gradient boosting and logistic regression, were fitted to identify pre-sarcopenia. The best-performing model was further validated in external validation set. Model performance was assessed in terms of discrimination and calibration. Shapley Additive explanations were used for model interpretability.</div></div><div><h3>Results</h3><div>The pre-sarcopenia rate was 17.51 % and 15.16 % in NHANES cohort and external validation set, respectively. RF outperformed other models with area under receiver operating characteristic curve (AUROC) of 0.819 (95 %CI: 0.749, 0.889). When six top-ranking features were retained as per variable importance, including weight-adjusted waist, sex, race, creatinine, education and alkaline phosphatase, a final RF model reached an AUROC being 0.824 (0.737, 0.910) and 0.732 (95 %CI: 0.529, 0.936) in internal and external validation sets, respectively. The model robustness was proved in sensitivity analysis. The calibration curve and decision curve analysis confirmed a good calibration capacity and good clinical usage.</div></div><div><h3>Conclusions</h3><div>This study proposed a user-friendly model using explainable machine learning algorithm to predict pre-sarcopenia in MASLD population. A web-based tool was provided to screening pre-sarcopenia in community and hospitalization settings.</div></div>","PeriodicalId":7979,"journal":{"name":"Annals of hepatology","volume":"30 2","pages":"Article 101585"},"PeriodicalIF":3.7,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142387421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Annals of hepatology
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