Letter to the editor: diagnosing fibrosis and cirrhosis in nonalcoholic fatty liver disease using machine learning models

被引:0
作者
Feng, Yifei [1 ,2 ,3 ]
Peng, Boshizhang [4 ]
Li, Yanan [4 ]
Sun, Lejia [1 ,2 ,3 ]
Sun, Yueming [1 ,2 ,3 ,5 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 1, Dept Gen Surg, Nanjing, Peoples R China
[2] Nanjing Med Univ, Sch Clin Med 1, Nanjing, Peoples R China
[3] Nanjing Med Univ, Colorectal Inst, Nanjing, Peoples R China
[4] Peking Union Med Coll, Beijing, Peoples R China
[5] Nanjing Med Univ, Affiliated Hosp 1, Dept Gen Surg, Nanjing 210029, Peoples R China
关键词
D O I
10.1097/HEP.0000000000000209
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
引用
收藏
页码:E103 / E104
页数:2
相关论文
共 5 条
[1]   Machine learning models are superior to noninvasive tests in identifying clinically significant stages of NAFLD and NAFLD-related cirrhosis [J].
Chang, Devon ;
Truong, Emily ;
Mena, Edward A. ;
Pacheco, Fabiana ;
Wong, Micaela ;
Guindi, Maha ;
Todo, Tsuyoshi T. ;
Noureddin, Nabil ;
Ayoub, Walid ;
Yang, Ju Dong ;
Kim, Irene K. ;
Kohli, Anita ;
Alkhouri, Naim ;
Harrison, Stephen ;
Noureddin, Mazen .
HEPATOLOGY, 2023, 77 (02) :546-557
[2]   XGBoost: A Scalable Tree Boosting System [J].
Chen, Tianqi ;
Guestrin, Carlos .
KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, :785-794
[3]   Racial and Ethnic Disparities in Nonalcoholic Fatty Liver Disease Prevalence, Severity, and Outcomes in the United States: A Systematic Review and Meta-analysis [J].
Rich, Nicole E. ;
Oji, Stefany ;
Mufti, Arjmand R. ;
Browning, Jeffrey D. ;
Parikh, Neehar D. ;
Odewole, Mobolaji ;
Mayo, Helen ;
Singal, Amit G. .
CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2018, 16 (02) :198-+
[4]   Usefulness of collagen type IV in the detection of significant liver fibrosis in nonalcoholic fatty liver disease [J].
Stefano, Jose Tadeu ;
Guedes, Laura Vilar ;
Arrais de Souza, Arthur Alencar ;
Vanni, Denise Siqueira ;
Ferreira Alves, Venancio Avancini ;
Carrilho, Flair Jose ;
Largura, Alvaro ;
Arrese, Marco ;
Oliveira, Claudia P. .
ANNALS OF HEPATOLOGY, 2021, 20
[5]   Validation of terminal peptide of procollagen III for the detection and assessment of nonalcoholic steatohepatitis in patients with nonalcoholic fatty liver disease [J].
Tanwar, Sudeep ;
Trembling, Paul M. ;
Guha, Indra N. ;
Parkes, Julie ;
Kaye, Philip ;
Burt, Alastair D. ;
Ryder, Stephen D. ;
Aithal, Guruprasad P. ;
Day, Christopher P. ;
Rosenberg, William M. .
HEPATOLOGY, 2013, 57 (01) :103-111