A Predictive Model Using N-Glycan Biosignatures for Clinical Diagnosis of Early Hepatocellular Carcinoma Related to Hepatitis B Virus

被引:17
作者
Cong, Min [1 ,2 ,3 ,4 ,5 ]
Ou, Xiaojuan [3 ,4 ,5 ]
Huang, Jian [6 ]
Long, Jiang [7 ]
Li, Tong [1 ,2 ]
Liu, Xueen [1 ,2 ]
Wang, Yanhong [3 ,4 ,5 ]
Wu, Xiaoning [3 ,4 ,5 ]
Zhou, Jialing [3 ,4 ,5 ]
Sun, Yameng [3 ,4 ,5 ]
Shang, Qinghua [8 ]
Chen, Guofeng [9 ]
Ma, Hui [10 ]
Xie, Wen [11 ]
Piao, Hongxin [12 ]
Yang, Yongping [13 ]
Gao, Zhiliang [14 ]
Xu, Xiaoyuan [15 ]
Tan, Zongnan [16 ]
Chen, Chitty [16 ]
Zeng, Na [17 ]
Wu, Shanshan [17 ]
Kong, Yuanyuan [17 ]
Liu, Tianhui [3 ,4 ,5 ]
Wang, Ping [3 ,4 ,5 ]
You, Hong [3 ,4 ,5 ]
Jia, Jidong [3 ,4 ,5 ]
Zhuang, Hui [1 ,2 ]
机构
[1] Peking Univ, Dept Microbiol, Sch Basic Med Sci, Hlth Sci Ctr, Beijing, Peoples R China
[2] Peking Univ, Ctr Infect Dis, Sch Basic Med Sci, Hlth Sci Ctr, Beijing, Peoples R China
[3] Capital Med Univ, Beijing Friendship Hosp, Liver Res Ctr, 95 Yong An Rd, Beijing 100050, Peoples R China
[4] Beijing Key Lab Translat Med Liver Cirrhosis, Beijing, Peoples R China
[5] Natl Clin Res Ctr Digest Dis, Beijing, Peoples R China
[6] Capital Med Univ, Beijing Friendship Hosp, Expt Ctr, Beijing, Peoples R China
[7] Capital Med Univ, Beijing Youan Hosp, Dept Oncol Minimally Invas Intervent Radiol, Beijing, Peoples R China
[8] 88 Hosp Peoples Liberat Army, Dept Liver Dis, Tai An, Shandong, Peoples R China
[9] 302 Mil Hosp China, Liver Cirrhosis Diag & Treatment Ctr 2, Beijing, Peoples R China
[10] Peking Univ, Hepatol Inst, Peoples Hosp, Beijing, Peoples R China
[11] Capital Med Univ, Beijing Ditan Hosp, Ctr Liver Dis, Beijing, Peoples R China
[12] Yanbian Univ, Dept Infect Dis, Affiliated Hosp, Yanji, Peoples R China
[13] Beijing 302 Hosp, Ctr Therapeut Res Liver Canc, Beijing, Peoples R China
[14] Sun Yat Sen Univ, Dept Infect Dis, Affiliated Hosp 3, Guangzhou, Peoples R China
[15] Peking Univ, Dept Infect Dis, Hosp 1, Beijing, Peoples R China
[16] Sysdiagno Biomedtech, Taizhou, Peoples R China
[17] Capital Med Univ, Beijing Friendship Hosp, Natl Clin Res Ctr Digest Dis, Clin Epidemiol & Evidence Based Med Unit, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
glycomics; glycans; biomarkers; hepatocellular carcinoma; liver disease; predictive modeling; IMMUNOGLOBULIN-G; BIOMARKER; GLYCOSYLATION; HAN; ASSOCIATION; DISEASE; GLYCOME; CANCER;
D O I
10.1089/omi.2020.0055
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Early diagnosis of hepatic cancer is a major public health challenge. While changes in serum N-glycans have been observed as patients progress from liver fibrosis/cirrhosis to hepatocellular carcinoma (HCC), the predictive performance of N-glycans is yet to be determined for HCC early diagnosis as well as differential diagnosis from liver fibrosis/cirrhosis. In a total sample of 247 patients with hepatitis B virus-related liver disease, we characterized and compared the serum N-glycans in very early/early and intermediate/advanced stages of HCC and those with liver fibrosis/cirrhosis. Additionally, we performed a retrospective timeline analysis of the serum N-glycans 6 and 12 months before a diagnosis of the very early/early stage of HCC (EHCC). A predictive model was built, named hereafter as Glycomics-EHCC, incorporating the glycan peaks (GPs) 1, 2, and 4. The model showed a larger area under the receiver operating characteristic curve compared with a traditional model with the alpha-fetoprotein (0.936 vs. 0.731, respectively). The Glycomics-EHCC model had a sensitivity of 84.6% and specificity of 85.0% at a cutoff value of -0.39 to distinguish EHCC from liver fibrosis/cirrhosis. Moreover, the Glycomics-EHCC model was able to forecast a future EHCC diagnosis with a sensitivity and specificity over 90% and 85%, respectively, using the serum N-glycan biosignatures 6 or 12 months earlier when the patients were suffering from liver fibrosis/cirrhosis before being diagnosed with EHCC. This serum glycomic biosignature model warrants further clinical studies in independent population samples and offers promise to forecast EHCC and its differential diagnosis from liver fibrosis/cirrhosis.
引用
收藏
页码:415 / 423
页数:9
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