Targeted proteomics-derived biomarker profile develops a multi-protein classifier in liquid biopsies for early detection of esophageal squamous cell carcinoma from a population-based case-control study

被引:13
|
作者
Yang, Xiaorong [1 ,2 ]
Suo, Chen [3 ]
Zhang, Tongchao [4 ]
Yin, Xiaolin [4 ]
Man, Jinyu [4 ]
Yuan, Ziyu [5 ]
Yu, Jingru [6 ]
Jin, Li [5 ,7 ,8 ]
Chen, Xingdong [5 ,7 ,8 ]
Lu, Ming [1 ,2 ,5 ]
Ye, Weimin [5 ,6 ,9 ,10 ]
机构
[1] Shandong Univ, Qilu Hosp, Clin Epidemiol Unit, 107 Wenhuaxi Rd, Jinan 250012, Shandong, Peoples R China
[2] Shandong Univ, Clin Res Ctr, Qilu Hosp, Jinan, Peoples R China
[3] Fudan Univ, Sch Publ Hlth, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China
[4] Shandong Univ, Sch Publ Hlth, Dept Epidemiol & Hlth Stat, Jinan, Peoples R China
[5] Fudan Univ, Taizhou Inst Hlth Sci, Taizhou, Peoples R China
[6] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[7] Fudan Univ, Human Phenome Inst, State Key Lab Genet Engn, Songhu Rd 2005, Shanghai 200438, Peoples R China
[8] Fudan Univ, Sch Life Sci, Songhu Rd 2005, Shanghai 200438, Peoples R China
[9] Fujian Med Univ, Dept Epidemiol & Hlth Stat, Fuzhou, Peoples R China
[10] Fujian Med Univ, Key Lab, Minist Educ Gastrointestinal Canc, Fuzhou, Peoples R China
基金
中国国家自然科学基金; 欧洲研究理事会;
关键词
Esophageal squamous cell carcinoma; Early detection; Diagnostic biomarkers; Affinity proteomics; Proximity extension assay; Screening; ESOPHAGOGASTRIC JUNCTION; ANNEXIN-I; CANCER; DIAGNOSIS; CANDIDATE; DRINKING; RSPO3; RISK;
D O I
10.1186/s40364-021-00266-z
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Early diagnosis of esophageal squamous cell carcinoma (ESCC) remains a challenge due to the lack of specific blood biomarkers. We aimed to develop a serum multi-protein signature for the early detection of ESCC. Methods: We selected 70 healthy controls, 30 precancerous patients, 60 stage I patients, 70 stage II patients and 70 stage III/IV ESCC patients from a completed ESCC case-control study in a high-risk area of China. Olink Multiplex Oncology II targeted proteomics panel was used to simultaneously detect the levels of 92 cancer-related proteins in serum using proximity extension assay. Results: We found that 10 upregulated and 13 downregulated protein biomarkers in serum could distinguish the early-stage ESCC from healthy controls, which were validated by the significant dose-response relationships with ESCC pathological progression. Applying least absolute shrinkage and selection operator (LASSO) regression and backward elimination algorithm, ANXA1 (annexin A1), hK8 (kallikrein-8), hK14 (kallikrein-14), VIM (vimentin), and RSPO3 (R-spondin-3) were kept in the final model to discriminate early ESCC cases from healthy controls with an area under curve (AUC) of 0.936 (95% confidence interval: 0.899 similar to 0.973). The average accuracy rates of the five-protein classifier were 0.861 and 0.825 in training and test data by five-fold cross-validation. Conclusions: Our study suggested that a combination of ANXA1, hK8, hK14, VIM and RSPO3 serum proteins could be considered as a potential tool for screening and early diagnosis of ESCC, especially with the establishment of a three-level hierarchical screening strategy for ESCC control.
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页数:12
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