Integrated epigenetic biomarkers in circulating cell-free DNA as a robust classifier for pancreatic cancer

被引:36
|
作者
Cao, Feng [1 ]
Wei, Ailin [2 ,3 ]
Hu, Xinlei [1 ]
He, Yijing [1 ]
Zhang, Jun [1 ]
Xia, Lin [1 ]
Tu, Kailing [1 ]
Yuan, Jue [2 ]
Guo, Ziheng [2 ]
Liu, Hongying [2 ]
Xie, Dan [1 ]
Li, Ang [2 ]
机构
[1] Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
[2] Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R China
[3] Sichuan Univ, West China Hosp, Key Lab Transplant Engn & Immunol, Regenerat Med Res Ctr, Chengdu 610041, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cell-free 5mC sequencing; Cell-free 5hmC sequencing; Liquid biopsy; Pancreatic cancer; Cancer diagnosis; TUMOR DNA; 5-HYDROXYMETHYLCYTOSINE SIGNATURES; READ ALIGNMENT; PLASMA; METHYLATION; RESISTANCE; PROGNOSIS; CARCINOMA; DIAGNOSIS; MUTATION;
D O I
10.1186/s13148-020-00898-2
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: The high lethal rate of pancreatic cancer is partly due to a lack of efficient biomarkers for screening and early diagnosis. We attempted to develop effective and noninvasive methods using 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) markers from circulating cell-free DNA (cfDNA) for the detection of pancreatic ductal adenocarcinoma (PDAC). Results: A 24-feature 5mC model that can accurately discriminate PDAC from healthy controls (area under the curve (AUC) = 0.977, sensitivity = 0.824, specificity = 1) and a 5hmC prediction model with 27 features demonstrated excellent detection power in two distinct validation sets (AUC = 0.992 and 0.960, sensitivity = 0.786 and 0.857, specificity = 1 and 0.993). The 51-feature model combining 5mC and 5hmC markers outperformed both of the individual models, with an AUC of 0.997 (sensitivity = 0.938, specificity = 0.955) and particularly an improvement in the prediction sensitivity of PDAC. In addition, the weighted diagnosis score (wd-score) calculated with the 5hmC model can distinguish stage I patients from stage II-IV patients. Conclusions: Both 5mC and 5hmC biomarkers in cfDNA are effective in PDAC detection, and the 5mC-5hmC integrated model significantly improve the detection sensitivity.
引用
下载
收藏
页数:14
相关论文
共 50 条
  • [21] Circulating nucleosomes as epigenetic biomarkers in pancreatic cancer
    Bauden, Monika
    Pamart, Dorian
    Ansari, Daniel
    Herzog, Marielle
    Eccleston, Mark
    Micallef, Jake
    Andersson, Bodil
    Andersson, Roland
    CLINICAL EPIGENETICS, 2015, 7
  • [22] Biomarkers of Bladder Cancer: Cell-Free DNA, Epigenetic Modifications and Non-Coding RNAs
    Harsanyi, Stefan
    Novakova, Zuzana Varchulova
    Bevizova, Katarina
    Danisovic, Lubos
    Ziaran, Stanislav
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (21)
  • [23] CIRCULATING HPV CELL-FREE DNA IN CERVICAL CANCER
    Mittelstadt, Suzana
    Schroeder, Christopher
    Kelemen, Olga
    Engler, Tobias
    Admard, Jakob
    Gschwind, Axel
    Koch, Andre
    Woerz, Sarah Elisabeth
    Oberlechner, Ernst
    Hoffmann, Sascha
    Andress, Juergen
    Neis, Felix
    Kraemer, Bernhard
    Bonzheim, Irina
    Staebler, Annette
    Stubenrauch, Frank
    Iftner, Thomas
    Ossowski, Stephan
    Kommoss, Stefan
    INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2022, 32 : A40 - A40
  • [24] Methylation of cell-free circulating DNA in the diagnosis of cancer
    Warton, Kristina
    Samimi, Goli
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2015, 2
  • [25] Bioinformatics Analysis for Circulating Cell-Free DNA in Cancer
    Huang, Chiang-Ching
    Du, Meijun
    Wang, Liang
    CANCERS, 2019, 11 (06):
  • [26] CIRCULATING HPV CELL-FREE DNA IN CERVICAL CANCER
    Mittelstadt, Suzana
    Schroeder, Christopher
    Kelemen, Olga
    Jakob, Admard
    Gschwind, Axel
    Koch, Andre
    Woerz, Sarah
    Oberlechner, Ernst
    Hoffmann, Sascha
    Engler, Tobias
    Andress, Jurgen
    Neis, Felix
    Kramer, Bernhard
    Bonzheim, Irina
    Staebler, Annette
    Stubenrauch, Frank
    Ossowski, Stephan
    Kommoss, Stefan
    INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2022, 32 : A20 - A20
  • [27] Circulating cell-free DNA for cancer early detection
    Gao, Qiang
    Zeng, Qiang
    Wang, Zhijie
    Li, Chengcheng
    Xu, Yu
    Cui, Peng
    Zhu, Xin
    Lu, Huafei
    Wang, Guoqiang
    Cai, Shangli
    Wang, Jie
    Fan, Jia
    INNOVATION, 2022, 3 (04):
  • [28] CIRCULATING CELL-FREE DNA IN ENDOMETRIAL CANCER.
    Cicchillitti, L.
    Corrado, G.
    De Angeli, M.
    Mancini, E.
    Baiocco, E.
    Chiofalo, B.
    Patrizi, L.
    Zampa, A.
    Piaggio, G.
    Vizza, E.
    INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2017, 27 : 1066 - 1066
  • [29] Circulating Cell-Free Tumour DNA in the Management of Cancer
    Francis, Glenn
    Stein, Sandra
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2015, 16 (06) : 14122 - 14142
  • [30] CIRCULATING CELL-FREE DNA IN ENDOMETRIAL CANCER.
    Cicchillitti, L.
    Corrado, G.
    De Angeli, M.
    Mancini, E.
    Baiocco, E.
    Chiofalo, B.
    Patrizi, L.
    Zampa, A.
    Piaggio, G.
    Vizza, E.
    INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2017, 27 : 73 - 73