Integrated epigenetic biomarkers in circulating cell-free DNA as a robust classifier for pancreatic cancer
被引:36
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作者:
Cao, Feng
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Cao, Feng
[1
]
Wei, Ailin
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机构:
Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R China
Sichuan Univ, West China Hosp, Key Lab Transplant Engn & Immunol, Regenerat Med Res Ctr, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Wei, Ailin
[2
,3
]
Hu, Xinlei
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Hu, Xinlei
[1
]
He, Yijing
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
He, Yijing
[1
]
Zhang, Jun
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Zhang, Jun
[1
]
Xia, Lin
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Xia, Lin
[1
]
Tu, Kailing
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Tu, Kailing
[1
]
Yuan, Jue
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Yuan, Jue
[2
]
Guo, Ziheng
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Guo, Ziheng
[2
]
Liu, Hongying
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Liu, Hongying
[2
]
Xie, Dan
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
Xie, Dan
[1
]
Li, Ang
论文数: 0引用数: 0
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机构:
Sichuan Univ, West China Hosp, Dept Pancreat Surg, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, State Key Lab Biotherapy, Frontier Sci Ctr Dis Mol Network, Chengdu 610041, Sichuan, Peoples R China
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
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.
机构:Mie University,Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine
Yuji Toiyama
Koji Tanaka
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机构:Mie University,Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine
Koji Tanaka
Yasuhiro Inoue
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机构:Mie University,Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine
Yasuhiro Inoue
Yasuhiko Mohri
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机构:Mie University,Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine
Yasuhiko Mohri
Masato Kusunoki
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机构:Mie University,Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine
机构:
Department of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
School of Life Science and Technology,Xidian UniversityDepartment of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
Zhen Qin
Vladimir A.Ljubimov
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机构:
Keck School of Medicine,University of Southern CaliforniaDepartment of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
Vladimir A.Ljubimov
Cuiqi Zhou
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机构:
Department of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLADepartment of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
Cuiqi Zhou
Yunguang Tong
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机构:
Department of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
Department of Pathology,Xinxiang Medical UniversityDepartment of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
Yunguang Tong
Jimin Liang
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机构:
School of Life Science and Technology,Xidian UniversityDepartment of Medicine,Cedars-Sinai Medical Center,David Geffen School of Medicine at UCLA
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Xidian Univ, Sch Life Sci & Technol, Xian 710126, Shaanxi, Peoples R ChinaUniv Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Qin, Zhen
Ljubimov, Vladimir A.
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机构:
Univ Southern Calif, Keck Sch Med, Los Angeles, CA 90033 USAUniv Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Ljubimov, Vladimir A.
Zhou, Cuiqi
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h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USAUniv Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Zhou, Cuiqi
Tong, Yunguang
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h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Xinxiang Med Univ, Dept Pathol, Xinxiang 453003, Henan, Peoples R ChinaUniv Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
Tong, Yunguang
Liang, Jimin
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Life Sci & Technol, Xian 710126, Shaanxi, Peoples R ChinaUniv Calif Los Angeles, David Geffen Sch Med, Cedars Sinai Med Ctr, Dept Med, Los Angeles, CA 90048 USA
机构:
Ru, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Bondar, A.
Kurilshikov, A.
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机构:
Ru, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Microbiol Lab, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Kurilshikov, A.
Morozkin, E.
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机构:
Ru, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Academician EN Meshalkin Novosibirsk State Res In, Lab Biomed Technol, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Morozkin, E.
Zaripov, M.
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h-index: 0
机构:
Novosibirsk Reg Canc Ctr, Dispensary Dept, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Zaripov, M.
Kabilov, M.
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机构:
SB RAS, Ru, Inst Chem Biol & Fundamental Med, Siberian Branch,Genom Core Facil, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Kabilov, M.
Voytsitskiy, V.
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机构:
Novosibirsk Reg Canc Ctr, Adm, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Voytsitskiy, V.
Vlassov, V.
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Ru, Inst Chem Biol & Fundamental Med, Siberian Branch, Adm, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Vlassov, V.
Laktionov, P.
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机构:
Ru, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia
Academician EN Meshalkin Novosibirsk State Res In, Lab Biomed Technol, Novosibirsk, RussiaRu, Siberian Branch, Inst Chem Biol & Fundamental Med, Mol Med Lab, Novosibirsk, Russia