biomarkers;
ddPCR;
DNA methylation;
multi-cancer detection;
multiplexing;
DNA METHYLATION;
D O I:
10.1002/1878-0261.13708
中图分类号:
R73 [肿瘤学];
学科分类号:
100214 ;
摘要:
DNA methylation biomarkers have emerged as promising tools for cancer detection. Common methylation patterns across tumor types allow multi-cancer detection. Droplet digital PCR (ddPCR) has gained considerable attention for methylation detection. However, multi-cancer detection using multiple targets in ddPCR has never been performed before. Therefore, we developed a multiplex ddPCR assay for multi-cancer detection. Based on previous data analyses using The Cancer Genome Atlas (TCGA), we selected differentially methylated targets for eight frequent tumor types (lung, breast, colorectal, prostate, pancreatic, head and neck, liver, and esophageal cancer). Three targets were validated using ddPCR in 103 tumor and 109 normal adjacent fresh frozen samples. Two distinct ddPCR assays were successfully developed. Output data from both assays is combined to obtain a read-out from the three targets together. Our overall ddPCR assay has a cross-validated area under the curve (cvAUC) of 0.948. Performance between distinct cancer types varies, with sensitivities ranging from 53.8% to 100% and specificities ranging from 80% to 100%. Compared to previously published single-target parameters, we show that combining targets can drastically increase sensitivity and specificity, while lowering DNA input. In conclusion, we are the first to report a multi-cancer methylation ddPCR assay, which allows for highly accurate tumor predictions.
机构:
Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Cui, Xueyan
Abd El-Aty, A. M.
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机构:
Qilu Univ Technol, Shandong Acad Sci, Coll Food Sci & Engn, State Key Lab Biobased Mat & Green Papermaking, Jinan 250353, Peoples R China
Cairo Univ, Fac Vet Med, Dept Pharmacol, Giza 12211, Egypt
Ataturk Univ, Med Fac, Dept Med Pharmacol, TR-25240 Erzurum, TurkeyChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Abd El-Aty, A. M.
Zhang, Chan
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机构:
Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Zhang, Chan
Xu, Lingyuan
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机构:
Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Xu, Lingyuan
Liu, Haijin
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机构:
Inspect & Testing Ctr Agr & Livestock Prod Tibet, Lhasa 850000, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Liu, Haijin
Jia, Huiyan
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机构:
Ningbo Acad Agr Sci, Ningbo 315040, Zhejiang, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Jia, Huiyan
Wang, Yuanshang
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Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Wang, Yuanshang
Cao, Zhen
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Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Cao, Zhen
Salvador, J-Pablo
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机构:
CSIC, Inst Quim Avanzada Cataluna, IQAC, Nanobiotechnol Diagnost Grp, Barcelona 08034, Spain
CIBER Bioingn Biomat & Nanomed CIBER BBN, Madrid 28029, SpainChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Salvador, J-Pablo
She, Yongxin
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机构:
Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
She, Yongxin
Jin, Fen
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Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Jin, Fen
Wang, Jing
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机构:
Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Wang, Jing
Jin, Maojun
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Chinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R ChinaChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
Jin, Maojun
Hammock, Bruce D.
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机构:
Univ Calif Davis, Dept Entomol & Nematol, Davis, CA 95616 USA
Univ Calif Davis, UC Davis Comprehens Canc Ctr, Davis, CA 95616 USAChinese Acad Agr Sci, Inst Qual Stand & Testing Technol Agroprod, Beijing 100081, Peoples R China
机构:
ARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USA
ARS, USDA, 800 Buchanan St, Albany, CA 94710 USAARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USA
Palumbo, Jeffrey D.
Sarreal, Siov Bouy L.
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h-index: 0
机构:
ARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USAARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USA
Sarreal, Siov Bouy L.
Kim, Jong H.
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h-index: 0
机构:
ARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USAARS, Foodborne Toxin Detect & Prevent Res Unit, USDA, Albany, CA 94710 USA