DNA methylation fingerprint of hepatocellular carcinoma from tissue and liquid biopsies

被引:21
作者
Goncalves, Emanuel [1 ,2 ]
Goncalves-Reis, Maria [1 ]
Pereira-Leal, Jose B. [1 ]
Cardoso, Joana [1 ]
机构
[1] Ophiomics, Polo Tecnol 8,R Cupertino Miranda 9, P-1600513 Lisbon, Portugal
[2] INESC ID, P-1000029 Lisbon, Portugal
关键词
CIRCULATING TUMOR DNA; CANCER-DETECTION; DIAGNOSIS; PLASMA; IDENTIFICATION; PROGNOSIS; DISCOVERY; THERAPY; MARKERS; ARRAY;
D O I
10.1038/s41598-022-15058-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Hepatocellular carcinoma (HCC) is amongst the cancers with highest mortality rates and is the most common malignancy of the liver. Early detection is vital to provide the best treatment possible and liquid biopsies combined with analysis of circulating tumour DNA methylation show great promise as a non-invasive approach for early cancer diagnosis and monitoring with low false negative rates. To identify reliable diagnostic biomarkers of early HCC, we performed a systematic analysis of multiple hepatocellular studies and datasets comprising > 1500 genome-wide DNA methylation arrays, to define a methylation signature predictive of HCC in both tissue and cell-free DNA liquid biopsy samples. Our machine learning pipeline identified differentially methylated regions in HCC, some associated with transcriptional repression of genes related with cancer progression, that benchmarked positively against independent methylation signatures. Combining our signature of 38 DNA methylation regions, we derived a HCC detection score which confirmed the utility of our approach by identifying in an independent dataset 96% of HCC tissue samples with a precision of 98%, and most importantly successfully separated cfDNA of tumour samples from healthy controls. Notably, our risk score could identify cell-free DNA samples from patients with other tumours, including colorectal cancer. Taken together, we propose a comprehensive HCC DNA methylation fingerprint and an associated risk score for detection of HCC from tissue and liquid biopsies.
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页数:13
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共 93 条
[1]   Phylogenetic ctDNA analysis depicts early-stage lung cancer evolution [J].
Abbosh, Christopher ;
Birkbak, Nicolai J. ;
Wilson, Gareth A. ;
Jamal-Hanjani, Mariam ;
Constantin, Tudor ;
Salari, Raheleh ;
Le Quesne, John ;
Moore, David A. ;
Veeriah, Selvaraju ;
Rosenthal, Rachel ;
Marafioti, Teresa ;
Kirkizlar, Eser ;
Watkins, Thomas B. K. ;
McGranahan, Nicholas ;
Ward, Sophia ;
Martinson, Luke ;
Riley, Joan ;
Fraioli, Francesco ;
Al Bakir, Maise ;
Gronroos, Eva ;
Zambrana, Francisco ;
Endozo, Raymondo ;
Bi, Wenya Linda ;
Fennessy, Fiona M. ;
Sponer, Nicole ;
Johnson, Diana ;
Laycock, Joanne ;
Shafi, Seema ;
Czyzewska-Khan, Justyna ;
Rowan, Andrew ;
Chambers, Tim ;
Matthews, Nik ;
Turajlic, Samra ;
Hiley, Crispin ;
Lee, Siow Ming ;
Forster, Martin D. ;
Ahmad, Tanya ;
Falzon, Mary ;
Borg, Elaine ;
Lawrence, David ;
Hayward, Martin ;
Kolvekar, Shyam ;
Panagiotopoulos, Nikolaos ;
Janes, Sam M. ;
Thakrar, Ricky ;
Ahmed, Asia ;
Blackhall, Fiona ;
Summers, Yvonne ;
Hafez, Dina ;
Naik, Ashwini .
NATURE, 2017, 545 (7655) :446-+
[2]   Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma [J].
Ally, Adrian ;
Balasundaram, Miruna ;
Carlsen, Rebecca ;
Chuah, Eric ;
Clarke, Amanda ;
Dhalla, Noreen ;
Holt, Robert A. ;
Jones, Steven J. M. ;
Lee, Darlene ;
Ma, Yussanne ;
Marra, Marco A. ;
Mayo, Michael ;
Moore, Richard A. ;
Mungall, Andrew J. ;
Schein, Jacqueline E. ;
Sipahimalani, Payal ;
Tam, Angela ;
Thiessen, Nina ;
Cheung, Dorothy ;
Wong, Tina ;
Brooks, Denise ;
Robertson, A. Gordon ;
Bowlby, Reanne ;
Mungall, Karen ;
Sadeghi, Sara ;
Xi, Liu ;
Covington, Kyle ;
Shinbrot, Eve ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Donehower, Lawrence A. ;
Wang, Linghua ;
Bowen, Jay ;
Gastier-Foster, Julie M. ;
Gerken, Mark ;
Helsel, Carmen ;
Leraas, Kristen M. ;
Lichtenberg, Tara M. ;
Ramirez, Nilsa C. ;
Wise, Lisa ;
Zmuda, Erik ;
Gabriel, Stacey B. ;
Meyerson, Matthew ;
Cibulskis, Carrie ;
Murray, Bradley A. ;
Shih, Juliann ;
Beroukhim, Rameen ;
Cherniack, Andrew D. ;
Schumacher, Steven E. ;
Saksena, Gordon .
CELL, 2017, 169 (07) :1327-+
[3]  
[Anonymous], 2018, PATENT
[4]  
[Anonymous], 2020, PATENT
[5]  
[Anonymous], 2019, Patent
[6]  
[Anonymous], Cancer stat facts: lung and bronchus cancer
[7]   Systematic pan-cancer analysis of tumour purity [J].
Aran, Dvir ;
Sirota, Marina ;
Butte, Atul J. .
NATURE COMMUNICATIONS, 2015, 6
[8]   Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays [J].
Aryee, Martin J. ;
Jaffe, Andrew E. ;
Corrada-Bravo, Hector ;
Ladd-Acosta, Christine ;
Feinberg, Andrew P. ;
Hansen, Kasper D. ;
Irizarry, Rafael A. .
BIOINFORMATICS, 2014, 30 (10) :1363-1369
[9]   ArrayExpress update - from bulk to single-cell expression data [J].
Athar, Awais ;
Fullgrabe, Anja ;
George, Nancy ;
Iqbal, Haider ;
Huerta, Laura ;
Ali, Ahmed ;
Snow, Catherine ;
Fonseca, Nuno A. ;
Petryszak, Robert ;
Papatheodorou, Irene ;
Sarkans, Ugis ;
Brazma, Alvis .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D711-D715
[10]   Diagnosis and staging of hepatocellular carcinoma (HCC): current guidelines [J].
Ayuso, Carmen ;
Rimola, Jordi ;
Vilana, Ramon ;
Burrel, Marta ;
Darnell, Anna ;
Garcia-Criado, Angeles ;
Bianchi, Luis ;
Belmonte, Ernest ;
Caparroz, Carla ;
Barrufet, Marta ;
Bruix, Jordi ;
Bru, Concepcion .
EUROPEAN JOURNAL OF RADIOLOGY, 2018, 101 :72-81