Classification of Brain Tumors by Nanopore Sequencing of Cell-Free DNA from Cerebrospinal Fluid

被引:38
作者
Afflerbach, Ann-Kristin [1 ,2 ]
Rohrandt, Christian [3 ]
Brandl, Bjorn [4 ]
Soenksen, Marthe [1 ]
Hench, Jurgen [5 ]
Frank, Stephan [5 ]
Boernigen, Daniela [6 ]
Alawi, Malik [6 ]
Mynarek, Martin [1 ]
Winkler, Beate [1 ]
Ricklefs, Franz [7 ]
Synowitz, Michael [8 ]
Duehrsen, Lasse [7 ]
Rutkowski, Stefan [1 ]
Wefers, Annika K. [9 ,10 ]
Mueller, Franz-Josef [4 ,11 ]
Schoof, Melanie [1 ,2 ]
Schueller, Ulrich [1 ,2 ,9 ]
机构
[1] Univ Med Ctr Hamburg Eppendorf, Dept Pediat Hematol & Oncol, Hamburg, Germany
[2] Res Inst Childrens Canc Ctr Hamburg, Martinistr 52,N63 LIV, D-20251 Hamburg, Germany
[3] Univ Appl Sci Kiel, Inst Commun Technol & Embedded Syst, Kiel, Germany
[4] Univ Hosp Schleswig Holstein, Ctr Integrat Psychiat, Kiel, Germany
[5] Univ Hosp Basel, Dept Pathol, Basel, Switzerland
[6] Univ Med Ctr Hamburg Eppendorf, Bioinformat Core, Hamburg, Germany
[7] Univ Med Ctr Hamburg Eppendorf, Dept Neurosurg, Hamburg, Germany
[8] Univ Hosp Schleswig Holstein, Dept Neurosurg, Campus Kiel, Kiel, Germany
[9] Univ Med Ctr Hamburg Eppendorf, Inst Neuropathol, Hamburg, Germany
[10] Univ Med Ctr Hamburg Eppendorf, Mildred Scheel Canc Career Ctr HaTriCS4, Hamburg, Germany
[11] Max Planck Inst Mol Genet, Dept Genome Regulat, Berlin, Germany
关键词
CENTRAL-NERVOUS-SYSTEM; LIQUID BIOPSY; EPENDYMOMA;
D O I
10.1093/clinchem/hvad115
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
BACKGROUND: Molecular brain tumor diagnosis is usually dependent on tissue biopsies or resections. This can pose several risks associated with anesthesia or neurosurgery, especially for lesions in the brain stem or other difficult-to-reach anatomical sites. Apart from initial diagnosis, tumor progression, recurrence, or the acquisition of novel genetic alterations can only be proven by re-biopsies. METHODS: We employed Nanopore sequencing on cell-free DNA (cfDNA) from cerebrospinal fluid (CSF) and analyzed copy number variations (CNV) and global DNA methylation using a random forest classifier. We sequenced 129 samples with sufficient DNA. These samples came from 99 patients and encompassed 22 entities. Results were compared to clinical diagnosis and molecular analysis of tumor tissue, if available. RESULTS: 110/129 samples were technically successful, and 50 of these contained detectable circulating tumor DNA (ctDNA) by CNV or methylation profiling. ctDNA was detected in samples from patients with progressive disease but also from patients without known residual disease. CNV plots showed diagnostic and prognostic alterations, such as C19MC amplifications in embryonal tumors with multilayered rosettes or Chr.1q gains and Chr.6q losses in posterior fossa group A ependymoma, respectively. Most CNV profiles mirrored the profiles of the respective tumor tissue. DNA methylation allowed exact classification of the tumor in 22/110 cases and led to incorrect classification in 2/110 cases. Only 5/50 samples with detected ctDNA contained tumor cells detectable through microscopy. CONCLUSIONS: Our results suggest that Nanopore sequencing data of cfDNA from CSF samples may be a promising approach for initial brain tumor diagnostics and an important tool for disease monitoring.
引用
收藏
页码:250 / 260
页数:11
相关论文
共 30 条
[1]   Scalable whole-exome sequencing of cell-free DNA reveals high concordance with metastatic tumors [J].
Adalsteinsson, Viktor A. ;
Ha, Gavin ;
Freeman, Samuel S. ;
Choudhury, Atish D. ;
Stover, Daniel G. ;
Parsons, Heather A. ;
Gydush, Gregory ;
Reed, Sarah C. ;
Rotem, Denisse ;
Rhoades, Justin ;
Loginov, Denis ;
Livitz, Dimitri ;
Rosebrock, Daniel ;
Leshchiner, Ignaty ;
Kim, Jaegil ;
Stewart, Chip ;
Rosenberg, Mara ;
Francis, Joshua M. ;
Zhang, Cheng-Zhong ;
Cohen, Ofir ;
Oh, Coyin ;
Ding, Huiming ;
Polak, Paz ;
Lloyd, Max ;
Mahmud, Sairah ;
Helvie, Karla ;
Merrill, Margaret S. ;
Santiago, Rebecca A. ;
O'Connor, Edward P. ;
Jeong, Seong H. ;
Leeson, Rachel ;
Barry, Rachel M. ;
Kramkowski, Joseph F. ;
Zhang, Zhenwei ;
Polacek, Laura ;
Lohr, Jens G. ;
Schleicher, Molly ;
Lipscomb, Emily ;
Saltzman, Andrea ;
Oliver, Nelly M. ;
Marini, Lori ;
Waks, Adrienne G. ;
Harshman, Lauren C. ;
Tolaney, Sara M. ;
Van Allen, Eliezer M. ;
Winer, Eric P. ;
Lin, Nancy U. ;
Nakabayashi, Mari ;
Taplin, Mary-Ellen ;
Johannessen, Cory M. .
NATURE COMMUNICATIONS, 2017, 8
[2]   Liquid Biopsy: From Discovery to Clinical Application [J].
Alix-Panabieres, Catherine ;
Pantel, Klaus .
CANCER DISCOVERY, 2021, 11 (04) :858-873
[3]   Ultra high-risk PFA ependymoma is characterized by loss of chromosome 6q [J].
Baroni, Lorena, V ;
Sundaresan, Lakshmikirupa ;
Heled, Ayala ;
Coltin, Hallie ;
Pajtler, Kristian W. ;
Lin, Tong ;
Merchant, Thomas E. ;
McLendon, Roger ;
Faria, Claudia ;
Buntine, Molly ;
White, Christine L. ;
Pfister, Stefan M. ;
Gilbert, Mark R. ;
Armstrong, Terri S. ;
Bouffet, Eric ;
Kumar, Sachin ;
Taylor, Michael D. ;
Aldape, Kenneth D. ;
Ellison, David W. ;
Gottardo, Nicholas G. ;
Kool, Marcel ;
Korshunov, Andrey ;
Hansford, Jordan R. ;
Ramaswamy, Vijay .
NEURO-ONCOLOGY, 2021, 23 (08) :1360-1370
[4]   Detection of Circulating Tumor DNA in Early- and Late-Stage Human Malignancies [J].
Bettegowda, Chetan ;
Sausen, Mark ;
Leary, Rebecca J. ;
Kinde, Isaac ;
Wang, Yuxuan ;
Agrawal, Nishant ;
Bartlett, Bjarne R. ;
Wang, Hao ;
Luber, Brandon ;
Alani, Rhoda M. ;
Antonarakis, Emmanuel S. ;
Azad, Nilofer S. ;
Bardelli, Alberto ;
Brem, Henry ;
Cameron, John L. ;
Lee, Clarence C. ;
Fecher, Leslie A. ;
Gallia, Gary L. ;
Gibbs, Peter ;
Le, Dung ;
Giuntoli, Robert L. ;
Goggins, Michael ;
Hogarty, Michael D. ;
Holdhoff, Matthias ;
Hong, Seung-Mo ;
Jiao, Yuchen ;
Juhl, Hartmut H. ;
Kim, Jenny J. ;
Siravegna, Giulia ;
Laheru, Daniel A. ;
Lauricella, Calogero ;
Lim, Michael ;
Lipson, Evan J. ;
Marie, Suely Kazue Nagahashi ;
Netto, George J. ;
Oliner, Kelly S. ;
Olivi, Alessandro ;
Olsson, Louise ;
Riggins, Gregory J. ;
Sartore-Bianchi, Andrea ;
Schmidt, Kerstin ;
Shih, Ie-Ming ;
Oba-Shinjo, Sueli Mieko ;
Siena, Salvatore ;
Theodorescu, Dan ;
Tie, Jeanne ;
Harkins, Timothy T. ;
Veronese, Silvio ;
Wang, Tian-Li ;
Weingart, Jon D. .
SCIENCE TRANSLATIONAL MEDICINE, 2014, 6 (224)
[5]   Control-FREEC: a tool for assessing copy number and allelic content using next-generation sequencing data [J].
Boeva, Valentina ;
Popova, Tatiana ;
Bleakley, Kevin ;
Chiche, Pierre ;
Cappo, Julie ;
Schleiermacher, Gudrun ;
Janoueix-Lerosey, Isabelle ;
Delattre, Olivier ;
Barillot, Emmanuel .
BIOINFORMATICS, 2012, 28 (03) :423-425
[6]   DNA methylation-based classification of central nervous system tumours [J].
Capper, David ;
Jones, David T. W. ;
Sill, Martin ;
Hovestadt, Volker ;
Schrimpf, Daniel ;
Sturm, Dominik ;
Koelsche, Christian ;
Sahm, Felix ;
Chavez, Lukas ;
Reuss, David E. ;
Kratz, Annekathrin ;
Wefers, Annika K. ;
Huang, Kristin ;
Pajtler, Kristian W. ;
Schweizer, Leonille ;
Stichel, Damian ;
Olar, Adriana ;
Engel, Nils W. ;
Lindenberg, Kerstin ;
Harter, Patrick N. ;
Braczynski, Anne K. ;
Plate, Karl H. ;
Dohmen, Hildegard ;
Garvalov, Boyan K. ;
Coras, Roland ;
Hoelsken, Annett ;
Hewer, Ekkehard ;
Bewerunge-Hudler, Melanie ;
Schick, Matthias ;
Fischer, Roger ;
Beschorner, Rudi ;
Schittenhelm, Jens ;
Staszewski, Ori ;
Wani, Khalida ;
Varlet, Pascale ;
Pages, Melanie ;
Temming, Petra ;
Lohmann, Dietmar ;
Selt, Florian ;
Witt, Hendrik ;
Milde, Till ;
Witt, Olaf ;
Aronica, Eleonora ;
Giangaspero, Felice ;
Rushing, Elisabeth ;
Scheurlen, Wolfram ;
Geisenberger, Christoph ;
Rodriguez, Fausto J. ;
Becker, Albert ;
Preusser, Matthias .
NATURE, 2018, 555 (7697) :469-+
[7]   Twelve years of SAMtools and BCFtools [J].
Danecek, Petr ;
Bonfield, James K. ;
Liddle, Jennifer ;
Marshall, John ;
Ohan, Valeriu ;
Pollard, Martin O. ;
Whitwham, Andrew ;
Keane, Thomas ;
McCarthy, Shane A. ;
Davies, Robert M. ;
Li, Heng .
GIGASCIENCE, 2021, 10 (02)
[8]   NanoPack: visualizing and processing long-read sequencing data [J].
De Coster, Wouter ;
D'Hert, Svenn ;
Schultz, Darrin T. ;
Cruts, Marc ;
Van Broeckhoven, Christine .
BIOINFORMATICS, 2018, 34 (15) :2666-2669
[9]   DNA methylation subclasses predict the benefit from gross total tumor resection in IDH-wildtype glioblastoma patients [J].
Drexler, Richard ;
Schueller, Ulrich ;
Eckhardt, Alicia ;
Filipski, Katharina ;
Hartung, Tabea, I ;
Harter, Patrick N. ;
Dive, Iris ;
Forster, Marie-Therese ;
Czabanka, Marcus ;
Jelgersma, Claudius ;
Onken, Julia ;
Vajkoczy, Peter ;
Capper, David ;
Siewert, Christin ;
Sauvigny, Thomas ;
Lamszus, Katrin ;
Westphal, Manfred ;
Duehrsen, Lasse ;
Ricklefs, Franz L. .
NEURO-ONCOLOGY, 2023, 25 (02) :315-325
[10]   Circulating tumour DNA from the cerebrospinal fluid allows the characterisation and monitoring of medulloblastoma [J].
Escudero, Laura ;
Llort, Anna ;
Arias, Alexandra ;
Diaz-Navarro, Ander ;
Martinez-Ricarte, Francisco ;
Rubio-Perez, Carlota ;
Mayor, Regina ;
Caratu, Ginevra ;
Martinez-Saez, Elena ;
Vazquez-Mendez, Elida ;
Lesende-Rodriguez, Ivan ;
Hladun, Raquel ;
Gros, Luis ;
Ramon y Cajal, Santiago ;
Poca, Maria A. ;
Puente, Xose S. ;
Sahuquillo, Juan ;
Gallego, Soledad ;
Seoane, Joan .
NATURE COMMUNICATIONS, 2020, 11 (01)