DNA methylation-based age estimation in pediatric healthy tissues and brain tumors

被引:2
作者
Kling, Teresia [1 ]
Wenger, Anna [1 ]
Caren, Helena [1 ]
机构
[1] Univ Gothenburg, Sahlgrenska Ctr Canc Res, Dept Lab Med, Inst Biomed,Sahlgrenska Acad, Gothenburg, Sweden
来源
AGING-US | 2020年 / 12卷 / 21期
基金
瑞典研究理事会;
关键词
DNA methylation; children; epigenetic clock; methylation age; brain tumor; EPIGENETIC CLOCK; CLASSIFICATION; EXPRESSION; SUBGROUPS; ACVR1;
D O I
暂无
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Several DNA methylation clocks have been developed to reflect chronological age of human tissues, but most clocks have been trained on adult samples. The rapid methylome changes in children and the role of epigenetics in pediatric tumors calls for tools accurately estimating methylation age in children. We aimed to evaluate seven methylation clocks in multiple tissues from healthy children to inform future studies on the optimal clock for pediatric cohorts, and analyzed the methylation age in brain tumors. We found that clocks trained on pediatric samples were the best in all tested tissues, highlighting the need for dedicated clocks. For blood samples, the Skin and blood clock had the best correlation with chronological age, while PedBE was the most accurate for saliva and buccal samples, and Horvath for brain tissue. Horvath methylation age was accelerated in pediatric brain tumors and the acceleration was subtype-specific for atypical teratoid rhabdoid tumor (ATRT), ependymoma, medulloblastoma and glioma. The subtypes with the highest acceleration corresponded to the worst prognostic categories in ATRT, ependymoma and glioma, whereas the relationship was reversed in medulloblastoma. This suggests that methylation age has potential as a prognostic biomarker in pediatric brain tumors and should be further explored.
引用
收藏
页码:21037 / 21056
页数:20
相关论文
共 50 条
[41]   Systematic feature selection improves accuracy of methylation-based forensic age estimation in Han Chinese males [J].
Feng, Lei ;
Peng, Fuduan ;
Li, Shanfei ;
Jiang, Li ;
Sun, Hui ;
Ji, Anquan ;
Zeng, Changqing ;
Li, Caixia ;
Liu, Fan .
FORENSIC SCIENCE INTERNATIONAL-GENETICS, 2018, 35 :38-45
[42]   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-+
[43]   DNA methylation-based reclassification of olfactory neuroblastoma [J].
Capper, David ;
Engel, Nils W. ;
Stichel, Damian ;
Lechner, Matt ;
Gloess, Stefanie ;
Schmid, Simone ;
Koelsche, Christian ;
Schrimpf, Daniel ;
Niesen, Judith ;
Wefers, Annika K. ;
Jones, David T. W. ;
Sill, Martin ;
Weigert, Oliver ;
Ligon, Keith L. ;
Olar, Adriana ;
Koch, Arend ;
Forster, Martin ;
Moran, Sebastian ;
Tirado, Oscar M. ;
Sainz-Jaspeado, Miguel ;
Mora, Jaume ;
Esteller, Manel ;
Alonso, Javier ;
Garcia del Muro, Xavier ;
Paulus, Werner ;
Felsberg, Joerg ;
Reifenberger, Guido ;
Glatzel, Markus ;
Frank, Stephan ;
Monoranu, Camelia M. ;
Lund, Valerie J. ;
von Deimling, Andreas ;
Pfister, Stefan ;
Buslei, Rolf ;
Ribbat-Idel, Julika ;
Perner, Sven ;
Gudziol, Volker ;
Meinhardt, Matthias ;
Schueller, Ulrich .
ACTA NEUROPATHOLOGICA, 2018, 136 (02) :255-271
[44]   Plasma DNA Methylation-Based Biomarkers for MPNST Detection in Patients With Neurofibromatosis Type 1 [J].
Tomczak, Katarzyna ;
Patel, Manishkumar S. ;
Bhalla, Angela D. ;
Peterson, Christine B. ;
Landers, Sharon M. ;
Callahan, S. Carson ;
Zhang, Di ;
Wong, Justin ;
Landry, Jace P. ;
Lazar, Alexander J. ;
Livingston, J. Andrew ;
Guadagnolo, B. Ashleigh ;
Lyu, Heather G. ;
Lillemoe, Heather ;
Roland, Christina L. ;
Keung, Emily Z. ;
Scally, Christopher P. ;
Hunt, Kelly K. ;
Mccutcheon, Ian E. ;
Slopis, John M. ;
Gu, Jian ;
Scheet, Paul ;
Wang, Liang ;
Rai, Kunal ;
Torres, Keila E. .
MOLECULAR CARCINOGENESIS, 2025, 64 (01) :44-56
[45]   DNA methylation-based age prediction with bloodstains using pyrosequencing and random forest regression [J].
Yang, Fenglong ;
Qian, Jialin ;
Qu, Hongzhu ;
Ji, Zhimin ;
Li, Junli ;
Hu, Wenjing ;
Cheng, Feng ;
Fang, Xiangdong ;
Yan, Jiangwei .
ELECTROPHORESIS, 2023, 44 (9-10) :835-844
[46]   The MiAge Calculator: a DNA methylation-based mitotic age calculator of human tissue types [J].
Youn, Ahrim ;
Wang, Shuang .
EPIGENETICS, 2018, 13 (02) :192-206
[47]   DNA methylation age of human tissues and cell types [J].
Steve Horvath .
Genome Biology, 14
[48]   DNA methylation-based semen age prediction using the markers identified in Koreans and Europeans [J].
Lee, Ji Eun ;
Cho, Sohee ;
So, Moon Hyun ;
Lee, Hwan Young .
FORENSIC SCIENCE INTERNATIONAL-GENETICS, 2025, 77
[49]   DNA methylation is a comprehensive marker for pediatric adrenocortical tumors [J].
Bueno, Ana Carolina ;
da Silva, Rui M. P. ;
Stecchini, Monica F. ;
Marrero-Gutierrez, Junier ;
de Almeida e Silva, Danillo C. ;
Cardinalli, Izilda ;
Scrideli, Carlos Alberto ;
Junqueira, Thais ;
Molina, Carlos A. F. ;
Ramalho, Fernando Silva ;
Tucci, Silvio, Jr. ;
Coeli-Lacchini, Fernanda Borchers ;
Moreira, Ayrton Custodio ;
Ramalho, Leandra N. Z. ;
Brandalise, Silvia ;
Yunes, Jose Andres ;
de Castro, Margaret ;
Nicoliello Vencio, Ricardo Zorzetto ;
Antonini, Sonir R. R. .
ENDOCRINE-RELATED CANCER, 2022, 29 (11) :599-613
[50]   Age Prediction of Human Based on DNA Methylation by Blood Tissues [J].
Zhang, Jiansheng ;
Fu, Hongli ;
Xu, Yan .
GENES, 2021, 12 (06)