MicroRNAs in cerebrospinal fluid identify glioblastoma and metastatic brain cancers and reflect disease activity

被引:246
作者
Teplyuk, Nadiya M.
Mollenhauer, Brit [2 ]
Gabriely, Galina
Giese, Alf [3 ]
Kim, Ella [3 ]
Smolsky, Michael
Kim, Ryan Y. [4 ]
Saria, Marlon G. [4 ]
Pastorino, Sandra [4 ]
Kesari, Santosh [4 ]
Krichevsky, Anna M. [1 ]
机构
[1] Harvard Univ, Sch Med, Brigham & Womens Hosp, Ctr Neurol Dis,Dept Neurol, Boston, MA 02115 USA
[2] Paracelsus Elena Klin, Kassel, Germany
[3] Univ Gottingen, Med Ctr, Dept Neurosurg, Gottingen, Germany
[4] Univ Calif San Diego, Moores UCSD Canc Ctr, Translat Neurooncol Labs, Dept Neurosci, La Jolla, CA 92093 USA
基金
美国国家卫生研究院;
关键词
biomarkers; brain metastasis; cerebrospinal fluid; glioblastoma; leptomeningeal metastasis; microRNA; EXPRESSION PROFILES; LUNG-CANCER; GLIOMA; SERUM; PROLIFERATION; GROWTH; IDENTIFICATION; BIOMARKERS; DIAGNOSIS; INVASION;
D O I
10.1093/neuonc/nos074
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
An accurate, nonsurgical diagnostic test for brain tumors is currently unavailable, and the methods of monitoring disease progression are not fully reliable. MicroRNA profiling of biological fluids has recently emerged as a diagnostic tool for several pathologic conditions. Here we tested whether microRNA profiling of cerebrospinal fluid (CSF) enables detection of glioblastoma, discrimination between glioblastoma and metastatic brain tumors, and reflects disease activity. We determined CSF levels of several cancer-associated microRNAs for 118 patients diagnosed with different types of brain cancers and nonneoplastic neuropathologies by quantitative reverse transcription PCR analysis. The levels of miR-10b and miR-21 are found significantly increased in the CSF of patients with glioblastoma and brain metastasis of breast and lung cancer, compared with tumors in remission and a variety of nonneoplastic conditions. Members of the miR-200 family are highly elevated in the CSF of patients with brain metastases but not with any other pathologic conditions, allowing discrimination between glioblastoma and metastatic brain tumors. Quantification of as few as 7 microRNAs in CSF enables differential recognition of glioblastoma and metastatic brain cancer using computational machine learning tools (Support Vector Machine) with high accuracy (91%-99%) on a test set of samples. Furthermore, we show that disease activity and treatment response can be monitored by longitudinal microRNA profiles in the CSF of glioblastoma and non small cell lung carcinoma patients. This study demonstrates that microRNA-based detection of brain malignancies can be reliably performed and that microRNAs in CSF can serve as biomarkers of treatment response in brain cancers.
引用
收藏
页码:689 / 700
页数:12
相关论文
共 38 条
  • [1] MicroRNA expression profiling of human metastatic cancers identifies cancer gene targets
    Baffa, Raffaele
    Fassan, Matteo
    Volinia, Stefano
    O'Hara, Brian
    Liu, Chang-Gong
    Palazzo, Juan P.
    Gardiman, Marina
    Rugge, Massimo
    Gomella, Leonard G.
    Croce, Carlo M.
    Rosenberg, Anne
    [J]. JOURNAL OF PATHOLOGY, 2009, 219 (02) : 214 - 221
  • [2] Identification of microRNAs in the cerebrospinal fluid as biomarker for the diagnosis of glioma
    Baraniskin, Alexander
    Kuhnhenn, Jan
    Schlegel, Uwe
    Maghnouj, Abdelouahid
    Zoellner, Hannah
    Schmiegel, Wolf
    Hahn, Stephan
    Schroers, Roland
    [J]. NEURO-ONCOLOGY, 2012, 14 (01) : 29 - 33
  • [3] Identification of microRNAs in the cerebrospinal fluid as marker for primary diffuse large B-cell lymphoma of the central nervous system
    Baraniskin, Alexander
    Kuhnhenn, Jan
    Schlegel, Uwe
    Chan, Andrew
    Deckert, Martina
    Gold, Ralf
    Maghnouj, Abdelouahid
    Zoellner, Hannah
    Reinacher-Schick, Anke
    Schmiegel, Wolff
    Hahn, Stephan A.
    Schroers, Roland
    [J]. BLOOD, 2011, 117 (11) : 3140 - 3146
  • [4] Survey of MicroRNA Expression in Pediatric Brain Tumors
    Birks, Diane K.
    Barton, Valerie N.
    Donson, Andrew M.
    Handler, Michael H.
    Vibhakar, Rajeev
    Foreman, Nicholas K.
    [J]. PEDIATRIC BLOOD & CANCER, 2011, 56 (02) : 211 - 216
  • [5] MicroRNA-21 is an antiapoptotic factor in human glioblastoma cells
    Chan, JA
    Krichevsky, AM
    Kosik, KS
    [J]. CANCER RESEARCH, 2005, 65 (14) : 6029 - 6033
  • [6] Characterization of microRNAs in serum: a novel class of biomarkers for diagnosis of cancer and other diseases
    Chen, Xi
    Ba, Yi
    Ma, Lijia
    Cai, Xing
    Yin, Yuan
    Wang, Kehui
    Guo, Jigang
    Zhang, Yujing
    Chen, Jiangning
    Guo, Xing
    Li, Qibin
    Li, Xiaoying
    Wang, Wenjing
    Zhang, Yan
    Wang, Jin
    Jiang, Xueyuan
    Xiang, Yang
    Xu, Chen
    Zheng, Pingping
    Zhang, Juanbin
    Li, Ruiqiang
    Zhang, Hongjie
    Shang, Xiaobin
    Gong, Ting
    Ning, Guang
    Wang, Jun
    Zen, Ke
    Zhang, Junfeng
    Zhang, Chen-Yu
    [J]. CELL RESEARCH, 2008, 18 (10) : 997 - 1006
  • [7] Comprehensive genomic characterization defines human glioblastoma genes and core pathways
    Chin, L.
    Meyerson, M.
    Aldape, K.
    Bigner, D.
    Mikkelsen, T.
    VandenBerg, S.
    Kahn, A.
    Penny, R.
    Ferguson, M. L.
    Gerhard, D. S.
    Getz, G.
    Brennan, C.
    Taylor, B. S.
    Winckler, W.
    Park, P.
    Ladanyi, M.
    Hoadley, K. A.
    Verhaak, R. G. W.
    Hayes, D. N.
    Spellman, Paul T.
    Absher, D.
    Weir, B. A.
    Ding, L.
    Wheeler, D.
    Lawrence, M. S.
    Cibulskis, K.
    Mardis, E.
    Zhang, Jinghui
    Wilson, R. K.
    Donehower, L.
    Wheeler, D. A.
    Purdom, E.
    Wallis, J.
    Laird, P. W.
    Herman, J. G.
    Schuebel, K. E.
    Weisenberger, D. J.
    Baylin, S. B.
    Schultz, N.
    Yao, Jun
    Wiedemeyer, R.
    Weinstein, J.
    Sander, C.
    Gibbs, R. A.
    Gray, J.
    Kucherlapati, R.
    Lander, E. S.
    Myers, R. M.
    Perou, C. M.
    McLendon, Roger
    [J]. NATURE, 2008, 455 (7216) : 1061 - 1068
  • [8] Extensive modulation of a set of microRNAs in primary glioblastoma
    Ciafrè, SA
    Galardi, S
    Mangiola, A
    Ferracin, M
    Liu, CG
    Sabatino, G
    Negrini, M
    Maira, G
    Croce, CM
    Farace, MG
    [J]. BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2005, 334 (04) : 1351 - 1358
  • [9] Identification of miRNA changes in Alzheimer's disease brain and CSF yields putative biomarkers and insights into disease pathways
    Cogswell, John P.
    Ward, James
    Taylor, Ian A.
    Waters, Michelle
    Shi, Yunling
    Cannon, Brian
    Kelnar, Kevin
    Kemppainen, Jon
    Brown, David
    Chen, Caifu
    Prinjha, Rab K.
    Richardson, Jill C.
    Saunders, Ann M.
    Roses, Allen D.
    Richards, Cynthia A.
    [J]. JOURNAL OF ALZHEIMERS DISEASE, 2008, 14 (01) : 27 - 41
  • [10] Prognostic factors for survival in 676 consecutive patients with newly diagnosed primary glioblastoma
    Filippini, Graziella
    Falcone, Chiara
    Boiardi, Amerigo
    Broggi, Giovanni
    Bruzzone, Maria G.
    Caldiroli, Dario
    Farina, Rita
    Farinotti, Mariangela
    Fariselli, Laura
    Finocchiaro, Gaetano
    Giombini, Sergio
    Polio, Bianca
    Savoiardo, Mario
    Solero, Carlo L.
    Valsecchi, Maria G.
    [J]. NEURO-ONCOLOGY, 2008, 10 (01) : 79 - 87