An NMR metabolomics approach for the diagnosis of leptomeningeal carcinomatosis in lung adenocarcinoma cancer patients

被引:56
作者
An, Yong Jin [1 ]
Cho, Hye Rim [2 ,3 ]
Kim, Tae Min [4 ]
Keam, Bhumsuk [4 ]
Kim, Jin Wook [5 ]
Wen, He [1 ]
Park, Chul-Kee [5 ]
Lee, Se-Hoon [4 ]
Im, Seock-Ah [4 ]
Kim, Jeong Eun [5 ]
Choi, Seung Hong [2 ,6 ,7 ]
Park, Sunghyouk [1 ]
机构
[1] Seoul Natl Univ, Coll Pharm, Nat Prod Res Inst, Seoul 151742, South Korea
[2] Seoul Natl Univ, Coll Med, Dept Radiol, Seoul 110744, South Korea
[3] Seoul Natl Univ, Coll Med, Dept Radiat Appl Life Sci, Seoul 110744, South Korea
[4] Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
[5] Seoul Natl Univ Hosp, Dept Neurosurg, Seoul 110744, South Korea
[6] Inst Basic Sci IBS, Ctr Nanoparticle Res, Seoul 151742, South Korea
[7] Seoul Natl Univ, Sch Chem & Biol Engn, Seoul 151742, South Korea
基金
新加坡国家研究基金会;
关键词
metabolomics; leptomeningeal carcinomatosis; CSF; diagnosis; metastasis; MAGNETIC-RESONANCE-SPECTROSCOPY; CEREBROSPINAL-FLUID CYTOLOGY; BRAIN METASTASES; IN-VIVO; LACTATE; CHEMOTHERAPY; PROFILES; HYALURONAN; EXPRESSION; CISPLATIN;
D O I
10.1002/ijc.28949
中图分类号
R73 [肿瘤学];
学科分类号
100214 [肿瘤学];
摘要
Leptomeningeal carcinomatosis (LC) is a metastatic cancer invading the central nervous system (CNS). We previously reported a metabolomic diagnostic approach as tested on an animal model and compared with current modalities. Here, we provide a proof of concept by applying it to human LC originating from lung cancer, the most common cause of CNS metastasis. Cerebrospinal fluid from LC (n = 26) and normal groups (n = 41) were obtained, and the diagnosis was established with clinical signs, cytology, MRI and biochemical tests. The cytology on the CSF, the current gold standard, exhibited 69% sensitivity (similar to 100% specificity) from the first round of CSF tapping. In comparison, the nuclear magnetic resonance spectra on the CSF showed a clear difference in the metabolic profile between the LC and normal groups. Multivariate analysis and cross-validation yielded the diagnostic sensitivity of 92%, the specificity of 96% and the area under the curve (AUC) of 0.991. Further spectral and statistical analysis identified myo-inositol (p < 5 x 10(-14)), creatine (p < 7 x 10(-8)), lactate (p < 9 x 10(-4)), alanine (p < 7.9 x 10(-3)) and citrate (p < 3 x 10(-4)) as the most contributory metabolites, whose combination exhibited an receiver-operating characteristic diagnostic AUC of 0.996. In addition, the metabolic profile could be correlated with the grading of radiological leptomeningeal enhancement (R-2 = 0.3881 and p = 6.66 x 10(-4)), suggesting its potential utility in grading LC. Overall, we propose that the metabolomic approach might augment current diagnostic modalities for LC, the accurate diagnosis of which remains a challenge.
引用
收藏
页码:162 / 171
页数:10
相关论文
共 53 条
[1]
Pemetrexed and cisplatin as first-line chemotherapy for advanced non-small-cell lung cancer (NSCLC) with asymptomatic inoperable brain metastases: a multicenter phase II trial (GFPC 07-01) [J].
Barlesi, F. ;
Gervais, R. ;
Lena, H. ;
Hureaux, J. ;
Berard, H. ;
Paillotin, D. ;
Bota, S. ;
Monnet, I. ;
Chajara, A. ;
Robinet, G. .
ANNALS OF ONCOLOGY, 2011, 22 (11) :2466-2470
[2]
Incidence proportions of brain metastases in patients diagnosed (1973 to 2001) in the metropolitan Detroit cancer surveillance system [J].
Barnholtz-Sloan, JS ;
Sloan, AE ;
Davis, FG ;
Vigneau, FD ;
Lai, P ;
Sawaya, RE .
JOURNAL OF CLINICAL ONCOLOGY, 2004, 22 (14) :2865-2872
[3]
Lactate promotes glioma migration by TGF-β2-dependent regulation of matrix metalloproteinase-2 [J].
Baumann, Fusun ;
Leukel, Petra ;
Doerfelt, Anett ;
Beier, Christoph P. ;
Dettmer, Katja ;
Oefner, Peter J. ;
Kastenberger, Michael ;
Kreutz, Marina ;
Nickl-Jockschat, Thomas ;
Bogdahn, Ulrich ;
Bosserhoff, Anja-Katrin ;
Hau, Peter .
NEURO-ONCOLOGY, 2009, 11 (04) :368-380
[4]
Lactate stimulates endothelial cell migration [J].
Beckert, Stefan ;
Farrahi, Farshid ;
Aslam, Rummana S. ;
Scheuenstuhl, Heinz ;
Koenigsrainer, Alfred ;
Hussain, M. Zamirul ;
Hunt, Thomas K. .
WOUND REPAIR AND REGENERATION, 2006, 14 (03) :321-324
[5]
Visualizing metabolic changes in breast-cancer tissue using 1H-NMR spectroscopy and self-organizing maps [J].
Beckonert, O ;
Monnerjahn, K ;
Bonk, U ;
Leibfritz, D .
NMR IN BIOMEDICINE, 2003, 16 (01) :1-11
[6]
GLYCEROL 3-PHOSPHATE AND LACTATE AS INDICATORS OF THE CEREBRAL CYTOPLASMIC REDOX STATE IN SEVERE AND MILD HYPOXIA RESPECTIVELY - A C-13-NMR AND P-31-NMR STUDY [J].
BENYOSEPH, O ;
BADARGOFFER, RS ;
MORRIS, PG ;
BACHELARD, HS .
BIOCHEMICAL JOURNAL, 1993, 291 :915-919
[7]
The metabolomic window into hepatobiliary disease [J].
Beyoglu, Diren ;
Idle, Jeffrey R. .
JOURNAL OF HEPATOLOGY, 2013, 59 (04) :842-858
[8]
Brindle JT, 2002, NAT MED, V8, P1439, DOI 10.1038/nm802
[9]
Leptomeningeal Carcinomatosis Prognostic Implications of Clinical and Cerebrospinal Fluid Features [J].
Bruna, Jordi ;
Gonzalez, Laura ;
Miro, Julia ;
Velasco, Roser ;
Gil, Miguel ;
Tortosa, Avelina .
CANCER, 2009, 115 (02) :381-389
[10]
Mechanisms of action of antiestrogens: Relevance to clinical benefits and risks [J].
Carmichael, PL .
CANCER INVESTIGATION, 1998, 16 (08) :604-611