Feasibility of Identifying Pancreatic Cancer Based on Serum Metabolomics

被引:133
作者
Bathe, Oliver F. [1 ,2 ]
Shaykhutdinov, Rustem [3 ]
Kopciuk, Karen [4 ]
Weljie, Aalim M. [3 ]
Mckay, Andrew [5 ]
Sutherland, Francis R. [1 ]
Dixon, Elijah [1 ]
Dunse, Nicole [1 ]
Sotiropoulos, Dina [1 ]
Vogel, Hans J. [3 ]
机构
[1] Univ Calgary, Dept Surg, Calgary, AB, Canada
[2] Univ Calgary, Dept Oncol, Calgary, AB, Canada
[3] Univ Calgary, Dept Biol Sci, Calgary, AB T2N 1N4, Canada
[4] Univ Calgary, Dept Math & Stat, Calgary, AB T2N 1N4, Canada
[5] Univ Manitoba, Dept Surg, Winnipeg, MB R3T 2N2, Canada
关键词
NUCLEAR-MAGNETIC-RESONANCE; DIABETES-MELLITUS; MALIGNANCY; DIAGNOSIS; METABONOMICS; UTILITY; MASS; PERFORMANCE; PREVALENCE; EXPERIENCE;
D O I
10.1158/1055-9965.EPI-10-0712
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: We postulated that the abundance of various metabolites in blood would facilitate the diagnosis of pancreatic and biliary lesions, which could potentially prevent unnecessary surgery. Methods: Serum samples from patients with benign hepatobiliary disease (n = 43) and from patients with pancreatic cancer (n = 56) were examined by (1)H NMR spectroscopy to quantify 58 unique metabolites. Data were analyzed by "targeted profiling" followed by supervised pattern recognition and orthogonal partial least-squares discriminant analysis (O-PLS-DA) of the most significant metabolites, which enables comparison of the whole sample spectrum between groups. Results: The metabolomic profile of patients with pancreatic cancer was significantly different from that of patients with benign disease (AUROC, area under the ROC curve, = 0.8372). Overt diabetes mellitus (DM) was identified as a possible confounding factor in the pancreatic cancer group. Thus, diabetics were excluded from further analysis. In this more homogeneous pancreatic cancer group, compared with benign cases, serum concentrations of glutamate and glucose were most elevated on multivariate analysis. In benign cases, creatine and glutamine were most abundant. To examine the usefulness of this test, a comparison was made to age-and gender-matched controls with benign lesions that mimic cancer, controlling also for presence of jaundice and diabetes (n = 14 per group). The metabolic profile in patients with pancreatic cancer remained distinguishable from patients with benign pancreatic lesions (AUROC = 0.8308). Conclusions: The serum metabolomic profile may be useful for distinguishing benign from malignant pancreatic lesions. Impact: Further studies will be required to study the effects of jaundice and diabetes. A more comprehensive metabolomic profile will be evaluated using mass spectrometry. Cancer Epidemiol Biomarkers Prev; 20(1); 140-7. (C) 2010 AACR.
引用
收藏
页码:140 / 147
页数:8
相关论文
共 35 条
[1]   Pancreaticoduodenectomy (Whipple resections) in patients without malignancy - Are they all 'chronic pancreatitis'? [J].
Abraham, SC ;
Wilentz, RE ;
Yeo, CJ ;
Sohn, TA ;
Cameron, JL ;
Boitnott, JK ;
Hruban, RH .
AMERICAN JOURNAL OF SURGICAL PATHOLOGY, 2003, 27 (01) :110-120
[2]   Zero mortality after 152 consecutive pancreaticoduodenectomies with pancreaticogastrostomy [J].
Aranha, GV ;
Hodul, PJ ;
Creech, S ;
Jacobs, W .
JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2003, 197 (02) :223-231
[3]   Probability of pancreatic cancer following diabetes: A population-based study [J].
Chari, ST ;
Leibson, CL ;
Rabe, KG ;
Ransom, J ;
De Andrade, M ;
Petersen, GM .
GASTROENTEROLOGY, 2005, 129 (02) :504-511
[4]   Pancreatic cancer-associated diabetes mellitus: Prevalence and temporal association with diagnosis of cancer [J].
Chari, Suresh T. ;
Leibson, Cynthia L. ;
Rabe, Kari G. ;
Timmons, Lawrence J. ;
Ransom, Jeanine ;
De Andrade, Mariza ;
Petersen, Gloria M. .
GASTROENTEROLOGY, 2008, 134 (01) :95-101
[5]   Mass spectrometry-based metabolic profiling reveals different metabolite patterns in invasive ovarian carcinomas and ovarian borderline tumors [J].
Denkert, Carsten ;
Budczies, Jan ;
Kind, Tobias ;
Weichert, Wilko ;
Tablack, Peter ;
Sehouli, Jalid ;
Niesporek, Silvia ;
Koensgen, Dorninique ;
Dietel, Manfred ;
Fiehn, Oliver .
CANCER RESEARCH, 2006, 66 (22) :10795-10804
[6]   Discrimination of metabolic profiles of pancreatic cancer from chronic pancreatitis by high-resolution magic angle spinning 1H nuclear magnetic resonance and principal components analysis [J].
Fang, Fang ;
He, Xinhong ;
Deng, Huiwen ;
Chen, Qun ;
Lu, Jianping ;
Spraul, Manfred ;
Yu, Yihua .
CANCER SCIENCE, 2007, 98 (11) :1678-1682
[7]   Effectiveness of a new long cytology brush in the evaluation of malignant biliary obstruction: a prospective study [J].
Fogel, EL ;
DeBellis, M ;
McHenry, L ;
Watkins, JL ;
Chappo, J ;
Cramer, H ;
Schmidt, S ;
Lazzell-Pannell, L ;
Sherman, S ;
Lehman, GA .
GASTROINTESTINAL ENDOSCOPY, 2006, 63 (01) :71-77
[8]  
Hoshal VL, 2004, AM SURGEON, V70, P121
[9]   Incidence of benign inflammatory disease in patients undergoing Whipple procedure for clinically suspected carcinoma: a single-institution experience [J].
Kennedy, T ;
Preczewski, L ;
Stocker, SJ ;
Rao, SM ;
Parsons, WG ;
Wayne, JD ;
Bell, RH ;
Talamonti, MS .
AMERICAN JOURNAL OF SURGERY, 2006, 191 (03) :437-441
[10]   Differential diagnosis of intrahepatic bile duct dilatation without demonstrable mass on ultrasonography or CT:: Benign versus malignancy [J].
Kim, HJ ;
Lee, KT ;
Kim, SH ;
Lee, JK ;
Lim, JH ;
Paik, SW ;
Rhee, JC .
JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2003, 18 (11) :1287-1292