Targeted UPLC-MS Metabolic Analysis of Human Faeces Reveals Novel Low-Invasive Candidate Markers for Colorectal Cancer

被引:17
作者
Cubiella, Joaquin [1 ]
Clos-Garcia, Marc [2 ,3 ]
Alonso, Cristina [4 ]
Martinez-Arranz, Ibon [4 ]
Perez-Cormenzana, Miriam [4 ]
Barrenetxea, Ziortza [5 ]
Berganza, Jesus [5 ]
Rodriguez-Llopis, Isabel [5 ]
D'Amato, Mauro [6 ,7 ]
Bujanda, Luis [3 ]
Diaz-Ondina, Marta [1 ]
Falcon-Perez, Juan M. [1 ,2 ,7 ,8 ]
机构
[1] Complexo Hosp Univ Ourense, Inst Invest Biomed Ourense Vigo Pontevedra, Dept Gastroenterol, Orense 32005, Spain
[2] Bizkaia Technol Pk, CIBERehd, CIC BioGUNE, Exosomes Lab, Derio 48160, Bizkaia, Spain
[3] Univ Pais Vasco UPV EHU, CIBERehd, Inst Biodonostia, Dept Gastroenterol,Hosp Donostia, San Sebastian 20014, Spain
[4] Bizkaia Technol Pk, OWL Metab, Derio 48160, Bizkaia, Spain
[5] GAIKER IK4 Technol Ctr, Ed 202, Zamudio 48170, Spain
[6] Biodonostia HRI, Gastrointestinal Genet Unit, San Sebastian 20014, Spain
[7] Basque Fdn Sci, Ikerbasque, Bilbao 48011, Spain
[8] Bizkaia Technol Pk, CIBERehd, CIC BioGUNE, Metab Platform, Derio 48160, Bizkaia, Spain
关键词
colorectal cancer; metabolomics; faecal samples; biomarkers; HUMAN FECAL WATER; MASS-SPECTROMETRY; ADENOMATOUS POLYPS; DIETARY MODULATION; SYSTEMS BIOLOGY; COLON-CANCER; SERUM; GUT; METABONOMICS; BIOMARKERS;
D O I
10.3390/cancers10090300
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Low invasive tests with high sensitivity for colorectal cancer and advanced precancerous lesions will increase adherence rates, and improve clinical outcomes. We have performed an ultra-performance liquid chromatography/time-of-flight mass spectrometry (UPLC-(TOF) MS)-based metabolomics study to identify faecal biomarkers for the detection of patients with advanced neoplasia. A cohort of 80 patients with advanced neoplasia (40 advanced adenomas and 40 colorectal cancers) and 49 healthy subjects were analysed in the study. We evaluated the faecal levels of 105 metabolites including glycerolipids, glycerophospholipids, sterol lipids and sphingolipids. We found 18 metabolites that were significantly altered in patients with advanced neoplasia compared to controls. The combinations of seven metabolites including ChoE(18:1), ChoE(18:2), ChoE(20:4), PE(16:0/18:1), SM(d18:1/23:0), SM(42:3) and TG(54:1), discriminated advanced neoplasia patients from healthy controls. These seven metabolites were employed to construct a predictive model that provides an area under the curve (AUC) median value of 0.821. The inclusion of faecal haemoglobin concentration in the metabolomics signature improved the predictive model to an AUC of 0.885. In silico gene expression analysis of tumour tissue supports our results and puts the differentially expressed metabolites into biological context, showing that glycerolipids and sphingolipids metabolism and GPI-anchor biosynthesis pathways may play a role in tumour progression.
引用
收藏
页数:17
相关论文
共 66 条
  • [1] Once-only flexible sigmoidoscopy screening in prevention of colorectal cancer: a multicentre randomised controlled trial
    Atkin, Wendy S.
    Edwards, Rob
    Kralj-Hans, Ines
    Wooldrage, Kate
    Hart, Andrew R.
    Northover, John M. A.
    Parkin, D. Max
    Wardle, Jane
    Duffy, Stephen W.
    Cuzick, Jack
    [J]. LANCET, 2010, 375 (9726) : 1624 - 1633
  • [2] Obesity-Dependent Metabolic Signatures Associated with Nonalcoholic Fatty Liver Disease Progression
    Barr, J.
    Caballeria, J.
    Martinez-Arranz, I.
    Dominguez-Diez, A.
    Alonso, C.
    Muntane, J.
    Perez-Cormenzana, M.
    Garcia-Monzon, C.
    Mayo, R.
    Martin-Duce, A.
    Romero-Gomez, M.
    Lo Iacono, O.
    Tordjman, J.
    Andrade, R. J.
    Perez-Carreras, M.
    Le Marchand-Brustel, Y.
    Tian, A.
    Fernandez-Escalante, C.
    Arevalo, E.
    Garcia-Unzueta, M.
    Clement, K.
    Crespo, J.
    Gual, P.
    Gomez-Fleitas, M.
    Martinez-Chantar, M. L.
    Castro, A.
    Lu, S. C.
    Vazquez-Chantada, M.
    Mato, J. M.
    [J]. JOURNAL OF PROTEOME RESEARCH, 2012, 11 (04) : 2521 - 2532
  • [3] Low adherence to colonoscopy in the screening of first-degree relatives of patients with colorectal cancer
    Bujanda, Luis
    Sarasqueta, Cristina
    Zubiaurre, Leire
    Cosme, Angel
    Munoz, Carmen
    Sanchez, Araceli
    Martin, Cristina
    Tito, Llucia
    Pinol, Virginia
    Castells, Antoni
    Llor, Xavier
    Xicola, Rosa M.
    Pons, Elisenda
    Clofent, Juan
    de Castro, Maria L.
    Cuquerella, Jaime
    Medina, Enrique
    Gutierrez, Ana
    Arenas, Juan I.
    Jover, Rodrigo
    [J]. GUT, 2007, 56 (12) : 1714 - 1718
  • [4] LC-MS-based metabolomics in drug metabolism
    Chen, Chi
    Gonzalez, Frank J.
    Idle, Jeffrey R.
    [J]. DRUG METABOLISM REVIEWS, 2007, 39 (2-3) : 581 - 597
  • [5] Fecal Metabolomics of Healthy Breast-Fed versus Formula-Fed Infants before and during In Vitro Batch Culture Fermentation
    Chow, JoMay
    Panasevich, Matthew R.
    Alexander, Danny
    Boler, Brittany M. Vester
    Serao, Mariana C. Rossoni
    Faber, Trevor A.
    Bauer, Laura L.
    Fahey, George C.
    [J]. JOURNAL OF PROTEOME RESEARCH, 2014, 13 (05) : 2534 - 2542
  • [6] Metabolic Profiling as a Tool for Understanding Mechanisms of Toxicity
    Clarke, Christopher J.
    Haselden, John N.
    [J]. TOXICOLOGIC PATHOLOGY, 2008, 36 (01) : 140 - 147
  • [7] Biopython']python: freely available Python']Python tools for computational molecular biology and bioinformatics
    Cock, Peter J. A.
    Antao, Tiago
    Chang, Jeffrey T.
    Chapman, Brad A.
    Cox, Cymon J.
    Dalke, Andrew
    Friedberg, Iddo
    Hamelryck, Thomas
    Kauff, Frank
    Wilczynski, Bartek
    de Hoon, Michiel J. L.
    [J]. BIOINFORMATICS, 2009, 25 (11) : 1422 - 1423
  • [8] BioServices: a common Python']Python package to access biological Web Services programmatically
    Cokelaer, Thomas
    Pultz, Dennis
    Harder, Lea M.
    Serra-Musach, Jordi
    Saez-Rodriguez, Julio
    [J]. BIOINFORMATICS, 2013, 29 (24) : 3241 - 3242
  • [9] A Prospective Study of Serum Metabolites and Colorectal Cancer Risk
    Cross, Amanda J.
    Moore, Steven C.
    Boca, Simina
    Huang, Wen-Yi
    Xiong, Xiaoqin
    Stolzenberg-Solomon, Rachael
    Sinha, Rashmi
    Sampson, Joshua N.
    [J]. CANCER, 2014, 120 (19) : 3049 - 3057
  • [10] The fecal hemoglobin concentration, age and sex test score: Development and external validation of a simple prediction tool for colorectal cancer detection in symptomatic patients
    Cubiella, Joaquin
    Digby, Jayne
    Rodriguez-Alonso, Lorena
    Vega, Pablo
    Salve, Maria
    Diaz-Ondina, Marta
    Strachan, Judith A.
    Mowat, Craig
    McDonald, Paula J.
    Carey, Francis A.
    Godber, Ian M.
    Ben Younes, Hakim
    Rodriguez-Moranta, Francisco
    Quintero, Enrique
    Alvarez-Sanchez, Victoria
    Fernandez-Banares, Fernando
    Boadas, Jaume
    Campo, Rafel
    Bujanda, Luis
    Garayoa, Ana
    Ferrandez, Angel
    Pinol, Virginia
    Rodriguez-Alcalde, Daniel
    Guardiola, Jordi
    Steele, Robert J. C.
    Fraser, Callum G.
    [J]. INTERNATIONAL JOURNAL OF CANCER, 2017, 140 (10) : 2201 - 2211