A steroidomic approach for biomarkers discovery in doping control

被引:61
作者
Boccard, Julien [1 ,2 ]
Badoud, Flavia [1 ,2 ,3 ,4 ]
Grata, Elia [2 ,3 ,4 ]
Ouertani, Samia [5 ,6 ]
Hanafi, Mohamed [5 ,6 ]
Mazerolles, Gerard [7 ]
Lanteri, Pierre [8 ]
Veuthey, Jean-Luc [1 ,2 ]
Saugy, Martial [2 ,3 ,4 ]
Rudaz, Serge [1 ,2 ]
机构
[1] Univ Geneva & Lausanne, Sch Pharmaceut Sci, CH-1211 Geneva 4, Switzerland
[2] Univ Geneva, Swiss Ctr Appl Human Toxicol, CMU, CH-1211 Geneva 4, Switzerland
[3] CHU Vaudois, Swiss Lab Doping Anal, Univ Ctr Legal Med, CH-1066 Epalinges, Switzerland
[4] Univ Lausanne, CH-1066 Epalinges, Switzerland
[5] ONIRIS, Unite Sensometrie & Chimiometrie, Nantes, France
[6] Univ Nantes Angers Le Mans, Nantes, France
[7] INRA, UMR 1083, F-34060 Montpellier, France
[8] Univ Lyon 1, Analyt Sci Lab, CNRS, F-69622 Villeurbanne, France
关键词
Steroidomics; UHPLC-QTOF-MSE; Chemometrics; Doping control; CHROMATOGRAPHY MASS-SPECTROMETRY; ANABOLIC-STEROIDS; METABOLOMICS DATA; ISOTOPE RATIO; HUMAN URINE; TESTOSTERONE; PROFILE; PLS; MISUSE; SPORT;
D O I
10.1016/j.forsciint.2011.07.023
中图分类号
DF [法律]; D9 [法律]; R [医药、卫生];
学科分类号
030101 [法学理论]; 030111 [法律史学]; 100218 [急诊医学];
摘要
Anti-doping authorities have high expectations of the athlete steroidal passport (ASP) for anabolic-androgenic steroids misuse detection. However, it is still limited to the monitoring of known well-established compounds and might greatly benefit from the discovery of new relevant biomarkers candidates. In this context, steroidomics opens the way to the untargeted simultaneous evaluation of a high number of compounds. Analytical platforms associating the performance of ultra-high pressure liquid chromatography (UHPLC) and the high mass-resolving power of quadrupole time-of-flight (QTOF) mass spectrometers are particularly adapted for such purpose. An untargeted steroidomic approach was proposed to analyse urine samples from a clinical trial for the discovery of relevant biomarkers of testosterone undecanoate oral intake. Automatic peak detection was performed and a filter of reference steroid metabolites mass-to-charge ratio (m/z) values was applied to the raw data to ensure the selection of a subset of steroid-related features. Chemometric tools were applied for the filtering and the analysis of UHPLC-QTOF-MSE data. Time kinetics could be assessed with N-way projections to latent structures discriminant analysis (N-PLS-DA) and a detection window was confirmed. Orthogonal projections to latent structures discriminant analysis (O-PLS-DA) classification models were evaluated in a second step to assess the predictive power of both known metabolites and unknown compounds. A shared and unique structure plot (SUS-plot) analysis was performed to select the most promising unknown candidates and receiver operating characteristic (ROC) curves were computed to assess specificity criteria applied in routine doping control. This approach underlined the pertinence to monitor both glucuronide and sulphate steroid conjugates and include them in the athletes passport, while promising biomarkers were also highlighted. (C) 2011 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:85 / 94
页数:10
相关论文
共 44 条
[1]
The N-way Toolbox for MATLAB [J].
Andersson, CA ;
Bro, R .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 52 (01) :1-4
[2]
Targeted phase II metabolites profiling as new screening strategy to investigate natural steroid abuse in animal breeding [J].
Anizan, Sebastien ;
Di Nardo, Domenica ;
Bichon, Emmanuelle ;
Monteau, Fabrice ;
Cesbron, Nora ;
Antignac, Jean-Philippe ;
Le Bizec, Bruno .
ANALYTICA CHIMICA ACTA, 2011, 700 (1-2) :105-113
[3]
AYOTTE C, 2010, DOPING SPORTS BIOCH, V165, P77
[4]
Quantification of glucuronidated and sulfated steroids in human urine by ultra-high pressure liquid chromatography quadrupole time-of-flight mass spectrometry [J].
Badoud, Flavia ;
Grata, Elia ;
Boccard, Julien ;
Guillarme, Davy ;
Veuthey, Jean-Luc ;
Rudaz, Serge ;
Saugy, Martial .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2011, 400 (02) :503-516
[5]
Use of isotope ratio mass spectrometry to detect doping with oral testosterone undecanoate:: Inter-individual variability of 13C/12C ratio [J].
Baume, N ;
Saudan, C ;
Desmarchelier, A ;
Strahm, E ;
Sottas, PE ;
Bagutti, C ;
Cauderay, M ;
Schumacher, YO ;
Manyin, P ;
Saugy, M .
STEROIDS, 2006, 71 (05) :364-370
[6]
Effect of multiple oral doses of androgenic anabolic steroids on endurance performance and serum indices of physical stress in healthy male subjects [J].
Baume, Norbert ;
Schumacher, Yorck Olaf ;
Sottas, Pierre-Edouard ;
Bagutti, Carlo ;
Cauderay, Michel ;
Mangin, Patrice ;
Saugy, Martial .
EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY, 2006, 98 (04) :329-340
[7]
GAS-CHROMATOGRAPHY COMBUSTION ISOTOPE RATIO MASS-SPECTROMETRY ANALYSIS OF URINARY STEROIDS TO DETECT MISUSE OF TESTOSTERONE IN SPORT [J].
BECCHI, M ;
AGUILERA, R ;
FARIZON, Y ;
FLAMENT, MM ;
CASABIANCA, H ;
JAMES, P .
RAPID COMMUNICATIONS IN MASS SPECTROMETRY, 1994, 8 (04) :304-308
[8]
Knowledge discovery in metabolomics: An overview of MS data handling [J].
Boccard, Julien ;
Veuthey, Jean-Luc ;
Rudaz, Serge .
JOURNAL OF SEPARATION SCIENCE, 2010, 33 (03) :290-304
[9]
Bro R, 1996, J CHEMOMETR, V10, P47, DOI 10.1002/(SICI)1099-128X(199601)10:1<47::AID-CEM400>3.0.CO
[10]
2-C