Integration of two-dimensional LC-MS with multivariate statistics for comparative analysis of proteomic samples

被引:23
作者
Gaspari, M
Verhoeckx, KCM
Verheij, ER
van der Greef, J
机构
[1] TNO, Dept Analyt Sci, NL-3700 AJ Zeist, Netherlands
[2] Leiden Univ, LACDR, Leiden Amsterdam Ctr Drug Res, Div Analyt Biosci, NL-2300 RA Leiden, Netherlands
关键词
D O I
10.1021/ac052000t
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
LC-MS-based proteomics requires methods with high peak capacity and a high degree of automation, integrated with data-handling tools able to cope with the massive data produced and able to quantitatively compare them. This paper describes an off-line two-dimensional (2D) LC-MS method and its integration with software tools for data preprocessing and multivariate statistical analysis. The 2D LC-MS method was optimized in order to minimize peptide loss prior to sample injection and during the collection step after the first LC dimension, thus minimizing errors from off-column sample handling. The second dimension was run in fully automated mode, injecting onto a nanoscale LC-MS system a series of more than 100 samples, representing fractions collected in the first dimension (8 fractions/sample). As a model study, the method was applied to finding biomarkers for the antiinflammatory properties of zilpaterol, which are coupled to the beta 2-adrenergic receptor. Secreted proteomes from U937 macrophages exposed to lipopolysaccharide in the presence or absence of propanolol or zilpaterol were analysed. Multivariate statistical analysis of 2D LC-MS data, based on principal component analysis, and subsequent targeted LC-MS/MS identification of peptides of interest demonstrated the applicability of the approach.
引用
收藏
页码:2286 / 2296
页数:11
相关论文
共 31 条
[1]  
Bergen HR, 2003, DIS MARKERS, V19, P239
[2]   Search for cancer markers from endometrial tissues using differentially labeled tags iTRAQ and clCAT with multidimensional liquid chromatography and tandem mass spectrometry [J].
DeSouza, L ;
Diehl, G ;
Rodrigues, MJ ;
Guo, JZ ;
Romaschin, AD ;
Colgan, TJ ;
Siu, KWM .
JOURNAL OF PROTEOME RESEARCH, 2005, 4 (02) :377-386
[3]   Multidimensional protein profiling technology and its application to human plasma proteome [J].
Fujii, K ;
Nakano, T ;
Kawamura, T ;
Usui, F ;
Bando, Y ;
Wang, R ;
Nishimura, T .
JOURNAL OF PROTEOME RESEARCH, 2004, 3 (04) :712-718
[4]   Quantitative analysis of complex protein mixtures using isotope-coded affinity tags [J].
Gygi, SP ;
Rist, B ;
Gerber, SA ;
Turecek, F ;
Gelb, MH ;
Aebersold, R .
NATURE BIOTECHNOLOGY, 1999, 17 (10) :994-999
[5]   DISCRIMINANT-ANALYSIS BY DOUBLE STAGE PRINCIPAL COMPONENT ANALYSIS [J].
HOOGERBRUGGE, R ;
WILLIG, SJ ;
KISTEMAKER, PG .
ANALYTICAL CHEMISTRY, 1983, 55 (11) :1710-1712
[6]   SELDI-TOF MS for diagnostic proteomics. [J].
Issaq, HJ ;
Conrads, TP ;
Prieto, DA ;
Tirumalai, R ;
Veenstra, TD .
ANALYTICAL CHEMISTRY, 2003, 75 (07) :148A-155A
[7]   Low-attomole electrospray ionization MS and MS/MS analysis of protein tryptic digests using 20-μm-i.d. polystyrene-divinylbenzene monolithic capillary columns [J].
Ivanov, AR ;
Zang, L ;
Karger, BL .
ANALYTICAL CHEMISTRY, 2003, 75 (20) :5306-5316
[8]   Stereoselectivity at the β2-adrenoceptor on macrophages is a major determinant of the anti-inflammatory effects of β2-agonists [J].
Izeboud, CA ;
Vermeulen, RM ;
Zwart, A ;
Voss, HP ;
van Miert, ASJPAM ;
Witkamp, RF .
NAUNYN-SCHMIEDEBERGS ARCHIVES OF PHARMACOLOGY, 2000, 362 (02) :184-189
[9]   Analysis of the low molecular weight fraction of serum by LC-dual ESI-FT-ICR mass spectrometry: Precision of retention time, mass, and ion abundance [J].
Johnson, KL ;
Mason, CJ ;
Muddiman, DC ;
Eckel, JE .
ANALYTICAL CHEMISTRY, 2004, 76 (17) :5097-5103
[10]   Quantification in proteomics through stable isotope coding: A review [J].
Julka, S ;
Regnier, F .
JOURNAL OF PROTEOME RESEARCH, 2004, 3 (03) :350-363