Complex graph matrix representations and characterizations of proteomic maps and chemically induced changes to proteomes

被引:18
作者
Balasubramanian, K [1 ]
Khokhani, K
Basak, SC
机构
[1] Lawrence Livermore Natl Lab, Chem & Mat Sci Directorate, Livermore, CA 94550 USA
[2] Univ Calif Berkeley, Glenn T Seaborg Ctr, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
[3] Calif State Univ Hayward, Dept Math & Comp Sci, Hayward, CA 94542 USA
[4] Univ Minnesota, Nat Resources Res Inst, Duluth, MN 55811 USA
关键词
2D-gel pattern; proteome characterization; graph theory of proteome; chemically induced response; complex matrices;
D O I
10.1021/pr050445s
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We have presented a complex graph matrix representation to characterize proteomics maps obtained from 2D-gel electrophoresis. In this method, each bubble in a 2D-gel proteornics map is represented by a complex number with components which are charge and mass. Then, a graph with complex weights is constructed by connecting the vertices in the relative order of abundance. This yields adjacency matrices and distance matrices of the proteornics graph with complex weights. We have computed the spectra, eigenvectors, and other properties of complex graphs and the Euclidian/graph distance obtained from the complex graphs. The leading eigenvalues and eigenvectors and, likewise, the smallest eigenvalues and eigenvectors, and the entire graph spectral patterns of the complex matrices derived from them yield novel weighted biodescriptors that characterize proteomics maps with information of charge and masses of proteins. We have also applied these eigenvector and eigenvalue maps to contrast the normal cells and cells exposed to four peroxisome proliferators, namely, clofibrate, diethylhexyl phthalate (DEHIP), perfluorodecanoic acid (PFDA), and perfluoroctanoic acid (PFOA). Our complex eigenspectra show that the proteomic response induced by DEHP differs from the corresponding responses of other three chemicals consistent with their chemical structures and properties.
引用
收藏
页码:1133 / 1142
页数:10
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