Citation:
ZHANG Shurong, WU Hailong, ZHAI Min, KANG Chao, YIN Xiaoli, YU Ruqin. Comparison for applicability of different trilinear decomposition algorithms to liquid chromatography-mass spectrometry data measured from multiple samples[J]. Chinese Journal of Chromatography,
;2013, 31(6): 550-555.
doi:
10.3724/SP.J.1123.2013.03051
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The applicability of different trilinear decomposition algorithm to LC-MS data measured from multiple samples is discussed in this paper. An actual LC-MS data set contained a low abundance peptide was adopted to make a test for these algorithms. The bilinear method was not able to handle this type of low abundance situations, and made a mathematical separation as expected. It is found out that the famous trilinear decomposition algorithm could not be used in the LC-MS data directly. The most probable reason is the sparsity property of the pure MS spectra, which means they have positive response values at some m/z coordinates where the ions emerged and zero values elsewhere. A novel algorithm named NNATLD (non-negative alternating trilinear decomposition) has been designed by the present authors to make an effective trilinear decomposition for the three-way data set constructed by LC-MS data. The new algorithm adapts the property of MS spectra, saves the computing resources, and converges fast.
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[1]
[1] Washburn M P, Wolters D, Yates III J R. Nature Biotechnology, 2001, 19(3): 242
-
[2]
[2] Wolters D A, Washburn M P, Yates III J R. Anal Chem, 2001, 73(23): 5683
-
[3]
[3] Fournier M L, Gilmore J M, Martin-Brown S A, et al. Chem Rev, 2007, 107(8): 3654
-
[4]
[4] Nesvizhskii A I. Meth Mol Biol, 2007, 367: 87
-
[5]
[5] Blonder J, Chan K C, Issaq H J, et al. Nature Protocols, 2007, 1(6): 2784
-
[6]
[6] Liu H, Sadygov R G, Yates III J R. Anal Chem, 2004, 76(14): 4193
-
[7]
[7] Kawamoto S, Matsumoto Y, Mizuno K, et al. Gene, 1996, 174(1): 151
-
[8]
[8] Anderson L, Seilhamer J. Electrophoresis, 1997, 18(3/4): 533
-
[9]
[9] Futcher B, Latter G I, Monardo P, et al. Mol Cell Biol, 1999, 19(11): 7357
-
[10]
[10] Gygi S P, Rochon Y, Franza B R, et al. Mol Cell Biol, 1999, 19(3): 1720
-
[11]
[11] Opiteck G J, Lewis K C, Jorgenson J W, et al. Anal Chem, 1997, 69(8): 1518
-
[12]
[12] Wall D B, Kachman M T, Gong S, et al. Anal Chem, 2000, 72(6): 1099
-
[13]
[13] Wu H L, Nie J F, Yu Y J, et al. Anal Chim Acta, 2009, 650(1): 131
- [14]
-
[15]
[15] Zhang Y, Wu H L, Xia A L, et al. Talanta, 2007, 72(3): 926
-
[16]
[16] Li S F, Wu H L, Yu Y J, et al. Talanta, 2010, 81(3): 805
-
[17]
[17] Yu Y J, Wu H L, Shao S Z, et al. Talanta, 2011, 85(3): 1549
-
[18]
[18] Jaumot J, Gargallo R, de Juan A, et al. Chemom Intell Lab Syst, 2005, 76(1): 101
-
[19]
[19] Jaumot J, Tauler R. Chemom Intell Lab Syst, 2010, 103(2): 96
-
[20]
[20] Olivieri A C, Wu H L, Yu R Q. Chemom Intell Lab Syst, 2009, 96(2): 246
-
[21]
[21] Booksh K S, Kowalski B R. Anal Chem, 1994, 66(15): 782A
-
[22]
[22] Strohalm M, Kavan D, Novak P, et al. Anal Chem, 2010, 82(11): 4648
-
[23]
[23] Strohalm M, Hassman M, Kosata B, et al. Rapid Commun Mass Spectrom, 2008, 22(6): 905
- [24]
-
[25]
[25] Harshman R A. UCLA Working Papers in Phonetics, 1970, 16(1): 84
- [26]
-
[27]
[27] Chen Z P, Wu H L, Jiang J H, et al. Chemom Intell Lab Syst, 2000, 52(1): 75
- [28]
-
[29]
[29] Bro R, De Jong S. J Chemom, 1997, 11(5): 3931
- [30]
-
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