Statistically Significant Differences in Composition of Petroleum Crude Oils Revealed by Volcano Plots Generated from Ultrahigh Resolution Fourier Transform Ion Cyclotron Resonance Mass Spectra

被引:23
作者
Hur, Manhoi [1 ,2 ]
Ware, Rebecca L. [3 ]
Park, Junkoo [4 ]
McKenna, Amy M. [5 ]
Rodgers, Ryan P. [3 ,5 ]
Nikolau, Basil J. [2 ]
Wurtele, Eve S. [1 ,2 ]
Marshall, Alan G. [3 ,5 ]
机构
[1] Iowa State Univ, Ctr Metab Biol, 3254 Mol Biol Bldg, Ames, IA 50011 USA
[2] Iowa State Univ, Dept Genet Dev & Cell Biol, 2310 Pammel Dr, Ames, IA 50011 USA
[3] Florida State Univ, Dept Chem & Biochem, 95 Chieftain Way, Tallahassee, FL 32306 USA
[4] Georgia Gwinnett Coll, Sch Sci & Technol, 1000 Univ Ctr Lane, Lawrenceville, GA 30043 USA
[5] Florida State Univ, Natl High Magnet Field Lab, 1800 East Paul Dirac Dr, Tallahassee, FL 32310 USA
基金
美国国家科学基金会;
关键词
ATMOSPHERIC-PRESSURE PHOTOIONIZATION; FT-ICR MS; SPECTROMETRY; IONIZATION; EXPRESSION; CALIBRATION; LIMIT; CELL;
D O I
10.1021/acs.energyfuels.7b03061
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A "volcano" plot provides a visual means for identifying statistically significant differences between two populations. Here, we introduce the volcano plot as a means for simple, visual identification and statistical ranking of compositional differences between petroleum crude oils. Ultrahigh-resolution Fourier transform ion cyclotron resonance mass spectrometry yields the relative abundances of ions in each spectrum that contains up to tens of thousands of elemental compositions (CcHhNnOoSs). From that data, a volcano plot may be generated by plotting statistical significance (p-value, obtained from t test) versus log(2)(relative abundance ratio). The volcano plot data may be color-coded to highlight differences in heteroatom class (NnOoSs), double bond equivalents (DBE = number of rings plus double bonds to carbon), and/or carbon number. The volcano plot may be used either directly or as a "filter" for including only the most statistically significant differences for data entered into more conventional analyses based on DBE vs carbon number, van Krevelen diagram, and Kendrick mass defect plots. In each case, the volcano plot provides statistically significant criteria, rather than visual grouping.
引用
收藏
页码:1206 / 1212
页数:7
相关论文
共 42 条
  • [1] NOTE ON POWER TRANSFORMATIONS WHICH MINIMIZE SKEWNESS
    BENNETT, BM
    [J]. BIOMETRISCHE ZEITSCHRIFT, 1967, 9 (02): : 73 - 73
  • [2] Predator data station: A fast data acquisition system for advanced FT-ICR MS experiments
    Blakney, Greg T.
    Hendrickson, Christopher L.
    Marshall, Alan G.
    [J]. INTERNATIONAL JOURNAL OF MASS SPECTROMETRY, 2011, 306 (2-3) : 246 - 252
  • [3] THE EFFECTS OF VIOLATIONS OF ASSUMPTIONS UNDERLYING THE T-TEST
    BONEAU, CA
    [J]. PSYCHOLOGICAL BULLETIN, 1960, 57 (01) : 49 - 64
  • [4] DEVELOPMENTS IN FT-ICR MS INSTRUMENTATION, IONIZATION TECHNIQUES, AND DATA INTERPRETATION METHODS FOR PETROLEOMICS
    Cho, Yunju
    Ahmed, Arif
    Islam, Annana
    Kim, Sunghwan
    [J]. MASS SPECTROMETRY REVIEWS, 2015, 34 (02) : 248 - 263
  • [5] Corilo Y.E., 2015, PETROORG SOFTWARE
  • [6] Oil Spill Source Identification by Principal Component Analysis of Electrospray Ionization Fourier Transform Ion Cyclotron Resonance Mass Spectra
    Corilo, Yuri E.
    Podgorski, David C.
    McKenna, Amy M.
    Lemkau, Karin L.
    Reddy, Christopher M.
    Marshall, Alan G.
    Rodgers, Ryan P.
    [J]. ANALYTICAL CHEMISTRY, 2013, 85 (19) : 9064 - 9069
  • [7] Statistical tests for differential expression in cDNA microarray experiments
    Cui, XQ
    Churchill, GA
    [J]. GENOME BIOLOGY, 2003, 4 (04)
  • [8] More than obvious: Better methods for interpreting nondetect data
    Helsel, DR
    [J]. ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2005, 39 (20) : 419A - 423A
  • [9] Kendrick mass defect spectrum: A compact visual analysis for ultrahigh-resolution broadband mass spectra
    Hughey, CA
    Hendrickson, CL
    Rodgers, RP
    Marshall, AG
    Qian, KN
    [J]. ANALYTICAL CHEMISTRY, 2001, 73 (19) : 4676 - 4681
  • [10] Hur M., 2017, SPRINGER HD IN PRESS