Differentiation of microbial species and strains in coculture biofilms by multivariate analysis of laser desorption postionization mass spectra

被引:9
作者
Bhardwaj, Chhavi [1 ]
Cui, Yang [1 ]
Hofstetter, Theresa [2 ]
Liu, Suet Yi [2 ]
Bernstein, Hans C. [3 ]
Carlson, Ross P. [3 ]
Ahmed, Musahid [1 ]
Hanley, Luke [1 ]
机构
[1] Univ Illinois, Dept Chem, Chicago, IL 60607 USA
[2] Lawrence Berkeley Natl Lab, Chem Sci Div, Berkeley, CA 94720 USA
[3] Montana State Univ, Ctr Biofilm Engn, Bozeman, MT 59717 USA
关键词
SECONDARY-ION; ELECTROSPRAY-IONIZATION; ESCHERICHIA-COLI; SPECTROMETRY; PHOTOIONIZATION; MS; RESOLUTION; CONSORTIA; DYNAMICS; SAMPLES;
D O I
10.1039/c3an01389h
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
7.87 to 10.5 eV vacuum ultraviolet (VUV) photon energies were used in laser desorption postionization mass spectrometry (LDPI-MS) to analyze biofilms comprised of binary cultures of interacting microorganisms. The effect of photon energy was examined using both tunable synchrotron and laser sources of VUV radiation. Principal components analysis (PCA) was applied to the MS data to differentiate species in Escherichia coli-Saccharomyces cerevisiae coculture biofilms. PCA of LDPI-MS also differentiated individual E. coli strains in a biofilm comprised of two interacting gene deletion strains, even though these strains differed from the wild type K-12 strain by no more than four gene deletions each out of approximately 2000 genes. PCA treatment of 7.87 eV LDPI-MS data separated the E. coli strains into three distinct groups, two "pure" groups, and a mixed region. Furthermore, the "pure" regions of the E. coli cocultures showed greater variance by PCA at 7.87 eV photon energies compared to 10.5 eV radiation. This is consistent with the expectation that the 7.87 eV photoionization selects a subset of low ionization energy analytes while 10.5 eV is more inclusive, detecting a wider range of analytes. These two VUV photon energies therefore give different spreads via PCA and their respective use in LDPI-MS constitute an additional experimental parameter to differentiate strains and species.
引用
收藏
页码:6844 / 6851
页数:8
相关论文
共 47 条
[1]   Laser desorption postionization for imaging MS of biological material [J].
Akhmetov, Artem ;
Moore, Jerry F. ;
Gasper, Gerald L. ;
Koin, Peter J. ;
Hanley, Luke .
JOURNAL OF MASS SPECTROMETRY, 2010, 45 (02) :137-145
[2]   Escherichia coli and its lipopolysaccharide modulate in vitro Candida biofilm formation [J].
Bandara, H. M. H. N. ;
Yau, J. Y. Y. ;
Watt, R. M. ;
Jin, L. J. ;
Samaranayake, L. P. .
JOURNAL OF MEDICAL MICROBIOLOGY, 2009, 58 (12) :1623-1631
[3]   MICROBIAL CONSORTIA ENGINEERING FOR CELLULAR FACTORIES: IN VITRO TO IN SILICO SYSTEMS [J].
Bernstein, Hans C. ;
Carlson, Ross P. .
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2012, 3 (04)
[4]   Synthetic Escherichia coli consortia engineered for syntrophy demonstrate enhanced biomass productivity [J].
Bernstein, Hans C. ;
Paulson, Steven D. ;
Carlson, Ross P. .
JOURNAL OF BIOTECHNOLOGY, 2012, 157 (01) :159-166
[5]   Laser desorption VUV postionization MS imaging of a cocultured biofilm [J].
Bhardwaj, Chhavi ;
Moore, Jerry F. ;
Cui, Yang ;
Gasper, Gerald L. ;
Bernstein, Hans C. ;
Carlson, Ross P. ;
Hanley, Luke .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2013, 405 (22) :6969-6977
[6]   Quantification of Antibiotic in Biofilm-Inhibiting Multilayers by 7.87 eV Laser Desorption Postionization MS Imaging [J].
Blaze, Melvin M. T. ;
Akhmetov, Artem ;
Aydin, Berdan ;
Edirisinghe, Praneeth D. ;
Uygur, Gulsah ;
Hanley, Luke .
ANALYTICAL CHEMISTRY, 2012, 84 (21) :9410-9415
[7]   Identification and imaging of peptides and proteins on Enterococcus faecalis biofilms by matrix assisted laser desorption ionization mass spectrometry [J].
Blaze, Melvin M. T. ;
Aydin, Berdan ;
Carlson, Ross P. ;
Hanley, Luke .
ANALYST, 2012, 137 (21) :5018-5025
[8]   Brominated Tyrosine and Polyelectrolyte Multilayer Analysis by Laser Desorption Vacuum Ultraviolet Postionization and Secondary Ion Mass Spectrometry [J].
Blaze, Melvin M. T. ;
Takahashi, Lynelle K. ;
Zhou, Jia ;
Ahmed, Musahid ;
Gasper, Gerald L. ;
Pleticha, F. Douglas ;
Hanley, Luke .
ANALYTICAL CHEMISTRY, 2011, 83 (12) :4962-4969
[9]   Engineering microbial consortia: a new frontier in synthetic biology [J].
Brenner, Katie ;
You, Lingchong ;
Arnold, Frances H. .
TRENDS IN BIOTECHNOLOGY, 2008, 26 (09) :483-489
[10]  
Carlsson J, 1997, Adv Dent Res, V11, P75