Mass spectrometry-based proteomics combined with bioinformatic tools for bacterial classification.
نویسندگان
چکیده
Timely classification and identification of bacteria is of vital importance in many areas of public health. We present a mass spectrometry (MS)-based proteomics approach for bacterial classification. In this method, a bacterial proteome database is derived from all potential protein coding open reading frames (ORFs) found in 170 fully sequenced bacterial genomes. Amino acid sequences of tryptic peptides obtained by LC-ESI MS/MS analysis of the digest of bacterial cell extracts are assigned to individual bacterial proteomes in the database. Phylogenetic profiles of these peptides are used to create a matrix of sequence-to-bacterium assignments. These matrixes, viewed as specific assignment bitmaps, are analyzed using statistical tools to reveal the relatedness between a test bacterial sample and the microorganism database. It is shown that, if a sufficient amount of sequence information is obtained from the MS/MS experiments, a bacterial sample can be classified to a strain level by using this proteomics method, leading to its positive identification.
منابع مشابه
Double-blind characterization of non-genome-sequenced bacteria by mass spectrometry-based proteomics.
Due to the possibility of a biothreat attack on civilian or military installations, a need exists for technologies that can detect and accurately identify pathogens in a near-real-time approach. One technology potentially capable of meeting these needs is a high-throughput mass spectrometry (MS)-based proteomic approach. This approach utilizes the knowledge of amino acid sequences of peptides d...
متن کاملAccurate mass as a bioinformatic parameter in data-to-knowledge conversion: Fourier transform ion cyclotron resonance mass spectrometry for peptide de novo sequencing.
With the availability of ultra-precise mass spectrometric biomolecular data, the accurate mass is becoming a physical quantity of high interest for bioinformatics tools and strategies. Fourier transform ion cyclotron resonance mass spectrometry with electrospray ionization or matrix-assisted laser desorption/ionization sources now allows the easy determination of amino acid composition of mediu...
متن کاملAnalyzing proteomes and protein function using graphical comparative analysis of tandem mass spectrometry results.
Although generating large amounts of proteomic data using tandem mass spectrometry has become routine, there is currently no single set of comprehensive tools for the rigorous analysis of tandem mass spectrometry results given the large variety of possible experimental aims. Currently available applications are typically designed for displaying proteins and posttranslational modifications from ...
متن کاملMathematical Tools and Statistical Techniques for Proteomic Data Mining
Proteomics is the study of and the search for information about proteins. The development of mass spectrometry (MS) such as matrix-assisted laser desorption ionization (MALDI) time-of-flight (TOF) MS and imaging mass spectrometry (IMS), greatly speeds up proteomics studies. At the same time, the MS and IMS applications in medical science give rise to many challenges in mathematics and statistic...
متن کاملMass spectrometry-based targeted quantitative proteomics: achieving sensitive and reproducible detection of proteins.
Traditional shotgun proteomics used to detect a mixture of hundreds to thousands of proteins through mass spectrometric analysis, has been the standard approach in research to profile protein content in a biological sample which could lead to the discovery of new (and all) protein candidates with diagnostic, prognostic, and therapeutic values. In practice, this approach requires significant res...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Journal of proteome research
دوره 5 1 شماره
صفحات -
تاریخ انتشار 2006