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1.
BMC Genomics ; 14: 141, 2013 Feb 28.
Article En | MEDLINE | ID: mdl-23448259

BACKGROUND: Proteogenomic mapping is an approach that uses mass spectrometry data from proteins to directly map protein-coding genes and could aid in locating translational regions in the human genome. In concert with the ENcyclopedia of DNA Elements (ENCODE) project, we applied proteogenomic mapping to produce proteogenomic tracks for the UCSC Genome Browser, to explore which putative translational regions may be missing from the human genome. RESULTS: We generated ~1 million high-resolution tandem mass (MS/MS) spectra for Tier 1 ENCODE cell lines K562 and GM12878 and mapped them against the UCSC hg19 human genome, and the GENCODE V7 annotated protein and transcript sets. We then compared the results from the three searches to identify the best-matching peptide for each MS/MS spectrum, thereby increasing the confidence of the putative new protein-coding regions found via the whole genome search. At a 1% false discovery rate, we identified 26,472, 24,406, and 13,128 peptides from the protein, transcript, and whole genome searches, respectively; of these, 481 were found solely via the whole genome search. The proteogenomic mapping data are available on the UCSC Genome Browser at http://genome.ucsc.edu/cgi-bin/hgTrackUi?db=hg19&g=wgEncodeUncBsuProt. CONCLUSIONS: The whole genome search revealed that ~4% of the uniquely mapping identified peptides were located outside GENCODE V7 annotated exons. The comparison of the results from the disparate searches also identified 15% more spectra than would have been found solely from a protein database search. Therefore, whole genome proteogenomic mapping is a complementary method for genome annotation when performed in conjunction with other searches.


Databases, Genetic , Genome, Human , Molecular Sequence Annotation , Open Reading Frames/genetics , Cell Line , Chromosome Mapping , Computational Biology , Humans , Mass Spectrometry , Sequence Analysis, DNA
2.
Antimicrob Agents Chemother ; 54(11): 4626-35, 2010 Nov.
Article En | MEDLINE | ID: mdl-20696867

Microbes have developed resistance to nearly every antibiotic, yet the steps leading to drug resistance remain unclear. Here we report a multistage process by which Pseudomonas aeruginosa acquires drug resistance following exposure to ciprofloxacin at levels ranging from 0.5× to 8× the initial MIC. In stage I, susceptible cells are killed en masse by the exposure. In stage II, a small, slow to nongrowing population survives antibiotic exposure that does not exhibit significantly increased resistance according to the MIC measure. In stage III, exhibited at 0.5× to 4× the MIC, a growing population emerges to reconstitute the population, and these cells display heritable increases in drug resistance of up to 50 times the original level. We studied the stage III cells by proteomic methods to uncover differences in the regulatory pathways that are involved in this phenotype, revealing upregulation of phosphorylation on two proteins, succinate-semialdehyde dehydrogenase (SSADH) and methylmalonate-semialdehyde dehydrogenase (MMSADH), and also revealing upregulation of a highly conserved protein of unknown function. Transposon disruption in the encoding genes for each of these targets substantially dampened the ability of cells to develop the stage III phenotype. Considering these results in combination with computational models of resistance and genomic sequencing results, we postulate that stage III heritable resistance develops from a combination of both genomic mutations and modulation of one or more preexisting cellular pathways.


Anti-Infective Agents/pharmacology , Bacterial Proteins/metabolism , Ciprofloxacin/pharmacology , Drug Resistance, Bacterial/physiology , Pseudomonas aeruginosa/drug effects , Pseudomonas aeruginosa/metabolism , Bacterial Proteins/genetics , DNA, Bacterial/genetics , Drug Resistance, Bacterial/genetics , Electrophoresis, Gel, Two-Dimensional , Methylmalonate-Semialdehyde Dehydrogenase (Acylating)/genetics , Methylmalonate-Semialdehyde Dehydrogenase (Acylating)/metabolism , Microbial Sensitivity Tests , Pseudomonas aeruginosa/genetics , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Succinate-Semialdehyde Dehydrogenase/genetics , Succinate-Semialdehyde Dehydrogenase/metabolism
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