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A pipeline for differential proteomics in unsequenced species

(2016) JOURNAL OF PROTEOME RESEARCH. 15(6). p.1963-1970
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Abstract
Shotgun proteomics experiments often take the form of a differential analysis, where two or more samples are compared against each other. The objective is to identify proteins that are either unique to a specific sample or a set of samples (qualitative differential proteomics), or that are significantly differentially expressed in one or more samples (quantitative differential proteomics). However, the success depends on the availability of a reliable protein sequence database for each sample. To perform such an analysis in the absence of a database, we here propose a novel, generic pipeline comprising an adapted spectral similarity score derived from database search algorithms that compares samples at the spectrum level to detect unique spectra. We applied our pipeline to compare two parasitic tapeworms: Taenia solium and Taenia hydatigena, of which only the former poses a threat to humans. Furthermore, because the genome of T. solium recently became available, we were able to prove the effectiveness and reliability of our pipeline a posteriori.
Keywords
mass spectrometry, unsequenced species, SPECTROMETRY-BASED PROTEOMICS, differential proteomics, unique spectrum, TANDEM MASS-SPECTRA, FREE SHOTGUN PROTEOMICS, TAENIA-SOLIUM, DATA SETS, COMPUTATIONAL ANALYSIS, MS/MS SPECTRA, PROTEIN, IDENTIFICATION, PEPTIDE

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Citation

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MLA
Yilmaz-Rumpf, Sule, et al. “A Pipeline for Differential Proteomics in Unsequenced Species.” JOURNAL OF PROTEOME RESEARCH, vol. 15, no. 6, 2016, pp. 1963–70, doi:10.1021/acs.jproteome.6b00140.
APA
Yilmaz-Rumpf, S., Victor, B., Hulstaert, N., Vandermarliere, E., Barsnes, H., Degroeve, S., … Martens, L. (2016). A pipeline for differential proteomics in unsequenced species. JOURNAL OF PROTEOME RESEARCH, 15(6), 1963–1970. https://doi.org/10.1021/acs.jproteome.6b00140
Chicago author-date
Yilmaz-Rumpf, Sule, Bjorn Victor, Niels Hulstaert, Elien Vandermarliere, Harald Barsnes, Sven Degroeve, Surya Gupta, et al. 2016. “A Pipeline for Differential Proteomics in Unsequenced Species.” JOURNAL OF PROTEOME RESEARCH 15 (6): 1963–70. https://doi.org/10.1021/acs.jproteome.6b00140.
Chicago author-date (all authors)
Yilmaz-Rumpf, Sule, Bjorn Victor, Niels Hulstaert, Elien Vandermarliere, Harald Barsnes, Sven Degroeve, Surya Gupta, Adriaan Sticker, Sarah Gabriël, Pierre Dorny, Magnus Palmblad, and Lennart Martens. 2016. “A Pipeline for Differential Proteomics in Unsequenced Species.” JOURNAL OF PROTEOME RESEARCH 15 (6): 1963–1970. doi:10.1021/acs.jproteome.6b00140.
Vancouver
1.
Yilmaz-Rumpf S, Victor B, Hulstaert N, Vandermarliere E, Barsnes H, Degroeve S, et al. A pipeline for differential proteomics in unsequenced species. JOURNAL OF PROTEOME RESEARCH. 2016;15(6):1963–70.
IEEE
[1]
S. Yilmaz-Rumpf et al., “A pipeline for differential proteomics in unsequenced species,” JOURNAL OF PROTEOME RESEARCH, vol. 15, no. 6, pp. 1963–1970, 2016.
@article{7902724,
  abstract     = {{Shotgun proteomics experiments often take the form of a differential analysis, where two or more samples are compared against each other. The objective is to identify proteins that are either unique to a specific sample or a set of samples (qualitative differential proteomics), or that are significantly differentially expressed in one or more samples (quantitative differential proteomics). However, the success depends on the availability of a reliable protein sequence database for each sample. To perform such an analysis in the absence of a database, we here propose a novel, generic pipeline comprising an adapted spectral similarity score derived from database search algorithms that compares samples at the spectrum level to detect unique spectra. We applied our pipeline to compare two parasitic tapeworms: Taenia solium and Taenia hydatigena, of which only the former poses a threat to humans. Furthermore, because the genome of T. solium recently became available, we were able to prove the effectiveness and reliability of our pipeline a posteriori.}},
  author       = {{Yilmaz-Rumpf, Sule and Victor, Bjorn and Hulstaert, Niels and Vandermarliere, Elien and Barsnes, Harald and Degroeve, Sven and Gupta, Surya and Sticker, Adriaan and Gabriël, Sarah and Dorny, Pierre and Palmblad, Magnus and Martens, Lennart}},
  issn         = {{1535-3893}},
  journal      = {{JOURNAL OF PROTEOME RESEARCH}},
  keywords     = {{mass spectrometry,unsequenced species,SPECTROMETRY-BASED PROTEOMICS,differential proteomics,unique spectrum,TANDEM MASS-SPECTRA,FREE SHOTGUN PROTEOMICS,TAENIA-SOLIUM,DATA SETS,COMPUTATIONAL ANALYSIS,MS/MS SPECTRA,PROTEIN,IDENTIFICATION,PEPTIDE}},
  language     = {{eng}},
  number       = {{6}},
  pages        = {{1963--1970}},
  title        = {{A pipeline for differential proteomics in unsequenced species}},
  url          = {{http://doi.org/10.1021/acs.jproteome.6b00140}},
  volume       = {{15}},
  year         = {{2016}},
}

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