Literature DB >> 21332220

Automated querying and identification of novel peptides using MALDI mass spectrometric imaging.

Jocelyne Bruand1, Srinivas Sistla, Céline Mériaux, Pieter C Dorrestein, Terry Gaasterland, Majid Ghassemian, Maxence Wisztorski, Isabelle Fournier, Michel Salzet, Eduardo Macagno, Vineet Bafna.   

Abstract

MSI is a molecular imaging technique that allows for the generation of topographic 2D maps for various endogenous and some exogenous molecules without prior specification of the molecule. In this paper, we start with the premise that a region of interest (ROI) is given to us based on preselected morphological criteria. Given an ROI, we develop a pipeline, first to determine mass values with distinct expression signatures, localized to the ROI, and second to identify the peptides corresponding to these mass values. To identify spatially differentiated masses, we implement a statistic that allows us to estimate, for each spectral peak, the probability that it is over- or under-expressed within the ROI versus outside. To identify peptides corresponding to these masses, we apply LC-MS/MS to fragment endogenous (nonprotease digested) peptides. A novel pipeline based on constructing sequence tags de novo from both original and decharged spectra and a subsequent database search is used to identify peptides. As the MSI signal and the identified peptide are only related by a single mass value, we isolate the corresponding transcript and perform a second validation via in situ hybridization of the transcript. We tested our approach, MSI-Query, on a number of ROIs in the medicinal leech, Hirudo medicinalis, including the central nervous system (CNS). The Hirudo CNS is capable of regenerating itself after injury, thus forming an important model system for neuropeptide identification. The pipeline helps identify a number of novel peptides. Specifically, we identify a gene that we name HmIF4, which is a member of the intermediate filament family involved in neural development and a second novel, uncharacterized peptide. A third peptide, derived from the histone H2B, is also identified, in agreement with the previously suggested role of histone H2B in axon targeting.

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Year:  2011        PMID: 21332220      PMCID: PMC4845900          DOI: 10.1021/pr101159e

Source DB:  PubMed          Journal:  J Proteome Res        ISSN: 1535-3893            Impact factor:   4.466


  43 in total

1.  Imaging mass spectrometry: a new technology for the analysis of protein expression in mammalian tissues.

Authors:  M Stoeckli; P Chaurand; D E Hallahan; R M Caprioli
Journal:  Nat Med       Date:  2001-04       Impact factor: 53.440

2.  Single-cell analysis reveals cell-specific patterns of expression of a family of putative voltage-gated sodium channel genes in the leech.

Authors:  Susanna E Blackshaw; Leslie P Henderson; Julie Malek; Donna M Porter; Robert H Gross; James D Angstadt; Sarah M Levasseur; Robert A Maue
Journal:  J Neurobiol       Date:  2003-06

3.  Peptide sequence tags for fast database search in mass-spectrometry.

Authors:  Ari Frank; Stephen Tanner; Vineet Bafna; Pavel Pevzner
Journal:  J Proteome Res       Date:  2005 Jul-Aug       Impact factor: 4.466

4.  Computational prediction of proteotypic peptides for quantitative proteomics.

Authors:  Parag Mallick; Markus Schirle; Sharon S Chen; Mark R Flory; Hookeun Lee; Daniel Martin; Jeffrey Ranish; Brian Raught; Robert Schmitt; Thilo Werner; Bernhard Kuster; Ruedi Aebersold
Journal:  Nat Biotechnol       Date:  2006-12-31       Impact factor: 54.908

5.  On-tissue protein identification and imaging by MALDI-ion mobility mass spectrometry.

Authors:  Jonathan Stauber; Luke MacAleese; Julien Franck; Emmanuelle Claude; Marten Snel; Basak Kükrer Kaletas; Ingrid M V D Wiel; Maxence Wisztorski; Isabelle Fournier; Ron M A Heeren
Journal:  J Am Soc Mass Spectrom       Date:  2009-09-29       Impact factor: 3.109

6.  A model of the hydrostatic skeleton of the leech.

Authors:  B A Skierczynski; R J Wilson; W B Kristan; R Skalak
Journal:  J Theor Biol       Date:  1996-08-21       Impact factor: 2.691

7.  MALDI imaging mass spectrometry in ovarian cancer for tracking, identifying, and validating biomarkers.

Authors:  Mohamed El Ayed; David Bonnel; Remi Longuespée; Céline Castelier; Julien Franck; Daniele Vergara; Annie Desmons; Aurélie Tasiemski; Abderraouf Kenani; Denis Vinatier; Robert Day; Isabelle Fournier; Michel Salzet
Journal:  Med Sci Monit       Date:  2010-08

8.  Microbial challenge promotes the regenerative process of the injured central nervous system of the medicinal leech by inducing the synthesis of antimicrobial peptides in neurons and microglia.

Authors:  David Schikorski; Virginie Cuvillier-Hot; Matthias Leippe; Céline Boidin-Wichlacz; Christian Slomianny; Eduardo Macagno; Michel Salzet; Aurélie Tasiemski
Journal:  J Immunol       Date:  2008-07-15       Impact factor: 5.422

9.  Molecular imaging of proteins in tissues by mass spectrometry.

Authors:  Erin H Seeley; Richard M Caprioli
Journal:  Proc Natl Acad Sci U S A       Date:  2008-09-05       Impact factor: 11.205

10.  Lox10, a member of the NK-2 homeobox gene class, is expressed in a segmental pattern in the endoderm and in the cephalic nervous system of the leech Helobdella.

Authors:  D Nardelli-Haefliger; M Shankland
Journal:  Development       Date:  1993-07       Impact factor: 6.868

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  13 in total

1.  Identification of Conserved Candidate Vaccine Antigens in the Surface Proteome of Giardia lamblia.

Authors:  Barbara J Davids; Ching M Liu; Elaine M Hanson; Christine H Y Le; Jonathan Ang; Kurt Hanevik; Marvin Fischer; Matej Radunovic; Nina Langeland; Marcela Ferella; Staffan G Svärd; Majid Ghassemian; Yukiko Miyamoto; Lars Eckmann
Journal:  Infect Immun       Date:  2019-05-21       Impact factor: 3.441

2.  NeuroPedia: neuropeptide database and spectral library.

Authors:  Yoona Kim; Steven Bark; Vivian Hook; Nuno Bandeira
Journal:  Bioinformatics       Date:  2011-08-05       Impact factor: 6.937

Review 3.  Unsupervised machine learning for exploratory data analysis in imaging mass spectrometry.

Authors:  Nico Verbeeck; Richard M Caprioli; Raf Van de Plas
Journal:  Mass Spectrom Rev       Date:  2019-10-11       Impact factor: 10.946

4.  AMASS: algorithm for MSI analysis by semi-supervised segmentation.

Authors:  Jocelyne Bruand; Theodore Alexandrov; Srinivas Sistla; Maxence Wisztorski; Céline Meriaux; Michael Becker; Michel Salzet; Isabelle Fournier; Eduardo Macagno; Vineet Bafna
Journal:  J Proteome Res       Date:  2011-08-25       Impact factor: 4.466

Review 5.  Potential of MALDI imaging for the toxicological evaluation of environmental pollutants.

Authors:  Mélanie Lagarrigue; Richard M Caprioli; Charles Pineau
Journal:  J Proteomics       Date:  2016-05-10       Impact factor: 4.044

Review 6.  Function-driven discovery of neuropeptides with mass spectrometry-based tools.

Authors:  Claire M Schmerberg; Lingjun Li
Journal:  Protein Pept Lett       Date:  2013-06       Impact factor: 1.890

Review 7.  Recent advances in mass spectrometry analysis of neuropeptides.

Authors:  Ashley Phetsanthad; Nhu Q Vu; Qing Yu; Amanda R Buchberger; Zhengwei Chen; Caitlin Keller; Lingjun Li
Journal:  Mass Spectrom Rev       Date:  2021-09-24       Impact factor: 9.011

8.  Mass spectrometry imaging enriches biomarker discovery approaches with candidate mapping.

Authors:  Alison J Scott; Jace W Jones; Christie M Orschell; Thomas J MacVittie; Maureen A Kane; Robert K Ernst
Journal:  Health Phys       Date:  2014-01       Impact factor: 1.316

9.  Multiple changes in peptide and lipid expression associated with regeneration in the nervous system of the medicinal leech.

Authors:  Céline Meriaux; Karim Arafah; Aurélie Tasiemski; Maxence Wisztorski; Jocelyne Bruand; Céline Boidin-Wichlacz; Annie Desmons; Delphine Debois; Olivier Laprévote; Alain Brunelle; Terry Gaasterland; Eduardo Macagno; Isabelle Fournier; Michel Salzet
Journal:  PLoS One       Date:  2011-04-22       Impact factor: 3.240

10.  Automated anatomical interpretation of ion distributions in tissue: linking imaging mass spectrometry to curated atlases.

Authors:  Nico Verbeeck; Junhai Yang; Bart De Moor; Richard M Caprioli; Etienne Waelkens; Raf Van de Plas
Journal:  Anal Chem       Date:  2014-08-25       Impact factor: 6.986

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