Cargando…

pkDACLASS: Open source software for analyzing MALDI-TOF data

In recent years, mass spectrometry has become one of the core technologies for high throughput proteomic profiling in biomedical research. However, reproducibility of the results using this technology was in question. It has been realized that sophisticated automatic signal processing algorithms usi...

Descripción completa

Detalles Bibliográficos
Autores principales: Ndukum, Juliet, Atlas, Mourad, Datta, Susmita
Formato: Texto
Lenguaje:English
Publicado: Biomedical Informatics 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3064853/
https://www.ncbi.nlm.nih.gov/pubmed/21464846
_version_ 1782200928928006144
author Ndukum, Juliet
Atlas, Mourad
Datta, Susmita
author_facet Ndukum, Juliet
Atlas, Mourad
Datta, Susmita
author_sort Ndukum, Juliet
collection PubMed
description In recent years, mass spectrometry has become one of the core technologies for high throughput proteomic profiling in biomedical research. However, reproducibility of the results using this technology was in question. It has been realized that sophisticated automatic signal processing algorithms using advanced statistical procedures are needed to analyze high resolution and high dimensional proteomic data, e.g., Matrix-Assisted Laser Desorption/Ionization Time-of-Flight (MALDI-TOF) data. In this paper we present a software package-pkDACLASS based on R which provides a complete data analysis solution for users of MALDITOF raw data. Complete data analysis comprises data preprocessing, monoisotopic peak detection through statistical model fitting and testing, alignment of the monoisotopic peaks for multiple samples and classification of the normal and diseased samples through the detected peaks. The software provides flexibility to the users to accomplish the complete and integrated analysis in one step or conduct analysis as a flexible platform and reveal the results at each and every step of the analysis. AVAILABILITY: The database is available for free at http://cran.r-project.org/web/packages/pkDACLASS/index.html
format Text
id pubmed-3064853
institution National Center for Biotechnology Information
language English
publishDate 2011
publisher Biomedical Informatics
record_format MEDLINE/PubMed
spelling pubmed-30648532011-04-04 pkDACLASS: Open source software for analyzing MALDI-TOF data Ndukum, Juliet Atlas, Mourad Datta, Susmita Bioinformation Software In recent years, mass spectrometry has become one of the core technologies for high throughput proteomic profiling in biomedical research. However, reproducibility of the results using this technology was in question. It has been realized that sophisticated automatic signal processing algorithms using advanced statistical procedures are needed to analyze high resolution and high dimensional proteomic data, e.g., Matrix-Assisted Laser Desorption/Ionization Time-of-Flight (MALDI-TOF) data. In this paper we present a software package-pkDACLASS based on R which provides a complete data analysis solution for users of MALDITOF raw data. Complete data analysis comprises data preprocessing, monoisotopic peak detection through statistical model fitting and testing, alignment of the monoisotopic peaks for multiple samples and classification of the normal and diseased samples through the detected peaks. The software provides flexibility to the users to accomplish the complete and integrated analysis in one step or conduct analysis as a flexible platform and reveal the results at each and every step of the analysis. AVAILABILITY: The database is available for free at http://cran.r-project.org/web/packages/pkDACLASS/index.html Biomedical Informatics 2011-03-02 /pmc/articles/PMC3064853/ /pubmed/21464846 Text en © 2011 Biomedical Informatics This is an open-access article, which permits unrestricted use, distribution, and reproduction in any medium, for non-commercial purposes, provided the original author and source are credited.
spellingShingle Software
Ndukum, Juliet
Atlas, Mourad
Datta, Susmita
pkDACLASS: Open source software for analyzing MALDI-TOF data
title pkDACLASS: Open source software for analyzing MALDI-TOF data
title_full pkDACLASS: Open source software for analyzing MALDI-TOF data
title_fullStr pkDACLASS: Open source software for analyzing MALDI-TOF data
title_full_unstemmed pkDACLASS: Open source software for analyzing MALDI-TOF data
title_short pkDACLASS: Open source software for analyzing MALDI-TOF data
title_sort pkdaclass: open source software for analyzing maldi-tof data
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3064853/
https://www.ncbi.nlm.nih.gov/pubmed/21464846
work_keys_str_mv AT ndukumjuliet pkdaclassopensourcesoftwareforanalyzingmalditofdata
AT atlasmourad pkdaclassopensourcesoftwareforanalyzingmalditofdata
AT dattasusmita pkdaclassopensourcesoftwareforanalyzingmalditofdata