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Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings

Characterization of disease-associated proteins improves our understanding of disease pathophysiology. Obtaining a comprehensive coverage of the proteome is challenging, mainly due to limited statistical power and an inability to verify hundreds of putative biomarkers. In an effort to address these...

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Autores principales: Latosinska, Agnieszka, Makridakis, Manousos, Frantzi, Maria, Borràs, Daniel M., Janssen, Bart, Mullen, William, Zoidakis, Jerome, Merseburger, Axel S., Jankowski, Vera, Mischak, Harald, Vlahou, Antonia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863247/
https://www.ncbi.nlm.nih.gov/pubmed/27167498
http://dx.doi.org/10.1038/srep25619
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author Latosinska, Agnieszka
Makridakis, Manousos
Frantzi, Maria
Borràs, Daniel M.
Janssen, Bart
Mullen, William
Zoidakis, Jerome
Merseburger, Axel S.
Jankowski, Vera
Mischak, Harald
Vlahou, Antonia
author_facet Latosinska, Agnieszka
Makridakis, Manousos
Frantzi, Maria
Borràs, Daniel M.
Janssen, Bart
Mullen, William
Zoidakis, Jerome
Merseburger, Axel S.
Jankowski, Vera
Mischak, Harald
Vlahou, Antonia
author_sort Latosinska, Agnieszka
collection PubMed
description Characterization of disease-associated proteins improves our understanding of disease pathophysiology. Obtaining a comprehensive coverage of the proteome is challenging, mainly due to limited statistical power and an inability to verify hundreds of putative biomarkers. In an effort to address these issues, we investigated the value of parallel analysis of compartment-specific proteomes with an assessment of findings by cross-strategy and cross-omics (proteomics-transcriptomics) agreement. The validity of the individual datasets and of a “verified” dataset based on cross-strategy/omics agreement was defined following their comparison with published literature. The proteomic analysis of the cell extract, Endoplasmic Reticulum/Golgi apparatus and conditioned medium of T24 vs. its metastatic subclone T24M bladder cancer cells allowed the identification of 253, 217 and 256 significant changes, respectively. Integration of these findings with transcriptomics resulted in 253 “verified” proteins based on the agreement of at least 2 strategies. This approach revealed findings of higher validity, as supported by a higher level of agreement in the literature data than those of individual datasets. As an example, the coverage and shortlisting of targets in the IL-8 signalling pathway are discussed. Collectively, an integrative analysis appears a safer way to evaluate -omics datasets and ultimately generate models from valid observations.
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spelling pubmed-48632472016-05-23 Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings Latosinska, Agnieszka Makridakis, Manousos Frantzi, Maria Borràs, Daniel M. Janssen, Bart Mullen, William Zoidakis, Jerome Merseburger, Axel S. Jankowski, Vera Mischak, Harald Vlahou, Antonia Sci Rep Article Characterization of disease-associated proteins improves our understanding of disease pathophysiology. Obtaining a comprehensive coverage of the proteome is challenging, mainly due to limited statistical power and an inability to verify hundreds of putative biomarkers. In an effort to address these issues, we investigated the value of parallel analysis of compartment-specific proteomes with an assessment of findings by cross-strategy and cross-omics (proteomics-transcriptomics) agreement. The validity of the individual datasets and of a “verified” dataset based on cross-strategy/omics agreement was defined following their comparison with published literature. The proteomic analysis of the cell extract, Endoplasmic Reticulum/Golgi apparatus and conditioned medium of T24 vs. its metastatic subclone T24M bladder cancer cells allowed the identification of 253, 217 and 256 significant changes, respectively. Integration of these findings with transcriptomics resulted in 253 “verified” proteins based on the agreement of at least 2 strategies. This approach revealed findings of higher validity, as supported by a higher level of agreement in the literature data than those of individual datasets. As an example, the coverage and shortlisting of targets in the IL-8 signalling pathway are discussed. Collectively, an integrative analysis appears a safer way to evaluate -omics datasets and ultimately generate models from valid observations. Nature Publishing Group 2016-05-11 /pmc/articles/PMC4863247/ /pubmed/27167498 http://dx.doi.org/10.1038/srep25619 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Latosinska, Agnieszka
Makridakis, Manousos
Frantzi, Maria
Borràs, Daniel M.
Janssen, Bart
Mullen, William
Zoidakis, Jerome
Merseburger, Axel S.
Jankowski, Vera
Mischak, Harald
Vlahou, Antonia
Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title_full Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title_fullStr Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title_full_unstemmed Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title_short Integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
title_sort integrative analysis of extracellular and intracellular bladder cancer cell line proteome with transcriptome: improving coverage and validity of –omics findings
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863247/
https://www.ncbi.nlm.nih.gov/pubmed/27167498
http://dx.doi.org/10.1038/srep25619
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