Targeted proteomics identifies liquid-biopsy signatures for extracapsular prostate cancer

Biomarkers are rapidly gaining importance in personalized medicine. Although numerous molecular signatures have been developed over the past decade, there is a lack of overlap and many biomarkers fail to validate in independent patient cohorts and hence are not useful for clinical application. For t...

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Published inNature communications Vol. 7; no. 1; p. 11906
Main Authors Kim, Yunee, Jeon, Jouhyun, Mejia, Salvador, Yao, Cindy Q, Ignatchenko, Vladimir, Nyalwidhe, Julius O, Gramolini, Anthony O, Lance, Raymond S, Troyer, Dean A, Drake, Richard R, Boutros, Paul C, Semmes, O. John, Kislinger, Thomas
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 28.06.2016
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Abstract Biomarkers are rapidly gaining importance in personalized medicine. Although numerous molecular signatures have been developed over the past decade, there is a lack of overlap and many biomarkers fail to validate in independent patient cohorts and hence are not useful for clinical application. For these reasons, identification of novel and robust biomarkers remains a formidable challenge. We combine targeted proteomics with computational biology to discover robust proteomic signatures for prostate cancer. Quantitative proteomics conducted in expressed prostatic secretions from men with extraprostatic and organ-confined prostate cancers identified 133 differentially expressed proteins. Using synthetic peptides, we evaluate them by targeted proteomics in a 74-patient cohort of expressed prostatic secretions in urine. We quantify a panel of 34 candidates in an independent 207-patient cohort. We apply machine-learning approaches to develop clinical predictive models for prostate cancer diagnosis and prognosis. Our results demonstrate that computationally guided proteomics can discover highly accurate non-invasive biomarkers. Proteomic technologies are capable of identifying thousands of proteins in biological samples, but biomarker applications are lagging. Here the authors use Multiple Reaction Monitoring Mass Spectrometry to delineate peptide signatures that accurately distinguish between defined prostate cancer patient risk groups.
AbstractList Biomarkers are rapidly gaining importance in personalized medicine. Although numerous molecular signatures have been developed over the past decade, there is a lack of overlap and many biomarkers fail to validate in independent patient cohorts and hence are not useful for clinical application. For these reasons, identification of novel and robust biomarkers remains a formidable challenge. We combine targeted proteomics with computational biology to discover robust proteomic signatures for prostate cancer. Quantitative proteomics conducted in expressed prostatic secretions from men with extraprostatic and organ-confined prostate cancers identified 133 differentially expressed proteins. Using synthetic peptides, we evaluate them by targeted proteomics in a 74-patient cohort of expressed prostatic secretions in urine. We quantify a panel of 34 candidates in an independent 207-patient cohort. We apply machine-learning approaches to develop clinical predictive models for prostate cancer diagnosis and prognosis. Our results demonstrate that computationally guided proteomics can discover highly accurate non-invasive biomarkers. Proteomic technologies are capable of identifying thousands of proteins in biological samples, but biomarker applications are lagging. Here the authors use Multiple Reaction Monitoring Mass Spectrometry to delineate peptide signatures that accurately distinguish between defined prostate cancer patient risk groups.
Biomarkers are rapidly gaining importance in personalized medicine. Although numerous molecular signatures have been developed over the past decade, there is a lack of overlap and many biomarkers fail to validate in independent patient cohorts and hence are not useful for clinical application. For these reasons, identification of novel and robust biomarkers remains a formidable challenge. We combine targeted proteomics with computational biology to discover robust proteomic signatures for prostate cancer. Quantitative proteomics conducted in expressed prostatic secretions from men with extraprostatic and organ-confined prostate cancers identified 133 differentially expressed proteins. Using synthetic peptides, we evaluate them by targeted proteomics in a 74-patient cohort of expressed prostatic secretions in urine. We quantify a panel of 34 candidates in an independent 207-patient cohort. We apply machine-learning approaches to develop clinical predictive models for prostate cancer diagnosis and prognosis. Our results demonstrate that computationally guided proteomics can discover highly accurate non-invasive biomarkers.
Proteomic technologies are capable of identifying thousands of proteins in biological samples, but biomarker applications are lagging. Here the authors use Multiple Reaction Monitoring Mass Spectrometry to delineate peptide signatures that accurately distinguish between defined prostate cancer patient risk groups.
ArticleNumber 11906
Author Drake, Richard R
Gramolini, Anthony O
Jeon, Jouhyun
Yao, Cindy Q
Troyer, Dean A
Kim, Yunee
Ignatchenko, Vladimir
Kislinger, Thomas
Nyalwidhe, Julius O
Mejia, Salvador
Semmes, O. John
Lance, Raymond S
Boutros, Paul C
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  surname: Kim
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  organization: Informatics and Bio-computing Program, Ontario Institute for Cancer Research
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  fullname: Mejia, Salvador
  organization: Princess Margaret Cancer Center, University Health Network
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  surname: Yao
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  organization: Department of Medical Biophysics, University of Toronto, Informatics and Bio-computing Program, Ontario Institute for Cancer Research
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  organization: Princess Margaret Cancer Center, University Health Network
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  organization: Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School, Department of Urology, Eastern Virginia Medical School
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  givenname: Dean A
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  organization: Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School
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  givenname: Richard R
  surname: Drake
  fullname: Drake, Richard R
  organization: Department of Cell and Molecular Pharmacology and Experimental Therapeutics, Medical University of South Carolina
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  orcidid: 0000-0003-0553-7520
  surname: Boutros
  fullname: Boutros, Paul C
  email: Paul.Boutros@oicr.on.ca
  organization: Department of Medical Biophysics, University of Toronto, Informatics and Bio-computing Program, Ontario Institute for Cancer Research, Department of Pharmacology and Toxicology, University of Toronto
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  givenname: O. John
  surname: Semmes
  fullname: Semmes, O. John
  email: SemmesOJ@EVMS.EDU
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  givenname: Thomas
  surname: Kislinger
  fullname: Kislinger, Thomas
  email: thomas.kislinger@utoronto.ca
  organization: Department of Medical Biophysics, University of Toronto, Princess Margaret Cancer Center, University Health Network
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Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. 2016 Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved.
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Snippet Biomarkers are rapidly gaining importance in personalized medicine. Although numerous molecular signatures have been developed over the past decade, there is a...
Proteomic technologies are capable of identifying thousands of proteins in biological samples, but biomarker applications are lagging. Here the authors use...
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SubjectTerms 631/553/117
631/61/475
631/67/589/466
692/308
82/16
82/58
Biomarkers
Biomarkers - urine
Biopsy
Cancer research
Humanities and Social Sciences
Humans
Liquid Biopsy
Male
Mass Spectrometry
Medical prognosis
Medical research
Middle Aged
multidisciplinary
Patients
Peptides
Prostate - pathology
Prostate cancer
Prostatic Neoplasms - pathology
Prostatic Neoplasms - urine
Proteins
Proteome
Proteomics
Science
Science (multidisciplinary)
Scientific imaging
Tumors
Urine
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Title Targeted proteomics identifies liquid-biopsy signatures for extracapsular prostate cancer
URI https://link.springer.com/article/10.1038/ncomms11906
https://www.ncbi.nlm.nih.gov/pubmed/27350604
https://www.proquest.com/docview/1799853878
https://search.proquest.com/docview/1800400992
https://pubmed.ncbi.nlm.nih.gov/PMC4931234
https://doaj.org/article/1db668735dc049b6843a5ba098f31c1d
Volume 7
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