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 in | Nature communications Vol. 7; no. 1; p. 11906 |
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Main Authors | , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
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London
Nature Publishing Group UK
28.06.2016
Nature Publishing Group Nature Portfolio |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Yunee surname: Kim fullname: Kim, Yunee organization: Department of Medical Biophysics, University of Toronto – sequence: 2 givenname: Jouhyun surname: Jeon fullname: Jeon, Jouhyun organization: Informatics and Bio-computing Program, Ontario Institute for Cancer Research – sequence: 3 givenname: Salvador surname: Mejia fullname: Mejia, Salvador organization: Princess Margaret Cancer Center, University Health Network – sequence: 4 givenname: Cindy Q surname: Yao fullname: Yao, Cindy Q organization: Department of Medical Biophysics, University of Toronto, Informatics and Bio-computing Program, Ontario Institute for Cancer Research – sequence: 5 givenname: Vladimir surname: Ignatchenko fullname: Ignatchenko, Vladimir organization: Princess Margaret Cancer Center, University Health Network – sequence: 6 givenname: Julius O surname: Nyalwidhe fullname: Nyalwidhe, Julius O organization: Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School – sequence: 7 givenname: Anthony O surname: Gramolini fullname: Gramolini, Anthony O organization: Department of Physiology, University of Toronto – sequence: 8 givenname: Raymond S surname: Lance fullname: Lance, Raymond S organization: Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School, Department of Urology, Eastern Virginia Medical School – sequence: 9 givenname: Dean A surname: Troyer fullname: Troyer, Dean A organization: Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School – sequence: 10 givenname: Richard R surname: Drake fullname: Drake, Richard R organization: Department of Cell and Molecular Pharmacology and Experimental Therapeutics, Medical University of South Carolina – sequence: 11 givenname: Paul C 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 – sequence: 12 givenname: O. John surname: Semmes fullname: Semmes, O. John email: SemmesOJ@EVMS.EDU organization: Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Leroy T. Canoles Jr. Cancer Research Center, Eastern Virginia Medical School – sequence: 13 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 |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/27350604$$D View this record in MEDLINE/PubMed |
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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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Title | Targeted proteomics identifies liquid-biopsy signatures for extracapsular prostate cancer |
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