Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer

Objective: Plasma protein biomarkers could be an efficient alternative for population-based screening for early detection of colorectal cancer (CRC). The objective of this study was to evaluate and validate plasma proteins individually and as a signature for early detection of CRC. Methods: In a thr...

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Main Authors: Megha Bhardwaj, Anton Gies, Korbinian Weigl, Kaja Tikk, Axel Benner, Petra Schrotz-King, Christoph H. Borchers, Hermann Brenner
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/11/10/1426
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spelling doaj-bb404a14b36843a9aa5003b14775f8802020-11-25T02:36:22ZengMDPI AGCancers2072-66942019-09-011110142610.3390/cancers11101426cancers11101426Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal CancerMegha Bhardwaj0Anton Gies1Korbinian Weigl2Kaja Tikk3Axel Benner4Petra Schrotz-King5Christoph H. Borchers6Hermann Brenner7Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), 69120 Heidelberg, GermanyDivision of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), 69120 Heidelberg, GermanyDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDivision of Biostatistics, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDivision of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), 69120 Heidelberg, GermanyUniversity of Victoria-Genome British Columbia Proteomics Centre, University of Victoria (UVic), Victoria, BC V8Z 7X8, CanadaDivision of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), 69120 Heidelberg, GermanyObjective: Plasma protein biomarkers could be an efficient alternative for population-based screening for early detection of colorectal cancer (CRC). The objective of this study was to evaluate and validate plasma proteins individually and as a signature for early detection of CRC. Methods: In a three-stage design, proteins were measured firstly by liquid chromatography/multiple reaction monitoring-mass spectrometry (LC/MRM-MS) and later by proximity extension assay (PEA) in a discovery set consisting of 96 newly diagnosed CRC cases and 94 controls free of neoplasms at screening colonoscopy. Two algorithms (one for each measurement method) were derived by Lasso regression and .632+ bootstrap based on 11 proteins that were included in both the LC/MRM-MS and PEA measurements. Additionally, another algorithm was constructed from the same eleven biomarkers plus amphireglin, the most promising protein marker in the PEA measurements that had not been available from the LC/MRM-MS measurements. Lastly the three prediction signatures were validated with PEA in independent samples of participants of screening colonoscopy (CRC (<i>n</i> = 56), advanced adenoma (<i>n</i> = 101), and participants free of neoplasm (<i>n</i> = 102)). Results: The same four proteins were included in all three prediction signatures; mannan binding lectin serine protease 1, osteopontin, serum paraoxonase lactonase 3 and transferrin receptor protein 1, and the third prediction signature additionally included amphiregulin. In the independent validation set from a true screening setting, the five-marker blood-based signature including AREG presented areas under the curves of 0.82 (95% CI, 0.74&#8722;0.89), 0.86 (95% CI, 0.77&#8722;0.92) and 0.76 (95% CI, 0.64&#8722;0.86) for all, early and late stages CRC, respectively. Conclusion: Two different measurement methods consistently identified four protein markers and an algorithm additionally including amphiregulin, a marker measured by PEA only, showed promising performance for detecting early stage CRC in an independent validation in a true screening setting. These proteins may be potential candidates for blood-based tests for early detection of CRC.https://www.mdpi.com/2072-6694/11/10/1426colorectal cancerearly detectionscreeningbiomarkerspreventionproximity extension assaylc/mrm-msproteomics
collection DOAJ
language English
format Article
sources DOAJ
author Megha Bhardwaj
Anton Gies
Korbinian Weigl
Kaja Tikk
Axel Benner
Petra Schrotz-King
Christoph H. Borchers
Hermann Brenner
spellingShingle Megha Bhardwaj
Anton Gies
Korbinian Weigl
Kaja Tikk
Axel Benner
Petra Schrotz-King
Christoph H. Borchers
Hermann Brenner
Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
Cancers
colorectal cancer
early detection
screening
biomarkers
prevention
proximity extension assay
lc/mrm-ms
proteomics
author_facet Megha Bhardwaj
Anton Gies
Korbinian Weigl
Kaja Tikk
Axel Benner
Petra Schrotz-King
Christoph H. Borchers
Hermann Brenner
author_sort Megha Bhardwaj
title Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
title_short Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
title_full Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
title_fullStr Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
title_full_unstemmed Evaluation and Validation of Plasma Proteins Using Two Different Protein Detection Methods for Early Detection of Colorectal Cancer
title_sort evaluation and validation of plasma proteins using two different protein detection methods for early detection of colorectal cancer
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2019-09-01
description Objective: Plasma protein biomarkers could be an efficient alternative for population-based screening for early detection of colorectal cancer (CRC). The objective of this study was to evaluate and validate plasma proteins individually and as a signature for early detection of CRC. Methods: In a three-stage design, proteins were measured firstly by liquid chromatography/multiple reaction monitoring-mass spectrometry (LC/MRM-MS) and later by proximity extension assay (PEA) in a discovery set consisting of 96 newly diagnosed CRC cases and 94 controls free of neoplasms at screening colonoscopy. Two algorithms (one for each measurement method) were derived by Lasso regression and .632+ bootstrap based on 11 proteins that were included in both the LC/MRM-MS and PEA measurements. Additionally, another algorithm was constructed from the same eleven biomarkers plus amphireglin, the most promising protein marker in the PEA measurements that had not been available from the LC/MRM-MS measurements. Lastly the three prediction signatures were validated with PEA in independent samples of participants of screening colonoscopy (CRC (<i>n</i> = 56), advanced adenoma (<i>n</i> = 101), and participants free of neoplasm (<i>n</i> = 102)). Results: The same four proteins were included in all three prediction signatures; mannan binding lectin serine protease 1, osteopontin, serum paraoxonase lactonase 3 and transferrin receptor protein 1, and the third prediction signature additionally included amphiregulin. In the independent validation set from a true screening setting, the five-marker blood-based signature including AREG presented areas under the curves of 0.82 (95% CI, 0.74&#8722;0.89), 0.86 (95% CI, 0.77&#8722;0.92) and 0.76 (95% CI, 0.64&#8722;0.86) for all, early and late stages CRC, respectively. Conclusion: Two different measurement methods consistently identified four protein markers and an algorithm additionally including amphiregulin, a marker measured by PEA only, showed promising performance for detecting early stage CRC in an independent validation in a true screening setting. These proteins may be potential candidates for blood-based tests for early detection of CRC.
topic colorectal cancer
early detection
screening
biomarkers
prevention
proximity extension assay
lc/mrm-ms
proteomics
url https://www.mdpi.com/2072-6694/11/10/1426
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