BCL-2 system analysis identifies high-risk colorectal cancer patients

ObjectiveThe mitochondrial apoptosis pathway is controlled by an interaction of multiple BCL-2 family proteins, and plays a key role in tumour progression and therapy responses. We assessed the prognostic potential of an experimentally validated, mathematical model of BCL-2 protein interactions (DR_...

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Veröffentlicht in:Gut 2017-12, Vol.66 (12), p.2141-2148
Hauptverfasser: Lindner, Andreas U, Salvucci, Manuela, Morgan, Clare, Monsefi, Naser, Resler, Alexa J, Cremona, Mattia, Curry, Sarah, Toomey, Sinead, O'Byrne, Robert, Bacon, Orna, Stühler, Michael, Flanagan, Lorna, Wilson, Richard, Johnston, Patrick G, Salto-Tellez, Manuel, Camilleri-Broët, Sophie, McNamara, Deborah A, Kay, Elaine W, Hennessy, Bryan T, Laurent-Puig, Pierre, Van Schaeybroeck, Sandra, Prehn, Jochen H M
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container_end_page 2148
container_issue 12
container_start_page 2141
container_title Gut
container_volume 66
creator Lindner, Andreas U
Salvucci, Manuela
Morgan, Clare
Monsefi, Naser
Resler, Alexa J
Cremona, Mattia
Curry, Sarah
Toomey, Sinead
O'Byrne, Robert
Bacon, Orna
Stühler, Michael
Flanagan, Lorna
Wilson, Richard
Johnston, Patrick G
Salto-Tellez, Manuel
Camilleri-Broët, Sophie
McNamara, Deborah A
Kay, Elaine W
Hennessy, Bryan T
Laurent-Puig, Pierre
Van Schaeybroeck, Sandra
Prehn, Jochen H M
description ObjectiveThe mitochondrial apoptosis pathway is controlled by an interaction of multiple BCL-2 family proteins, and plays a key role in tumour progression and therapy responses. We assessed the prognostic potential of an experimentally validated, mathematical model of BCL-2 protein interactions (DR_MOMP) in patients with stage III colorectal cancer (CRC).DesignAbsolute protein levels of BCL-2 family proteins were determined in primary CRC tumours collected from n=128 resected and chemotherapy-treated patients with stage III CRC. We applied DR_MOMP to categorise patients as high or low risk based on model outputs, and compared model outputs with known prognostic factors (T-stage, N-stage, lymphovascular invasion). DR_MOMP signatures were validated on protein of n=156 patients with CRC from the Cancer Genome Atlas (TCGA) project.ResultsHigh-risk stage III patients identified by DR_MOMP had an approximately fivefold increased risk of death compared with patients identified as low risk (HR 5.2, 95% CI 1.4 to 17.9, p=0.02). The DR_MOMP signature ranked highest among all molecular and pathological features analysed. The prognostic signature was validated in the TCGA colon adenocarcinoma (COAD) cohort (HR 4.2, 95% CI 1.1 to 15.6, p=0.04). DR_MOMP also further stratified patients identified by supervised gene expression risk scores into low-risk and high-risk categories. BCL-2-dependent signalling critically contributed to treatment responses in consensus molecular subtypes 1 and 3, linking for the first time specific molecular subtypes to apoptosis signalling.ConclusionsDR_MOMP delivers a system-based biomarker with significant potential as a prognostic tool for stage III CRC that significantly improves established histopathological risk factors.
doi_str_mv 10.1136/gutjnl-2016-312287
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We assessed the prognostic potential of an experimentally validated, mathematical model of BCL-2 protein interactions (DR_MOMP) in patients with stage III colorectal cancer (CRC).DesignAbsolute protein levels of BCL-2 family proteins were determined in primary CRC tumours collected from n=128 resected and chemotherapy-treated patients with stage III CRC. We applied DR_MOMP to categorise patients as high or low risk based on model outputs, and compared model outputs with known prognostic factors (T-stage, N-stage, lymphovascular invasion). DR_MOMP signatures were validated on protein of n=156 patients with CRC from the Cancer Genome Atlas (TCGA) project.ResultsHigh-risk stage III patients identified by DR_MOMP had an approximately fivefold increased risk of death compared with patients identified as low risk (HR 5.2, 95% CI 1.4 to 17.9, p=0.02). The DR_MOMP signature ranked highest among all molecular and pathological features analysed. The prognostic signature was validated in the TCGA colon adenocarcinoma (COAD) cohort (HR 4.2, 95% CI 1.1 to 15.6, p=0.04). DR_MOMP also further stratified patients identified by supervised gene expression risk scores into low-risk and high-risk categories. BCL-2-dependent signalling critically contributed to treatment responses in consensus molecular subtypes 1 and 3, linking for the first time specific molecular subtypes to apoptosis signalling.ConclusionsDR_MOMP delivers a system-based biomarker with significant potential as a prognostic tool for stage III CRC that significantly improves established histopathological risk factors.</description><identifier>ISSN: 0017-5749</identifier><identifier>EISSN: 1468-3288</identifier><identifier>DOI: 10.1136/gutjnl-2016-312287</identifier><identifier>PMID: 27663504</identifier><language>eng</language><publisher>England: BMJ Publishing Group LTD</publisher><subject>Adenocarcinoma ; Adult ; Apoptosis ; Arrays ; Bcl-2 protein ; Bioinformatics ; Biomarkers, Tumor - genetics ; Cancer therapies ; Chemotherapy ; Clinical decision making ; Colorectal cancer ; Colorectal carcinoma ; Colorectal Neoplasms - genetics ; Colorectal Neoplasms - mortality ; Colorectal Neoplasms - pathology ; Decision Support Systems, Clinical ; Female ; Gene expression ; Genomes ; Humans ; Immunoglobulins ; Lymphatic Metastasis ; Major outer membrane protein ; Male ; Mathematical models ; Metastasis ; Mitochondria ; Mutation ; Neoplasm Staging ; Ordinary differential equations ; Patients ; Prognosis ; Protein interaction ; Proteins ; Proto-Oncogene Proteins c-bcl-2 - genetics ; Risk Assessment ; Risk factors ; Signal transduction ; Surgery ; Survival Rate ; Tumors</subject><ispartof>Gut, 2017-12, Vol.66 (12), p.2141-2148</ispartof><rights>Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing</rights><rights>Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing/.</rights><rights>Copyright: 2016 Published by the BMJ Publishing Group Limited. 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We assessed the prognostic potential of an experimentally validated, mathematical model of BCL-2 protein interactions (DR_MOMP) in patients with stage III colorectal cancer (CRC).DesignAbsolute protein levels of BCL-2 family proteins were determined in primary CRC tumours collected from n=128 resected and chemotherapy-treated patients with stage III CRC. We applied DR_MOMP to categorise patients as high or low risk based on model outputs, and compared model outputs with known prognostic factors (T-stage, N-stage, lymphovascular invasion). DR_MOMP signatures were validated on protein of n=156 patients with CRC from the Cancer Genome Atlas (TCGA) project.ResultsHigh-risk stage III patients identified by DR_MOMP had an approximately fivefold increased risk of death compared with patients identified as low risk (HR 5.2, 95% CI 1.4 to 17.9, p=0.02). The DR_MOMP signature ranked highest among all molecular and pathological features analysed. The prognostic signature was validated in the TCGA colon adenocarcinoma (COAD) cohort (HR 4.2, 95% CI 1.1 to 15.6, p=0.04). DR_MOMP also further stratified patients identified by supervised gene expression risk scores into low-risk and high-risk categories. BCL-2-dependent signalling critically contributed to treatment responses in consensus molecular subtypes 1 and 3, linking for the first time specific molecular subtypes to apoptosis signalling.ConclusionsDR_MOMP delivers a system-based biomarker with significant potential as a prognostic tool for stage III CRC that significantly improves established histopathological risk factors.</description><subject>Adenocarcinoma</subject><subject>Adult</subject><subject>Apoptosis</subject><subject>Arrays</subject><subject>Bcl-2 protein</subject><subject>Bioinformatics</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Cancer therapies</subject><subject>Chemotherapy</subject><subject>Clinical decision making</subject><subject>Colorectal cancer</subject><subject>Colorectal carcinoma</subject><subject>Colorectal Neoplasms - genetics</subject><subject>Colorectal Neoplasms - mortality</subject><subject>Colorectal Neoplasms - pathology</subject><subject>Decision Support Systems, Clinical</subject><subject>Female</subject><subject>Gene expression</subject><subject>Genomes</subject><subject>Humans</subject><subject>Immunoglobulins</subject><subject>Lymphatic Metastasis</subject><subject>Major outer membrane protein</subject><subject>Male</subject><subject>Mathematical models</subject><subject>Metastasis</subject><subject>Mitochondria</subject><subject>Mutation</subject><subject>Neoplasm Staging</subject><subject>Ordinary differential equations</subject><subject>Patients</subject><subject>Prognosis</subject><subject>Protein interaction</subject><subject>Proteins</subject><subject>Proto-Oncogene Proteins c-bcl-2 - genetics</subject><subject>Risk Assessment</subject><subject>Risk factors</subject><subject>Signal transduction</subject><subject>Surgery</subject><subject>Survival Rate</subject><subject>Tumors</subject><issn>0017-5749</issn><issn>1468-3288</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><recordid>eNqNkLlOxDAURS0EgmHgByhQJBoag7d4KWE0LNJINFBHjvMCDlkGOynm7zEKUFBRvebcq_sOQmeUXFHK5fXrNDZ9ixmhEnPKmFZ7aEGF1JgzrffRghCqcK6EOULHMTaEEK0NPURHTEnJcyIWaH272mCWxV0coctsb9td9DHzFfSjrz3E7M2_vuHg43vmhnYI4EbbZs72DkK2taNPYDxBB7VtI5x-3yV6uVs_rx7w5un-cXWzwSWXZsTUVpK5NNcwVwphrK1tmecOeAUqd0YArSrGDDHCiKquQOcGWK0M1QrACL5El3PvNgwfE8Sx6Hx00La2h2GKBU0BxWme64Re_EGbYQrpv0QZRQyVmstEsZlyYYgxQF1sg-9s2BWUFF-Si1ly8SW5mCWn0Pl39VR2UP1GfqwmAM9A2TX_KfwEjJ2G_Q</recordid><startdate>201712</startdate><enddate>201712</enddate><creator>Lindner, Andreas U</creator><creator>Salvucci, Manuela</creator><creator>Morgan, Clare</creator><creator>Monsefi, Naser</creator><creator>Resler, Alexa J</creator><creator>Cremona, Mattia</creator><creator>Curry, Sarah</creator><creator>Toomey, Sinead</creator><creator>O'Byrne, Robert</creator><creator>Bacon, Orna</creator><creator>Stühler, Michael</creator><creator>Flanagan, Lorna</creator><creator>Wilson, Richard</creator><creator>Johnston, Patrick G</creator><creator>Salto-Tellez, Manuel</creator><creator>Camilleri-Broët, Sophie</creator><creator>McNamara, Deborah A</creator><creator>Kay, Elaine W</creator><creator>Hennessy, Bryan T</creator><creator>Laurent-Puig, Pierre</creator><creator>Van Schaeybroeck, Sandra</creator><creator>Prehn, Jochen H M</creator><general>BMJ Publishing Group LTD</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>88I</scope><scope>8AF</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>BTHHO</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>M7P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>7X8</scope></search><sort><creationdate>201712</creationdate><title>BCL-2 system analysis identifies high-risk colorectal cancer patients</title><author>Lindner, Andreas U ; Salvucci, Manuela ; Morgan, Clare ; Monsefi, Naser ; Resler, Alexa J ; Cremona, Mattia ; Curry, Sarah ; Toomey, Sinead ; O'Byrne, Robert ; Bacon, Orna ; Stühler, Michael ; Flanagan, Lorna ; Wilson, Richard ; Johnston, Patrick G ; Salto-Tellez, Manuel ; Camilleri-Broët, Sophie ; McNamara, Deborah A ; Kay, Elaine W ; Hennessy, Bryan T ; Laurent-Puig, Pierre ; Van Schaeybroeck, Sandra ; Prehn, Jochen H M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-b369t-1ad62c01692cb449aafab55ce3de75c94e1dd22909494dfde859e2f79187ee943</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Adenocarcinoma</topic><topic>Adult</topic><topic>Apoptosis</topic><topic>Arrays</topic><topic>Bcl-2 protein</topic><topic>Bioinformatics</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Cancer therapies</topic><topic>Chemotherapy</topic><topic>Clinical decision making</topic><topic>Colorectal cancer</topic><topic>Colorectal carcinoma</topic><topic>Colorectal Neoplasms - genetics</topic><topic>Colorectal Neoplasms - mortality</topic><topic>Colorectal Neoplasms - pathology</topic><topic>Decision Support Systems, Clinical</topic><topic>Female</topic><topic>Gene expression</topic><topic>Genomes</topic><topic>Humans</topic><topic>Immunoglobulins</topic><topic>Lymphatic Metastasis</topic><topic>Major outer membrane protein</topic><topic>Male</topic><topic>Mathematical models</topic><topic>Metastasis</topic><topic>Mitochondria</topic><topic>Mutation</topic><topic>Neoplasm Staging</topic><topic>Ordinary differential equations</topic><topic>Patients</topic><topic>Prognosis</topic><topic>Protein interaction</topic><topic>Proteins</topic><topic>Proto-Oncogene Proteins c-bcl-2 - genetics</topic><topic>Risk Assessment</topic><topic>Risk factors</topic><topic>Signal transduction</topic><topic>Surgery</topic><topic>Survival Rate</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lindner, Andreas U</creatorcontrib><creatorcontrib>Salvucci, Manuela</creatorcontrib><creatorcontrib>Morgan, Clare</creatorcontrib><creatorcontrib>Monsefi, Naser</creatorcontrib><creatorcontrib>Resler, Alexa J</creatorcontrib><creatorcontrib>Cremona, Mattia</creatorcontrib><creatorcontrib>Curry, Sarah</creatorcontrib><creatorcontrib>Toomey, Sinead</creatorcontrib><creatorcontrib>O'Byrne, Robert</creatorcontrib><creatorcontrib>Bacon, Orna</creatorcontrib><creatorcontrib>Stühler, Michael</creatorcontrib><creatorcontrib>Flanagan, Lorna</creatorcontrib><creatorcontrib>Wilson, Richard</creatorcontrib><creatorcontrib>Johnston, Patrick G</creatorcontrib><creatorcontrib>Salto-Tellez, Manuel</creatorcontrib><creatorcontrib>Camilleri-Broët, Sophie</creatorcontrib><creatorcontrib>McNamara, Deborah A</creatorcontrib><creatorcontrib>Kay, Elaine W</creatorcontrib><creatorcontrib>Hennessy, Bryan T</creatorcontrib><creatorcontrib>Laurent-Puig, Pierre</creatorcontrib><creatorcontrib>Van Schaeybroeck, Sandra</creatorcontrib><creatorcontrib>Prehn, Jochen H M</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Health and Medical</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>STEM Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>BMJ Journals</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health &amp; 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We assessed the prognostic potential of an experimentally validated, mathematical model of BCL-2 protein interactions (DR_MOMP) in patients with stage III colorectal cancer (CRC).DesignAbsolute protein levels of BCL-2 family proteins were determined in primary CRC tumours collected from n=128 resected and chemotherapy-treated patients with stage III CRC. We applied DR_MOMP to categorise patients as high or low risk based on model outputs, and compared model outputs with known prognostic factors (T-stage, N-stage, lymphovascular invasion). DR_MOMP signatures were validated on protein of n=156 patients with CRC from the Cancer Genome Atlas (TCGA) project.ResultsHigh-risk stage III patients identified by DR_MOMP had an approximately fivefold increased risk of death compared with patients identified as low risk (HR 5.2, 95% CI 1.4 to 17.9, p=0.02). The DR_MOMP signature ranked highest among all molecular and pathological features analysed. The prognostic signature was validated in the TCGA colon adenocarcinoma (COAD) cohort (HR 4.2, 95% CI 1.1 to 15.6, p=0.04). DR_MOMP also further stratified patients identified by supervised gene expression risk scores into low-risk and high-risk categories. BCL-2-dependent signalling critically contributed to treatment responses in consensus molecular subtypes 1 and 3, linking for the first time specific molecular subtypes to apoptosis signalling.ConclusionsDR_MOMP delivers a system-based biomarker with significant potential as a prognostic tool for stage III CRC that significantly improves established histopathological risk factors.</abstract><cop>England</cop><pub>BMJ Publishing Group LTD</pub><pmid>27663504</pmid><doi>10.1136/gutjnl-2016-312287</doi><tpages>8</tpages></addata></record>
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subjects Adenocarcinoma
Adult
Apoptosis
Arrays
Bcl-2 protein
Bioinformatics
Biomarkers, Tumor - genetics
Cancer therapies
Chemotherapy
Clinical decision making
Colorectal cancer
Colorectal carcinoma
Colorectal Neoplasms - genetics
Colorectal Neoplasms - mortality
Colorectal Neoplasms - pathology
Decision Support Systems, Clinical
Female
Gene expression
Genomes
Humans
Immunoglobulins
Lymphatic Metastasis
Major outer membrane protein
Male
Mathematical models
Metastasis
Mitochondria
Mutation
Neoplasm Staging
Ordinary differential equations
Patients
Prognosis
Protein interaction
Proteins
Proto-Oncogene Proteins c-bcl-2 - genetics
Risk Assessment
Risk factors
Signal transduction
Surgery
Survival Rate
Tumors
title BCL-2 system analysis identifies high-risk colorectal cancer patients
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