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 |
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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. 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><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-b369t-1ad62c01692cb449aafab55ce3de75c94e1dd22909494dfde859e2f79187ee943</citedby><cites>FETCH-LOGICAL-b369t-1ad62c01692cb449aafab55ce3de75c94e1dd22909494dfde859e2f79187ee943</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27663504$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><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><title>BCL-2 system analysis identifies high-risk colorectal cancer patients</title><title>Gut</title><addtitle>Gut</addtitle><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.</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 & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest Science Journals</collection><collection>ProQuest Biological Science Journals</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><jtitle>Gut</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lindner, Andreas U</au><au>Salvucci, Manuela</au><au>Morgan, Clare</au><au>Monsefi, Naser</au><au>Resler, Alexa J</au><au>Cremona, Mattia</au><au>Curry, Sarah</au><au>Toomey, Sinead</au><au>O'Byrne, Robert</au><au>Bacon, Orna</au><au>Stühler, Michael</au><au>Flanagan, Lorna</au><au>Wilson, Richard</au><au>Johnston, Patrick G</au><au>Salto-Tellez, Manuel</au><au>Camilleri-Broët, Sophie</au><au>McNamara, Deborah A</au><au>Kay, Elaine W</au><au>Hennessy, Bryan T</au><au>Laurent-Puig, Pierre</au><au>Van Schaeybroeck, Sandra</au><au>Prehn, Jochen H M</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>BCL-2 system analysis identifies high-risk colorectal cancer patients</atitle><jtitle>Gut</jtitle><addtitle>Gut</addtitle><date>2017-12</date><risdate>2017</risdate><volume>66</volume><issue>12</issue><spage>2141</spage><epage>2148</epage><pages>2141-2148</pages><issn>0017-5749</issn><eissn>1468-3288</eissn><abstract>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.</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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