Molecular serum portraits in patients with primary breast cancer predict the development of distant metastases
The risk of distant recurrence in breast cancer patients is difficult to assess with current clinical and histopathological parameters, and no validated serum biomarkers currently exist. Using a recently developed recombinant antibody microarray platform containing 135 antibodies against 65 mainly i...
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creator | Carlsson, Anders Wingren, Christer Kristensson, Malin Rose, Carsten Fernö, Mårten Olsson, Håkan Jernström, Helena Ek, Sara Gustavsson, Elin Ingvar, Christian Ohlsson, Mattias Peterson, Carsten Borrebaeck, Carl A. K |
description | The risk of distant recurrence in breast cancer patients is difficult to assess with current clinical and histopathological parameters, and no validated serum biomarkers currently exist. Using a recently developed recombinant antibody microarray platform containing 135 antibodies against 65 mainly immunoregulatory proteins, we screened 240 sera from 64 patients with primary breast cancer. This unique longitudinal sample material was collected from each patient between 0 and 36 mo after the primary operation. The velocity for each serum protein was determined by comparing the samples collected at the primary operation and then 3–6 mo later. A 21-protein signature was identified, using leave-one-out cross-validation together with a backward elimination strategy in a training cohort. This signature was tested and evaluated subsequently in an independent test cohort (prevalidation). The risk of developing distant recurrence after primary operation could be assessed for each patient, using her molecular portraits. The results from this prevalidation study showed that patients could be classified into high- versus low-risk groups for developing metastatic breast cancer with a receiver operating characteristic area under the curve of 0.85. This risk assessment was not dependent on the type of adjuvant therapy received by the patients. Even more importantly, we demonstrated that this protein signature provided an added value compared with conventional clinical parameters. Consequently, we present here a candidate serum biomarker signature able to classify patients with primary breast cancer according to their risk of developing distant recurrence, with an accuracy outperforming current procedures. |
doi_str_mv | 10.1073/pnas.1103125108 |
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K</creator><creatorcontrib>Carlsson, Anders ; Wingren, Christer ; Kristensson, Malin ; Rose, Carsten ; Fernö, Mårten ; Olsson, Håkan ; Jernström, Helena ; Ek, Sara ; Gustavsson, Elin ; Ingvar, Christian ; Ohlsson, Mattias ; Peterson, Carsten ; Borrebaeck, Carl A. K</creatorcontrib><description>The risk of distant recurrence in breast cancer patients is difficult to assess with current clinical and histopathological parameters, and no validated serum biomarkers currently exist. Using a recently developed recombinant antibody microarray platform containing 135 antibodies against 65 mainly immunoregulatory proteins, we screened 240 sera from 64 patients with primary breast cancer. This unique longitudinal sample material was collected from each patient between 0 and 36 mo after the primary operation. The velocity for each serum protein was determined by comparing the samples collected at the primary operation and then 3–6 mo later. A 21-protein signature was identified, using leave-one-out cross-validation together with a backward elimination strategy in a training cohort. This signature was tested and evaluated subsequently in an independent test cohort (prevalidation). The risk of developing distant recurrence after primary operation could be assessed for each patient, using her molecular portraits. The results from this prevalidation study showed that patients could be classified into high- versus low-risk groups for developing metastatic breast cancer with a receiver operating characteristic area under the curve of 0.85. This risk assessment was not dependent on the type of adjuvant therapy received by the patients. Even more importantly, we demonstrated that this protein signature provided an added value compared with conventional clinical parameters. Consequently, we present here a candidate serum biomarker signature able to classify patients with primary breast cancer according to their risk of developing distant recurrence, with an accuracy outperforming current procedures.</description><identifier>ISSN: 0027-8424</identifier><identifier>ISSN: 1091-6490</identifier><identifier>EISSN: 1091-6490</identifier><identifier>DOI: 10.1073/pnas.1103125108</identifier><identifier>PMID: 21844363</identifier><language>eng</language><publisher>United States: National Academy of Sciences</publisher><subject>Adjuvant therapy ; Algorithms ; Antibodies ; antibody microarrays ; Biological markers ; Biological Sciences ; Biomarkers ; Biomarkers, Tumor - blood ; blood proteins ; Breast cancer ; breast neoplasms ; Breast Neoplasms - blood ; Breast Neoplasms - diagnosis ; Breast Neoplasms - drug therapy ; Breast Neoplasms - pathology ; Cancer and Oncology ; Cancer och onkologi ; Chemotherapy, Adjuvant ; Clinical Medicine ; Demography ; Female ; histopathology ; Humans ; Kirurgi ; Klinisk medicin ; Medical and Health Sciences ; Medicin och hälsovetenskap ; Metastasis ; Middle Aged ; Neoplasm Metastasis ; patients ; Proteins ; Proteomes ; Proteomics ; Recurrence ; Relapse ; Reproducibility of Results ; Retrospective Studies ; risk ; Risk assessment ; Risk Factors ; Signatures ; Surgery ; therapeutics ; Tumors ; value added</subject><ispartof>Proceedings of the National Academy of Sciences - PNAS, 2011-08, Vol.108 (34), p.14252-14257</ispartof><rights>copyright © 1993–2008 National Academy of Sciences of the United States of America</rights><rights>Copyright National Academy of Sciences Aug 23, 2011</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c592t-72e9805a1ca27ceeb2315e56ad67cbf52c5dafcf354da02ac6568aeda99f5a73</citedby><cites>FETCH-LOGICAL-c592t-72e9805a1ca27ceeb2315e56ad67cbf52c5dafcf354da02ac6568aeda99f5a73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Uhttp://www.pnas.org/content/108/34.cover.gif</thumbnail><linktopdf>$$Uhttps://www.jstor.org/stable/pdf/27979493$$EPDF$$P50$$Gjstor$$H</linktopdf><linktohtml>$$Uhttps://www.jstor.org/stable/27979493$$EHTML$$P50$$Gjstor$$H</linktohtml><link.rule.ids>230,314,550,723,776,780,799,881,27901,27902,53766,53768,57992,58225</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/21844363$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://lup.lub.lu.se/record/2151027$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Carlsson, Anders</creatorcontrib><creatorcontrib>Wingren, Christer</creatorcontrib><creatorcontrib>Kristensson, Malin</creatorcontrib><creatorcontrib>Rose, Carsten</creatorcontrib><creatorcontrib>Fernö, Mårten</creatorcontrib><creatorcontrib>Olsson, Håkan</creatorcontrib><creatorcontrib>Jernström, Helena</creatorcontrib><creatorcontrib>Ek, Sara</creatorcontrib><creatorcontrib>Gustavsson, Elin</creatorcontrib><creatorcontrib>Ingvar, Christian</creatorcontrib><creatorcontrib>Ohlsson, Mattias</creatorcontrib><creatorcontrib>Peterson, Carsten</creatorcontrib><creatorcontrib>Borrebaeck, Carl A. K</creatorcontrib><title>Molecular serum portraits in patients with primary breast cancer predict the development of distant metastases</title><title>Proceedings of the National Academy of Sciences - PNAS</title><addtitle>Proc Natl Acad Sci U S A</addtitle><description>The risk of distant recurrence in breast cancer patients is difficult to assess with current clinical and histopathological parameters, and no validated serum biomarkers currently exist. Using a recently developed recombinant antibody microarray platform containing 135 antibodies against 65 mainly immunoregulatory proteins, we screened 240 sera from 64 patients with primary breast cancer. This unique longitudinal sample material was collected from each patient between 0 and 36 mo after the primary operation. The velocity for each serum protein was determined by comparing the samples collected at the primary operation and then 3–6 mo later. A 21-protein signature was identified, using leave-one-out cross-validation together with a backward elimination strategy in a training cohort. This signature was tested and evaluated subsequently in an independent test cohort (prevalidation). The risk of developing distant recurrence after primary operation could be assessed for each patient, using her molecular portraits. The results from this prevalidation study showed that patients could be classified into high- versus low-risk groups for developing metastatic breast cancer with a receiver operating characteristic area under the curve of 0.85. This risk assessment was not dependent on the type of adjuvant therapy received by the patients. Even more importantly, we demonstrated that this protein signature provided an added value compared with conventional clinical parameters. Consequently, we present here a candidate serum biomarker signature able to classify patients with primary breast cancer according to their risk of developing distant recurrence, with an accuracy outperforming current procedures.</description><subject>Adjuvant therapy</subject><subject>Algorithms</subject><subject>Antibodies</subject><subject>antibody microarrays</subject><subject>Biological markers</subject><subject>Biological Sciences</subject><subject>Biomarkers</subject><subject>Biomarkers, Tumor - blood</subject><subject>blood proteins</subject><subject>Breast cancer</subject><subject>breast neoplasms</subject><subject>Breast Neoplasms - blood</subject><subject>Breast Neoplasms - diagnosis</subject><subject>Breast Neoplasms - drug therapy</subject><subject>Breast Neoplasms - pathology</subject><subject>Cancer and Oncology</subject><subject>Cancer och onkologi</subject><subject>Chemotherapy, Adjuvant</subject><subject>Clinical Medicine</subject><subject>Demography</subject><subject>Female</subject><subject>histopathology</subject><subject>Humans</subject><subject>Kirurgi</subject><subject>Klinisk medicin</subject><subject>Medical and Health Sciences</subject><subject>Medicin och hälsovetenskap</subject><subject>Metastasis</subject><subject>Middle Aged</subject><subject>Neoplasm Metastasis</subject><subject>patients</subject><subject>Proteins</subject><subject>Proteomes</subject><subject>Proteomics</subject><subject>Recurrence</subject><subject>Relapse</subject><subject>Reproducibility of Results</subject><subject>Retrospective Studies</subject><subject>risk</subject><subject>Risk assessment</subject><subject>Risk Factors</subject><subject>Signatures</subject><subject>Surgery</subject><subject>therapeutics</subject><subject>Tumors</subject><subject>value added</subject><issn>0027-8424</issn><issn>1091-6490</issn><issn>1091-6490</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>D8T</sourceid><recordid>eNp9kktv1DAURiMEokNhzQqw2MBmWj8Te1MJVbykQSwoa-vGuelklMTBdlrx73GYoUNZEMmKE5977Gt9RfGc0TNGK3E-jRDPGKOCccWoflCsGDVsXUpDHxYrSnm11pLLk-JJjDtKqVGaPi5OONNSilKsivGL79HNPQQSMcwDmXxIAboUSTeSCVKHY57fdmlLptANEH6SOiDERByMDkP-i03nEklbJA3eYO-nIdcQ35KmiwnydMCUCyBifFo8aqGP-OzwPi2uPry_uvy03nz9-Pny3WbtlOFpXXE0mipgDnjlEGsumEJVQlNWrm4Vd6qB1rVCyQYoB1eqUgM2YEyroBKnxWavjbc4zbU9nNx66Gw_T3nUediIVmJLTQXONo0T-UtKa1RNrXT5gjA_Ssisu9jrsmvAxuX2AvT3rPdXxm5rr_2NFaxkSqoseHMQBP9jxpjs0EWHfQ8j-jlarZWhWhuRybf_JZkSRkpNJcvo63_QnZ_DmK918QnFuVh2Pt9DLvgYA7Z3p2bULhGyS4TsMUK54uXfzd7xfzKTAXIAlsqjTlshLZNc8Yy82CO7mHw4KipTGfm7y1f79Ra8hevQRfv9G6dM5oiWhkoufgGFEOMo</recordid><startdate>20110823</startdate><enddate>20110823</enddate><creator>Carlsson, Anders</creator><creator>Wingren, Christer</creator><creator>Kristensson, Malin</creator><creator>Rose, Carsten</creator><creator>Fernö, Mårten</creator><creator>Olsson, Håkan</creator><creator>Jernström, Helena</creator><creator>Ek, Sara</creator><creator>Gustavsson, Elin</creator><creator>Ingvar, Christian</creator><creator>Ohlsson, Mattias</creator><creator>Peterson, Carsten</creator><creator>Borrebaeck, Carl A. 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K</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Molecular serum portraits in patients with primary breast cancer predict the development of distant metastases</atitle><jtitle>Proceedings of the National Academy of Sciences - PNAS</jtitle><addtitle>Proc Natl Acad Sci U S A</addtitle><date>2011-08-23</date><risdate>2011</risdate><volume>108</volume><issue>34</issue><spage>14252</spage><epage>14257</epage><pages>14252-14257</pages><issn>0027-8424</issn><issn>1091-6490</issn><eissn>1091-6490</eissn><abstract>The risk of distant recurrence in breast cancer patients is difficult to assess with current clinical and histopathological parameters, and no validated serum biomarkers currently exist. Using a recently developed recombinant antibody microarray platform containing 135 antibodies against 65 mainly immunoregulatory proteins, we screened 240 sera from 64 patients with primary breast cancer. This unique longitudinal sample material was collected from each patient between 0 and 36 mo after the primary operation. The velocity for each serum protein was determined by comparing the samples collected at the primary operation and then 3–6 mo later. A 21-protein signature was identified, using leave-one-out cross-validation together with a backward elimination strategy in a training cohort. This signature was tested and evaluated subsequently in an independent test cohort (prevalidation). The risk of developing distant recurrence after primary operation could be assessed for each patient, using her molecular portraits. The results from this prevalidation study showed that patients could be classified into high- versus low-risk groups for developing metastatic breast cancer with a receiver operating characteristic area under the curve of 0.85. This risk assessment was not dependent on the type of adjuvant therapy received by the patients. Even more importantly, we demonstrated that this protein signature provided an added value compared with conventional clinical parameters. Consequently, we present here a candidate serum biomarker signature able to classify patients with primary breast cancer according to their risk of developing distant recurrence, with an accuracy outperforming current procedures.</abstract><cop>United States</cop><pub>National Academy of Sciences</pub><pmid>21844363</pmid><doi>10.1073/pnas.1103125108</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adjuvant therapy Algorithms Antibodies antibody microarrays Biological markers Biological Sciences Biomarkers Biomarkers, Tumor - blood blood proteins Breast cancer breast neoplasms Breast Neoplasms - blood Breast Neoplasms - diagnosis Breast Neoplasms - drug therapy Breast Neoplasms - pathology Cancer and Oncology Cancer och onkologi Chemotherapy, Adjuvant Clinical Medicine Demography Female histopathology Humans Kirurgi Klinisk medicin Medical and Health Sciences Medicin och hälsovetenskap Metastasis Middle Aged Neoplasm Metastasis patients Proteins Proteomes Proteomics Recurrence Relapse Reproducibility of Results Retrospective Studies risk Risk assessment Risk Factors Signatures Surgery therapeutics Tumors value added |
title | Molecular serum portraits in patients with primary breast cancer predict the development of distant metastases |
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