Skip to main content
Top
Published in: Breast Cancer Research and Treatment 2/2014

01-06-2014 | Preclinical study

Prognostic relevance of glycosylation-associated genes in breast cancer

Authors: Karin Milde-Langosch, Thomas Karn, Marcus Schmidt, Christine zu Eulenburg, Leticia Oliveira-Ferrer, Ralph M. Wirtz, Udo Schumacher, Isabell Witzel, Dina Schütze, Volkmar Müller

Published in: Breast Cancer Research and Treatment | Issue 2/2014

Login to get access

Abstract

Glycosylation of cellular proteins has important impact on their stability and functional properties, and glycan structures strongly influence cell adhesion. Many enzymes are involved in glycoconjugate synthesis and degradation, but there is only limited information about their role in breast cancer progression. Therefore, we retrieved RNA expression data of 202 glycosylation genes generated by microarray analysis (Affymetrix HG-U133A) in a cohort of 194 mammary carcinomas with long-term follow-up information. After univariate and multivariate Cox regression analysis, genes with independent prognostic value were identified. These were further analysed by Kaplan–Meier analysis and log-rank tests, and their prognostic value was validated in a second cohort of 200 tumour samples from patients without systemic therapy. In our first cohort, we identified 24 genes with independent prognostic value, coding for sixteen anabolic and eight catabolic enzymes. Functionally, these genes are involved in all important glycosylation pathways, namely O-glycosylation, N-glycosylation, O-fucosylation, synthesis of glycosaminoglycans and glycolipids. Eighteen genes also showed prognostic significance in chemotherapy-treated patients. In the second cohort, six of the 24 relevant genes were of prognostic significance (FUT1, FUCA1, POFUT1, MAN1A1, RPN1 and DPM1), whereas a trend was observed for three additional probesets (GCNT4, ST3GAL6 and UGCG). In a stratified analysis of molecular subtypes combining both cohorts, great differences appeared suggesting a predominant role of N-glycosylation in luminal cancers and O-glycosylation in triple-negative ones. Correlations of gene expression with metastases of various localizations point to a role of glycan structures in organ-specific metastatic spread. Our results indicate that various glycosylation reactions influence progression and metastasis of breast cancer and might thus represent potential therapeutic targets.
Appendix
Available only for authorised users
Literature
2.
go back to reference Arcaro KF, Wang J, Otis CN, Zuckerman BM (2004) Beta-galactosidase and alpha-mannosidase inhibit formation of multicellular nodules in breast cancer cell cultures. Anticancer Res 24:139–144PubMed Arcaro KF, Wang J, Otis CN, Zuckerman BM (2004) Beta-galactosidase and alpha-mannosidase inhibit formation of multicellular nodules in breast cancer cell cultures. Anticancer Res 24:139–144PubMed
5.
go back to reference Brockhausen I (1999) Pathways of O-glycan biosynthesis in cancer cells. Biochim Biophys Acta 1473:67–95PubMedCrossRef Brockhausen I (1999) Pathways of O-glycan biosynthesis in cancer cells. Biochim Biophys Acta 1473:67–95PubMedCrossRef
6.
go back to reference Carvalho AS, Harduin-Lepers A, Magalhaes A, Machado E, Mendes N, Costa LT, Matthiesen R, Almeida R, Costa J, Reis CA (2010) Differential expression of alpha-2,3-sialyltransferases and alpha-1,3/4-fucosyltransferases regulates the levels of sialyl Lewis a and sialyl Lewis x in gastrointestinal carcinoma cells. Int J Biochem Cell Biol 42:80–89. doi:10.1016/j.biocel.2009.09.010 PubMedCrossRef Carvalho AS, Harduin-Lepers A, Magalhaes A, Machado E, Mendes N, Costa LT, Matthiesen R, Almeida R, Costa J, Reis CA (2010) Differential expression of alpha-2,3-sialyltransferases and alpha-1,3/4-fucosyltransferases regulates the levels of sialyl Lewis a and sialyl Lewis x in gastrointestinal carcinoma cells. Int J Biochem Cell Biol 42:80–89. doi:10.​1016/​j.​biocel.​2009.​09.​010 PubMedCrossRef
7.
go back to reference Cazet A, Julien S, Bobowski M, Burchell J, Delannoy P (2010) Tumour-associated carbohydrate antigens in breast cancer. Breast Cancer Res BCR 12:204. doi:10.1186/bcr2577 CrossRef Cazet A, Julien S, Bobowski M, Burchell J, Delannoy P (2010) Tumour-associated carbohydrate antigens in breast cancer. Breast Cancer Res BCR 12:204. doi:10.​1186/​bcr2577 CrossRef
9.
go back to reference Cooney CA, Jousheghany F, Yao-Borengasser A, Phanavanh B, Gomes T, Kieber-Emmons AM, Siegel ER, Suva LJ, Ferrone S, Kieber-Emmons T, Monzavi-Karbassi B (2011) Chondroitin sulfates play a major role in breast cancer metastasis: a role for CSPG4 and CHST11 gene expression in forming surface P-selectin ligands in aggressive breast cancer cells. Breast Cancer Res BCR 13:R58. doi:10.1186/bcr2895 CrossRef Cooney CA, Jousheghany F, Yao-Borengasser A, Phanavanh B, Gomes T, Kieber-Emmons AM, Siegel ER, Suva LJ, Ferrone S, Kieber-Emmons T, Monzavi-Karbassi B (2011) Chondroitin sulfates play a major role in breast cancer metastasis: a role for CSPG4 and CHST11 gene expression in forming surface P-selectin ligands in aggressive breast cancer cells. Breast Cancer Res BCR 13:R58. doi:10.​1186/​bcr2895 CrossRef
11.
go back to reference Goupille C, Marionneau S, Bureau V, Hallouin F, Meichenin M, Rocher J, Le Pendu J (2000) Alpha1,2fucosyltransferase increases resistance to apoptosis of rat colon carcinoma cells. Glycobiology 10:375–382PubMedCrossRef Goupille C, Marionneau S, Bureau V, Hallouin F, Meichenin M, Rocher J, Le Pendu J (2000) Alpha1,2fucosyltransferase increases resistance to apoptosis of rat colon carcinoma cells. Glycobiology 10:375–382PubMedCrossRef
13.
go back to reference Hatakeyama S, Kyan A, Yamamoto H, Okamoto A, Sugiyama N, Suzuki Y, Yoneyama T, Hashimoto Y, Koie T, Yamada S, Saito H, Arai Y, Fukuda M, Ohyama C (2010) Core 2 N-acetylglucosaminyltransferase-1 expression induces aggressive potential of testicular germ cell tumor. Int J Cancer 127:1052–1059. doi:10.1002/ijc.25117 PubMedCentralPubMedCrossRef Hatakeyama S, Kyan A, Yamamoto H, Okamoto A, Sugiyama N, Suzuki Y, Yoneyama T, Hashimoto Y, Koie T, Yamada S, Saito H, Arai Y, Fukuda M, Ohyama C (2010) Core 2 N-acetylglucosaminyltransferase-1 expression induces aggressive potential of testicular germ cell tumor. Int J Cancer 127:1052–1059. doi:10.​1002/​ijc.​25117 PubMedCentralPubMedCrossRef
15.
go back to reference Ihnen M, Muller V, Wirtz RM, Schroder C, Krenkel S, Witzel I, Lisboa BW, Janicke F, Milde-Langosch K (2008) Predictive impact of activated leukocyte cell adhesion molecule (ALCAM/CD166) in breast cancer. Breast Cancer Res Treat 112(3):419–427PubMedCrossRef Ihnen M, Muller V, Wirtz RM, Schroder C, Krenkel S, Witzel I, Lisboa BW, Janicke F, Milde-Langosch K (2008) Predictive impact of activated leukocyte cell adhesion molecule (ALCAM/CD166) in breast cancer. Breast Cancer Res Treat 112(3):419–427PubMedCrossRef
16.
go back to reference Julien S, Ivetic A, Grigoriadis A, QiZe D, Burford B, Sproviero D, Picco G, Gillett C, Papp SL, Schaffer L, Tutt A, Taylor-Papadimitriou J, Pinder SE, Burchell JM (2011) Selectin ligand sialyl-Lewis x antigen drives metastasis of hormone-dependent breast cancers. Cancer Res 71:7683–7693. doi:10.1158/0008-5472.CAN-11-1139 PubMedCrossRef Julien S, Ivetic A, Grigoriadis A, QiZe D, Burford B, Sproviero D, Picco G, Gillett C, Papp SL, Schaffer L, Tutt A, Taylor-Papadimitriou J, Pinder SE, Burchell JM (2011) Selectin ligand sialyl-Lewis x antigen drives metastasis of hormone-dependent breast cancers. Cancer Res 71:7683–7693. doi:10.​1158/​0008-5472.​CAN-11-1139 PubMedCrossRef
17.
go back to reference Kanoh A, Ota M, Narimatsu H, Irimura T (2003) Expression levels of FUT6 gene transfected into human colon carcinoma cells switch two sialyl-Lewis X-related carbohydrate antigens with distinct properties in cell adhesion. Biochem Biophys Res Commun 303:896–901PubMedCrossRef Kanoh A, Ota M, Narimatsu H, Irimura T (2003) Expression levels of FUT6 gene transfected into human colon carcinoma cells switch two sialyl-Lewis X-related carbohydrate antigens with distinct properties in cell adhesion. Biochem Biophys Res Commun 303:896–901PubMedCrossRef
18.
go back to reference Karn T, Metzler D, Ruckhaberle E, Hanker L, Gatje R, Solbach C, Ahr A, Schmidt M, Holtrich U, Kaufmann M, Rody A (2010) Data-driven derivation of cutoffs from a pool of 3,030 Affymetrix arrays to stratify distinct clinical types of breast cancer. Breast Cancer Res Treat 120:567–579. doi:10.1007/s10549-009-0416-z PubMedCrossRef Karn T, Metzler D, Ruckhaberle E, Hanker L, Gatje R, Solbach C, Ahr A, Schmidt M, Holtrich U, Kaufmann M, Rody A (2010) Data-driven derivation of cutoffs from a pool of 3,030 Affymetrix arrays to stratify distinct clinical types of breast cancer. Breast Cancer Res Treat 120:567–579. doi:10.​1007/​s10549-009-0416-z PubMedCrossRef
19.
go back to reference Kikuchi J, Ozaki H, Nonomura C, Shinohara H, Iguchi S, Nojiri H, Hamada H, Kiuchi A, Nakamura M (2005) Transfection of antisense core 2 beta1,6-N-acetylglucosaminyltransferase-1 cDNA suppresses selectin ligand expression and tissue infiltration of B-cell precursor leukemia cells. Leukemia 19:1934–1940. doi:10.1038/sj.leu.2403951 PubMedCrossRef Kikuchi J, Ozaki H, Nonomura C, Shinohara H, Iguchi S, Nojiri H, Hamada H, Kiuchi A, Nakamura M (2005) Transfection of antisense core 2 beta1,6-N-acetylglucosaminyltransferase-1 cDNA suppresses selectin ligand expression and tissue infiltration of B-cell precursor leukemia cells. Leukemia 19:1934–1940. doi:10.​1038/​sj.​leu.​2403951 PubMedCrossRef
21.
go back to reference Listinsky JJ, Siegal GP, Listinsky CM (2011) The emerging importance of alpha-l-fucose in human breast cancer: a review. Am J Transl Res 3:292–322PubMedCentralPubMed Listinsky JJ, Siegal GP, Listinsky CM (2011) The emerging importance of alpha-l-fucose in human breast cancer: a review. Am J Transl Res 3:292–322PubMedCentralPubMed
22.
go back to reference Martinez P, Vergoten G, Colomb F, Bobowski M, Steenackers A, Carpentier M, Allain F, Delannoy P, Julien S (2013) Over-sulfated glycosaminoglycans are alternative selectin ligands: insights into molecular interactions and possible role in breast cancer metastasis. Clin Exp Metastasis. doi:10.1007/s10585-013-9592-7 Martinez P, Vergoten G, Colomb F, Bobowski M, Steenackers A, Carpentier M, Allain F, Delannoy P, Julien S (2013) Over-sulfated glycosaminoglycans are alternative selectin ligands: insights into molecular interactions and possible role in breast cancer metastasis. Clin Exp Metastasis. doi:10.​1007/​s10585-013-9592-7
23.
go back to reference McShane LM, Altman DG, Sauerbrei W, Taube SE, Gion M, Clark GM (2006) REporting recommendations for tumor MARKer prognostic studies (REMARK). Breast Cancer Res Treat 100:229–235PubMedCrossRef McShane LM, Altman DG, Sauerbrei W, Taube SE, Gion M, Clark GM (2006) REporting recommendations for tumor MARKer prognostic studies (REMARK). Breast Cancer Res Treat 100:229–235PubMedCrossRef
24.
go back to reference Milde-Langosch K, Karn T, Muller V, Witzel I, Rody A, Schmidt M, Wirtz RM (2013) Validity of the proliferation markers Ki67, TOP2A, and RacGAP1 in molecular subgroups of breast cancer. Breast Cancer Res Treat 137:57–67. doi:10.1007/s10549-012-2296-x PubMedCrossRef Milde-Langosch K, Karn T, Muller V, Witzel I, Rody A, Schmidt M, Wirtz RM (2013) Validity of the proliferation markers Ki67, TOP2A, and RacGAP1 in molecular subgroups of breast cancer. Breast Cancer Res Treat 137:57–67. doi:10.​1007/​s10549-012-2296-x PubMedCrossRef
25.
go back to reference Miles FL, Pruitt FL, van Golen KL, Cooper CR (2008) Stepping out of the flow: capillary extravasation in cancer metastasis. Clin Exp Metastasis 25:305–324PubMedCrossRef Miles FL, Pruitt FL, van Golen KL, Cooper CR (2008) Stepping out of the flow: capillary extravasation in cancer metastasis. Clin Exp Metastasis 25:305–324PubMedCrossRef
27.
go back to reference Nairn AV, Aoki K, dela Rosa M, Porterfield M, Lim JM, Kulik M, Pierce JM, Wells L, Dalton S, Tiemeyer M, Moremen KW (2012) Regulation of glycan structures in murine embryonic stem cells: combined transcript profiling of glycan-related genes and glycan structural analysis. J Biol Chem 287:37835–37856. doi:10.1074/jbc.M112.405233 PubMedCentralPubMedCrossRef Nairn AV, Aoki K, dela Rosa M, Porterfield M, Lim JM, Kulik M, Pierce JM, Wells L, Dalton S, Tiemeyer M, Moremen KW (2012) Regulation of glycan structures in murine embryonic stem cells: combined transcript profiling of glycan-related genes and glycan structural analysis. J Biol Chem 287:37835–37856. doi:10.​1074/​jbc.​M112.​405233 PubMedCentralPubMedCrossRef
28.
go back to reference Perez-Garay M, Arteta B, Llop E, Cobler L, Pages L, Ortiz R, Ferri MJ, de Bolos C, Figueras J, de Llorens R, Vidal-Vanaclocha F, Peracaula R (2013) Alpha2,3-Sialyltransferase ST3Gal IV promotes migration and metastasis in pancreatic adenocarcinoma cells and tends to be highly expressed in pancreatic adenocarcinoma tissues. Int J Biochem Cell Biol 45:1748–1757. doi:10.1016/j.biocel.2013.05.015 PubMedCrossRef Perez-Garay M, Arteta B, Llop E, Cobler L, Pages L, Ortiz R, Ferri MJ, de Bolos C, Figueras J, de Llorens R, Vidal-Vanaclocha F, Peracaula R (2013) Alpha2,3-Sialyltransferase ST3Gal IV promotes migration and metastasis in pancreatic adenocarcinoma cells and tends to be highly expressed in pancreatic adenocarcinoma tissues. Int J Biochem Cell Biol 45:1748–1757. doi:10.​1016/​j.​biocel.​2013.​05.​015 PubMedCrossRef
29.
go back to reference Potapenko IO, Haakensen VD, Luders T, Helland A, Bukholm I, Sorlie T, Kristensen VN, Lingjaerde OC, Borresen-Dale AL (2010) Glycan gene expression signatures distinguish normal and malignant breast tissue; possible role in diagnosis and progression. EJC Suppl 8:102CrossRef Potapenko IO, Haakensen VD, Luders T, Helland A, Bukholm I, Sorlie T, Kristensen VN, Lingjaerde OC, Borresen-Dale AL (2010) Glycan gene expression signatures distinguish normal and malignant breast tissue; possible role in diagnosis and progression. EJC Suppl 8:102CrossRef
30.
go back to reference Renkonen J, Rabina J, Mattila P, Grenman R, Renkonen R (2001) Core 2 beta1,6-N-acetylglucosaminyltransferases and alpha1,3-fucosyltransferases regulate the synthesis of O-glycans on selectin ligands on oral cavity carcinoma cells. APMIS Acta Pathol Microbiol Immunol Scand 109:500–506CrossRef Renkonen J, Rabina J, Mattila P, Grenman R, Renkonen R (2001) Core 2 beta1,6-N-acetylglucosaminyltransferases and alpha1,3-fucosyltransferases regulate the synthesis of O-glycans on selectin ligands on oral cavity carcinoma cells. APMIS Acta Pathol Microbiol Immunol Scand 109:500–506CrossRef
31.
go back to reference Roberts JD, Klein JL, Palmantier R, Dhume ST, George MD, Olden K (1998) The role of protein glycosylation inhibitors in the prevention of metastasis and therapy of cancer. Cancer Detect Prev 22:455–462PubMedCrossRef Roberts JD, Klein JL, Palmantier R, Dhume ST, George MD, Olden K (1998) The role of protein glycosylation inhibitors in the prevention of metastasis and therapy of cancer. Cancer Detect Prev 22:455–462PubMedCrossRef
32.
go back to reference Schmidt M, Bohm D, von Torne C, Steiner E, Puhl A, Pilch H, Lehr HA, Hengstler JG, Kolbl H, Gehrmann M (2008) The humoral immune system has a key prognostic impact in node-negative breast cancer. Cancer Res 68:5405–5413PubMedCrossRef Schmidt M, Bohm D, von Torne C, Steiner E, Puhl A, Pilch H, Lehr HA, Hengstler JG, Kolbl H, Gehrmann M (2008) The humoral immune system has a key prognostic impact in node-negative breast cancer. Cancer Res 68:5405–5413PubMedCrossRef
35.
go back to reference Suzuki Y, Sutoh M, Hatakeyama S, Mori K, Yamamoto H, Koie T, Saitoh H, Yamaya K, Funyu T, Habuchi T, Arai Y, Fukuda M, Ohyama C, Tsuboi S (2012) MUC1 carrying core 2 O-glycans functions as a molecular shield against NK cell attack, promoting bladder tumor metastasis. Int J Oncol 40:1831–1838. doi:10.3892/ijo.2012.1411 PubMedCentralPubMed Suzuki Y, Sutoh M, Hatakeyama S, Mori K, Yamamoto H, Koie T, Saitoh H, Yamaya K, Funyu T, Habuchi T, Arai Y, Fukuda M, Ohyama C, Tsuboi S (2012) MUC1 carrying core 2 O-glycans functions as a molecular shield against NK cell attack, promoting bladder tumor metastasis. Int J Oncol 40:1831–1838. doi:10.​3892/​ijo.​2012.​1411 PubMedCentralPubMed
37.
go back to reference Udabage L, Brownlee GR, Waltham M, Blick T, Walker EC, Heldin P, Nilsson SK, Thompson EW, Brown TJ (2005) Antisense-mediated suppression of hyaluronan synthase 2 inhibits the tumorigenesis and progression of breast cancer. Cancer Res 65:6139–6150. doi:10.1158/0008-5472.CAN-04-1622 PubMedCrossRef Udabage L, Brownlee GR, Waltham M, Blick T, Walker EC, Heldin P, Nilsson SK, Thompson EW, Brown TJ (2005) Antisense-mediated suppression of hyaluronan synthase 2 inhibits the tumorigenesis and progression of breast cancer. Cancer Res 65:6139–6150. doi:10.​1158/​0008-5472.​CAN-04-1622 PubMedCrossRef
38.
go back to reference Varki A, Lowe JB (2009) Biological roles of glycans. In: Varki A, Cummings RD, Esko JD, Freeze HH, Stanley P, Bertozzi CR, Hart GW, Etzler ME (eds) Essentials of glycobiology. Cold Spring Harbor, New York Varki A, Lowe JB (2009) Biological roles of glycans. In: Varki A, Cummings RD, Esko JD, Freeze HH, Stanley P, Bertozzi CR, Hart GW, Etzler ME (eds) Essentials of glycobiology. Cold Spring Harbor, New York
39.
go back to reference Yuan K, Kucik D, Singh RK, Listinsky CM, Listinsky JJ, Siegal GP (2008) Alterations in human breast cancer adhesion-motility in response to changes in cell surface glycoproteins displaying alpha-l-fucose moieties. Int J Oncol 32:797–807PubMedCentralPubMed Yuan K, Kucik D, Singh RK, Listinsky CM, Listinsky JJ, Siegal GP (2008) Alterations in human breast cancer adhesion-motility in response to changes in cell surface glycoproteins displaying alpha-l-fucose moieties. Int J Oncol 32:797–807PubMedCentralPubMed
40.
go back to reference Yuan K, Listinsky CM, Singh RK, Listinsky JJ, Siegal GP (2008) Cell surface associated alpha-l-fucose moieties modulate human breast cancer neoplastic progression. Pathol Oncol Res POR 14:145–156. doi:10.1007/s12253-008-9036-x CrossRef Yuan K, Listinsky CM, Singh RK, Listinsky JJ, Siegal GP (2008) Cell surface associated alpha-l-fucose moieties modulate human breast cancer neoplastic progression. Pathol Oncol Res POR 14:145–156. doi:10.​1007/​s12253-008-9036-x CrossRef
Metadata
Title
Prognostic relevance of glycosylation-associated genes in breast cancer
Authors
Karin Milde-Langosch
Thomas Karn
Marcus Schmidt
Christine zu Eulenburg
Leticia Oliveira-Ferrer
Ralph M. Wirtz
Udo Schumacher
Isabell Witzel
Dina Schütze
Volkmar Müller
Publication date
01-06-2014
Publisher
Springer US
Published in
Breast Cancer Research and Treatment / Issue 2/2014
Print ISSN: 0167-6806
Electronic ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-014-2949-z

Other articles of this Issue 2/2014

Breast Cancer Research and Treatment 2/2014 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine