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Published in: Journal of Ovarian Research 1/2013

Open Access 01-12-2013 | Research

Investigation of human cationic antimicrobial protein-18 (hCAP-18), lactoferrin and CD163 as potential biomarkers for ovarian cancer

Authors: Ratana Lim, Martha Lappas, Clyde Riley, Niels Borregaard, Holger J Moller, Nuzhat Ahmed, Gregory E Rice

Published in: Journal of Ovarian Research | Issue 1/2013

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Abstract

Background

Epithelial ovarian cancer is one of the leading causes of gynaecological cancer morbidity and mortality in women. Early stage ovarian cancer is usually asymptomatic, therefore, is often first diagnosed when it is widely disseminated. Currently available diagnostics lack the requisite sensitivity and specificity to be implemented as community-based screening tests. The identification of additional biomarkers may improve the diagnostic efficiency of multivariate index assays. The aims of this study were to characterise and compare the ovarian tissue immunohistochemical localisation and plasma concentrations of three putative ovarian cancer biomarkers: human cationic antimicrobial protein-18 (hCAP-18); lactoferrin; and CD163 in normal healthy women and women with ovarian cancer.

Methods

In this case–control cohort study, ovarian tissue and blood samples were obtained from 164 women (73 controls, including 28 women with benign pelvic masses; 91 cancer, including 21 women with borderline tumours). Localisation of each antigen within the ovary was assessed by immunohistochemistry and serum concentrations determined by ELISA assays.

Results

Immunoreactive (ir) hCAP-18 and lactoferrin were identified in epithelial cells, while CD163 was predominately localised in stromal cells. Tissue ir CD163 increased significantly (P<0.05) with disease grade. Median plasma concentrations of soluble (s)CD163 were significantly greater in the cases (3220 ng/ml) than in controls (2488 ng/ml) (P< 0.01). Median plasma concentrations of hCAP-18 and lactoferrin were not significantly different between cases and controls. The classification efficiency of each biomarker (as determined by the area under the receiver operator characteristic curve; AUC) was: 0.67± 0.04; 0.62 ± 0.08 and 0.51 ± 0.07 for sCD163, hCAP-18 and lactoferrin, respectively. When the 3 biomarkers were modelled using stochastic gradient boosted logistic regression, the AUC increased to 0.95 ± 0.03.

Conclusions

The data obtained in this study establishes the localisation and concentrations of CD163, hCAP-18, and lactoferrin in ovarian tumours and peripheral blood. Individually, the 3 biomarkers display only modest diagnostic efficiency as assessed by AUC. When combined in a multivariate index assay, however, diagnostic efficiency increases significantly. As such, the utility of the biomarker panel, as an aid in the diagnosis of cancer in symptomatic women, is worthy of further investigation in a larger phase 2 biomarker trial.
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Literature
1.
go back to reference Sankaranarayanan R, Ferlay J: Worldwide burden of gynaecological cancer: the size of the problem. Best Pract Res Clin Obstet Gynaecol 2006, 20: 207–225. 10.1016/j.bpobgyn.2005.10.007PubMedCrossRef Sankaranarayanan R, Ferlay J: Worldwide burden of gynaecological cancer: the size of the problem. Best Pract Res Clin Obstet Gynaecol 2006, 20: 207–225. 10.1016/j.bpobgyn.2005.10.007PubMedCrossRef
2.
3.
go back to reference Paley PJ: Ovarian cancer screening: are we making any progress? Curr Opin Oncol 2001, 13: 399–402. 10.1097/00001622-200109000-00015PubMedCrossRef Paley PJ: Ovarian cancer screening: are we making any progress? Curr Opin Oncol 2001, 13: 399–402. 10.1097/00001622-200109000-00015PubMedCrossRef
4.
go back to reference Lenhard M, Stieber P, Hertlein L, Kirschenhofer A, Furst S, Mayr D, Nagel D, Hofmann K, Krocker K, Burges A: The diagnostic accuracy of two human epididymis protein 4 (HE4) testing systems in combination with CA125 in the differential diagnosis of ovarian masses. Clin Chem Lab Med 2011, 49: 2081–2088.PubMedCrossRef Lenhard M, Stieber P, Hertlein L, Kirschenhofer A, Furst S, Mayr D, Nagel D, Hofmann K, Krocker K, Burges A: The diagnostic accuracy of two human epididymis protein 4 (HE4) testing systems in combination with CA125 in the differential diagnosis of ovarian masses. Clin Chem Lab Med 2011, 49: 2081–2088.PubMedCrossRef
5.
go back to reference Bjorge T, Lukanova A, Tretli S, Manjer J, Ulmer H, Stocks T, Selmer R, Nagel G, Almquist M, Concin H, Hallmans G, Jonsson H, et al.: Metabolic risk factors and ovarian cancer in the metabolic syndrome and cancer project. Int J Epidemiol 2011, 40: 1667–1677. 10.1093/ije/dyr130PubMedCrossRef Bjorge T, Lukanova A, Tretli S, Manjer J, Ulmer H, Stocks T, Selmer R, Nagel G, Almquist M, Concin H, Hallmans G, Jonsson H, et al.: Metabolic risk factors and ovarian cancer in the metabolic syndrome and cancer project. Int J Epidemiol 2011, 40: 1667–1677. 10.1093/ije/dyr130PubMedCrossRef
6.
go back to reference Sorensen O, Cowland JB, Askaa J, Borregaard N: An ELISA for hCAP-18, the cathelicidin present in human neutrophils and plasma. J Immunol Methods 1997, 206: 53–59. 10.1016/S0022-1759(97)00084-7PubMedCrossRef Sorensen O, Cowland JB, Askaa J, Borregaard N: An ELISA for hCAP-18, the cathelicidin present in human neutrophils and plasma. J Immunol Methods 1997, 206: 53–59. 10.1016/S0022-1759(97)00084-7PubMedCrossRef
7.
go back to reference Altman H, Steinberg D, Porat Y, Mor A, Fridman D, Friedman M, Bachrach G: In vitro assessment of antimicrobial peptides as potential agents against several oral bacteria. J Antimicrob Chemother 2006, 58: 198–201. 10.1093/jac/dkl181PubMedCrossRef Altman H, Steinberg D, Porat Y, Mor A, Fridman D, Friedman M, Bachrach G: In vitro assessment of antimicrobial peptides as potential agents against several oral bacteria. J Antimicrob Chemother 2006, 58: 198–201. 10.1093/jac/dkl181PubMedCrossRef
8.
go back to reference Huang LC, Petkova TD, Reins RY, Proske RJ, McDermott AM: Multifunctional roles of human cathelicidin (LL-37) at the ocular surface. Invest Ophthalmol Vis Sci 2006, 47: 2369–2380. 10.1167/iovs.05-1649PubMedCrossRef Huang LC, Petkova TD, Reins RY, Proske RJ, McDermott AM: Multifunctional roles of human cathelicidin (LL-37) at the ocular surface. Invest Ophthalmol Vis Sci 2006, 47: 2369–2380. 10.1167/iovs.05-1649PubMedCrossRef
9.
go back to reference Frohm Nilsson M, Sandstedt B, Sorensen O, Weber G, Borregaard N, Stahle-Backdahl M: The human cationic antimicrobial protein (hCAP18), a peptide antibiotic, is widely expressed in human squamous epithelia and colocalizes with interleukin-6. Infect Immun 1999, 67: 2561–2566.PubMedCentralPubMed Frohm Nilsson M, Sandstedt B, Sorensen O, Weber G, Borregaard N, Stahle-Backdahl M: The human cationic antimicrobial protein (hCAP18), a peptide antibiotic, is widely expressed in human squamous epithelia and colocalizes with interleukin-6. Infect Immun 1999, 67: 2561–2566.PubMedCentralPubMed
10.
go back to reference Frohm M, Agerberth B, Ahangari G, Stahle-Backdahl M, Liden S, Wigzell H, Gudmundsson GH: The expression of the gene coding for the antibacterial peptide LL-37 is induced in human keratinocytes during inflammatory disorders. J Biol Chem 1997, 272: 15258–15263. 10.1074/jbc.272.24.15258PubMedCrossRef Frohm M, Agerberth B, Ahangari G, Stahle-Backdahl M, Liden S, Wigzell H, Gudmundsson GH: The expression of the gene coding for the antibacterial peptide LL-37 is induced in human keratinocytes during inflammatory disorders. J Biol Chem 1997, 272: 15258–15263. 10.1074/jbc.272.24.15258PubMedCrossRef
11.
go back to reference Coffelt SB, Waterman RS, Florez L, zu Bentrup KH, Zwezdaryk KJ, Tomchuck SL, LaMarca HL, Danka ES, Morris CA, Scandurro AB: Ovarian cancers overexpress the antimicrobial protein hCAP-18 and its derivative LL-37 increases ovarian cancer cell proliferation and invasion. Int J Cancer 2008, 122: 1030–1039.PubMedCrossRef Coffelt SB, Waterman RS, Florez L, zu Bentrup KH, Zwezdaryk KJ, Tomchuck SL, LaMarca HL, Danka ES, Morris CA, Scandurro AB: Ovarian cancers overexpress the antimicrobial protein hCAP-18 and its derivative LL-37 increases ovarian cancer cell proliferation and invasion. Int J Cancer 2008, 122: 1030–1039.PubMedCrossRef
12.
go back to reference Groves ML: The isolation of a Red protein from milk. J Am Chem Soc 1960, 82: 3345–3350. 10.1021/ja01498a029CrossRef Groves ML: The isolation of a Red protein from milk. J Am Chem Soc 1960, 82: 3345–3350. 10.1021/ja01498a029CrossRef
13.
go back to reference Johanson B: Isolation of an iron-containing red protein from human milk. Acta Chemica Scandinavica 1960, 14: 510–512.CrossRef Johanson B: Isolation of an iron-containing red protein from human milk. Acta Chemica Scandinavica 1960, 14: 510–512.CrossRef
14.
go back to reference Montreuil J, Tonnelat J, Mullet S: Preparation and properties of lactosiderophilin (lactotransferrin) of human milk. Biochim Biophys Acta 1960, 45: 413–421.PubMedCrossRef Montreuil J, Tonnelat J, Mullet S: Preparation and properties of lactosiderophilin (lactotransferrin) of human milk. Biochim Biophys Acta 1960, 45: 413–421.PubMedCrossRef
15.
go back to reference Brock JH: Lactoferrin in human milk: its role in iron absorption and protection against enteric infection in the newborn infant. Arch Dis Child 1980, 55: 417–421. 10.1136/adc.55.6.417PubMedCentralPubMedCrossRef Brock JH: Lactoferrin in human milk: its role in iron absorption and protection against enteric infection in the newborn infant. Arch Dis Child 1980, 55: 417–421. 10.1136/adc.55.6.417PubMedCentralPubMedCrossRef
16.
go back to reference Lonnerdal B, Forsum E, Gebre-Medhin M, Hambraeus L: Breast milk composition in Ethiopian and Swedish mothers. II. Lactose, nitrogen, and protein contents. Am J Clin Nutr 1976, 29: 1134–1141.PubMed Lonnerdal B, Forsum E, Gebre-Medhin M, Hambraeus L: Breast milk composition in Ethiopian and Swedish mothers. II. Lactose, nitrogen, and protein contents. Am J Clin Nutr 1976, 29: 1134–1141.PubMed
17.
go back to reference Levay PF, Viljoen M: Lactoferrin: a general review. Haematologica 1995, 80: 252–267.PubMed Levay PF, Viljoen M: Lactoferrin: a general review. Haematologica 1995, 80: 252–267.PubMed
18.
go back to reference Baggiolini M, Hirsch JG, De Duve C: Further biochemical and morphological studies of granule fractions from rabbit heterophil leukocytes. J Cell Biol 1970, 45: 586–597. 10.1083/jcb.45.3.586PubMedCentralPubMedCrossRef Baggiolini M, Hirsch JG, De Duve C: Further biochemical and morphological studies of granule fractions from rabbit heterophil leukocytes. J Cell Biol 1970, 45: 586–597. 10.1083/jcb.45.3.586PubMedCentralPubMedCrossRef
19.
go back to reference Masson PL, Heremans JF, Schonne E: Lactoferrin, an iron-binding protein in neutrophilic leukocytes. J Exp Med 1969, 130: 643–658. 10.1084/jem.130.3.643PubMedCentralPubMedCrossRef Masson PL, Heremans JF, Schonne E: Lactoferrin, an iron-binding protein in neutrophilic leukocytes. J Exp Med 1969, 130: 643–658. 10.1084/jem.130.3.643PubMedCentralPubMedCrossRef
20.
go back to reference Ward PP, Uribe-Luna S, Conneely OM: Lactoferrin and host defense. Biochem Cell Biol 2002, 80: 95–102. 10.1139/o01-214PubMedCrossRef Ward PP, Uribe-Luna S, Conneely OM: Lactoferrin and host defense. Biochem Cell Biol 2002, 80: 95–102. 10.1139/o01-214PubMedCrossRef
21.
go back to reference Kholodnyuk ID, Kozireva S, Kost-Alimova M, Kashuba V, Klein G, Imreh S: Down regulation of 3p genes, LTF, SLC38A3 and DRR1, upon growth of human chromosome 3-mouse fibrosarcoma hybrids in severe combined immunodeficiency mice. Int J Cancer 2006, 119: 99–107. 10.1002/ijc.21794PubMedCrossRef Kholodnyuk ID, Kozireva S, Kost-Alimova M, Kashuba V, Klein G, Imreh S: Down regulation of 3p genes, LTF, SLC38A3 and DRR1, upon growth of human chromosome 3-mouse fibrosarcoma hybrids in severe combined immunodeficiency mice. Int J Cancer 2006, 119: 99–107. 10.1002/ijc.21794PubMedCrossRef
22.
go back to reference Newbold RR, Jefferson WN, Grissom SF, Padilla-Banks E, Snyder RJ, Lobenhofer EK: Developmental exposure to diethylstilbestrol alters uterine gene expression that may be associated with uterine neoplasia later in life. Mol Carcinog 2007, 46: 783–796. 10.1002/mc.20308PubMedCentralPubMedCrossRef Newbold RR, Jefferson WN, Grissom SF, Padilla-Banks E, Snyder RJ, Lobenhofer EK: Developmental exposure to diethylstilbestrol alters uterine gene expression that may be associated with uterine neoplasia later in life. Mol Carcinog 2007, 46: 783–796. 10.1002/mc.20308PubMedCentralPubMedCrossRef
23.
go back to reference Cao L, Zhou Y, Li X, Yi H: The relationship of haplotype in lactotransferrin and its expression levels in chinese Han ovarian cancer. Acta Biochim Biophys Sin (Shanghai) 2011, 43: 884–890. 10.1093/abbs/gmr089CrossRef Cao L, Zhou Y, Li X, Yi H: The relationship of haplotype in lactotransferrin and its expression levels in chinese Han ovarian cancer. Acta Biochim Biophys Sin (Shanghai) 2011, 43: 884–890. 10.1093/abbs/gmr089CrossRef
24.
go back to reference Moestrup SK, Moller HJ: CD163: a regulated hemoglobin scavenger receptor with a role in the anti-inflammatory response. Ann Med 2004, 36: 347–354. 10.1080/07853890410033171PubMedCrossRef Moestrup SK, Moller HJ: CD163: a regulated hemoglobin scavenger receptor with a role in the anti-inflammatory response. Ann Med 2004, 36: 347–354. 10.1080/07853890410033171PubMedCrossRef
25.
go back to reference Moller HJ, Aerts H, Gronbaek H, Peterslund NA, Hyltoft Petersen P, Hornung N, Rejnmark L, Jabbarpour E, Moestrup SK: Soluble CD163: a marker molecule for Monocyte/macrophage activity in disease. Scand J Clin Lab Invest Suppl 2002, 237: 29–33.PubMedCrossRef Moller HJ, Aerts H, Gronbaek H, Peterslund NA, Hyltoft Petersen P, Hornung N, Rejnmark L, Jabbarpour E, Moestrup SK: Soluble CD163: a marker molecule for Monocyte/macrophage activity in disease. Scand J Clin Lab Invest Suppl 2002, 237: 29–33.PubMedCrossRef
26.
go back to reference Greisen SR, Moller HJ, Stengaard-Pedersen K, Hetland ML, Horslev-Petersen K, Jorgensen A, Hvid M, Deleuran B: Soluble macrophage-derived CD163 is a marker of disease activity and progression in early rheumatoid arthritis. Clin Exp Rheumatol 2011, 29: 689–692.PubMed Greisen SR, Moller HJ, Stengaard-Pedersen K, Hetland ML, Horslev-Petersen K, Jorgensen A, Hvid M, Deleuran B: Soluble macrophage-derived CD163 is a marker of disease activity and progression in early rheumatoid arthritis. Clin Exp Rheumatol 2011, 29: 689–692.PubMed
27.
go back to reference Matsushita N, Kashiwagi M, Wait R, Nagayoshi R, Nakamura M, Matsuda T, Hogger P, Guyre PM, Nagase H, Matsuyama T: Elevated levels of soluble CD163 in sera and fluids from rheumatoid arthritis patients and inhibition of the shedding of CD163 by TIMP-3. Clin Exp Immunol 2002, 130: 156–161. 10.1046/j.1365-2249.2002.01963.xPubMedCentralPubMedCrossRef Matsushita N, Kashiwagi M, Wait R, Nagayoshi R, Nakamura M, Matsuda T, Hogger P, Guyre PM, Nagase H, Matsuyama T: Elevated levels of soluble CD163 in sera and fluids from rheumatoid arthritis patients and inhibition of the shedding of CD163 by TIMP-3. Clin Exp Immunol 2002, 130: 156–161. 10.1046/j.1365-2249.2002.01963.xPubMedCentralPubMedCrossRef
28.
go back to reference Knudsen TB, Gustafson P, Kronborg G, Kristiansen TB, Moestrup SK, Nielsen JO, Gomes V, Aaby P, Lisse I, Moller HJ, Eugen-Olsen J: Predictive value of soluble haemoglobin scavenger receptor CD163 serum levels for survival in verified tuberculosis patients. Clin Microbiol Infect 2005, 11: 730–735. 10.1111/j.1469-0691.2005.01229.xPubMedCrossRef Knudsen TB, Gustafson P, Kronborg G, Kristiansen TB, Moestrup SK, Nielsen JO, Gomes V, Aaby P, Lisse I, Moller HJ, Eugen-Olsen J: Predictive value of soluble haemoglobin scavenger receptor CD163 serum levels for survival in verified tuberculosis patients. Clin Microbiol Infect 2005, 11: 730–735. 10.1111/j.1469-0691.2005.01229.xPubMedCrossRef
29.
go back to reference Kawamura K, Komohara Y, Takaishi K, Katabuchi H, Takeya M: Detection of M2 macrophages and colony-stimulating factor 1 expression in serous and mucinous ovarian epithelial tumors. Pathol Int 2009, 59: 300–305. 10.1111/j.1440-1827.2009.02369.xPubMedCrossRef Kawamura K, Komohara Y, Takaishi K, Katabuchi H, Takeya M: Detection of M2 macrophages and colony-stimulating factor 1 expression in serous and mucinous ovarian epithelial tumors. Pathol Int 2009, 59: 300–305. 10.1111/j.1440-1827.2009.02369.xPubMedCrossRef
30.
go back to reference Wang R, Zhang T, Ma Z, Wang Y, Cheng Z, Xu H, Li W, Wang X: The interaction of coagulation factor XII and monocyte/macrophages mediating peritoneal metastasis of epithelial ovarian cancer. Gynecol Oncol 2010, 117: 460–466. 10.1016/j.ygyno.2010.02.015PubMedCrossRef Wang R, Zhang T, Ma Z, Wang Y, Cheng Z, Xu H, Li W, Wang X: The interaction of coagulation factor XII and monocyte/macrophages mediating peritoneal metastasis of epithelial ovarian cancer. Gynecol Oncol 2010, 117: 460–466. 10.1016/j.ygyno.2010.02.015PubMedCrossRef
31.
go back to reference Zhang T, Ma Z, Wang R, Wang Y, Wang S, Cheng Z, Xu H, Jin X, Li W, Wang X: Thrombin facilitates invasion of ovarian cancer along peritoneum by inducing monocyte differentiation toward tumor-associated macrophage-like cells. Cancer Immunol Immunother 2010, 59: 1097–1108. 10.1007/s00262-010-0836-yPubMedCrossRef Zhang T, Ma Z, Wang R, Wang Y, Wang S, Cheng Z, Xu H, Jin X, Li W, Wang X: Thrombin facilitates invasion of ovarian cancer along peritoneum by inducing monocyte differentiation toward tumor-associated macrophage-like cells. Cancer Immunol Immunother 2010, 59: 1097–1108. 10.1007/s00262-010-0836-yPubMedCrossRef
32.
go back to reference Pepe MS: Evaluating technologies for classification and prediction in medicine. Stat Med 2005, 19: 3687–3696.CrossRef Pepe MS: Evaluating technologies for classification and prediction in medicine. Stat Med 2005, 19: 3687–3696.CrossRef
33.
go back to reference Silverberg SG: Histopathologic grading of ovarian carcinoma: a review and proposal. Int J Gynecol Pathol 2000, 19: 7–15. 10.1097/00004347-200001000-00003PubMedCrossRef Silverberg SG: Histopathologic grading of ovarian carcinoma: a review and proposal. Int J Gynecol Pathol 2000, 19: 7–15. 10.1097/00004347-200001000-00003PubMedCrossRef
34.
go back to reference Ahmed N, Barker G, Oliva KT, Hoffmann P, Riley C, Reeve S, Smith AI, Kemp BE, Quinn MA, Rice GE: Proteomic-based identification of haptoglobin-1 precursor as a novel circulating biomarker of ovarian cancer. Br J Cancer 2004, 91: 129–140. 10.1038/sj.bjc.6601882PubMedCentralPubMedCrossRef Ahmed N, Barker G, Oliva KT, Hoffmann P, Riley C, Reeve S, Smith AI, Kemp BE, Quinn MA, Rice GE: Proteomic-based identification of haptoglobin-1 precursor as a novel circulating biomarker of ovarian cancer. Br J Cancer 2004, 91: 129–140. 10.1038/sj.bjc.6601882PubMedCentralPubMedCrossRef
35.
go back to reference Lim R, Ahmed N, Borregaard N, Riley C, Wafai R, Thompson EW, Quinn MA, Rice GE: Neutrophil gelatinase-associated lipocalin (NGAL) an early-screening biomarker for ovarian cancer: NGAL is associated with epidermal growth factor-induced epithelio-mesenchymal transition. Int J Cancer 2007, 120: 2426–2434. 10.1002/ijc.22352PubMedCrossRef Lim R, Ahmed N, Borregaard N, Riley C, Wafai R, Thompson EW, Quinn MA, Rice GE: Neutrophil gelatinase-associated lipocalin (NGAL) an early-screening biomarker for ovarian cancer: NGAL is associated with epidermal growth factor-induced epithelio-mesenchymal transition. Int J Cancer 2007, 120: 2426–2434. 10.1002/ijc.22352PubMedCrossRef
36.
go back to reference Armes JE, Trute L, White D, Southey MC, Hammet F, Tesoriero A, Hutchins AM, Dite GS, McCredie MR, Giles GG, Hopper JL, Venter DJ: Distinct molecular pathogeneses of early-onset breast cancers in BRCA1 and BRCA2 mutation carriers: a population-based study. Cancer Res 1999, 59: 2011–2017.PubMed Armes JE, Trute L, White D, Southey MC, Hammet F, Tesoriero A, Hutchins AM, Dite GS, McCredie MR, Giles GG, Hopper JL, Venter DJ: Distinct molecular pathogeneses of early-onset breast cancers in BRCA1 and BRCA2 mutation carriers: a population-based study. Cancer Res 1999, 59: 2011–2017.PubMed
37.
go back to reference Birgens HS: Lactoferrin in plasma measured by an ELISA technique: evidence that plasma lactoferrin is an indicator of neutrophil turnover and bone marrow activity in acute leukaemia. Scand J Haematol 1985, 34: 326–331.PubMedCrossRef Birgens HS: Lactoferrin in plasma measured by an ELISA technique: evidence that plasma lactoferrin is an indicator of neutrophil turnover and bone marrow activity in acute leukaemia. Scand J Haematol 1985, 34: 326–331.PubMedCrossRef
38.
go back to reference Moller HJ, Hald K, Moestrup SK: Characterization of an enzyme-linked immunosorbent assay for soluble CD163. Scand J Clin Lab Invest 2002, 62: 293–299. 10.1080/003655102760145852PubMedCrossRef Moller HJ, Hald K, Moestrup SK: Characterization of an enzyme-linked immunosorbent assay for soluble CD163. Scand J Clin Lab Invest 2002, 62: 293–299. 10.1080/003655102760145852PubMedCrossRef
39.
go back to reference Waegeman W, De Baets B, Boullart L: Learning layered ranking functions with structured support vector machines. Neural Netw 2008, 21: 1511–1523. 10.1016/j.neunet.2008.07.008PubMedCrossRef Waegeman W, De Baets B, Boullart L: Learning layered ranking functions with structured support vector machines. Neural Netw 2008, 21: 1511–1523. 10.1016/j.neunet.2008.07.008PubMedCrossRef
40.
go back to reference Hanley JA, McNeil BJ: A method of comparing the areas under receiver operating characteristic curves derived from the same cases. Radiology 1983, 148: 839–843.PubMedCrossRef Hanley JA, McNeil BJ: A method of comparing the areas under receiver operating characteristic curves derived from the same cases. Radiology 1983, 148: 839–843.PubMedCrossRef
41.
go back to reference Friedman N, Linial M, Nachman I, Pe'er D: Using bayesian networks to analyze expression data. J Comput Biol 2000, 7: 601–620. 10.1089/106652700750050961PubMedCrossRef Friedman N, Linial M, Nachman I, Pe'er D: Using bayesian networks to analyze expression data. J Comput Biol 2000, 7: 601–620. 10.1089/106652700750050961PubMedCrossRef
42.
go back to reference Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH: The WEKA data mining software: an update. SIGKDD Explor. Newsl. 2009, 11: 10–18. 10.1145/1656274.1656278CrossRef Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH: The WEKA data mining software: an update. SIGKDD Explor. Newsl. 2009, 11: 10–18. 10.1145/1656274.1656278CrossRef
43.
go back to reference Heilborn JD, Nilsson MF, Jimenez CI, Sandstedt B, Borregaard N, Tham E, Sorensen OE, Weber G, Stahle M: Antimicrobial protein hCAP18/LL-37 is highly expressed in breast cancer and is a putative growth factor for epithelial cells. Int J Cancer 2005, 114: 713–719. 10.1002/ijc.20795PubMedCrossRef Heilborn JD, Nilsson MF, Jimenez CI, Sandstedt B, Borregaard N, Tham E, Sorensen OE, Weber G, Stahle M: Antimicrobial protein hCAP18/LL-37 is highly expressed in breast cancer and is a putative growth factor for epithelial cells. Int J Cancer 2005, 114: 713–719. 10.1002/ijc.20795PubMedCrossRef
44.
go back to reference Weber G, Chamorro CI, Granath F, Liljegren A, Zreika S, Saidak Z, Sandstedt B, Rotstein S, Mentaverri R, Sanchez F, Pivarcsi A, Stahle M: Human antimicrobial protein hCAP18/LL-37 promotes a metastatic phenotype in breast cancer. Breast Cancer Res 2009, 11: R6. 10.1186/bcr2221PubMedCentralPubMedCrossRef Weber G, Chamorro CI, Granath F, Liljegren A, Zreika S, Saidak Z, Sandstedt B, Rotstein S, Mentaverri R, Sanchez F, Pivarcsi A, Stahle M: Human antimicrobial protein hCAP18/LL-37 promotes a metastatic phenotype in breast cancer. Breast Cancer Res 2009, 11: R6. 10.1186/bcr2221PubMedCentralPubMedCrossRef
45.
go back to reference von Haussen J, Koczulla R, Shaykhiev R, Herr C, Pinkenburg O, Reimer D, Wiewrodt R, Biesterfeld S, Aigner A, Czubayko F, Bals R: The host defence peptide LL-37/hCAP-18 is a growth factor for lung cancer cells. Lung Cancer 2008, 59: 12–23. 10.1016/j.lungcan.2007.07.014PubMedCrossRef von Haussen J, Koczulla R, Shaykhiev R, Herr C, Pinkenburg O, Reimer D, Wiewrodt R, Biesterfeld S, Aigner A, Czubayko F, Bals R: The host defence peptide LL-37/hCAP-18 is a growth factor for lung cancer cells. Lung Cancer 2008, 59: 12–23. 10.1016/j.lungcan.2007.07.014PubMedCrossRef
46.
go back to reference Sorensen OE, Cowland JB, Theilgaard-Monch K, Liu L, Ganz T, Borregaard N: Wound healing and expression of antimicrobial peptides/polypeptides in human keratinocytes, a consequence of common growth factors. J Immunol 2003, 170: 5583–5589.PubMedCrossRef Sorensen OE, Cowland JB, Theilgaard-Monch K, Liu L, Ganz T, Borregaard N: Wound healing and expression of antimicrobial peptides/polypeptides in human keratinocytes, a consequence of common growth factors. J Immunol 2003, 170: 5583–5589.PubMedCrossRef
47.
go back to reference Tjabringa GS, Rabe KF, Hiemstra PS: The human cathelicidin LL-37: a multifunctional peptide involved in infection and inflammation in the lung. Pulm Pharmacol Ther 2005, 18: 321–327. 10.1016/j.pupt.2005.01.001PubMedCrossRef Tjabringa GS, Rabe KF, Hiemstra PS: The human cathelicidin LL-37: a multifunctional peptide involved in infection and inflammation in the lung. Pulm Pharmacol Ther 2005, 18: 321–327. 10.1016/j.pupt.2005.01.001PubMedCrossRef
48.
go back to reference Nguyen TT, Schwartz EJ, West RB, Warnke RA, Arber DA, Natkunam Y: Expression of CD163 (hemoglobin scavenger receptor) in normal tissues, lymphomas, carcinomas, and sarcomas is largely restricted to the monocyte/macrophage lineage. Am J Surg Pathol 2005, 29: 617–624. 10.1097/01.pas.0000157940.80538.ecPubMedCrossRef Nguyen TT, Schwartz EJ, West RB, Warnke RA, Arber DA, Natkunam Y: Expression of CD163 (hemoglobin scavenger receptor) in normal tissues, lymphomas, carcinomas, and sarcomas is largely restricted to the monocyte/macrophage lineage. Am J Surg Pathol 2005, 29: 617–624. 10.1097/01.pas.0000157940.80538.ecPubMedCrossRef
49.
go back to reference Jensen TO, Schmidt H, Moller HJ, Hoyer M, Maniecki MB, Sjoegren P, Christensen IJ, Steiniche T: Macrophage markers in serum and tumor have prognostic impact in american joint committee on cancer stage I/II melanoma. J Clin Oncol 2009, 27: 3330–3337. 10.1200/JCO.2008.19.9919PubMedCrossRef Jensen TO, Schmidt H, Moller HJ, Hoyer M, Maniecki MB, Sjoegren P, Christensen IJ, Steiniche T: Macrophage markers in serum and tumor have prognostic impact in american joint committee on cancer stage I/II melanoma. J Clin Oncol 2009, 27: 3330–3337. 10.1200/JCO.2008.19.9919PubMedCrossRef
50.
go back to reference Maniecki MB, Etzerodt A, Ulhoi BP, Steiniche T, Borre M, Dyrskjot L, Orntoft TF, Moestrup SK, Moller HJ: Tumor-promoting macrophages induce the expression of the macrophage-specific receptor CD163 in malignant cells. Int J Cancer 2012, 131: 2320–2331. 10.1002/ijc.27506PubMedCrossRef Maniecki MB, Etzerodt A, Ulhoi BP, Steiniche T, Borre M, Dyrskjot L, Orntoft TF, Moestrup SK, Moller HJ: Tumor-promoting macrophages induce the expression of the macrophage-specific receptor CD163 in malignant cells. Int J Cancer 2012, 131: 2320–2331. 10.1002/ijc.27506PubMedCrossRef
51.
go back to reference Allavena P, Mantovani A: Immunology in the clinic review series; focus on cancer: tumour-associated macrophages: undisputed stars of the inflammatory tumour microenvironment. Clin Exp Immunol 2012, 167: 195–205. 10.1111/j.1365-2249.2011.04515.xPubMedCentralPubMedCrossRef Allavena P, Mantovani A: Immunology in the clinic review series; focus on cancer: tumour-associated macrophages: undisputed stars of the inflammatory tumour microenvironment. Clin Exp Immunol 2012, 167: 195–205. 10.1111/j.1365-2249.2011.04515.xPubMedCentralPubMedCrossRef
52.
go back to reference Van Gorp H, Delputte PL, Nauwynck HJ: Scavenger receptor CD163, a jack-of-all-trades and potential target for cell-directed therapy. Mol Immunol 2010, 47: 1650–1660. 10.1016/j.molimm.2010.02.008PubMedCrossRef Van Gorp H, Delputte PL, Nauwynck HJ: Scavenger receptor CD163, a jack-of-all-trades and potential target for cell-directed therapy. Mol Immunol 2010, 47: 1650–1660. 10.1016/j.molimm.2010.02.008PubMedCrossRef
53.
go back to reference Lee CH, Espinosa I, Vrijaldenhoven S, Subramanian S, Montgomery KD, Zhu S, Marinelli RJ, Peterse JL, Poulin N, Nielsen TO, West RB, Gilks CB, et al.: Prognostic significance of macrophage infiltration in leiomyosarcomas. Clin Cancer Res 2008, 14: 1423–1430. 10.1158/1078-0432.CCR-07-1712PubMedCrossRef Lee CH, Espinosa I, Vrijaldenhoven S, Subramanian S, Montgomery KD, Zhu S, Marinelli RJ, Peterse JL, Poulin N, Nielsen TO, West RB, Gilks CB, et al.: Prognostic significance of macrophage infiltration in leiomyosarcomas. Clin Cancer Res 2008, 14: 1423–1430. 10.1158/1078-0432.CCR-07-1712PubMedCrossRef
54.
Metadata
Title
Investigation of human cationic antimicrobial protein-18 (hCAP-18), lactoferrin and CD163 as potential biomarkers for ovarian cancer
Authors
Ratana Lim
Martha Lappas
Clyde Riley
Niels Borregaard
Holger J Moller
Nuzhat Ahmed
Gregory E Rice
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Journal of Ovarian Research / Issue 1/2013
Electronic ISSN: 1757-2215
DOI
https://doi.org/10.1186/1757-2215-6-5

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