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Molecular Biology and Genetics

Gene Expression in Ovarian Cancer Reflects Both Morphology and Biological Behavior, Distinguishing Clear Cell from Other Poor-Prognosis Ovarian Carcinomas

Donald R. Schwartz, Sharon L. R. Kardia, Kerby A. Shedden, Rork Kuick, George Michailidis, Jeremy M. G. Taylor, David E. Misek, Rong Wu, Yali Zhai, Danielle M. Darrah, Heather Reed, Lora H. Ellenson, Thomas J. Giordano, Eric R. Fearon, Samir M. Hanash and Kathleen R. Cho
Donald R. Schwartz
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Sharon L. R. Kardia
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Kerby A. Shedden
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Rork Kuick
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George Michailidis
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Jeremy M. G. Taylor
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David E. Misek
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Rong Wu
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Yali Zhai
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Danielle M. Darrah
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Heather Reed
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Lora H. Ellenson
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Thomas J. Giordano
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Eric R. Fearon
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Samir M. Hanash
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Kathleen R. Cho
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DOI:  Published August 2002
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    Fig. 1.

    PCA using all of the probe sets (n = 7069). A, the first two PCs are shown. Tumors are annotated with histological type as indicated, and an elliptical region was determined for each histological type such that 95% of samples of a histological type are expected to fall within that region (assuming bivariate normality of the PC scores). B, same scatterplot with samples annotated with histological type and tumor stage (Un, unknown); C, scatterplot with samples annotated with histological type and tumor grade; D, LDA combining information from the first nine PCs, showing separation of clear cell OvCas from all of the other tumor types.

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    Fig. 2.

    PCA using histological type-specific probe sets (n = 172 probe sets, 158 genes). Scatterplot of the first two PCs computed using the 172 probe sets showing at least 2-fold increased expression in one tumor type compared with each of the others. Individual tumors are annotated with histological type as indicated. Shaded symbols, OvCas with mixed histology.

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    Fig. 3.

    Comparison of TFF1, FXYD2, and WT1 gene expression from microarray and q-RT-PCR analyses. For each gene, relative expression based on the microarray analysis (A, C, and E) is compared with the mean fold expression (normalized to HPRT1) based on the q-RT-PCR analysis of 10 tumors in each histological group (B, D, and F). Error bars in B, D, and F, SE of the means.

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    Fig. 4.

    Immunohistochemical analysis of TFF1 and WT1 protein expression in primary OvCas using TMAs. Top row, representative H&E-stained sections of mucinous, endometrioid, clear cell, and serous ovarian adenocarcinomas. Center row, representative sections of primary OvCas immunostained with antibody recognizing TFF1. Bottom row, representative sections of primary OvCas immunostained with antibody recognizing WT1.

Tables

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  • Table 1

    Distribution of OvCas by histological type, FIGO stage, and tumor grade

    TypeGradeStage
    IIIIIIIVU
    Single differentiation
     Clear cell, n = 83a332
     Endometroid, n = 331811
    25311
    32272
     Mucinous, n = 101511
    212
     Serous, n = 5313
    211172
    3112142
    Mixed histology
     Clear cell (serous)b, n = 131
     Endometroid (serous), n = 321
    311
     Serous (endometroid), n = 5211
    312
    • a Classified as grade 3, as recommended by the NCCN Practice Guidelines for Ovarian Cancer (8) .

    • b Minor component in samples with mixed histology.

  • Table 2

    Up-regulated genes expressed at least 2-fold higher (P < 0.01a) in clear cell OvCa compared with other histological types

    Gene symbolMean fold changeAve.DescriptionNCBI locus link
    Cbvs. MC vs. EC vs. S
    Stress response
     GPX320.2315.586.7812.88Glutathione peroxidase 3 (plasma)2878
     GLRX5.345.978.076.36Glutaredoxin (thioltransferase)2745
     LBP4.206.076.075.37Lipopolysaccharide-binding protein3929
     CRYAB4.503.512.513.41Crystallin, α B1410
     DEFB12.533.324.413.33Defensin, β 11672
     HCLS13.263.343.393.33Hematopoietic cell-specific Lyn substrate 13059
     SOD23.222.792.602.86Superoxide dismutase 2, mitochondrial6648
     HSPA22.452.132.602.38Heat shock 70kD protein 23306
     ORM12.332.242.322.30Orosomucoid 15004
    Cell proliferation/differentiation, hormones, receptors
     CSPG211.9613.408.7311.18Chondroitin sulfate proteoglycan 2 (versican)1462
     IGFBP15.846.527.426.57Insulin-like growth factor binding protein 13484
     PTHLH5.955.967.106.31Parathyroid hormone-like hormone5744
     TCF23.916.838.696.15Transcription factor 2, hepatic; LF-B36928
     DRIL15.403.895.064.74Dead ringer (Drosophila)-like 11820
     GPC34.055.154.864.66Glypican 32719
     IGFBP35.063.865.044.62Insulin-like growth factor binding protein 33486
     TOB12.404.316.184.00Transducer of ERBB2, 110140
     MITF2.803.524.853.63Microphthalmia-associated transcription factor4286
     NDRG13.034.373.183.48N-myc downstream regulated10397
     NR1H42.393.613.883.23Nuclear receptor subfamily 1, group H, member 49971
     FGFR32.213.863.703.16Fibroblast growth factor receptor 32261
     PVR2.233.363.532.98Poliovirus receptor5817
     PIG72.672.973.192.93LPS-induced TNF-α factor9516
     IL62.472.902.822.72Interleukin 6 (IFN, β 2)3569
     PTPRM2.962.462.632.67Protein tyrosine phosphatase, receptor type, M5797
     FOXO1A2.012.672.882.49Forkhead box O1A (rhabdomyosarcoma)2308
     ERBB22.402.552.532.49v-erb-b2 avian erythroblastic leukemia viral oncogene homolog 22064
     C5R12.032.822.682.48Complement component 5 receptor 1 (C5a ligand)728
     MIG23.052.472.012.48Mitogen inducible 210979
     PRX22.132.432.152.23Paired related homeobox protein51450
    Extracellular matrix, cytoskeletal, cell adhesion
     NID24.358.569.777.14Nidogen 222795
     LAMB13.616.279.946.08Laminin, β 13912
     COMP7.546.093.995.68Cartilage oligomeric matrix protein (pseudoachondroplasia)1311
     MAGP25.024.022.523.70Microfibril-associated glycoprotein-28076
     PLS32.084.834.873.66Plastin 3 (T isoform)5358
     MCAM2.513.285.573.58Melanoma adhesion molecule4162
     SPP16.012.832.173.33Secreted phosphoprotein 1 (osteopontin, bone sialoprotein I)6696
     LAMC13.302.762.332.77Laminin, γ 1 (formerly LAMB2)3915
     COL4A22.722.582.832.71Collagen, type IV, α 21284
     E482.292.692.932.62Lymphocyte antigen 6 complex, locus D8581
     PSCDBP2.442.322.322.36Pleckstrin homology, Sec7 and coiled/coil domains, binding protein9595
     COL4A12.432.122.532.35Collagen, type IV, α 11282
     MYOC2.172.212.272.22Myocilin, trabecular meshwork inducible glucocorticoid response4653
    Proteases, protease inhibitors, enzyme inhibitors
     ANXA42.119.6712.566.36Annexin A4307
     TFPI24.904.085.904.90Tissue factor pathway inhibitor 27980
     CST63.954.103.343.78Cystatin E/M1474
     SLPI3.393.492.142.94Secretory leukocyte protease inhibitor (antileukoproteinase)6590
     TIMP22.232.542.022.25Tissue inhibitor of metalloproteinase 27077
     CPM2.122.082.292.16Carboxypeptidase M1368
    Metabolism, catabolism
     GGT15.786.597.236.51Gamma-glutamyltransferase 12678
     NNMT7.485.624.335.67Nicotinamide N-methyltransferase4837
     MAL10.675.862.565.43Mal, T-cell differentiation protein4118
     EEF1A22.784.815.094.09Eukaryotic translation elongation factor 1 α 21917
     HGD2.443.726.713.93Homogentisate 1,2-dioxygenase (homogentisate oxidase)3081
     TCN23.222.884.473.46Transcobalamin II; macrocytic anemia6948
     CDA2.853.643.773.40Cytidine deaminase978
     PCCA3.012.584.853.35Propionyl Coenzyme A carboxylase, α polypeptide5095
     CRYM2.193.194.313.11Crystallin, μ1428
     PDXK3.152.703.213.01Pyridoxal (pyridoxine, vitamin B6) kinase8566
     CYP1B13.263.182.522.96Cytochrome P450, subfamily I (dioxin-inducible), polypeptide 11545
     STC12.962.064.252.96Stanniocalcin 16781
     NP2.282.773.992.93Nucleoside phosphorylase4860
     WARS2.732.122.402.40Tryptophanyl-tRNA synthetase7453
     HMOX12.052.152.372.18Heme oxygenase (decycling) 13162
    Transporters, carriers, trafficking
     FXYD218.3934.4338.8929.09FXYD domain-containing ion transport regulator 2486
     RBP414.1525.5129.4722.00Retinol-binding protein 4, interstitial5950
     SLC6A123.313.192.522.99Solute carrier family 6, member 126539
     VATI2.782.512.482.59Membrane protein of cholinergic synaptic vesicles10493
     GP36B2.472.932.152.50Endoplasmic reticulum glycoprotein10960
     RAB92.272.672.532.48RAB9, member RAS oncogene family9367
     KDELR32.602.442.042.35KDEL endoplasmic reticulum protein retention receptor 311015
    Function not well elucidated
     C3F2.402.352.242.33Putative protein similar to nessy (Drosophila)10162
     ITM2B2.102.112.002.07Integral membrane protein 2B9445
    • a Significance for fold change determined using the Student t test by comparing clear cell samples with all other groups combined.

    • b C, clear cell; M, mucinous; E, endometrioid; S, serous; Ave., average; NCBI, National Center for Biotechnology Information.

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Cancer Research: 62 (16)
August 2002
Volume 62, Issue 16
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Gene Expression in Ovarian Cancer Reflects Both Morphology and Biological Behavior, Distinguishing Clear Cell from Other Poor-Prognosis Ovarian Carcinomas
Donald R. Schwartz, Sharon L. R. Kardia, Kerby A. Shedden, Rork Kuick, George Michailidis, Jeremy M. G. Taylor, David E. Misek, Rong Wu, Yali Zhai, Danielle M. Darrah, Heather Reed, Lora H. Ellenson, Thomas J. Giordano, Eric R. Fearon, Samir M. Hanash and Kathleen R. Cho
Cancer Res August 15 2002 (62) (16) 4722-4729;

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Gene Expression in Ovarian Cancer Reflects Both Morphology and Biological Behavior, Distinguishing Clear Cell from Other Poor-Prognosis Ovarian Carcinomas
Donald R. Schwartz, Sharon L. R. Kardia, Kerby A. Shedden, Rork Kuick, George Michailidis, Jeremy M. G. Taylor, David E. Misek, Rong Wu, Yali Zhai, Danielle M. Darrah, Heather Reed, Lora H. Ellenson, Thomas J. Giordano, Eric R. Fearon, Samir M. Hanash and Kathleen R. Cho
Cancer Res August 15 2002 (62) (16) 4722-4729;
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