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Advances in Brief

Large-Scale Serial Analysis of Gene Expression Reveals Genes Differentially Expressed in Ovarian Cancer

Colleen D. Hough, Cheryl A. Sherman-Baust, Ellen S. Pizer, F. J. Montz, Dwight D. Im, Neil B. Rosenshein, Kathleen R. Cho, Gregory J. Riggins and Patrice J. Morin
Colleen D. Hough
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Cheryl A. Sherman-Baust
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Ellen S. Pizer
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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F. J. Montz
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Dwight D. Im
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Neil B. Rosenshein
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Kathleen R. Cho
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Gregory J. Riggins
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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Patrice J. Morin
Laboratory of Biological Chemistry, Gerontology Research Center, National Institute on Aging, Baltimore, Maryland 21224 [C. D. H., C. A. S-B., P. J. M.]; Departments of Pathology [E. S. P., P. J. M.] and Gynecology [F. J. M.], The Johns Hopkins Medical Institutions, Baltimore, Maryland 21287; Gynecologic Oncology Center, Mercy Medical Center, Baltimore, Maryland 21202 [D. D. I., N. B. R.]; Department of Pathology, The University of Michigan Medical School, Ann Arbor, Michigan 48109 [K. R. C.]; and Department of Pathology, Duke University Medical Center, Durham, North Carolina 27710 [G. J. R.]
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DOI:  Published November 2000
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    Fig. 1.

    Global gene expression analysis. A, scatterplots of IOSE versus ML10, OVT6 (ovarian), and Tu98 (colon) generated using the Spotfire Pro 4.0 software (Cambridge, MA). The tag frequency for each tag (per 100,000) is plotted on a logarithmic scale for the indicated libraries. B, Pearson correlation coefficients were calculated for each pairwise comparison of the 16 ovarian and colon SAGE libraries. C, dendrograms were created from hierarchical cluster analysis (18) of all colon and ovarian SAGE libraries (left), ovarian samples only (middle), and nonmalignant ovarian and colon epithelia as well as ovarian and colon primary tumors (right). Normalized values for the 10,000 most highly expressed genes in each library were used for all manipulations.

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    Fig. 2.

    Immunohistochemical staining of serous carcinomas. A–F, two representative cases are illustrated. A–C, case 1. Sections are stained as follows: A, H&E; B, Ep-CAM; and C, ApoJ. Tumor cells show strong, diffuse membrane staining for Ep-CAM and diffuse cytoplasmic staining for ApoJ. D–F, case 2. Sections as stained as follows: D, H&E; E, Ep-CAM; and F, ApoJ. Tumor implant on ovarian surface shows strong, diffuse membrane staining for Ep-CAM in tumor cells, whereas adjacent OSE is negative. ApoJ expression is more focal than in case 1 and localizes to the luminal aspect of tumor cells. G–I, staining patterns of claudin-3 and -4. Claudin-4 shows strong membrane staining on tumor cells. Adjacent detached normal epithelium (G) is negative. Claudin-3 shows predominantly membrane staining in the tumor illustrated in H and shows both cytoplasmic and membrane staining in the tumor in I. Overlying mesothelium in I is negative.

Tables

  • Figures
  • Table 1

    Summary of SAGE library analyses

    LibraryaSequenceTagsbUnique tagscGenesd≥2 tagse
    HOSE2,29047,88116,03412,7784,532
    IOSE1,91247,54918,00414,7715,681
    ML101,93555,70018,72714,9396,637
    OVT62,10441,62018,47615,6464,799
    OVT72,08953,89819,52315,8585,669
    OVT82,07632,49416,36314,1533,815
    OV10632,14637,86215,23112,6564,746
    A27801,33221,58710,7179,2492,761
    ES-21,77535,35214,73912,3353,952
    POOL2,20110,5545,9565,2381,627
    Total19,860384,49782,53356,38728,219
    • a The libraries are: HOSE, human ovarian surface epithelium from short-term culture; IOSE, SV40-immortalized ovarian surface epithelium; ML10, SV40-immortalized benign cystadenoma; OVT6, OVT7, and OVT8, primary ovarian serous adenocarcinomas; OV1063, A2780, and ES2, ovarian cancer cell lines; POOL, a pool of 10 ovarian cancer cell lines.

    • b Tag numbers after elimination of linker-based tags and duplicate ditags.

    • c Number of unique tags identified in each library.

    • d Number of genes identified after correction for sequencing errors.

    • e Number of genes represented at least twice.

  • Table 2

    Subsets of genes identified in the ovarian and colon SAGE librariesa

    Gene ProductHOSEbIOSEML10A2780ES-2OV1063POOLOVT6OVT7OVT8NC1NC2SW837HCT116Tu102Tu98
    Keratin 8863834520195285313571143693941857261295
    Keratin 1821490930281518543892528112736068142104
    Keratin 199623200533846541143981781453530100
    Keratin 170000003810116005054
    Keratin 164695171119011150618898
    Keratin 10190751750063240304
    Keratin hHb302007900070000200
    Keratin K500003002418003000
    Vimentin169124185208390801063268000042
    Keratin 20000000000020712120512
    Keratin 710248502544128844165222004
    CEA0000000000273174303487
    Cadherin-61769061601220812401508
    N-Cadherin215110050223020020
    Cadherin-130060000000000000
    Cadherin-112050000500000000
    Cadherin-438850330566000004
    E-Cadherin0000024021368472831850
    VE-Cadherin6020000000000000
    LI-Cadherin00000000003829201212
    • a All libraries were normalized to tag number per 100,000.

    • b HOSE, normal human ovarian surface epithelium; IOSE, SV40-immortalized normal human ovarian surface epithelium; ML10, SV40-immortalized benign cystadenoma; A2780, ES-2, OV1063, and POOL, ovarian cancer cell lines; OVT6, OVT7, and OVT8, ovarian cancer primary tumors; NC1 and NC2, normal colon epithelia; SW837 and HCT116, colon cancer cell lines; Tu102 and Tu98, colon cancer primary tumors.

  • Table 3

    Subset of genes differentially expressed in ovarian tumors compared with nonmalignant ovarian samples

    TagGeneExpressionaFunction
    FoldOSE ML10Ovarian tumorsColon epitheliumColon tumors
    Up-regulatedb
    GGGCATCTCTHLA-DR α chain289−++−−MHC, class II/antigen presentation
    TTTGGGCCTACysteine-rich protein 1123−+++−LIM/double zinc finger
    ATCGTGGCGGClaudin 4109−++++Tight junction barrier function
    TATTATGGTAESTs101−+−−Unknownc
    GCCTACCCGASurface marker 1/GA733-1/TROP293−+−−Tumor Agc/Ca2+
    CTCGCGCTGGClaudin 383−++++Tight junction barrier function
    TTGCTTGCCACeruloplasmin (ferroxidase)79−+−−Secreted metalloprotein/antioxidant
    CCTGCTTGTCHE472−+++−Secreted protease inhibitor
    AGGGAGGGGCGlutathione peroxidase 3 (plasma)69−+−−Secreted selenoprotein/peroxidase
    TGTGGGAAATSecretory leukocyte protease inhibitor60−++−−Secreted serine protease inhibitor
    CCTGATCTGCESTs56−+−−Unknown
    ACCATTGGATIFN-induced transmembrane protein 149−++−+Receptor for IFN signaling
    AGTTTGTTAGEp-CAM/EGP2/TROP1/GA733-248−++++Tumor Ag/Ca-independent CAM/proliferation
    CCTGGGAAGTMucin 143−++++Tumor Ag/type-I membrane glycoprotein
    CAACTAATTCApoJ/clusterin39−++−−Secreted chaperone/cytoprotection
    GCCTGCAGTCSerine protease inhibitor, Kunitz type 234−+++++Transmembrane/protease inhibitor
    CGACCCCACGApoE34−++−−Lipoprotein particle binding, internalization, and catabolism
    TTCTGTGCTGComplement component 1, r subcomponent24−+−−Serine protease of complement system/autoimmune diseases
    CGCCGACGATG1P3/IFI-6-1624−++++IFN primary response/α-IFN-inducible
    CCCGCCCCCGLutheran blood group protein/BCAM17−++−−Possible cell surface receptor/immunoglobulin superfamily
    GATCAGGCCAUnknown16−++−+Unknown
    GTGGAAGACGMal16−+−−Trans-Golgi membrane protein (epithelial cells)/T-cell differentiation
    GATGAGGAGAESTs13+++−+Unknown
    TTCCCTTCTTHLA-DPB113−+−−MHC, class II/antigen presentation
    CCCCCTGCAGMesothelin12−++−−GPI-anchored/mesothelioma and ovarian cancer antigen/cell adhesion
    TGCTGCCTGTBone marrow stroma antigen 2/BST-212−++−+Type II transmembrane protein/pre-B-cell growth
    TGCAGCACGAHLA-Cw10−+++++MHC, class I/antigen presentation
    Down-regulatedd
    GGTTATTTTGUnknown99+−−−Unknown
    TGTCATCACALysyl oxidase-like 273+−−−Secreted/collagen and elastin cross-linker
    AAAATAAACAChloride intracellular channel 4 like29+−−−Ion transport
    TAAAAATGTTPlasminogen activator inhibitor, type 126++−−−Serine protease inhibitor family/tPA inhibitor
    GAGCTTTTGAEST14+−−−Unknown
    GGCTGATGTGGlycine t-RNA synthetase13+−−−Protein synthesis
    CGACGAGGAGEpithelial membrane protein-313+−−−Proliferation, differentiation, and apoptosis
    GCCCCCAATAGalectin-110+++−−β-Galactoside binding lectin/ECM interaction and proliferation
    GCAACTTGGAVinexin β10+−−−Cell adhesion and cytoarchitecture
    • a Expression is defined as: −, 0–9 tags/100,000; +, 10–49 tags/100,000; ++, >49 tags/100,000.

    • b Candidates up-regulated at least 30-fold in tumors.

    • c Ag, antigen; CAM, cellular adhesion molecule; BCAM, basal cell adhesion molecule; GPI, glycosylphosphatidyl inositol; tPA, tissue plasminogen activator; ECM, extracellular matrix. IFN, interferon.

    • d Candidates down-regulated at least 10-fold in tumors.

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Large-Scale Serial Analysis of Gene Expression Reveals Genes Differentially Expressed in Ovarian Cancer
Colleen D. Hough, Cheryl A. Sherman-Baust, Ellen S. Pizer, F. J. Montz, Dwight D. Im, Neil B. Rosenshein, Kathleen R. Cho, Gregory J. Riggins and Patrice J. Morin
Cancer Res November 15 2000 (60) (22) 6281-6287;

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Large-Scale Serial Analysis of Gene Expression Reveals Genes Differentially Expressed in Ovarian Cancer
Colleen D. Hough, Cheryl A. Sherman-Baust, Ellen S. Pizer, F. J. Montz, Dwight D. Im, Neil B. Rosenshein, Kathleen R. Cho, Gregory J. Riggins and Patrice J. Morin
Cancer Res November 15 2000 (60) (22) 6281-6287;
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