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1.
Bioinformatics ; 30(17): i497-504, 2014 Sep 01.
Article in English | MEDLINE | ID: mdl-25161239

ABSTRACT

MOTIVATION: Analysis of relationships of drug structure to biological response is key to understanding off-target and unexpected drug effects, and for developing hypotheses on how to tailor drug therapies. New methods are required for integrated analyses of a large number of chemical features of drugs against the corresponding genome-wide responses of multiple cell models. RESULTS: In this article, we present the first comprehensive multi-set analysis on how the chemical structure of drugs impacts on genome-wide gene expression across several cancer cell lines [Connectivity Map (CMap) database]. The task is formulated as searching for drug response components across multiple cancers to reveal shared effects of drugs and the chemical features that may be responsible. The components can be computed with an extension of a recent approach called Group Factor Analysis. We identify 11 components that link the structural descriptors of drugs with specific gene expression responses observed in the three cell lines and identify structural groups that may be responsible for the responses. Our method quantitatively outperforms the limited earlier methods on CMap and identifies both the previously reported associations and several interesting novel findings, by taking into account multiple cell lines and advanced 3D structural descriptors. The novel observations include: previously unknown similarities in the effects induced by 15-delta prostaglandin J2 and HSP90 inhibitors, which are linked to the 3D descriptors of the drugs; and the induction by simvastatin of leukemia-specific response, resembling the effects of corticosteroids. AVAILABILITY AND IMPLEMENTATION: Source Code implementing the method is available at: http://research.ics.aalto.fi/mi/software/GFAsparse. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Bayes Theorem , Cell Line, Tumor , Gene Expression/drug effects , Humans , Neoplasms/genetics , Neoplasms/metabolism , Structure-Activity Relationship
2.
Nat Genet ; 36(9): 979-83, 2004 Sep.
Article in English | MEDLINE | ID: mdl-15300251

ABSTRACT

The identification of tumor-suppressor genes in solid tumors by classical cancer genetics methods is difficult and slow. We combined nonsense-mediated RNA decay microarrays and array-based comparative genomic hybridization for the genome-wide identification of genes with biallelic inactivation involving nonsense mutations and loss of the wild-type allele. This approach enabled us to identify previously unknown mutations in the receptor tyrosine kinase gene EPHB2. The DU 145 prostate cancer cell line, originating from a brain metastasis, carries a truncating mutation of EPHB2 and a deletion of the remaining allele. Additional frameshift, splice site, missense and nonsense mutations are present in clinical prostate cancer samples. Transfection of DU 145 cells, which lack functional EphB2, with wild-type EPHB2 suppresses clonogenic growth. Taken together with studies indicating that EphB2 may have an essential role in cell migration and maintenance of normal tissue architecture, our findings suggest that mutational inactivation of EPHB2 may be important in the progression and metastasis of prostate cancer.


Subject(s)
Mutation , Prostatic Neoplasms/genetics , Receptor, EphB2/genetics , Cell Line, Tumor , Codon, Nonsense , Emetine/pharmacology , Genes, Tumor Suppressor , Humans , Male , Molecular Sequence Data , Oligonucleotide Array Sequence Analysis , RNA Stability , Transfection
3.
BMC Bioinformatics ; 13: 112, 2012 May 30.
Article in English | MEDLINE | ID: mdl-22646858

ABSTRACT

BACKGROUND: Detailed and systematic understanding of the biological effects of millions of available compounds on living cells is a significant challenge. As most compounds impact multiple targets and pathways, traditional methods for analyzing structure-function relationships are not comprehensive enough. Therefore more advanced integrative models are needed for predicting biological effects elicited by specific chemical features. As a step towards creating such computational links we developed a data-driven chemical systems biology approach to comprehensively study the relationship of 76 structural 3D-descriptors (VolSurf, chemical space) of 1159 drugs with the microarray gene expression responses (biological space) they elicited in three cancer cell lines. The analysis covering 11350 genes was based on data from the Connectivity Map. We decomposed the biological response profiles into components, each linked to a characteristic chemical descriptor profile. RESULTS: Integrated analysis of both the chemical and biological space was more informative than either dataset alone in predicting drug similarity as measured by shared protein targets. We identified ten major components that link distinct VolSurf chemical features across multiple compounds to specific cellular responses. For example, component 2 (hydrophobic properties) strongly linked to DNA damage response, while component 3 (hydrogen bonding) was associated with metabolic stress. Individual structural and biological features were often linked to one cell line only, such as leukemia cells (HL-60) specifically responding to cardiac glycosides. CONCLUSIONS: In summary, our approach identified several novel links between specific chemical structure properties and distinct biological responses in cells incubated with these drugs. Importantly, the analysis focused on chemical-biological properties that emerge across multiple drugs. The decoding of such systematic relationships is necessary to build better models of drug effects, including unanticipated types of molecular properties having strong biological effects.


Subject(s)
Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Biomarkers, Pharmacological , Gene Expression Profiling/statistics & numerical data , Neoplasms/genetics , Genome, Human/drug effects , Genome, Human/genetics , Humans , Oligonucleotide Array Sequence Analysis , Structure-Activity Relationship , Systems Biology/methods , Transcriptome
4.
Genes Chromosomes Cancer ; 50(7): 499-509, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21472816

ABSTRACT

MicroRNAs (miRNAs) are small, non-coding RNAs that negatively regulate the expression of protein coding genes. In this study, we screened highly informative prostate cancer cell lines and xenografts (n = 42) for miRNA gene copy number and expression changes. The expression profiling showed distinction between cell lines and xenografts as well as between androgen sensitive and independent models. Only a few copy number alterations that were associated with expression changes were identified. Most importantly, the miR-15a-miR-16-1 locus was found to be homozygously deleted in two samples leading to the abolishment of miR-15a, but not miR-16, expression. miR-16 is also expressed from another genomic locus. Mutation screening of the miR-15a-miR-16-1 gene in the model systems as well as clinical samples (n = 50) revealed no additional mutations. In conclusion, our data indicate that putative tumor suppressors, miR-15a and miR-16-1, are homozygously deleted in a subset of prostate cancers, further suggesting that these miRNAs could be important in the development of prostate cancer.


Subject(s)
Gene Deletion , Genetic Loci , Homozygote , MicroRNAs/genetics , Prostatic Neoplasms/genetics , Cell Line, Tumor , Cluster Analysis , DNA Copy Number Variations/genetics , Gene Expression Profiling , Humans , Male , Prostatic Neoplasms/metabolism , Transplantation, Heterologous
5.
Nat Commun ; 13(1): 1691, 2022 03 30.
Article in English | MEDLINE | ID: mdl-35354797

ABSTRACT

Acute lymphoblastic leukemia (ALL) is the most common childhood cancer. Although standard-of-care chemotherapeutics are sufficient for most ALL cases, there are subsets of patients with poor response who relapse in disease. The biology underlying differences between subtypes and their response to therapy has only partially been explained by genetic and transcriptomic profiling. Here, we perform comprehensive multi-omic analyses of 49 readily available childhood ALL cell lines, using proteomics, transcriptomics, and pharmacoproteomic characterization. We connect the molecular phenotypes with drug responses to 528 oncology drugs, identifying drug correlations as well as lineage-dependent correlations. We also identify the diacylglycerol-analog bryostatin-1 as a therapeutic candidate in the MEF2D-HNRNPUL1 fusion high-risk subtype, for which this drug activates pro-apoptotic ERK signaling associated with molecular mediators of pre-B cell negative selection. Our data is the foundation for the interactive online Functional Omics Resource of ALL (FORALL) with navigable proteomics, transcriptomics, and drug sensitivity profiles at https://proteomics.se/forall .


Subject(s)
Gene Expression Profiling , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Cell Line , Humans , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Proteomics , Transcriptome
6.
Prostate ; 71(6): 604-14, 2011 May.
Article in English | MEDLINE | ID: mdl-20945501

ABSTRACT

BACKGROUND: Androgens play a critical role in the growth of both androgen dependent and castration-resistant prostate cancer (CRPC). Only a few micro-RNAs (miRNAs) have been suggested to be androgen regulated. We aim to identify androgen regulated miRNAs. METHODS: We utilized LNCaP derived model, we have established, and which overexpresses the androgen receptor (AR), the VCaP cell line, and 13 intact-castrated prostate cancer (PC) xenograft pairs, as well as clinical specimens of untreated (PC) and CRPC. The expression of miRNAs was analyzed by microarrays and quantitative RT-PCR (Q-RT-PCR). Transfection of pre-miR-141 and anti-miR-141 was also used. RESULTS: Seventeen miRNAs were > 1.5-fold up- or downregulated upon dihydrotestosterone (DHT) treatment in the cell lines, and 42 after castration in the AR-positive xenografts. Only four miRNAs (miR-10a, miR-141, miR-150*, and miR-1225-5p) showed similar androgen regulation in both cell lines and xenografts. Of those, miR-141 was found to be expressed more in PC and CRPC compared to benign prostate hyperplasia. Additionally, the overexpression of miR-141 enhanced growth of parental LNCaP cells while inhibition of miR-141 by anti-miR-141 suppressed the growth of the LNCaP subline overexpressing AR. CONCLUSIONS: Only a few miRNAs were found to be androgen-regulated in both cell lines and xenografts models. Of those, the expression of miR-141 was upregulated in cancer. The ectopic overexpression of miR-141 increased growth of LNCaP cell suggesting it may contribute to the progression of PC.


Subject(s)
Androgens/metabolism , Gene Expression Regulation, Neoplastic , MicroRNAs/metabolism , Neoplasms, Hormone-Dependent/metabolism , Prostatic Neoplasms/metabolism , Receptors, Androgen/metabolism , Animals , Cell Growth Processes/drug effects , Cell Growth Processes/genetics , Cell Line, Tumor , Dihydrotestosterone/pharmacology , Gene Expression Profiling/methods , Humans , Male , Mice , MicroRNAs/biosynthesis , MicroRNAs/genetics , Neoplasms, Experimental , Neoplasms, Hormone-Dependent/genetics , Neoplasms, Hormone-Dependent/pathology , Prostatic Neoplasms/genetics , Prostatic Neoplasms/pathology , RNA, Neoplasm/chemistry , RNA, Neoplasm/genetics , Reverse Transcriptase Polymerase Chain Reaction , Transfection , Transplantation, Heterologous
7.
Int J Cancer ; 123(12): 2774-81, 2008 Dec 15.
Article in English | MEDLINE | ID: mdl-18798265

ABSTRACT

Gene fusions between prostate-specific, androgen responsive TMPRSS2 gene and oncogenic ETS factors, such as ERG, occur in up to 50% of all prostate cancers. We recently defined a gene signature that was characteristic to prostate cancers with ERG activation. This suggested epigenetic reprogramming, such as upregulation of histone deactylase 1 (HDAC1) gene and downregulation of its target genes. We then hypothesized that patients with ERG-positive prostate cancers may benefit from epigenetic therapy such as HDAC inhibition (HDACi), especially in combination with antiandrogens. Here, we exposed ERG-positive prostate cancer cell lines to HDAC inhibitors Trichostatin A (TSA), MS-275 and suberoylanilide hydroxamic acid (SAHA) with or without androgen deprivation. We explored the effects on cell phenotype, gene expression as well as ERG and androgen receptor (AR) signaling. When compared with 5 other prostate cell lines, ERG-positive VCaP and DuCap cells were extremely sensitive to HDACi, in particular TSA, showing synergy with concomitant androgen deprivation increasing apoptosis. Both of the HDAC inhibitors studied caused repression of the ERG-fusion gene, whereas the pan-HDAC inhibitor TSA prominently repressed the ERG-associated gene signature. Additionally, HDACi and flutamide caused retention of AR in the cytoplasm, indicating blockage of androgen signaling. Our results support the hypothesis that HDACi, especially in combination with androgen deprivation, is effective against TMPRSS2-ERG-fusion positive prostate cancer in vitro. Together with our previous in vivo observations of an "epigenetic reprogramming gene signature" in clinical ERG-positive prostate cancers, these studies provide mechanistic insights to ERG-associated tumorigenesis and suggest therapeutic paradigms to be tested in vivo.


Subject(s)
Androgen Antagonists/pharmacology , Antineoplastic Agents, Hormonal/pharmacology , Antineoplastic Combined Chemotherapy Protocols/pharmacology , Benzamides/pharmacology , Enzyme Inhibitors/pharmacology , Histone Deacetylase Inhibitors , Hydroxamic Acids/pharmacology , Oncogene Proteins, Fusion/analysis , Prostatic Neoplasms/chemistry , Prostatic Neoplasms/drug therapy , Pyridines/pharmacology , Anilides/pharmacology , Apoptosis/drug effects , Biomarkers, Tumor/analysis , Blotting, Western , Cell Line, Tumor , Drug Synergism , Gene Expression Regulation, Enzymologic/drug effects , Gene Expression Regulation, Neoplastic/drug effects , Gene Silencing/drug effects , Humans , Male , Nitriles/pharmacology , Polymerase Chain Reaction/methods , Protein Synthesis Inhibitors/pharmacology , Receptors, Androgen/genetics , Tosyl Compounds/pharmacology , Up-Regulation
8.
Clin Cancer Res ; 11(18): 6450-8, 2005 Sep 15.
Article in English | MEDLINE | ID: mdl-16166419

ABSTRACT

PURPOSE: To comprehensively evaluate ephrin receptor B2 (EphB2) expression in normal and neoplastic tissues. EphB2 is a tyrosine kinase recently implicated in the deregulation of cell-to-cell communication in many tumors. EXPERIMENTAL DESIGN: EphB2 protein expression was analyzed by immunohistochemistry on tissue microarrays that included 76 different normal tissues, >4,000 samples from 138 different cancer types, and 1,476 samples of colon cancer with clinical follow-up data. RESULTS: We found most prominent EphB2 expression in the intestinal epithelium (colonic crypts) with cancer of the colorectum displaying the highest EphB2 positivity of all tumors. Positivity was found in 100% of 118 colon adenomas but in 33.3% of 45 colon carcinomas. EphB2 expression was also observed in 75 tumor categories, including serous carcinoma of the endometrium (34.8%), adenocarcinoma of the esophagus (33.3%), intestinal adenocarcinoma of the stomach (30.2%), and adenocarcinoma of the small intestine (70%). The occasional finding of strong EphB2 positivity in tumors without EphB2 positivity in the corresponding normal cells [adenocarcinoma of the lung (4%) and pancreas (2.2%)] suggests that deregulation of EphB2 signaling may involve up-regulation of the protein expression. In colon carcinoma, loss of EphB2 expression was associated with advanced stage (P < 0.0001) and was an indicator of poor overall survival (P = 0.0098). CONCLUSIONS: Our results provide an overview on the EphB2 protein expression in normal and neoplastic tissues. Deregulated EphB2 expression may play a role in several cancer types with loss of EphB2 expression serving as an indicator of the possible pathogenetic role of EphB2 signaling in the maintenance of tissue architecture of colon epithelium.


Subject(s)
Neoplasms/pathology , Receptor, EphB2/biosynthesis , Tissue Array Analysis/methods , Colorectal Neoplasms/metabolism , Colorectal Neoplasms/pathology , Female , Gastrointestinal Neoplasms/metabolism , Gastrointestinal Neoplasms/pathology , Humans , Immunohistochemistry , Male , Neoplasm Staging , Neoplasms/metabolism , Survival Analysis
9.
Cancer Res ; 62(21): 6240-5, 2002 Nov 01.
Article in English | MEDLINE | ID: mdl-12414653

ABSTRACT

Genetic changes underlie tumor progression and may lead to cancer-specific expression of critical genes. Over 1100 publications have described the use of comparative genomic hybridization (CGH) to analyze the pattern of copy number alterations in cancer, but very few of the genes affected are known. Here, we performed high-resolution CGH analysis on cDNA microarrays in breast cancer and directly compared copy number and mRNA expression levels of 13,824 genes to quantitate the impact of genomic changes on gene expression. We identified and mapped the boundaries of 24 independent amplicons, ranging in size from 0.2 to 12 Mb. Throughout the genome, both high- and low-level copy number changes had a substantial impact on gene expression, with 44% of the highly amplified genes showing overexpression and 10.5% of the highly overexpressed genes being amplified. Statistical analysis with random permutation tests identified 270 genes whose expression levels across 14 samples were systematically attributable to gene amplification. These included most previously described amplified genes in breast cancer and many novel targets for genomic alterations, including the HOXB7 gene, the presence of which in a novel amplicon at 17q21.3 was validated in 10.2% of primary breast cancers and associated with poor patient prognosis. In conclusion, CGH on cDNA microarrays revealed hundreds of novel genes whose overexpression is attributable to gene amplification. These genes may provide insights to the clonal evolution and progression of breast cancer and highlight promising therapeutic targets.


Subject(s)
Breast Neoplasms/genetics , Gene Amplification , Gene Expression Regulation, Neoplastic/genetics , Breast Neoplasms/metabolism , DNA, Neoplasm/genetics , Gene Dosage , Gene Expression Profiling , Humans , Nucleic Acid Hybridization , Oligonucleotide Array Sequence Analysis , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Tumor Cells, Cultured
10.
Cancer Res ; 62(8): 2359-64, 2002 Apr 15.
Article in English | MEDLINE | ID: mdl-11956097

ABSTRACT

We have shown recently that about half of the human TGCTs(3) reveal DNA copy number increases affecting two distinct regions on chromosome arm 17q. To identify potential target genes with elevated expressions attributable to the extra copies, we constructed a cDNA microarray containing 636 genes and expressed sequence tags from chromosome 17. The expression patterns of 14 TGCTs, 1 carcinoma in situ, and 3 normal testis samples were examined, all with known chromosome 17 copy numbers. The growth factor receptor-bound protein 7 (GRB7) and junction plakoglobin (JUP) were the two most highly overexpressed genes in the TGCTs. GRB7 is tightly linked to ERBB2 and is coamplified and coexpressed with this gene in several cancer types. Interestingly, the expression levels of ERBB2 were not elevated in the TGCTs, suggesting that GRB7 might be the target for the increased DNA copy number in TGCTs. Because of the limited knowledge of altered gene expression in the development of TGCTs, we also examined the expression levels of 512 additional genes located throughout the genome. Several genes novel to testicular tumorigenesis were consistently up- or down-regulated, including POV1, MYCL1, MYBL2, MXI1, and DNMT2. Additionally, overexpression of the proto-oncogenes CCND2 and MYCN were confirmed from the literature. The overexpressions were for some of the target genes closely associated to either seminoma or nonseminoma TGCTs, and hierarchical cluster analysis of the gene expression data effectively distinguished among the known histological subtypes. In summary, this focused functional genomic characterization of TGCTs has lead to the identification of new gene targets associated with a common genomic rearrangement as well as other genes with potential importance to testicular tumorigenesis.


Subject(s)
Germinoma/genetics , Testicular Neoplasms/genetics , Chromosomes, Human, Pair 17/genetics , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Germinoma/metabolism , Humans , Male , Oligonucleotide Array Sequence Analysis , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Testicular Neoplasms/metabolism , Up-Regulation
11.
Cancer Res ; 62(5): 1256-60, 2002 Mar 01.
Article in English | MEDLINE | ID: mdl-11888886

ABSTRACT

To explore molecular mechanisms of prostate cancer progression, we applied tissue microarrays (TMAs) to analyze expression of candidate gene targets discovered by cDNA microarray analysis of the CWR22 xenograft model system. A TMA with 544 clinical specimens from different stages of disease progression was probed by mRNA in situ hybridization and protein immunohistochemistry. There was an excellent correlation (r = 0.96; n = 16) between the expression levels of the genes in the xenografts by cDNA microarray and mRNA in situ hybridization on a TMA. One of the most highly overexpressed genes in hormone-refractory CWR22R xenografts was the S100P gene. This gene, coding for a calcium signaling molecule implicated in the loss of senescence, was also significantly associated with progression in clinical tumors by TMA analysis (P < 0.001), suggesting dysregulation of this pathway in hormone-refractory and metastatic prostate cancers. Conversely, two genes that were down-regulated during tumor progression in the CWR22 model system were validated in vivo: crystallin mu (CRYM) and a LIM-domain protein LMO4 both showed significantly lower mRNA levels in hormone-refractory tumors as compared with primary tumors (P < 0.001). These results illustrate a strategy for rapid clinical validation at the mRNA and protein level of gene targets found to be differentially expressed in cDNA microarray experiments of model systems of cancer.


Subject(s)
Oligonucleotide Array Sequence Analysis , Prostatic Neoplasms/genetics , Animals , Humans , Immunohistochemistry , In Situ Hybridization , Male , Mice , Neoplasm Transplantation , RNA, Messenger/analysis , Transplantation, Heterologous , Tumor Cells, Cultured , mu-Crystallins
12.
Oncogene ; 22(13): 2021-33, 2003 Apr 03.
Article in English | MEDLINE | ID: mdl-12673207

ABSTRACT

Claudins are transmembrane proteins that seal tight junctions, and are critical for maintaining cell-to-cell adhesion in epithelial cell sheets. However, their role in cancer progression remains largely unexplored. Here, we report that Claudin-7 (CLDN-7) expression is lower in invasive ductal carcinomas (IDC) of the breast than in normal breast epithelium, as determined by both RT-PCR (9/10) and Western analysis (6/8). Immunohistochemical (IHC) analysis of ductal carcinoma in situ (DCIS) and IDC showed that the loss of CLDN-7 expression correlated with histological grade in both DCIS (P<0.001, n=38) and IDC (P=0.014, n=31), occurring predominantly in high-grade (Nuclear and Elston grade 3) lesions. Tissue array analysis of 355 IDC cases further confirmed the inverse correlation between CLDN-7 expression and histological grade (P=0.03). This pattern of expression is consistent with the biological function of CLDN-7, as greater discohesion is typically observed in high-grade lesions. In line with this observation, by IHC analysis, CLDN-7 expression was lost in the vast majority (13/17) of cases of lobular carcinoma in situ, which is defined by cellular discohesion. In fact, inducing disassociation of MCF-7 and T47D cells in culture by treating with HGF/scatter factor resulted in a loss of CLDN-7 expression within 24 h. Silencing of CLDN-7 expression correlated with promoter hypermethylation as determined by methylation-specific PCR (MSP) and nucleotide sequencing in breast cancer cell lines (3/3), but not in IDCs (0/5). In summary, these studies provide insight into the potential role of CLDN-7 in the progression and ability of breast cancer cells to disseminate.


Subject(s)
Breast Neoplasms/chemistry , Breast/metabolism , Carcinoma, Ductal, Breast/chemistry , Carcinoma, Intraductal, Noninfiltrating/chemistry , Carcinoma, Lobular/chemistry , Membrane Proteins/deficiency , Neoplasm Invasiveness/genetics , Neoplasm Proteins/deficiency , Tight Junctions/chemistry , Breast/cytology , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/pathology , Carcinoma, Intraductal, Noninfiltrating/pathology , Carcinoma, Lobular/pathology , Cell Adhesion/drug effects , Cells, Cultured/chemistry , Cells, Cultured/drug effects , Claudins , DNA Methylation , Epithelial Cells/chemistry , Female , Gene Expression Regulation, Neoplastic , Gene Silencing , Hepatocyte Growth Factor/pharmacology , Humans , Membrane Proteins/biosynthesis , Membrane Proteins/genetics , Membrane Proteins/physiology , Neoplasm Proteins/biosynthesis , Neoplasm Proteins/genetics , Neoplasm Proteins/physiology , Polymerase Chain Reaction , Promoter Regions, Genetic , RNA, Messenger/analysis , RNA, Neoplasm/analysis , Sequence Analysis, DNA , Severity of Illness Index , Tumor Cells, Cultured/chemistry , Tumor Cells, Cultured/drug effects
13.
Oncogene ; 23(12): 2264-74, 2004 Mar 18.
Article in English | MEDLINE | ID: mdl-14755246

ABSTRACT

In this study, we generated three SAGE libraries from melanoma tissues. Using bioinformatics tools usually applied to microarray data, we identified several genes, including novel transcripts, which are preferentially expressed in melanoma. SAGE results converged with previous microarray analysis on the importance of intracellular calcium and G-protein signaling, and the Wnt/Frizzled family. We also examined the expression of CD74, which was specifically, albeit not abundantly, expressed in the melanoma libraries using a melanoma progression tissue microarray, and demonstrate that this protein is expressed by melanoma cells but not by benign melanocytes. Many genes involved in intracellular calcium and G-protein signaling were highly expressed in melanoma, results we had observed earlier from microarray studies (Bittner et al., 2000). One of the genes most highly expressed in our melanoma SAGE libraries was a calcium-regulated gene, calpain 3 (p94). Immunohistochemical analysis demonstrated that calpain 3 moves from the nuclei of non-neoplastic cells to the cytoplasm of malignant cells, suggesting activation of this intracellular proteinase. Our SAGE results and the clinical validation data demonstrate how SAGE profiles can highlight specific links between signaling pathways as well as associations with tumor progression. This may provide insights into new genes that may be useful for the diagnosis and therapy of melanoma.


Subject(s)
Gene Library , Melanoma/genetics , Muscle Proteins , Aged , Aged, 80 and over , Antigens, Differentiation, B-Lymphocyte/metabolism , Calpain/metabolism , Cell Line, Tumor , Computational Biology , Expressed Sequence Tags , Female , Histocompatibility Antigens Class II/metabolism , Humans , Immunohistochemistry , Isoenzymes/metabolism , Male , Melanoma/pathology , Middle Aged , Neoplasm Staging , Polymerase Chain Reaction , Reproducibility of Results
14.
J Clin Oncol ; 21(24): 4586-91, 2003 Dec 15.
Article in English | MEDLINE | ID: mdl-14673046

ABSTRACT

PURPOSE: To identify target genes of clinical significance for patients with malignant peripheral-nerve sheath tumor (MPNST), an aggressive cancer for which no consensus therapy exists. MATERIALS AND METHODS: Biopsies and clinical data from 51 patients with MPNST were included in this study. Based on our previous research implicating chromosome arm 17q amplification in MPNST, we performed gene expression analyses of 14 MPNSTs using chromosome 17-specific cDNA microarrays. Copy numbers of selected gene probes and centromere probes were then determined by interphase fluorescence in situ hybridization in 16 MPNSTs. Finally, we generated a tissue microarray containing 79 samples from 44 MPNSTs, on which in situ protein expressions of candidate genes were examined and related to clinical end points. RESULTS: Among several deregulated genes found by cDNA microarray analyses, topoisomerase II alpha (TOP2A) was the most overexpressed gene in MPNSTs compared with benign neurofibromas. Excess copies of the TOP2A were also seen at the DNA level in 10 of 16 cases, and high expression of the TOP2A protein was seen in 83% of the tumors on the tissue microarray. The TOP2A-expressing tumors were associated with poor cancer-specific survival and presence of metastases. CONCLUSION: We have identified TOP2A as a target gene in MPNST, using a focused gene expression profiling followed by a DNA copy number evaluation and clinical validation of the encoded protein using a tissue microarray. This study is the first to suggest that TOP2A expression may be a predictive factor for adverse outcome in MPNST.


Subject(s)
DNA Topoisomerases, Type II/genetics , Gene Expression Profiling , Nerve Sheath Neoplasms/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Chromosome Mapping , Chromosomes, Human, Pair 17 , DNA Topoisomerases, Type II/metabolism , Female , Humans , Immunoenzyme Techniques , In Situ Hybridization, Fluorescence , Male , Middle Aged , Survival Analysis , Up-Regulation
15.
Curr Opin Chem Biol ; 6(1): 97-101, 2002 Feb.
Article in English | MEDLINE | ID: mdl-11827831

ABSTRACT

Expression levels of thousands of genes or proteins can be readily determined using microarray techniques. However, this represents only the first step in understanding the biological and medical significance of these molecules. New high-throughput techniques, such as tissue and cell microarrays, will facilitate clinical and functional analysis of molecular targets.


Subject(s)
Biotechnology/methods , Genome , Proteome/analysis , Animals , Cells/chemistry , Humans , Miniaturization/methods , Oligonucleotide Array Sequence Analysis , Specimen Handling/methods
16.
Clin Cancer Res ; 9(11): 4165-71, 2003 Sep 15.
Article in English | MEDLINE | ID: mdl-14519641

ABSTRACT

PURPOSE: Thymidylate synthase (TS) is the target enzyme for 5-fluorouracil (5-FU), and TS expression may determine clinical response and survival after therapy with 5-FU in colorectal cancer. 5-FU is also widely used in the adjuvant therapy of pancreatic cancer. Therefore, we explored the hypothesis that TS expression was associated with patient prognosis and the response to adjuvant therapy in pancreatic cancer. EXPERIMENTAL DESIGN: Cylindrical tissue cores from a large retrospective, nonrandomized series covering 132 resected patients were used to build a pancreatic cancer tissue microarray. TS expression was determined using immunohistochemistry. RESULTS: High intratumoral TS expression and low intratumoral TS expression were present in 83 of 132 (63%) and 49 of 132 (37%) tumors, respectively. Median survival among patients with low intratumoral TS expression (18 months) was longer than that among patients with high TS expression (12 months). In multivariate analysis, more advanced pathological stage [risk ratio (RR) = 1.70; P = 0.015], poorly differentiated histology (RR = 1.71; P = 0.015), management with adjuvant therapy (RR = 0.49; P = 0.011), and high TS expression [RR = 1.66; 95% confidence interval (CI) = 1.05-2.63; P = 0.029] were independent predictors of mortality. The risk of death was significantly reduced by any adjuvant therapy (RR = 0.40; 95% CI = 0.18-0.90; P = 0.001) among patients with high TS expression. This difference in survival among patients with low- and high-TS-expressing tumors became more significant when the analysis was restricted to the 73 patients receiving 5-FU-based adjuvant therapy (RR = 0.37; 95% CI = 0.16-0.86; P = 0.0006). In contrast, 5-FU-based adjuvant therapy did not influence survival among patients with low-TS-expressing pancreatic cancer. CONCLUSIONS: High TS expression is a marker of poor prognosis in resected pancreatic cancer. Patients with high intratumoral TS expression benefit from adjuvant therapy.


Subject(s)
Adenocarcinoma/genetics , Antimetabolites, Antineoplastic/therapeutic use , Fluorouracil/therapeutic use , Pancreatic Neoplasms/genetics , Thymidylate Synthase/genetics , Adenocarcinoma/drug therapy , Adenocarcinoma/pathology , Adenocarcinoma/surgery , Aged , Chemotherapy, Adjuvant , Female , Gene Expression Regulation, Neoplastic , Humans , Immunohistochemistry , Male , Oligonucleotide Array Sequence Analysis , Pancreatic Neoplasms/drug therapy , Pancreatic Neoplasms/pathology , Pancreatic Neoplasms/surgery , Prognosis , Retrospective Studies
17.
Clin Cancer Res ; 10(7): 2344-50, 2004 Apr 01.
Article in English | MEDLINE | ID: mdl-15073110

ABSTRACT

PURPOSE: ANX7-GTPase located on chromosome 10q21 is significantly altered and associated with hormone-refractory metastatic prostate cancers. Therefore, we investigated whether levels of ANX7 correlate with breast cancer progression and survival EXPERIMENTAL DESIGN: A diagnostic tumor tissue microarray containing 525 human breast tissue specimens at different stages of the disease was assayed for ANX7 using immunocytochemical methods with ANX7 monoclonal antibody. A separate prognostic tumor tissue microarray containing 553 human breast tissue specimens annotated with clinicopathological parameters was assayed for ANX7, HER2, estrogen receptor, progesterone receptor, and p53 protein. RESULTS: We report here for the first time that the expression of ANX7-GTPase is significantly enhanced and associated with the presence of metastatic disease (P < 0.0001) in the 525 human breast tissue specimens analyzed. Furthermore, using a separate 553 case retrospective prognostic tumor tissue microarray, we found that increased ANX7 expression is also significantly associated with poor overall patient survival (P < 0.014). This is particularly true when restricted to patients in whom the BRE clinical grade is 2 (P < 0.001) or for whom there is a lack of HER2 expression (P < 0.002). Finally, Cox regression analysis shows that as the expression of ANX7 rises, the probability of survival decreases by more than 10-fold for those patients with HER2-negative tumors. These latter patients represented 66% of the population affected with breast cancer in this study. CONCLUSIONS: High levels of ANX7 in tumor correlate strongly with poor survival of HER2-negative patients and the most aggressive forms of breast cancer. This is the first study to demonstrate that ANX7 antibody has the potential for development into an in vivo diagnostic and therapeutic tool. This simple and reliable immunohistochemical assay may therefore become an important biomarker for metastatic breast cancer diagnosis and management of HER2-negative breast tumor patients.


Subject(s)
Annexin A7/biosynthesis , Breast Neoplasms/diagnosis , GTP Phosphohydrolases/biosynthesis , GTP Phosphohydrolases/metabolism , Receptor, ErbB-2/biosynthesis , Adult , Aged , Aged, 80 and over , Annexin A7/chemistry , Biomarkers, Tumor , Blotting, Western , Breast Neoplasms/pathology , Cytoplasm/metabolism , Disease Progression , Female , GTP Phosphohydrolases/chemistry , Humans , Immunohistochemistry , Middle Aged , Multivariate Analysis , Neoplasm Metastasis , Oligonucleotide Array Sequence Analysis , Phenotype , Prognosis , Regression Analysis , Risk , Risk Factors , Time Factors , Treatment Outcome
18.
Clin Cancer Res ; 9(13): 4914-25, 2003 Oct 15.
Article in English | MEDLINE | ID: mdl-14581366

ABSTRACT

PURPOSE: Inhibitor of apoptosis (IAP) family proteins are suppressors of apoptosis that have been implicated in apoptosis resistance in some cancers. Their expression and relevance to the prognosis of prostate cancer were investigated. EXPERIMENTAL DESIGN: The expression of four members of the IAP family (cellular inhibitor of apoptosis protein 1, cellular inhibitor of apoptosis protein 2, X chromosome-linked IAP, and survivin) was examined by immunohistochemistry and immunoblotting in human prostate cancers and in prostate tissues from transgenic mice expressing SV40 large T antigen under control of a probasin promoter. RESULTS: Tumor-associated elevations in the levels of all four IAP family members were common in prostate cancers of both humans and mice, suggesting concomitant up-regulation of multiple IAP family proteins. Compared with normal prostatic epithelium, increased IAP expression was often evident even in prostatic intraepithelial neoplasia lesions (carcinoma in situ), suggesting that deregulation of IAP expression occurs early in the pathogenesis of prostate cancer. IAP expression did not correlate with Gleason grade or prostate-specific antigen levels. CONCLUSIONS: The findings demonstrate that tumor- associated elevations in the expression of several IAP family proteins occur as a frequent and early event in the etiology of prostate cancer.


Subject(s)
Apoptosis , Prostatic Neoplasms/metabolism , Proteins , Animals , Antigens, Polyomavirus Transforming/metabolism , Cell Line, Tumor , Cohort Studies , Humans , Immunoblotting , Immunohistochemistry , Inhibitor of Apoptosis Proteins , Jurkat Cells , Male , Mice , Mice, Inbred C57BL , Mice, Transgenic , Microtubule-Associated Proteins/biosynthesis , Neoplasm Proteins , Nerve Tissue Proteins/biosynthesis , Neuronal Apoptosis-Inhibitory Protein , Oligonucleotide Array Sequence Analysis , Prognosis , Promoter Regions, Genetic , Prostate/metabolism , Prostate-Specific Antigen/metabolism , Protein Biosynthesis , Survivin , Time Factors , Up-Regulation , X-Linked Inhibitor of Apoptosis Protein
19.
Neoplasia ; 6(3): 240-7, 2004.
Article in English | MEDLINE | ID: mdl-15153336

ABSTRACT

Identification of target genes for genetic rearrangements in prostate cancer and the impact of copy number changes on gene expression are currently not well understood. Here, we applied high-resolution comparative genomic hybridization (CGH) on cDNA microarrays for analysis of prostate cancer cell lines. CGH microarrays identified most of the alterations detected by classic chromosomal CGH, as well as a number of previously unreported alterations. Specific recurrent regions of gain (28) and loss (18) were found, and their boundaries defined with sub-megabasepair accuracy. The most common changes included copy number decreases at 13q, and gains at 1q and 5p. Refined mapping identified several sites, such as at 13q (33-44, 49-51, and 74-76 Mbp from the p-telomere), which matched with minimal regions of loss seen in extensive loss of heterozygosity mapping studies of large numbers of tumors. Previously unreported recurrent changes were found at 2p, 2q, 3p, and 17q (losses), and at 3q, 5p, and 6p (gains). Integration of genomic and transcriptomic data revealed the role of individual candidate target genes for genomic alterations as well as a highly significant (P <.0001) overall association between copy number levels and the percentage of differentially expressed genes. Across the genome, the overall impact of copy number on gene expression levels was, to a large extent, attributable to low-level gains and losses of copy number, corresponding to common deletions and gains of often large chromosomal regions.


Subject(s)
Gene Dosage , Gene Expression Regulation, Neoplastic/genetics , Oligonucleotide Array Sequence Analysis , Prostatic Neoplasms/genetics , Gene Expression Profiling , Humans , Male , Nucleic Acid Hybridization , Tumor Cells, Cultured
20.
Neoplasia ; 6(5): 541-5, 2004.
Article in English | MEDLINE | ID: mdl-15548363

ABSTRACT

The etiology and pathogenesis of male breast cancer (MBC) are poorly known. This is due to the fact that the disease is rare, and large-scale genetic epidemiologic studies have been difficult to carry out. Here, we studied the frequency of eight recurrent Finnish BRCA2 founder mutations in a large cohort of 154 MBC patients (65% diagnosed in Finland from 1967 to 1996). Founder mutations were detected in 10 patients (6.5%), eight of whom carried the 9346(-2) A>G mutation. Two novel mutations (4075 delGT and 5808 del5) were discovered in a screening of the entire BRCA2 coding region in 34 samples. However, these mutations were not found in the rest of the 120 patients studied. Patients with positive family history of breast and/or ovarian cancer were often BRCA2 mutation carriers (44%), whereas those with no family history showed a low frequency of involvement (3.6%; P < .0001). Finally, we found only one Finnish MBC patient with 999 del5, the most common founder mutation in Finnish female breast cancer (FBC) patients, and one that explains most of the hereditary FBC and MBC cases in Iceland. The variation in BRCA2 mutation spectrum between Finnish MBC patients and FBC patients in Finland and breast cancer patients in Iceland suggests that modifying genetic and environmental factors may significantly influence the penetrance of MBC and FBC in individuals carrying germline BRCA2 mutations in some populations.


Subject(s)
Breast Neoplasms, Male/genetics , Genes, BRCA2 , Mutation/genetics , Aged , Aged, 80 and over , Breast Neoplasms, Male/ethnology , Finland , Founder Effect , Gene Frequency/genetics , Humans , Male , Middle Aged
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