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1.
BMC Cancer ; 16: 587, 2016 08 02.
Article in English | MEDLINE | ID: mdl-27484095

ABSTRACT

BACKGROUND: The basal-like breast cancer (BLBC) subtype is characterized by positive staining for basal mammary epithelial cytokeratin markers, lack of hormone receptor and HER2 expression, and poor prognosis with currently no approved molecularly-targeted therapies. The oncogenic signaling pathways driving basal-like tumorigenesis are not fully elucidated. METHODS: One hundred sixteen unselected breast tumors were subjected to integrated analysis of phosphoinositide 3-kinase (PI3K) pathway related molecular aberrations by immunohistochemistry, mutation analysis, and gene expression profiling. Incidence and relationships between molecular biomarkers were characterized. Findings for select biomarkers were validated in an independent series. Synergistic cell killing in vitro and in vivo tumor therapy was investigated in breast cancer cell lines and mouse xenograft models, respectively. RESULTS: Sixty-four % of cases had an oncogenic alteration to PIK3CA, PTEN, or INPP4B; when including upstream kinases HER2 and EGFR, 75 % of cases had one or more aberration including 97 % of estrogen receptor (ER)-negative tumors. PTEN-loss was significantly associated to stathmin and EGFR overexpression, positivity for the BLBC markers cytokeratin 5/14, and the BLBC molecular subtype by gene expression profiling, informing a potential therapeutic combination targeting these pathways in BLBC. Combination treatment of BLBC cell lines with the EGFR-inhibitor gefitinib plus the PI3K pathway inhibitor LY294002 was synergistic, and correspondingly, in an in vivo BLBC xenograft mouse model, gefitinib plus PI3K-inhibitor PWT-458 was more effective than either monotherapy and caused tumor regression. CONCLUSIONS: Our study emphasizes the importance of PI3K/PTEN pathway activity in ER-negative and basal-like breast cancer and supports the future clinical evaluation of combining EGFR and PI3K pathway inhibitors for the treatment of BLBC.


Subject(s)
Breast Neoplasms/drug therapy , Gene Regulatory Networks , Mutation , Protein Kinase Inhibitors/administration & dosage , Adult , Aged , Aged, 80 and over , Androstadienes/administration & dosage , Androstadienes/pharmacology , Animals , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Chromones/administration & dosage , Chromones/pharmacology , Class I Phosphatidylinositol 3-Kinases/genetics , Drug Synergism , ErbB Receptors/genetics , Female , Gefitinib , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic/drug effects , Gene Regulatory Networks/drug effects , Humans , Mice , Middle Aged , Morpholines/administration & dosage , Morpholines/pharmacology , PTEN Phosphohydrolase/genetics , Phosphoric Monoester Hydrolases/genetics , Polyethylene Glycols/administration & dosage , Polyethylene Glycols/pharmacology , Protein Kinase Inhibitors/pharmacology , Quinazolines/administration & dosage , Quinazolines/pharmacology , Signal Transduction/drug effects , Tissue Array Analysis/methods , Xenograft Model Antitumor Assays
2.
Breast Cancer Res ; 17: 102, 2015 Aug 05.
Article in English | MEDLINE | ID: mdl-26242876

ABSTRACT

INTRODUCTION: By convention, a contralateral breast cancer (CBC) is treated as a new primary tumor, independent of the first cancer (BC1). Although there have been indications that the second tumor (BC2) sometimes may represent a metastatic spread of BC1, this has never been conclusively shown. We sought to apply next-generation sequencing to determine a "genetic barcode" for each tumor and reveal the clonal relationship of CBCs. METHODS: Ten CBC patients with detailed clinical information and available fresh frozen tumor tissue were studied. Using low-coverage whole genome DNA-sequencing data for each tumor, chromosomal rearrangements were enumerated and copy number profiles were generated. Comparisons between tumors provided an estimate of clonal relatedness for tumor pairs within individual patients. RESULTS: Between 15-256 rearrangements were detected in each tumor (median 87). For one patient, 76 % (68 out of 90) of the rearrangements were shared between BC1 and BC2, highly consistent with what has been seen for true primary-metastasis pairs (>50 %) and thus confirming a common clonal origin of the two tumors. For most of the remaining cases, BC1 and BC2 had similarly low overlap as unmatched randomized pairs of tumors from different individuals, suggesting the CBC to represent a new independent primary tumor. CONCLUSION: Using rearrangement fingerprinting, we show for the first time with certainty that a contralateral BC2 can represent a metastatic spread of BC1. Given the poor prognosis of a generalized disease compared to a new primary tumor, these women need to be identified at diagnosis of CBC for appropriate determination of treatment. Our approach generates a promising new method to assess clonal relationship between tumors. Additional studies are required to confirm the frequency of CBCs representing metastatic events.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/pathology , Neoplasm Metastasis/genetics , Neoplasm Metastasis/pathology , Neoplasms, Second Primary/genetics , Neoplasms, Second Primary/pathology , Adult , Aged, 80 and over , Female , High-Throughput Nucleotide Sequencing/methods , Humans , Middle Aged
3.
J Pathol ; 233(1): 39-50, 2014 May.
Article in English | MEDLINE | ID: mdl-24399611

ABSTRACT

Diversity between metastatic melanoma tumours in individual patients is known; however, the molecular and genetic differences remain unclear. To examine the molecular and genetic differences between metastatic tumours, we performed gene-expression profiling of 63 melanoma tumours obtained from 28 patients (two or three tumours/patient), followed by analysis of their mutational landscape, using targeted deep sequencing of 1697 cancer genes and DNA copy number analysis. Gene-expression signatures revealed discordant phenotypes between tumour lesions within a patient in 50% of the cases. In 18 of 22 patients (where matched normal tissue was available), we found that the multiple lesions within a patient were genetically divergent, with one or more melanoma tumours harbouring 'private' somatic mutations. In one case, the distant subcutaneous metastasis of one patient occurring 3 months after an earlier regional lymph node metastasis had acquired 37 new coding sequence mutations, including mutations in PTEN and CDH1. However, BRAF and NRAS mutations, when present in the first metastasis, were always preserved in subsequent metastases. The patterns of nucleotide substitutions found in this study indicate an influence of UV radiation but possibly also DNA alkylating agents. Our results clearly demonstrate that metastatic melanoma is a molecularly highly heterogeneous disease that continues to progress throughout its clinical course. The private aberrations observed on a background of shared aberrations within a patient provide evidence of continued evolution of individual tumours following divergence from a common parental clone, and might have implications for personalized medicine strategies in melanoma treatment.


Subject(s)
Biomarkers, Tumor/genetics , Melanoma/genetics , Melanoma/secondary , Mutation , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Adult , Aged , Aged, 80 and over , Antigens, CD , Cadherins/genetics , Chromosomes, Human , DNA Copy Number Variations , DNA Mutational Analysis/methods , Disease Progression , Female , GTP Phosphohydrolases/genetics , Gene Dosage , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Gene Rearrangement , Genetic Predisposition to Disease , High-Throughput Nucleotide Sequencing , Humans , Lymphatic Metastasis , Male , Membrane Proteins/genetics , Middle Aged , PTEN Phosphohydrolase/genetics , Phenotype , Proto-Oncogene Proteins B-raf/genetics , Transcriptome
4.
Cancers (Basel) ; 15(15)2023 Jul 31.
Article in English | MEDLINE | ID: mdl-37568709

ABSTRACT

Distant metastasis is the major cause of cancer-related deaths in men with prostate cancer (PCa). An in vivo functional screen was used to identify microRNAs (miRNAs) regulating metastatic dissemination of PCa cells. PC3 cells transduced with pooled miRZiP™ lentivirus library (anti-miRNAs) were injected intraprostatic to 13 NSG mice followed by targeted barcode/anti-miR sequencing. PCa cells in the primary tumours showed a homogenous pattern of anti-miRNAs, but different anti-miRNAs were enriched in liver, lung, and bone marrow, with anti-miR-379 highly enriched in the latter. The bone metastasis-promoting phenotype induced by decreased miR-379 levels was also confirmed in a less metastatic PCa cell line, 22Rv1, where all mice injected intracardially with anti-miR-379-22Rv1 cells developed bone metastases. The levels of miR-379 were found to be lower in bone metastases compared to primary tumours and non-cancerous prostatic tissue in a patient cohort. In vitro functional studies suggested that the mechanism of action was that reduced levels of miR-379 gave an increased colony formation capacity in conditions mimicking the bone microenvironment. In conclusion, our data suggest that specific miRNAs affect the establishment of primary tumours and metastatic dissemination, with a loss of miR-379 promoting metastases in bone.

5.
BMC Res Notes ; 16(1): 105, 2023 Jun 15.
Article in English | MEDLINE | ID: mdl-37322548

ABSTRACT

OBJECTIVE: To investigate CITED1 as a potential biomarker of anti-endocrine response and breast cancer recurrence, given its previously determined role in mediating estrogen-dependant transcription. The study is a continuation of earlier work establishing the role of CITED1 in mammary gland development. RESULTS: CITED1 mRNA is associated with estrogen-receptor positivity and selectively expressed in the GOBO dataset of cell lines and tumours representing the luminal-molecular subtype. In patients treated with tamoxifen, higher CITED1 correlated with better outcome, suggesting a role in anti-estrogen response. The effect was particularly evident in the subset of estrogen-receptor positive, lymph-node negative (ER+/LN-) patients although noticeable divergence of the groups was apparent only after five years. Tissue microarray (TMA) analysis further validated the association of CITED1 protein, by immunohistochemistry, with favourable outcome in ER+, tamoxifen-treated patients. Although we also found a favourable response to anti-endocrine treatment in a larger TCGA dataset, the tamoxifen-specific effect was not replicated. Finally, MCF7 cells overexpressing CITED1 showed selective amplification of AREG but not TGFα suggesting that maintenance of specific ERα-CITED1 mediated transcription is important for the long-term response to anti-endocrine therapy. These findings together confirm the proposed mechanism of action of CITED1 and support its potential use as a prognostic biomarker.


Subject(s)
Breast Neoplasms , Female , Humans , Antineoplastic Agents, Hormonal/pharmacology , Antineoplastic Agents, Hormonal/therapeutic use , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Estrogen Receptor alpha/genetics , Estrogen Receptor alpha/metabolism , Estrogens , Neoplasm Recurrence, Local , Receptors, Estrogen/genetics , Tamoxifen/pharmacology , Tamoxifen/therapeutic use
6.
Sci Rep ; 12(1): 4696, 2022 03 18.
Article in English | MEDLINE | ID: mdl-35304506

ABSTRACT

Estrogen receptor alpha (ERα, encoded by ESR1) is a well-characterized transcription factor expressed in more than 75% of breast tumors and is the key biomarker to direct endocrine therapies. On the other hand, much less is known about estrogen receptor beta (ERß, encoded by ESR2) and its importance in cancer. Previous studies had some disagreement, however most reports suggested a more favorable prognosis for patients with high ESR2 expression. To add further clarity to ESR2 in breast cancer, we interrogated a large population-based cohort of primary breast tumors (n = 3207) from the SCAN-B study. RNA-seq shows ESR2 is expressed at low levels overall with a slight inverse correlation to ESR1 expression (Spearman R = -0.18, p = 2.2e-16), and highest ESR2 expression in the basal- and normal-like PAM50 subtypes. ESR2-high tumors had favorable overall survival (p = 0.006), particularly in subgroups receiving endocrine therapy (p = 0.03) and in triple-negative breast cancer (p = 0.01). These results were generally robust in multivariable analyses accounting for patient age, tumor size, node status, and grade. Gene modules consistent with immune response were associated to ESR2-high tumors. Taken together, our results indicate that ESR2 is generally expressed at low levels in breast cancer but associated with improved overall survival and may be related to immune response modulation.


Subject(s)
Breast Neoplasms , Estrogen Receptor beta , Triple Negative Breast Neoplasms , Breast/pathology , Breast Neoplasms/genetics , Cohort Studies , Estrogen Receptor beta/genetics , Estrogen Receptor beta/metabolism , Female , Humans , Prognosis , Survival Rate , Triple Negative Breast Neoplasms/genetics
7.
JNCI Cancer Spectr ; 5(2)2021 04.
Article in English | MEDLINE | ID: mdl-33937624

ABSTRACT

Background: More than three-quarters of primary breast cancers are positive for estrogen receptor alpha (ER; encoded by the gene ESR1), the most important factor for directing anti-estrogenic endocrine therapy (ET). Recently, mutations in ESR1 were identified as acquired mechanisms of resistance to ET, found in 12% to 55% of metastatic breast cancers treated previously with ET. Methods: We analyzed 3217 population-based invasive primary (nonmetastatic) breast cancers (within the SCAN-B study, ClinicalTrials.gov NCT02306096), sampled from initial diagnosis prior to any treatment, for the presence of ESR1 mutations using RNA sequencing. Mutations were verified by droplet digital polymerase chain reaction on tumor and normal DNA. Patient outcomes were analyzed using Kaplan-Meier estimation and a series of 2-factor Cox regression multivariable analyses. Results: We identified ESR1 resistance mutations in 30 tumors (0.9%), of which 29 were ER positive (1.1%). In ET-treated disease, presence of ESR1 mutation was associated with poor relapse-free survival and overall survival (2-sided log-rank test P < .001 and P = .008, respectively), with hazard ratios of 3.00 (95% confidence interval = 1.56 to 5.88) and 2.51 (95% confidence interval = 1.24 to 5.07), respectively, which remained statistically significant when adjusted for other prognostic factors. Conclusions: These population-based results indicate that ESR1 mutations at diagnosis of primary breast cancer occur in about 1% of women and identify for the first time in the adjuvant setting that such preexisting mutations are associated to eventual resistance to standard hormone therapy. If replicated, tumor ESR1 screening should be considered in ER-positive primary breast cancer, and for patients with mutated disease, ER degraders such as fulvestrant or other therapeutic options may be considered as more appropriate.


Subject(s)
Breast Neoplasms/genetics , Drug Resistance, Neoplasm/genetics , Estrogen Receptor alpha/genetics , Mutation , Antineoplastic Agents, Hormonal/therapeutic use , Breast Neoplasms/chemistry , Breast Neoplasms/drug therapy , Breast Neoplasms/pathology , Confidence Intervals , Disease-Free Survival , Estrogen Receptor Antagonists/therapeutic use , Female , Fulvestrant/therapeutic use , Humans , Kaplan-Meier Estimate , Middle Aged , Neoplasm Staging , Sequence Analysis, RNA
8.
Am J Pathol ; 174(4): 1524-33, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19342374

ABSTRACT

Metastatic melanoma is a disease with a poor prognosis that currently lacks effective treatments. Critical biological features of metastasis include acquisition of migratory competence, growth factor independence, and invasive potential. In an attempt to identify genes that contribute to melanoma pathogenesis, a genome-wide search using bacterial artificial chromosome array comparative genomic hybridization and single nucleotide polymorphism arrays in a series of 64 metastatic melanoma samples and 20 melanoma cell lines identified increased copy numbers of Gab2 located on 11q14.1. Gab2 is an adaptor protein that potentiates the activation of the Ras-Erk and PI3K-Akt pathways and has recently been implicated in human cancer; however, its role in melanoma has not been explored. In this study, we found that Gab2 was either amplified (approximately 11%) and/or overexpressed (approximately 50%) in melanoma. Gab2 protein expression correlated with clinical melanoma progression, and higher levels of expression were seen in metastatic melanomas compared with primary melanoma and melanocytic nevi. We found that overexpression of Gab2 potentiates, whereas silencing of Gab2 reduces, migration and invasion of melanoma cells. Gab2 mediated the hyperactivation of Akt signaling in the absence of growth factors, whereas inhibition of the PI3K-Akt pathway decreased Gab2-mediated tumor cell migration and invasive potential. Gab2 overexpression resulted in enhanced tumor growth and metastatic potential in vivo. These studies demonstrate a previously undefined role for Gab2 in melanoma tumor progression and metastasis.


Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Melanoma/genetics , Signal Transduction/physiology , Adaptor Proteins, Signal Transducing/metabolism , Biomarkers, Tumor/genetics , Blotting, Western , Cell Movement , Chromosomes, Artificial, Bacterial , Comparative Genomic Hybridization , Fluorescent Antibody Technique , Gene Dosage , Humans , In Situ Hybridization, Fluorescence , Melanoma/metabolism , Melanoma/pathology , Neoplasm Invasiveness/genetics , Neoplasm Metastasis/genetics , Oligonucleotide Array Sequence Analysis , Polymorphism, Single Nucleotide , Reverse Transcriptase Polymerase Chain Reaction , Tissue Array Analysis
9.
J Clin Invest ; 116(1): 30-2, 2006 Jan.
Article in English | MEDLINE | ID: mdl-16395401

ABSTRACT

In the last 5 years, global gene expression profiling has allowed for the subclassification of the heterogeneous disease of breast cancer into new subgroups with prognostic significance. However, for most subgroups, the nature of the contributions of individual genes to the clinical phenotypes remains largely unknown. In this issue of the JCI, Moyano and colleagues further examine the oncogenic potential of the small heat shock protein alpha-basic-crystallin, commonly expressed in tumors of the basal-like breast cancer subtype associated with poor prognosis, and show that it is an oncogenic protein in the breast.


Subject(s)
Oncogenes , alpha-Crystallin B Chain/genetics , Biomarkers, Tumor/analysis , Breast Neoplasms/genetics , Female , Gene Expression Regulation, Neoplastic , Humans , Prognosis
10.
Breast Cancer Res ; 10(3): R53, 2008.
Article in English | MEDLINE | ID: mdl-18559090

ABSTRACT

INTRODUCTION: Human breast tumors are heterogeneous and consist of phenotypically diverse cells. Breast cancer cells with a CD44+/CD24- phenotype have been suggested to have tumor-initiating properties with stem cell-like and invasive features, although it is unclear whether their presence within a tumor has clinical implications. There is also a large heterogeneity between tumors, illustrated by reproducible stratification into various subtypes based on gene expression profiles or histopathological features. We have explored the prevalence of cells with different CD44/CD24 phenotypes within breast cancer subtypes. METHODS: Double-staining immunohistochemistry was used to quantify CD44 and CD24 expression in 240 human breast tumors for which information on other tumor markers and clinical characteristics was available. Gene expression data were also accessible for a cohort of the material. RESULTS: A considerable heterogeneity in CD44 and CD24 expression was seen both between and within tumors. A complete lack of both proteins was evident in 35% of the tumors, while 13% contained cells of more than one of the CD44+/CD24-, CD44-/CD24+ and CD44+/CD24+ phenotypes. CD44+/CD24- cells were detected in 31% of the tumors, ranging in proportion from only a few to close to 100% of tumor cells. The CD44+/CD24- phenotype was most common in the basal-like subgroup--characterized as negative for the estrogen and progesterone receptors as well as for HER2, and as positive for cytokeratin 5/14 and/or epidermal growth factor receptor, and particularly common in BRCA1 hereditary tumors, of which 94% contained CD44+/CD24- cells. The CD44+/CD24- phenotype was surprisingly scarce in HER2+ tumors, which had a predominantly CD24+ status. A CD44+/CD24- gene expression signature was generated, which included CD44 and alpha6-integrin (CD49f) among the top-ranked overexpressed genes. CONCLUSION: We demonstrate an association between basal-like and particularly BRCA1 hereditary breast cancer and the presence of CD44+/CD24- cells. Not all basal-like tumors and very few HER2+ tumors, however, contain CD44+/CD24- cells, emphasizing that a putative tumorigenic ability may not be confined to cells of this phenotype and that other breast cancer stem cell markers remain to be identified.


Subject(s)
Breast Neoplasms/blood , CD24 Antigen/genetics , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Hyaluronan Receptors/genetics , Adult , Aged , Aged, 80 and over , Breast Neoplasms/pathology , CD24 Antigen/metabolism , Cohort Studies , Humans , Hyaluronan Receptors/metabolism , Immunohistochemistry , Middle Aged , Oligonucleotide Array Sequence Analysis , Phenotype , Prevalence
11.
Clin Cancer Res ; 13(7): 1987-94, 2007 Apr 01.
Article in English | MEDLINE | ID: mdl-17404078

ABSTRACT

PURPOSE: Endocrine therapies, such as tamoxifen, are commonly given to most patients with estrogen receptor (ERalpha)-positive breast carcinoma but are not indicated for persons with ERalpha-negative cancer. The factors responsible for response to tamoxifen in 5% to 10% of patients with ERalpha-negative tumors are not clear. The aim of the present study was to elucidate the biology and prognostic role of the second ER, ERbeta, in patients treated with adjuvant tamoxifen. EXPERIMENTAL DESIGN: We investigated ERbeta by immunohistochemistry in 353 stage II primary breast tumors from patients treated with 2 years adjuvant tamoxifen, and generated gene expression profiles for a representative subset of 88 tumors. RESULTS: ERbeta was associated with increased survival (distant disease-free survival, P = 0.01; overall survival, P = 0.22), and in particular within ERalpha-negative patients (P = 0.003; P = 0.04), but not in the ERalpha-positive subgroup (P = 0.49; P = 0.88). Lack of ERbeta conferred early relapse (hazard ratio, 14; 95% confidence interval, 1.8-106; P = 0.01) within the ERalpha-negative subgroup even after adjustment for other markers. ERalpha was an independent marker only within the ERbeta-negative tumors (hazard ratio, 0.44; 95% confidence interval, 0.21-0.89; P = 0.02). An ERbeta gene expression profile was identified and was markedly different from the ERalpha signature. CONCLUSION: Expression of ERbeta is an independent marker for favorable prognosis after adjuvant tamoxifen treatment in ERalpha-negative breast cancer patients and involves a gene expression program distinct from ERalpha. These results may be highly clinically significant, because in the United States alone, approximately 10,000 women are diagnosed annually with ERalpha-negative/ERbeta-positive breast carcinoma and may benefit from adjuvant tamoxifen.


Subject(s)
Biomarkers, Tumor/analysis , Breast Neoplasms/drug therapy , Estrogen Receptor alpha/biosynthesis , Estrogen Receptor beta/biosynthesis , Selective Estrogen Receptor Modulators/therapeutic use , Tamoxifen/therapeutic use , Breast Neoplasms/metabolism , Chemotherapy, Adjuvant , Female , Gene Expression , Gene Expression Profiling , Humans , Immunohistochemistry , Kaplan-Meier Estimate , Oligonucleotide Array Sequence Analysis , Prognosis , Randomized Controlled Trials as Topic
12.
Endocr Relat Cancer ; 13(4): 1017-31, 2006 Dec.
Article in English | MEDLINE | ID: mdl-17158752

ABSTRACT

Molecular profiling for classification and prognostic purposes has demonstrated that the genetic signatures of tumors contain information regarding biological properties as well as clinical behavior. This review highlights the progress that has been made in the field of gene expression profiling of human breast cancer. Breast cancer has become one of the most intensely studied human malignancies in the genomic era; several hundred papers over the last few years have investigated various clinical and biological aspects of human breast cancer using high-throughput molecular profiling techniques. Given the grossly heterogeneous nature of the disease and the lack of robust conventional markers for disease prediction, prognosis, and response to treatment, the notion that a transcriptional profile comprising multiple genes, rather than any single gene or other parameter, will be more predictive of tumor behavior is both appealing and reasonable. Promising results have emerged from these studies, correlating gene expression profiles with prognosis, recurrence, metastatic potential, therapeutic response, as well as biological and functional aspects of the disease. Clearly, the integration of genomic approaches into the clinic lies in the near future, but prospective studies based on larger patient cohorts representing the whole spectrum of breast cancer, oncogenic pathway-based studies, attendant care in bioinformatic analyses and validation studies are needed before the full promise of gene expression profiling can be realized in the clinical setting.


Subject(s)
Breast Neoplasms/genetics , Gene Expression Profiling , Oligonucleotide Array Sequence Analysis , Biomedical Research , DNA, Neoplasm/analysis , Female , Gene Expression Regulation, Neoplastic/physiology , Humans
13.
Mol Cancer Ther ; 3(2): 161-8, 2004 Feb.
Article in English | MEDLINE | ID: mdl-14985456

ABSTRACT

The prognostic and treatment-predictive markers currently in use for breast cancer are commonly based on the protein levels of individual genes (e.g., steroid receptors) or aspects of the tumor phenotype, such as histological grade and percentage of cells in the DNA synthesis phase of the cell cycle. Microarrays have previously been used to classify binary classes in breast cancer such as estrogen receptor (ER)-alpha status. To test whether the properties and specific values of conventional prognostic markers are encoded within tumor gene expression profiles, we have analyzed 48 well-characterized primary tumors from lymph node-negative breast cancer patients using 6728-element cDNA microarrays. In the present study, we used artificial neural networks trained with tumor gene expression data to predict the ER protein values on a continuous scale. Furthermore, we determined a gene expression profile-directed threshold for ER protein level to redefine the cutoff between ER-positive and ER-negative classes that may be more biologically relevant. With a similar approach, we studied the prediction of other prognostic parameters such as percentage cells in the S phase of the cell cycle (SPF), histological grade, DNA ploidy status, and progesterone receptor status. Interestingly, there was a consistent reciprocal relationship in expression levels of the genes important for both ER and SPF prediction. This and similar studies may be used to increase our understanding of the biology underlying these markers as well as to improve the currently available prognostic markers for breast cancer.


Subject(s)
Breast Neoplasms/diagnosis , Breast Neoplasms/genetics , Gene Expression Profiling , Oligonucleotide Array Sequence Analysis , Biomarkers/analysis , Breast Neoplasms/pathology , Cell Line, Tumor , Humans , Prognosis , Receptors, Estrogen/genetics , Receptors, Estrogen/metabolism , S Phase
14.
PLoS One ; 10(12): e0144528, 2015.
Article in English | MEDLINE | ID: mdl-26670335

ABSTRACT

Basal-like breast cancer is an aggressive subtype generally characterized as poor prognosis and lacking the expression of the three most important clinical biomarkers, estrogen receptor, progesterone receptor, and HER2. Cell lines serve as useful model systems to study cancer biology in vitro and in vivo. We performed mutational profiling of six basal-like breast cancer cell lines (HCC38, HCC1143, HCC1187, HCC1395, HCC1954, and HCC1937) and their matched normal lymphocyte DNA using targeted capture and next-generation sequencing of 1,237 cancer-associated genes, including all exons, UTRs and upstream flanking regions. In total, 658 somatic variants were identified, of which 378 were non-silent (average 63 per cell line, range 37-146) and 315 were novel (not present in the Catalogue of Somatic Mutations in Cancer database; COSMIC). 125 novel mutations were confirmed by Sanger sequencing (59 exonic, 48 3'UTR and 10 5'UTR, 1 splicing), with a validation rate of 94% of high confidence variants. Of 36 mutations previously reported for these cell lines but not detected in our exome data, 36% could not be detected by Sanger sequencing. The base replacements C/G>A/T, C/G>G/C, C/G>T/A and A/T>G/C were significantly more frequent in the coding regions compared to the non-coding regions (OR 3.2, 95% CI 2.0-5.3, P<0.0001; OR 4.3, 95% CI 2.9-6.6, P<0.0001; OR 2.4, 95% CI 1.8-3.1, P<0.0001; OR 1.8, 95% CI 1.2-2.7, P = 0.024, respectively). The single nucleotide variants within the context of T[C]T/A[G]A and T[C]A/T[G]A were more frequent in the coding than in the non-coding regions (OR 3.7, 95% CI 2.2-6.1, P<0.0001; OR 3.8, 95% CI 2.0-7.2, P = 0.001, respectively). Copy number estimations were derived from the targeted regions and correlated well to Affymetrix SNP array copy number data (Pearson correlation 0.82 to 0.96 for all compared cell lines; P<0.0001). These mutation calls across 1,237 cancer-associated genes and identification of novel variants will aid in the design and interpretation of biological experiments using these six basal-like breast cancer cell lines.


Subject(s)
Breast Neoplasms/genetics , Genes, Neoplasm , Genetic Testing , Models, Biological , Mutation/genetics , Cell Line, Tumor , DNA Mutational Analysis , Female , Gene Dosage , Humans , INDEL Mutation , Polymorphism, Single Nucleotide/genetics , Reproducibility of Results
15.
Oncotarget ; 6(35): 37169-84, 2015 Nov 10.
Article in English | MEDLINE | ID: mdl-26439695

ABSTRACT

To better understand and characterize chromosomal structural variation during breast cancer progression, we enumerated chromosomal rearrangements for 11 patients by performing low-coverage whole-genome sequencing of 11 primary breast tumors and their 13 matched distant metastases. The tumor genomes harbored a median of 85 (range 18-404) rearrangements per tumor, with a median of 82 (26-310) in primaries compared to 87 (18-404) in distant metastases. Concordance between paired tumors from the same patient was high with a median of 89% of rearrangements shared (range 61-100%), whereas little overlap was found when comparing all possible pairings of tumors from different patients (median 3%). The tumors exhibited diverse genomic patterns of rearrangements: some carried events distributed throughout the genome while others had events mostly within densely clustered chromothripsis-like foci at a few chromosomal locations. Irrespectively, the patterns were highly conserved between the primary tumor and metastases from the same patient. Rearrangements occurred more frequently in genic areas than expected by chance and among the genes affected there was significant enrichment for cancer-associated genes including disruption of TP53, RB1, PTEN, and ESR1, likely contributing to tumor development. Our findings are most consistent with chromosomal rearrangements being early events in breast cancer progression that remain stable during the development from primary tumor to distant metastasis.


Subject(s)
Biomarkers, Tumor/genetics , Breast Neoplasms/genetics , Chromosome Aberrations , Chromosomes, Human/genetics , Gene Rearrangement , Genome, Human , High-Throughput Nucleotide Sequencing/methods , Adult , Aged , Breast Neoplasms/pathology , Female , Humans , Middle Aged , Neoplasm Metastasis , RNA, Messenger/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction
16.
EMBO Mol Med ; 7(8): 1034-47, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25987569

ABSTRACT

Metastatic breast cancer is usually diagnosed after becoming symptomatic, at which point it is rarely curable. Cell-free circulating tumor DNA (ctDNA) contains tumor-specific chromosomal rearrangements that may be interrogated in blood plasma. We evaluated serial monitoring of ctDNA for earlier detection of metastasis in a retrospective study of 20 patients diagnosed with primary breast cancer and long follow-up. Using an approach combining low-coverage whole-genome sequencing of primary tumors and quantification of tumor-specific rearrangements in plasma by droplet digital PCR, we identify for the first time that ctDNA monitoring is highly accurate for postsurgical discrimination between patients with (93%) and without (100%) eventual clinically detected recurrence. ctDNA-based detection preceded clinical detection of metastasis in 86% of patients with an average lead time of 11 months (range 0-37 months), whereas patients with long-term disease-free survival had undetectable ctDNA postoperatively. ctDNA quantity was predictive of poor survival. These findings establish the rationale for larger validation studies in early breast cancer to evaluate ctDNA as a monitoring tool for early metastasis detection, therapy modification, and to aid in avoidance of overtreatment.


Subject(s)
Biomarkers, Tumor/blood , Breast Neoplasms/complications , Breast Neoplasms/pathology , DNA/blood , Neoplasm Metastasis/diagnosis , Female , Humans , Longitudinal Studies , Prognosis , Retrospective Studies
17.
Oncotarget ; 6(14): 12297-309, 2015 May 20.
Article in English | MEDLINE | ID: mdl-25909218

ABSTRACT

Melanoma is currently divided on a genetic level according to mutational status. However, this classification does not optimally predict prognosis. In prior studies, we have defined gene expression phenotypes (high-immune, pigmentation, proliferative and normal-like), which are predictive of survival outcome as well as informative of biology. Herein, we employed a population-based metastatic melanoma cohort and external cohorts to determine the prognostic and predictive significance of the gene expression phenotypes. We performed expression profiling on 214 cutaneous melanoma tumors and found an increased risk of developing distant metastases in the pigmentation (HR, 1.9; 95% CI, 1.05-3.28; P=0.03) and proliferative (HR, 2.8; 95% CI, 1.43-5.57; P=0.003) groups as compared to the high-immune response group. Further genetic characterization of melanomas using targeted deep-sequencing revealed similar mutational patterns across these phenotypes. We also used publicly available expression profiling data from melanoma patients treated with targeted or vaccine therapy in order to determine if our signatures predicted therapeutic response. In patients receiving targeted therapy, melanomas resistant to targeted therapy were enriched in the MITF-low proliferative subtype as compared to pre-treatment biopsies (P=0.02). In summary, the melanoma gene expression phenotypes are highly predictive of survival outcome and can further help to discriminate patients responding to targeted therapy.


Subject(s)
Melanoma/genetics , Skin Neoplasms/genetics , Transcriptome , Aged , Antineoplastic Agents/therapeutic use , Cancer Vaccines/therapeutic use , Cohort Studies , DNA Mutational Analysis , Female , Gene Expression Profiling , Humans , Kaplan-Meier Estimate , Male , Melanoma/mortality , Melanoma/pathology , Middle Aged , Molecular Targeted Therapy/methods , Phenotype , Prognosis , Proportional Hazards Models , Skin Neoplasms/mortality , Skin Neoplasms/pathology
18.
Cancer Res ; 72(16): 4028-36, 2012 Aug 15.
Article in English | MEDLINE | ID: mdl-22706203

ABSTRACT

Breast tumors from BRCA1 germ line mutation carriers typically exhibit features of the basal-like molecular subtype. However, the specific genes recurrently mutated as a consequence of BRCA1 dysfunction have not been fully elucidated. In this study, we used gene expression profiling to molecularly subtype 577 breast tumors, including 73 breast tumors from BRCA1/2 mutation carriers. Focusing on the RB1 locus, we analyzed 33 BRCA1-mutated, 36 BRCA2-mutated, and 48 non-BRCA1/2-mutated breast tumors using a custom-designed high-density oligomicroarray covering the RB1 gene. We found a strong association between the basal-like subtype and BRCA1-mutated breast tumors and the luminal B subtype and BRCA2-mutated breast tumors. RB1 was identified as a major target for genomic disruption in tumors arising in BRCA1 mutation carriers and in sporadic tumors with BRCA1 promoter methylation but rarely in other breast cancers. Homozygous deletions, intragenic breaks, or microdeletions were found in 33% of BRCA1-mutant tumors, 36% of BRCA1 promoter-methylated basal-like tumors, 13% of non-BRCA1-deficient basal-like tumors, and 3% of BRCA2-mutated tumors. In conclusion, RB1 was frequently inactivated by gross gene disruption in BRCA1 hereditary breast cancer and BRCA1-methylated sporadic basal-like breast cancer but rarely in BRCA2 hereditary breast cancer and non-BRCA1-deficient sporadic breast cancers. Together, our findings show the existence of genetic heterogeneity within the basal-like breast cancer subtype that is based upon BRCA1 status.


Subject(s)
BRCA1 Protein/deficiency , Breast Neoplasms/genetics , Genes, Retinoblastoma , Neoplasms, Basal Cell/genetics , BRCA1 Protein/genetics , BRCA1 Protein/metabolism , Breast Neoplasms/metabolism , Breast Neoplasms/pathology , Cell Line, Tumor , Comparative Genomic Hybridization , Female , Gene Dosage , Gene Rearrangement , Genes, BRCA1 , Germ-Line Mutation , Humans , In Situ Hybridization, Fluorescence , Neoplasms, Basal Cell/metabolism , Neoplasms, Basal Cell/pathology , Retinoblastoma Protein/biosynthesis , Retinoblastoma Protein/genetics , Transcriptome
19.
Cancer Res ; 69(15): 6299-306, 2009 Aug 01.
Article in English | MEDLINE | ID: mdl-19602588

ABSTRACT

Lesions of ERBB2, PTEN, and PIK3CA activate the phosphatidylinositol 3-kinase (PI3K) pathway during cancer development by increasing levels of phosphatidylinositol-3,4,5-triphosphate (PIP(3)). 3-Phosphoinositide-dependent kinase 1 (PDK1) is the first node of the PI3K signal output and is required for activation of AKT. PIP(3) recruits PDK1 and AKT to the cell membrane through interactions with their pleckstrin homology domains, allowing PDK1 to activate AKT by phosphorylating it at residue threonine-308. We show that total PDK1 protein and mRNA were overexpressed in a majority of human breast cancers and that 21% of tumors had five or more copies of the gene encoding PDK1, PDPK1. We found that increased PDPK1 copy number was associated with upstream pathway lesions (ERBB2 amplification, PTEN loss, or PIK3CA mutation), as well as patient survival. Examination of an independent set of breast cancers and tumor cell lines derived from multiple forms of human cancers also found increased PDK1 protein levels associated with such upstream pathway lesions. In human mammary cells, PDK1 enhanced the ability of upstream lesions to signal to AKT, stimulate cell growth and migration, and rendered cells more resistant to PDK1 and PI3K inhibition. After orthotopic transplantation, PDK1 overexpression was not oncogenic but dramatically enhanced the ability of ERBB2 to form tumors. Our studies argue that PDK1 overexpression and increased PDPK1 copy number are common occurrences in cancer that potentiate the oncogenic effect of upstream lesions on the PI3K pathway. Therefore, we conclude that alteration of PDK1 is a critical component of oncogenic PI3K signaling in breast cancer.


Subject(s)
Breast Neoplasms/enzymology , Phosphatidylinositol 3-Kinases/metabolism , Protein Serine-Threonine Kinases/metabolism , 3-Phosphoinositide-Dependent Protein Kinases , Animals , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Cell Growth Processes/physiology , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/metabolism , Cell Transformation, Neoplastic/pathology , Female , Gene Dosage , Humans , Mice , Mice, Inbred BALB C , Mice, SCID , Oncogene Protein v-akt/metabolism , Protein Serine-Threonine Kinases/biosynthesis , Protein Serine-Threonine Kinases/genetics , Receptor, ErbB-2/metabolism , Signal Transduction
20.
Nat Genet ; 40(1): 102-7, 2008 Jan.
Article in English | MEDLINE | ID: mdl-18066063

ABSTRACT

Basal-like breast cancer (BBC) is a subtype of breast cancer with poor prognosis. Inherited mutations of BRCA1, a cancer susceptibility gene involved in double-strand DNA break (DSB) repair, lead to breast cancers that are nearly always of the BBC subtype; however, the precise molecular lesions and oncogenic consequences of BRCA1 dysfunction are poorly understood. Here we show that heterozygous inactivation of the tumor suppressor gene Pten leads to the formation of basal-like mammary tumors in mice, and that loss of PTEN expression is significantly associated with the BBC subtype in human sporadic and BRCA1-associated hereditary breast cancers. In addition, we identify frequent gross PTEN mutations, involving intragenic chromosome breaks, inversions, deletions and micro copy number aberrations, specifically in BRCA1-deficient tumors. These data provide an example of a specific and recurrent oncogenic consequence of BRCA1-dependent dysfunction in DNA repair and provide insight into the pathogenesis of BBC with therapeutic implications. These findings also argue that obtaining an accurate census of genes mutated in cancer will require a systematic examination for gross gene rearrangements, particularly in tumors with deficient DSB repair.


Subject(s)
Breast Neoplasms/genetics , DNA Repair , Mammary Neoplasms, Animal/genetics , PTEN Phosphohydrolase/genetics , Animals , Cell Line, Tumor , Female , Genes, BRCA1 , Genes, Tumor Suppressor , Humans , Mice , Mutation
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