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1.
Cancer Discov ; 13(5): 1116-1143, 2023 05 04.
Article in English | MEDLINE | ID: mdl-36862804

ABSTRACT

Metastatic relapse after treatment is the leading cause of cancer mortality, and known resistance mechanisms are missing for most treatments administered to patients. To bridge this gap, we analyze a pan-cancer cohort (META-PRISM) of 1,031 refractory metastatic tumors profiled via whole-exome and transcriptome sequencing. META-PRISM tumors, particularly prostate, bladder, and pancreatic types, displayed the most transformed genomes compared with primary untreated tumors. Standard-of-care resistance biomarkers were identified only in lung and colon cancers-9.6% of META-PRISM tumors, indicating that too few resistance mechanisms have received clinical validation. In contrast, we verified the enrichment of multiple investigational and hypothetical resistance mechanisms in treated compared with nontreated patients, thereby confirming their putative role in treatment resistance. Additionally, we demonstrated that molecular markers improve 6-month survival prediction, particularly in patients with advanced breast cancer. Our analysis establishes the utility of the META-PRISM cohort for investigating resistance mechanisms and performing predictive analyses in cancer. SIGNIFICANCE: This study highlights the paucity of standard-of-care markers that explain treatment resistance and the promise of investigational and hypothetical markers awaiting further validation. It also demonstrates the utility of molecular profiling in advanced-stage cancers, particularly breast cancer, to improve the survival prediction and assess eligibility to phase I clinical trials. This article is highlighted in the In This Issue feature, p. 1027.


Subject(s)
Breast Neoplasms , Neoplasms, Second Primary , Male , Humans , Transcriptome , Neoplasm Recurrence, Local , Breast Neoplasms/drug therapy , Genomics , Gene Expression Profiling
2.
Clin Cancer Res ; 29(9): 1822-1831, 2023 05 01.
Article in English | MEDLINE | ID: mdl-36805183

ABSTRACT

PURPOSE: We compared the mutational profile of second breast cancers (SBC) following first ipislateral hormone receptor-positive breast cancers of patient-matched tumors to distinguish new primaries from true recurrences. EXPERIMENTAL DESIGN: Targeted next-generation sequencing using the Oncomine Tumor Mutation Load Assay. Variants were filtered according to their allele frequency ≥ 5%, read count ≥ 5X, and genomic effect and annotation. Whole genome comparative genomic hybridization array (CGH) was also performed to evaluate clonality. RESULTS: Among the 131 eligible patients, 96 paired first breast cancer (FBC) and SBC were successfully sequenced and analyzed. Unshared variants specific to the FBC and SBC were identified in 71.9% and 61.5%, respectively. Paired samples exhibited similar frequency of gene variants, median number of variants per sample, and variant allele frequency of the reported variants except for GATA3. Among the 30 most frequent gene alterations, ARIDIA, NSD2, and SETD2 had statistically significant discordance rates in paired samples. Seventeen paired samples (17.7%) exhibited common variants and were considered true recurrences; these patients had a trend for less favorable survival outcomes. Among the 8 patients with available tissue for CGH analysis and considered new primaries by comparison of the mutation profiles, 4 patients had clonally related tumors. CONCLUSIONS: Patient-matched FBC and SBC analysis revealed that only a minority of patients exhibited common gene variants between the first and second tumor. Further analysis using larger cohorts, preferably using single-cell analyses to account for clonality, might better select patients with true recurrences and thereby better inform the decision-making process.


Subject(s)
Breast Neoplasms , Humans , Female , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Comparative Genomic Hybridization , Mutation , Genomics , Recurrence
4.
Cancer Res ; 80(11): 2190-2203, 2020 06 01.
Article in English | MEDLINE | ID: mdl-32245792

ABSTRACT

Rapalogs have become standard-of-care in patients with metastatic breast, kidney, and neuroendocrine cancers. Nevertheless, tumor escape occurs after several months in most patients, highlighting the need to understand mechanisms of resistance. Using a panel of cancer cell lines, we show that rapalogs downregulate the putative protein kinase TRIB3 (tribbles pseudokinase 3). Blood samples of a small cohort of patients with cancer treated with rapalogs confirmed downregulation of TRIB3. Downregulation of TRIB3 was mediated by LRRFIP1 independently of mTOR and disrupted its interaction with the spliceosome, where it participated in rapalog-induced deregulation of RNA splicing. Conversely, overexpression of TRIB3 in a panel of cancer cell lines abolished the cytotoxic effects of rapalogs. These findings identify TRIB3 as a key component of the spliceosome, whose repression contributes significantly to the mechanism of resistance to rapalog therapy. SIGNIFICANCE: Independent of mTOR signaling, rapalogs induce cytoxicity by dysregulating spliceosome function via repression of TRIB3, the loss of which may, in the long term, contribute to therapeutic resistance.


Subject(s)
Cell Cycle Proteins/genetics , Neoplasms/genetics , Protein Serine-Threonine Kinases/antagonists & inhibitors , Repressor Proteins/genetics , Sirolimus/pharmacology , Antineoplastic Agents/pharmacology , Cell Cycle Proteins/biosynthesis , Cell Line, Tumor , Down-Regulation/drug effects , Everolimus/pharmacology , Gene Expression/drug effects , Humans , MCF-7 Cells , Neoplasms/blood , Neoplasms/metabolism , Promoter Regions, Genetic/drug effects , Protein Serine-Threonine Kinases/biosynthesis , Protein Serine-Threonine Kinases/genetics , RNA Splicing/drug effects , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , Repressor Proteins/biosynthesis , Sirolimus/analogs & derivatives , TOR Serine-Threonine Kinases/genetics , TOR Serine-Threonine Kinases/metabolism
5.
NAR Cancer ; 2(4): zcaa036, 2020 Dec.
Article in English | MEDLINE | ID: mdl-34316693

ABSTRACT

Recent epitranscriptomics studies unravelled that ribosomal RNA (rRNA) 2'O-methylation is an additional layer of gene expression regulation highlighting the ribosome as a novel actor of translation control. However, this major finding lies on evidences coming mainly, if not exclusively, from cellular models. Using the innovative next-generation RiboMeth-seq technology, we established the first rRNA 2'O-methylation landscape in 195 primary human breast tumours. We uncovered the existence of compulsory/stable sites, which show limited inter-patient variability in their 2'O-methylation level, which map on functionally important sites of the human ribosome structure and which are surrounded by variable sites found from the second nucleotide layers. Our data demonstrate that some positions within the rRNA molecules can tolerate absence of 2'O-methylation in tumoral and healthy tissues. We also reveal that rRNA 2'O-methylation exhibits intra- and inter-patient variability in breast tumours. Its level is indeed differentially associated with breast cancer subtype and tumour grade. Altogether, our rRNA 2'O-methylation profiling of a large-scale human sample collection provides the first compelling evidence that ribosome variability occurs in humans and suggests that rRNA 2'O-methylation might represent a relevant element of tumour biology useful in clinic. This novel variability at molecular level offers an additional layer to capture the cancer heterogeneity and associates with specific features of tumour biology thus offering a novel targetable molecular signature in cancer.

7.
Breast Cancer Res Treat ; 173(3): 573-583, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30368744

ABSTRACT

PURPOSE: The identification of molecular biomarkers for classification of breast cancer is needed to better stratify the patients and guide therapeutic decisions. The aim of this study was to investigate the value of MAPRE1 gene encoding microtubule-end binding proteins EB1 as a biomarker in breast cancer and evaluate whether combinatorial expression of MAPRE1 and MTUS1 gene encoding EB1-negative regulator ATIP3 may improve breast cancer diagnosis and prognosis. METHODS: Probeset intensities for MAPRE1 and MTUS1 genes were retrieved from Exonhit splice array analyses of 45 benign and 120 malignant breast tumors for diagnostic purposes. Transcriptomic analyses (U133 Affymetrix array) of one exploratory cohort of 150 invasive breast cancer patients and two independent series of 130 and 155 samples were compared with clinical data of the patients for prognostic studies. A tissue microarray from an independent cohort of 212 invasive breast tumors was immunostained with anti-EB1 and anti-ATIP3 antibodies. RESULTS: We show that MAPRE1 gene is a diagnostic and prognostic biomarker in breast cancer. High MAPRE1 levels correlate with tumor malignancy, high histological grade and poor clinical outcome. Combination of high-MAPRE1 and low-MTUS1 levels in tumors is significantly associated with tumor aggressiveness and reduced patient survival. IHC studies of combined EB1/ATIP3 protein expression confirmed these results. CONCLUSIONS: These studies emphasize the importance of studying combinatorial expression of EB1 and ATIP3 genes and proteins rather than each biomarker alone. A population of highly aggressive breast tumors expressing high-EB1/low-ATIP3 may be considered for the development of new molecular therapies.


Subject(s)
Biomarkers, Tumor , Breast Neoplasms/genetics , Breast Neoplasms/mortality , Gene Expression , Microtubule-Associated Proteins/genetics , Tumor Suppressor Proteins/genetics , Breast Neoplasms/diagnosis , Female , Humans , Neoplasm Grading , Prognosis , Recurrence , Survival Analysis
8.
Anticancer Res ; 38(3): 1485-1490, 2018 03.
Article in English | MEDLINE | ID: mdl-29491076

ABSTRACT

BACKGROUND: The prognostic and predictive role of cyclo-oxygenase-2 (COX2) in breast cancer is still debated, and in particular, its role as a target of COX2 inhibitor (celecoxib) in neoadjuvant setting. MATERIALS AND METHODS: We analyzed a series of 156 breast cancer samples from patients of the COX2 inhibitor-treated arm included in the REMAGUS-02 randomized phase II trial. COX2 gene expression was assessed by reverse transcription and quantitative polymerase chain reaction using ribonucleic acid from frozen biopsies. Pathological complete response (pCR) was the surrogate end-point. RESULTS: Significantly higher rates of grade 3, and estrogen and progesterone receptor negativity were observed in tumors with the highest expression of COX2. pCR rates were significantly higher in COX2-overexpressing tumors in patients receiving celecoxib. The test for interaction between COX2 gene expression and the celecoxib effect was statistically significant (p<0.01), but was not retained in the multivariate analysis. CONCLUSION: COX2 overexpression is predictive of pCR in patients with celecoxib-treated tumors. The efficacy of celecoxib in breast cancer might be improved by quantification of COX2 gene expression.


Subject(s)
Breast Neoplasms/drug therapy , Celecoxib/therapeutic use , Cyclooxygenase 2/genetics , Gene Expression Regulation, Enzymologic , Gene Expression Regulation, Neoplastic , Adult , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Cyclooxygenase 2 Inhibitors/therapeutic use , Female , Humans , Middle Aged , Multivariate Analysis , Neoadjuvant Therapy , Predictive Value of Tests , Prognosis , Prospective Studies , Receptor, ErbB-2/metabolism , Remission Induction , Treatment Outcome
9.
PLoS Med ; 13(12): e1002201, 2016 Dec.
Article in English | MEDLINE | ID: mdl-28027327

ABSTRACT

BACKGROUND: Major advances have been achieved in the characterization of early breast cancer (eBC) genomic profiles. Metastatic breast cancer (mBC) is associated with poor outcomes, yet limited information is available on the genomic profile of this disease. This study aims to decipher mutational profiles of mBC using next-generation sequencing. METHODS AND FINDINGS: Whole-exome sequencing was performed on 216 tumor-blood pairs from mBC patients who underwent a biopsy in the context of the SAFIR01, SAFIR02, SHIVA, or Molecular Screening for Cancer Treatment Optimization (MOSCATO) prospective trials. Mutational profiles from 772 primary breast tumors from The Cancer Genome Atlas (TCGA) were used as a reference for comparing primary and mBC mutational profiles. Twelve genes (TP53, PIK3CA, GATA3, ESR1, MAP3K1, CDH1, AKT1, MAP2K4, RB1, PTEN, CBFB, and CDKN2A) were identified as significantly mutated in mBC (false discovery rate [FDR] < 0.1). Eight genes (ESR1, FSIP2, FRAS1, OSBPL3, EDC4, PALB2, IGFN1, and AGRN) were more frequently mutated in mBC as compared to eBC (FDR < 0.01). ESR1 was identified both as a driver and as a metastatic gene (n = 22, odds ratio = 29, 95% CI [9-155], p = 1.2e-12) and also presented with focal amplification (n = 9) for a total of 31 mBCs with either ESR1 mutation or amplification, including 27 hormone receptor positive (HR+) and HER2 negative (HER2-) mBCs (19%). HR+/HER2- mBC presented a high prevalence of mutations on genes located on the mechanistic target of rapamycin (mTOR) pathway (TSC1 and TSC2) as compared to HR+/HER2- eBC (respectively 6% and 0.7%, p = 0.0004). Other actionable genes were more frequently mutated in HR+ mBC, including ERBB4 (n = 8), NOTCH3 (n = 7), and ALK (n = 7). Analysis of mutational signatures revealed a significant increase in APOBEC-mediated mutagenesis in HR+/HER2- metastatic tumors as compared to primary TCGA samples (p < 2e-16). The main limitations of this study include the absence of bone metastases and the size of the cohort, which might not have allowed the identification of rare mutations and their effect on survival. CONCLUSIONS: This work reports the results of the analysis of the first large-scale study on mutation profiles of mBC. This study revealed genomic alterations and mutational signatures involved in the resistance to therapies, including actionable mutations.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/pathology , Exome , Mutation , Female , Humans , Neoplasm Metastasis , Retrospective Studies , Sequence Analysis, DNA
10.
Breast Cancer Res Treat ; 156(1): 21-32, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26907767

ABSTRACT

Little is known about mutational landscape of rare breast cancer (BC) subtypes. The aim of the study was to apply next generation sequencing to three different subtypes of rare BCs in order to identify new genes related to cancer progression. We performed whole exome and targeted sequencing of 29 micropapillary, 23 metaplastic, and 27 pleomorphic lobular BCs. Micropapillary BCs exhibit a profile comparable to common BCs: PIK3CA, TP53, GATA3, and MAP2K4 were the most frequently mutated genes. Metaplastic BCs presented a high frequency of TP53 (78 %) and PIK3CA (48 %) mutations and were recurrently mutated on KDM6A (13 %), a gene involved in histone demethylation. Pleomorphic lobular carcinoma exhibited high mutation rate of PIK3CA (30 %), TP53 (22 %), and CDH1 (41 %) and also presented mutations in PYGM, a gene involved in glycogen metabolism, in 8 out of 27 samples (30 %). Further analyses of publicly available datasets showed that PYGM is dramatically underexpressed in common cancers as compared to normal tissues and that low expression in tumors is correlated with poor relapse-free survival. Immunohistochemical staining on formalin-fixed paraffin-embedded tissues available in our cohort of patients confirmed higher PYGM expression in normal breast tissue compared to equivalent tumoral zone. Next generation sequencing methods applied on rare cancer subtypes can serve as a useful tool in order to uncover new potential therapeutic targets. Sequencing of pleomorphic lobular carcinoma identified a high rate of alterations in PYGM. These findings emphasize the role of glycogen metabolism in cancer progression.


Subject(s)
Breast Neoplasms/genetics , Exome , High-Throughput Nucleotide Sequencing/methods , MAP Kinase Kinase 4/genetics , Sequence Analysis, DNA/methods , Breast Neoplasms/pathology , Class I Phosphatidylinositol 3-Kinases , Female , GATA3 Transcription Factor/genetics , Humans , Mutation , Phosphatidylinositol 3-Kinases/genetics , Tumor Suppressor Protein p53/genetics
11.
Breast ; 23(3): 250-8, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24636978

ABSTRACT

OBJECTIVES: Bioinformatics analyses of pathways and genes differentially expressed between malignant and benign lesions could allow discovering new therapeutic targets. Here, we identified Checkpoint kinase 1 (Chk1) as a potent therapeutic target in triple-negative breast cancer (TNBC). MATERIALS AND METHODS: Differential gene expression between TNBC, other malignant and benign lesions was performed on two breast cancer datasets. Chk1 was targeted using RNA interference or chemical inhibitor in several TNBC cell lines. RESULTS: DNA repair pathway was identified as one mostly deregulated pathway in TNBC as compared to benign lesions. Chk1 was identified as candidate target among the 35 genes included in this pathway. Gene expression analysis revealed that Chk1 gene was significantly overexpressed in TNBC as compared to non-TNBC and benign lesions. Depletion of Chk1 protein expression induced a marked reduction of cell viability and led to mitotic catastrophe in TNBC cells. Chemical Chk1 inhibitor decreased survival in TNBC cells, and transcriptome analyze revealed a modulation of gene expression profile in response to Chk1 treatment. CONCLUSION: These findings suggest that Chk1 may represent a therapeutic target in TNBC, and provide a rationale to evaluate Chk1 inhibitors in breast cancer patients.


Subject(s)
Protein Kinase Inhibitors/pharmacology , Protein Kinases/genetics , Triple Negative Breast Neoplasms , Cell Line, Tumor , Cell Survival/drug effects , Checkpoint Kinase 1 , DNA Repair/drug effects , Drug Repositioning , Female , Gene Expression Profiling , Gene Knockdown Techniques/methods , Humans , Molecular Targeted Therapy , RNA Interference , Triple Negative Breast Neoplasms/genetics , Triple Negative Breast Neoplasms/therapy
12.
Clin Breast Cancer ; 13(5): 401-8, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23830798

ABSTRACT

BACKGROUND: Molecular segmentation of breast cancer allows identification of small groups of patients who present high sensitivity to targeted agents. A patient, with chemo- and trastuzumab-resistant HER2-overexpressing breast cancer, who presented concomitant acute promyelocytic leukemia, showed a response in her breast lesions to retinoic acid, arsenic, and aracytin. We therefore investigated whether RARA gene amplification could be associated with sensitivity to retinoic acid derivatives in breast cancers. MATERIALS AND METHODS: Array comparative genomic hybridization and gene expression arrays were used to characterize RARA amplifications and expression in 103 breast cancer samples. In vitro activity of ATRA was characterized in T47D, SKBR3, and BT474 cell lines. RESULTS: Retinoic acid receptor alpha was gained or amplified in 27% of HER2-positive and 13% of HER2-negative breast cancer samples. Retinoic acid receptor alpha can be coamplified with HER2. Retinoic acid receptor alpha copy number changes could be correlated with messenger RNA expression. All-trans-retinoic acid reduced cell viability of RARA-amplified, but not RARA-normal, cell lines through apoptosis. Gene expression arrays showed that ATRA-induced apoptosis in RARA-amplified cell lines was related to an increase in CASP1 and IRF1. CONCLUSION: The results of this study suggest that breast cancers exhibiting RARA amplifications could be sensitive to retinoic acid. A phase II trial will evaluate this hypothesis in the clinical setting.


Subject(s)
Breast Neoplasms/genetics , Carcinoma, Ductal, Breast/genetics , Drug Resistance, Neoplasm/genetics , Gene Amplification , Leukemia, Promyelocytic, Acute/genetics , Receptors, Retinoic Acid/genetics , Tretinoin/pharmacology , Antibodies, Monoclonal, Humanized/administration & dosage , Breast Neoplasms/complications , Breast Neoplasms/drug therapy , Carcinoma, Ductal, Breast/complications , Carcinoma, Ductal, Breast/drug therapy , Female , Humans , Leukemia, Promyelocytic, Acute/complications , Leukemia, Promyelocytic, Acute/drug therapy , Middle Aged , Retinoic Acid Receptor alpha , Trastuzumab , Tumor Cells, Cultured
13.
Cancer Res ; 73(7): 2247-58, 2013 Apr 01.
Article in English | MEDLINE | ID: mdl-23358685

ABSTRACT

The spliceosome is a large ribonucleoprotein complex that guides pre-mRNA splicing in eukaryotic cells. Here, we determine whether the spliceosome could constitute an attractive therapeutic target in cancer. Analysis of gene expression arrays from lung, breast, and ovarian cancers datasets revealed that several genes encoding components of the core spliceosome composed of a heteroheptameric Sm complex were overexpressed in malignant disease as compared with benign lesions and could also define a subset of highly aggressive breast cancers. siRNA-mediated depletion of SmE (SNRPE) or SmD1 (SNRPD1) led to a marked reduction of cell viability in breast, lung, and melanoma cancer cell lines, whereas it had little effect on the survival of the nonmalignant MCF-10A breast epithelial cells. SNRPE or SNRPD1 depletion did not lead to apoptotic cell death but autophagy, another form of cell death. Indeed, induction of autophagy was revealed by cytoplasmic accumulation of autophagic vacuoles and by an increase in both LC3 (MAP1LC3A) protein conversion and the amount of acidic autophagic vacuoles. Knockdown of SNRPE dramatically decreased mTOR mRNA and protein levels and was accompanied by a deregulation of the mTOR pathway, which, in part, explains the SNRPE-dependent induction of autophagy. These findings provide a rational to develop new therapeutic agents targeting spliceosome core components in oncology.


Subject(s)
Autophagy , Breast Neoplasms/pathology , Lung Neoplasms/pathology , Melanoma/pathology , Spliceosomes/genetics , TOR Serine-Threonine Kinases/antagonists & inhibitors , snRNP Core Proteins/antagonists & inhibitors , Apoptosis , Blotting, Western , Breast/drug effects , Breast/metabolism , Breast/pathology , Breast Neoplasms/drug therapy , Breast Neoplasms/metabolism , Cell Proliferation , Cells, Cultured , Female , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/metabolism , Melanoma/drug therapy , Melanoma/metabolism , RNA, Messenger/genetics , RNA, Small Interfering/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction , Signal Transduction , TOR Serine-Threonine Kinases/genetics , TOR Serine-Threonine Kinases/metabolism , snRNP Core Proteins/genetics , snRNP Core Proteins/metabolism
14.
Breast ; 22(3): 295-300, 2013 Jun.
Article in English | MEDLINE | ID: mdl-22999459

ABSTRACT

The goal of this study was CGH array profiling of breast cancer from Malian women in order to define differences with those from USA. CGH array was performed in 28 samples, 17 with a triple negative phenotype. The profiles were compared to those of 106 tumors from USA. 6 chromosomal regions (6p21, 9q34, 11q13, 12q24, 17q25 and 22q12.1-22q13.1) were identified with a significant higher rate of copy number alterations. These regions contain several genes of interest including BCR. FISH and IHC confirmed that BCR was amplified and overexpressed particularly in triple negative tumors. Finally, 5 regions presented a high level of amplification in two or more samples, including 2 regions located between 9p22.3-9p23 and 9p23-9p24.1. This study confirms that breast cancers from African women present biological differences with those from USA. Larger studies are needed to go further in the identification of therapeutic targets that would be specific to African women.


Subject(s)
Black People/genetics , Gene Dosage , Proto-Oncogene Proteins c-bcr/genetics , Triple Negative Breast Neoplasms/genetics , Chromosomes, Human, Pair 6 , Comparative Genomic Hybridization , Female , Gene Amplification , Gene Expression , Humans , Mali , Middle Aged , United States
16.
BMC Cancer ; 11: 215, 2011 Jun 01.
Article in English | MEDLINE | ID: mdl-21631949

ABSTRACT

BACKGROUND: Identification of predictive markers of response to treatment is a major objective in breast cancer. A major problem in clinical sampling is the variability of RNA templates, requiring accurate management of tumour material and subsequent analyses for future translation in clinical practice. Our aim was to establish the feasibility and reliability of high throughput RNA analysis in a prospective trial. METHODS: This study was conducted on RNA from initial biopsies, in a prospective trial of neoadjuvant chemotherapy in 327 patients with inoperable breast cancer. Four independent centres included patients and samples. Human U133 GeneChips plus 2.0 arrays for transcriptome analysis and quantitative RT-qPCR of 45 target genes and 6 reference genes were analysed on total RNA. RESULTS: Thirty seven samples were excluded because i) they contained less than 30% malignant cells, or ii) they provided RNA Integrity Number (RIN) of poor quality. Among the 290 remaining cases, taking into account strict quality control criteria initially defined to ensure good quality of sampling, 78% and 82% samples were eligible for transcriptome and RT-qPCR analyses, respectively. For RT-qPCR, efficiency was corrected by using standard curves for each gene and each plate. It was greater than 90% for all genes. Clustering analysis highlighted relevant breast cancer phenotypes for both techniques (ER+, PR+, HER2+, triple negative). Interestingly, clustering on trancriptome data also demonstrated a "centre effect", probably due to the sampling or extraction methods used in on of the centres. Conversely, the calibration of RT-qPCR analysis led to the centre effect withdrawing, allowing multicentre analysis of gene transcripts with high accuracy. CONCLUSIONS: Our data showed that strict quality criteria for RNA integrity assessment and well calibrated and standardized RT-qPCR allows multicentre analysis of genes transcripts with high accuracy in the clinical context. More stringent criteria are needed for transcriptome analysis for clinical applications.


Subject(s)
Breast Neoplasms/drug therapy , Breast Neoplasms/pathology , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Reverse Transcriptase Polymerase Chain Reaction , Antineoplastic Agents/therapeutic use , Breast Neoplasms/diagnosis , Breast Neoplasms/genetics , Chemotherapy, Adjuvant , Cluster Analysis , Female , Humans , Neoadjuvant Therapy , Reproducibility of Results , Research Design
17.
PLoS One ; 5(9): e12932, 2010 Sep 24.
Article in English | MEDLINE | ID: mdl-20885975

ABSTRACT

BACKGROUND: Children with ependymoma may experience a relapse in up to 50% of cases depending on the extent of resection. Key biological events associated with recurrence are unknown. METHODOLOGY/PRINCIPAL FINDINGS: To discover the biology behind the recurrence of ependymomas, we performed CGHarray and a dual-color gene expression microarray analysis of 17 tumors at diagnosis co-hybridized with the corresponding 27 first or subsequent relapses from the same patient. As treatment and location had only limited influence on specific gene expression changes at relapse, we established a common signature for relapse. Eighty-seven genes showed an absolute fold change ≥2 in at least 50% of relapses and were defined as the gene expression signature of ependymoma recurrence. The most frequently upregulated genes are involved in the kinetochore (ASPM, KIF11) or in neural development (CD133, Wnt and Notch pathways). Metallothionein (MT) genes were downregulated in up to 80% of the recurrences. Quantitative PCR for ASPM, KIF11 and MT3 plus immunohistochemistry for ASPM and MT3 confirmed the microarray results. Immunohistochemistry on an independent series of 24 tumor pairs at diagnosis and at relapse confirmed the decrease of MT3 expression at recurrence in 17/24 tumor pairs (p = 0.002). Conversely, ASPM expression was more frequently positive at relapse (87.5% vs 37.5%, p = 0.03). Loss or deletion of the MT genes cluster was never observed at relapse. Promoter sequencing after bisulfite treatment of DNA from primary tumors and recurrences as well as treatment of short-term ependymoma cells cultures with a demethylating agent showed that methylation was not involved in MT3 downregulation. However, in vitro treatment with a histone deacetylase inhibitor or zinc restored MT3 expression. CONCLUSIONS/SIGNIFICANCE: The most frequent molecular events associated with ependymoma recurrence were over-expression of kinetochore proteins and down-regulation of metallothioneins. Metallothionein-3 expression is epigenetically controlled and can be restored in vitro by histone deacetylase inhibitors.


Subject(s)
Ependymoma/genetics , Ependymoma/pathology , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Child , Child, Preschool , Disease Progression , Ependymoma/metabolism , Female , Follow-Up Studies , Humans , Infant , Male , Metallothionein/genetics , Metallothionein/metabolism , Oligonucleotide Array Sequence Analysis/instrumentation , Recurrence
18.
Cancer ; 117(1): 32-9, 2009 Feb 25.
Article in English | MEDLINE | ID: mdl-19347827

ABSTRACT

BACKGROUND: With the widespread development of genomic analysis, an accurate and quick method for obtaining high-quality nucleic acids is needed. The objective of the current study was to evaluate the quality and potential use of material obtained from fine-needle aspiration cytology (FNAC). METHODS: Ultrasound- or palpation-guided FNAC was performed in 124 consecutive patients who had nodular breast lesions. The authors evaluated the amount of messenger RNA (mRNA) obtained, its quality through the RNA Integrity (RIN) score, and the factors that influenced both. For malignant lesions, the authors attempted to correlate estrogen receptor 1 (ESR1) and HER-2 (c-erb-B2) mRNA expression measured by real-time quantitative polymerase chain reaction with estrogen receptor and HER-2 detection obtained by immunohistochemistry (IHC) and/or fluorescent in situ hybridization (FISH) on the surgical specimen. RESULTS: The amount of mRNA obtained was >1 microg in 89.5% of 124 samples (43 benign lesions and 81 adenocarcinomas). Overall, 59.3% of samples yielded >1 microg RNA with a RIN score >6. The most significant predictors of quality and quantity of mRNA were the cytopathologist who sampled the tumors and a diagnosis of cancer versus benign lesion. The median ESR1 expression level, which was expressed as the polymerase chain reaction cycle threshold (CT) level minus the average 18S value (dct), was 17.7 dct in patients with estrogen receptor-negative tumors and 11.1 dct in patients with estrogen receptor-positive tumors. The median HER-2 expression level was 15.1 dct in patients with HER-2-negative tumors and 10.7 dct in patients with HER-2-positive tumors. mRNA expression was concordant with the IHC/FISH evaluation in 90.3% of patients for estrogen receptor status and in 98.5% of patients for HER-2 status. CONCLUSIONS: In 70% of cases, FNAC of breast lesions in well trained hands allowed the extraction of mRNA suitable for gene expression analysis.


Subject(s)
Adenocarcinoma/diagnosis , Biopsy, Fine-Needle , Breast Neoplasms/diagnosis , RNA, Messenger/isolation & purification , Adenocarcinoma/genetics , Adenocarcinoma/surgery , Breast Neoplasms/genetics , Breast Neoplasms/surgery , Estrogen Receptor alpha/biosynthesis , Estrogen Receptor alpha/genetics , Female , Gene Expression Profiling , Humans , Immunohistochemistry , In Situ Hybridization, Fluorescence , Middle Aged , Receptor, ErbB-2/biosynthesis , Receptor, ErbB-2/genetics , Reverse Transcriptase Polymerase Chain Reaction
19.
Lancet Oncol ; 10(4): 381-90, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19249242

ABSTRACT

BACKGROUND: Gene-expression arrays have generated molecular predictors of relapse and drug sensitivity in breast cancer. We aimed to identify exons differently expressed in malignant and benign breast lesions and to generate a molecular classifier for breast-cancer diagnosis. METHODS: 165 breast samples were obtained by fine-needle aspiration. Complementary DNA was hybridised on splice array. A nearest centroid prediction rule was developed to classify lesions as malignant or benign on a training set, and its performance was assessed on an independent validation set. A two-way ANOVA model identified probe sets with differential expression in malignant and benign lesions while adjusting for scan dates. FINDINGS: 120 breast cancers and 45 benign lesions were included in the study. A molecular classifier for breast-cancer diagnosis with 1228 probe sets was generated from the training set (n=94). This signature accurately classified all samples (100% accuracy, 95% CI 96-100%). In the validation set (n=71), the molecular predictor accurately classified 68 of 71 tumours (96%, 88-99%). When the 165 samples were taken into account, 37 858 exon probe sets (5.4%) and 3733 genes (7.0%) were differently expressed in malignant and benign lesions (threshold: adjusted p<0.05). Genes involved in spliceosome assembly were significantly overexpressed in malignant disease (permutation p=0.002). In the same population of 165 samples, 956 exon probe sets presented both higher intensity and higher splice index in breast cancer than in benign lesions, although located on unchanged genes. INTERPRETATION: Many exons are differently expressed by breast cancer and benign lesions, and alternative transcripts contribute to the molecular characteristics of breast malignancy. Development of molecular classifiers for breast-cancer diagnosis with fine-needle aspiration should be possible.


Subject(s)
Breast Neoplasms/genetics , Exons/genetics , Gene Expression Profiling , Neoplasms/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Biopsy, Fine-Needle , Breast Neoplasms/drug therapy , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/drug therapy , Carcinoma, Ductal, Breast/genetics , Carcinoma, Ductal, Breast/secondary , Carcinoma, Intraductal, Noninfiltrating/drug therapy , Carcinoma, Intraductal, Noninfiltrating/genetics , Carcinoma, Intraductal, Noninfiltrating/secondary , Carcinoma, Lobular/drug therapy , Carcinoma, Lobular/genetics , Carcinoma, Lobular/secondary , Carcinoma, Papillary/drug therapy , Carcinoma, Papillary/genetics , Carcinoma, Papillary/secondary , Female , Gene Expression Regulation, Neoplastic , Humans , Middle Aged , Neoplasm Staging , Neoplasms/drug therapy , Neoplasms/pathology , Oligonucleotide Array Sequence Analysis , Prognosis , RNA Splicing/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , Retrospective Studies , Reverse Transcriptase Polymerase Chain Reaction , Treatment Outcome , Validation Studies as Topic , Young Adult
20.
Cancer ; 110(5): 1096-106, 2007 Sep 01.
Article in English | MEDLINE | ID: mdl-17647284

ABSTRACT

BACKGROUND: Children with high-risk neuroblastomas (NB) potentially may benefit from treatment with recombinant human erythropoietin (Epo). Epo is a stimulator of erythropoiesis, acting through its receptor (EpoR). The objective of the current study was to evaluate expression levels of Epo and EpoR in NB and in normal tissues and their effects on the proliferation of tumor cells. METHODS: A tissue microarray study was performed with 101 primary tumors, 39 paired metastases, 56 paired control tissues, and 6 human NB cell lines. Immunohistochemical staining was performed using antibodies against Epo and EpoR. Immunostaining intensity was evaluated by using a semiquantitative score based on the percentage of positive cells. An in vitro analysis of cell proliferation and cell cycle in the presence of recombinant Epo was performed in the 6 cell lines. RESULTS: The expression of EpoR was found to be significantly higher in tumors than in paired control tissues (P < .0001) compared with the expression of Epo (P = .06), and the expression of EpoR was significantly higher in lymph node metastases than in paired primary tumors (P = .02) compared with Epo (P = .99). Survival analysis demonstrated that the patients who had tumors with the highest expression of EpoR had a significantly better overall survival (P = .03). In the in vitro study, recombinant Epo did not modify proliferation and cell cycle in the cell lines regardless of the EpoR expression level. CONCLUSIONS: Epo and EpoR were expressed in NB but did not modify tumor cell proliferation. The results of the current study suggested that Epo may be used safely for supportive care in children with NB.


Subject(s)
Erythropoietin/biosynthesis , Neuroblastoma/pathology , Receptors, Erythropoietin/biosynthesis , Apoptosis/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Child , Child, Preschool , Erythropoietin/genetics , Erythropoietin/pharmacology , Female , Humans , Immunohistochemistry , Infant , Infant, Newborn , Kaplan-Meier Estimate , Male , Neoplasm Staging , Neuroblastoma/metabolism , Recombinant Proteins
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