1
|
Gan D, Zhu Y, Lu X, Li J. SCIPAC: quantitative estimation of cell-phenotype associations. Genome Biol 2024; 25:119. [PMID: 38741183 PMCID: PMC11089691 DOI: 10.1186/s13059-024-03263-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 04/30/2024] [Indexed: 05/16/2024] Open
Abstract
Numerous algorithms have been proposed to identify cell types in single-cell RNA sequencing data, yet a fundamental problem remains: determining associations between cells and phenotypes such as cancer. We develop SCIPAC, the first algorithm that quantitatively estimates the association between each cell in single-cell data and a phenotype. SCIPAC also provides a p-value for each association and applies to data with virtually any type of phenotype. We demonstrate SCIPAC's accuracy in simulated data. On four real cancerous or noncancerous datasets, insights from SCIPAC help interpret the data and generate new hypotheses. SCIPAC requires minimum tuning and is computationally very fast.
Collapse
Affiliation(s)
- Dailin Gan
- Department of Applied and Computational Mathematics and Statistics, University of Notre Dame, Notre Dame, 46556, IN, USA
| | - Yini Zhu
- Department of Biological Sciences, Boler-Parseghian Center for Rare and Neglected Diseases, Harper Cancer Research Institute, Integrated Biomedical Sciences Graduate Program, University of Notre Dame, Notre Dame, 46556, IN, USA
| | - Xin Lu
- Department of Biological Sciences, Boler-Parseghian Center for Rare and Neglected Diseases, Harper Cancer Research Institute, Integrated Biomedical Sciences Graduate Program, University of Notre Dame, Notre Dame, 46556, IN, USA
- Tumor Microenvironment and Metastasis Program, Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, 46202, IN, USA
| | - Jun Li
- Department of Applied and Computational Mathematics and Statistics, University of Notre Dame, Notre Dame, 46556, IN, USA.
| |
Collapse
|
2
|
Aggarwal S, Vaid A, Ramesh A, Parikh PM, Purohit S, Avasthi B, Gupta S, Ranjan S, Kaushal V, Salim S, Singh R, Minhas S, Doval D. Practical consensus recommendations on management of HR + ve early breast cancer with specific reference to genomic profiling. South Asian J Cancer 2020; 7:96-101. [PMID: 29721472 PMCID: PMC5909304 DOI: 10.4103/sajc.sajc_110_18] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Breast cancer is a heterogeneous disease and patients are managed clinically based on ER, PR, HER2 expression, and key risk factors. The use of gene expression assays for early stage disease is already common practice. These tests have found a place in risk stratifying the heterogeneous group of stage I–II breast cancers for recurrence, for predicting chemotherapy response, and for predicting breast cancer-related mortality. Most guidelines for hormone receptor (HR)–positive early breast cancer recommend addition of adjuvant chemotherapy for most women, leading to overtreatment, which causes considerable morbidity and cost. Expert oncologist discussed about strategies of gene expression assays and aid in chemotherapy recommendations for treatment of HR + ve EBC and the expert group used data from published literature, practical experience and opinion of a large group of academic oncologists to arrive at this practical consensus recommendations for the benefit of community oncologists.
Collapse
Affiliation(s)
- S Aggarwal
- Department of Medical Oncology, Sir Ganga Ram Hospital, New Delhi, India
| | - A Vaid
- Department of Medical Oncology, Medanata Hospital, Gurugram, Haryana, India
| | - A Ramesh
- Department of Medical Oncology, HCG Cancer Center, Chennai, Tamil Nadu, India.,Department of Medical Oncology, SMH Curie Cancer Center, New Delhi, India
| | - Purvish M Parikh
- Department of Oncology, Shalby Cancer and Research Institute, Mumbai, Maharashtra, India
| | - S Purohit
- Department of Medical Oncology, Artemis Hospital, Gurugram, Haryana, India
| | - B Avasthi
- Department or Radiation Oncology, Fortis Hospital, New Delhi, India
| | - S Gupta
- Department of Medical Oncology, Sarvodaya Hospital, Faridabad, Haryana, India
| | - S Ranjan
- Department of Medicine, INHS Sanjivani, Kochi, Kerala, India
| | - V Kaushal
- Department of Radiation Oncology, RCC, Rohtak, Haryana, India
| | - S Salim
- Department of Oncology, Hakim Sanaullah Cancer Center, Baramulla, Jammu and Kashmir, India
| | - R Singh
- Department of Medical Oncology, Army Hospital R and R, New Delhi, India
| | - S Minhas
- Department of Medical Oncology, Medanata Hospital, Gurugram, Haryana, India
| | - D Doval
- Department of Medical Oncology, Rajiv Gandhi Cancer Institute, New Delhi, India
| |
Collapse
|
3
|
Kulsoom B, Shamsi TS, Afsar NA. Gene expression of hENT1, dCK, CDA, dCMPD and topoisomerase IIα as an indicator of chemotherapy response in AML treated with cytarabine and daunorubicin. Cancer Manag Res 2018; 10:5573-5589. [PMID: 30519105 PMCID: PMC6235003 DOI: 10.2147/cmar.s181299] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Purpose Acute myeloid leukemia patients are commonly treated with cytarabine (Ara-C) and anthracyclines but the sustained remission rate is not very promising. We explored the role of drug-metabolizing enzymes and transporters in the therapeutic response. Patients and methods Bone marrow and peripheral blood samples of 90 newly diagnosed acute myeloid leukemia patients treated with standard 3+7 regimen were analyzed through real-time PCR for expression of human equilibrative nucleoside transporter 1, deoxycytidine kinase, cytidine deaminase (CDA), deoxycytidine monophosphate deaminase (dCMPD) and topoisomerase IIα (Topo-IIa). The expression of these markers was studied in relationship with good (persistent remission) and poor therapeutic response (relapse/resistance). Results High Topo-IIa expression in peripheral blood was associated with good response (P=0.006). Relapse was higher among low expressors of Topo-IIa in peripheral blood (OR: 26.25). Bone marrow Topo-IIa expression followed a similar trend but did not reach statistical significance. In contrast, patients with high bone marrow dCMPD expression had poor response (OR: 3; P=0.043). One-year disease-free survival (DFS) was better among those with high bone marrow Topo-IIa (P=0.04) or CDA (P=0.03) expression. High bone marrow Topo-IIa expression also had better DFS at 6 months (P=0.04) and at 12 months (P=0.04). Conclusion High expression of Topo-IIa in peripheral blood is a favorable indicator of persistent remission, good therapeutic response and DFS. High dCMPD and low CDA expression in bone marrow is associated with poor therapeutic outcome.
Collapse
Affiliation(s)
- Bibi Kulsoom
- Center of Excellence in Molecular Medicine, National Institute of Blood Diseases and Bone Marrow Transplantation, Karachi, Pakistan, .,Department of Biochemistry, Jinnah Medical and Dental College, Karachi, Pakistan,
| | - Tahir Sultan Shamsi
- Center of Excellence in Molecular Medicine, National Institute of Blood Diseases and Bone Marrow Transplantation, Karachi, Pakistan,
| | - Nasir Ali Afsar
- Department of Pharmacology, Jinnah Medical and Dental College, Karachi, Pakistan
| |
Collapse
|
4
|
Ruiz-Pinto S, Martin M, Pita G, Caronia D, de la Torre-Montero JC, Moreno LT, Moreno F, García-Sáenz JÁ, Benítez J, González-Neira A. Pharmacogenetic variants and response to neoadjuvant single-agent doxorubicin or docetaxel: a study in locally advanced breast cancer patients participating in the NCT00123929 phase 2 randomized trial. Pharmacogenet Genomics 2018; 28:245-250. [PMID: 30334909 DOI: 10.1097/fpc.0000000000000354] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Taxanes and anthracyclines are widely used in the treatment of breast cancer, although the benefit is limited to a proportion of patients and predictive biomarkers for clinical outcome remain elusive. PATIENTS AND METHODS We carried out a pharmacogenetic study in 181 patients with locally advanced breast cancer enrolled in a phase 2 randomized clinical trial (NCT00123929), where patients were randomly assigned to receive neoadjuvant single-agent docetaxel 100 mg/m(2) (n=84) or doxorubicin 75 mg/m(2) (n=97). We studied the association of 226 single nucleotide polymorphisms (SNPs) in 15 key drug biotransformation genes with neoadjuvant pathological tumor response residual cancer burden index to docetaxel and to doxorubicin. RESULTS We identified a significant association for rs162561, an intronic SNP located in the cytochrome P450 family 1 subfamily B member 1 (CYP1B1) gene, with tumor response in patients treated with single-agent docetaxel (dominant model: β=1.02, 95% confidence interval=0.49-1.55; P=1.77×10(-4)), and for rs717620, an SNP located in the promoter of the ATP-binding cassette subfamily C member 2 (ABCC2) gene, in patients treated with neoadjuvant doxorubicin (recessive model: β=1.67; 95% confidence interval=0.26-3.11; P=0.02). CONCLUSION We identified two polymorphisms in CYP1B1 and ABCC2 associated with tumor pathological response following docetaxel or doxorubicin neoadjuvant monotherapy, respectively. Although further validation is required, these variants could be potential predictive genetic markers for treatment outcome in breast cancer patients.
Collapse
Affiliation(s)
| | - Miguel Martin
- Gregorio Marañon Health Research Institute, CIBERONC, GEICAM
| | | | | | - Julio C de la Torre-Montero
- Medical Oncology Service, Institute of Sanitary Research of the San Carlos Clinical Hospital, Complutense University.,San Juan de Dios School of Nursing, Comillas Pontifical University
| | | | - Fernando Moreno
- Medical Oncology Service, Institute of Sanitary Research of the San Carlos Clinical Hospital
| | | | - Javier Benítez
- Human Genetics Group, Human Cancer Genetics Programme, Spanish National Cancer Research Centre.,Biomedical Research Networking Center on Rare Diseases, Madrid, Spain
| | | |
Collapse
|
5
|
Nogi H, Uchida K, Kamio M, Kato K, Toriumi Y, Akiba T, Morikawa T, Suzuki M, Kobayashi T, Takeyama H. Triple-negative breast cancer exhibits a favorable response to neoadjuvant chemotherapy independent of the expression of topoisomerase IIα. Mol Clin Oncol 2015; 4:383-389. [PMID: 26998288 DOI: 10.3892/mco.2015.719] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2015] [Accepted: 10/23/2015] [Indexed: 12/31/2022] Open
Abstract
The present study retrospectively analyzed the utility of topoisomerase IIα expression as a prognostic marker to predict the neoadjuvant chemotherapeutic response and survival among different breast cancer subtypes. The patients were subtyped and the expression of topoisomerase IIα was determined using immunohistochemistry. All patients (n=147) received an anthracycline-containing regimen preoperatively, and 139 (95%) patients also received docetaxel. Of the 147 patients, 25 (17%) were triple-negative and 20 (17%) were human epidermal growth factor receptor 2 (HER2)-positive. Among these subtypes, a significantly higher a rate (P<0.0001) and higher incidence of topoisomerase IIα expression (P=0.036) were observed compared with that in the hormone receptor-positive and HER2-negative breast cancer types. However, the expression of topoisomerase IIα revealed no correlation with the treatment response or survival in any of the subtypes. Therefore, these results indicated that the favorable response to anthracycline-containing chemotherapy among triple-negative and HER2-positive breast cancer was independent of the expression of topoisomerase IIα.
Collapse
Affiliation(s)
- Hiroko Nogi
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Ken Uchida
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Makiko Kamio
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Kumiko Kato
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Yasuo Toriumi
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Tadashi Akiba
- Department of Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Toshiaki Morikawa
- Department of Thoracic Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Masaaki Suzuki
- Department of Pathology, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Tadashi Kobayashi
- Department of Medical Oncology and Hematology, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| | - Hiroshi Takeyama
- Department of Breast and Endocrine Surgery, The Jikei University School of Medicine, Minato-ku, Tokyo 105-8461, Japan
| |
Collapse
|
6
|
García-Caballero T, Prieto O, Vázquez-Boquete Á, Gude F, Viaño P, Otero M, Curiel T, Fernández-Rodríguez B, Parrado C, Fraga M, Antúnez JR. Dual-colour CISH is a reliable alternative to FISH for assessment of topoisomerase 2-alpha amplification in breast carcinomas. Breast Cancer Res Treat 2013; 143:81-9. [DOI: 10.1007/s10549-013-2791-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2013] [Accepted: 11/23/2013] [Indexed: 01/19/2023]
|
7
|
Schildhaus HU, Schroeder L, Merkelbach-Bruse S, Binot E, Büttner R, Kuhn W, Rudlowski C. Therapeutic strategies in male breast cancer: clinical implications of chromosome 17 gene alterations and molecular subtypes. Breast 2013; 22:1066-71. [PMID: 24080492 DOI: 10.1016/j.breast.2013.08.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2013] [Revised: 08/04/2013] [Accepted: 08/30/2013] [Indexed: 01/27/2023] Open
Abstract
Male breast cancer (MBC) is a rare disease. To date, therapy is mainly based on studies and clinical experiences with breast cancer in women. Only little is known about molecular typing of MBC, particularly with regard to potential biological predictors for adjuvant therapy. In female breast cancer tumors with chromosome 17 centromere (CEP17) duplication, HER2 and/or Topoisomerase II alpha (Topo II-α) gene alterations have been suggested to be associated with poor prognosis and increased sensitivity to anthracycline-containing regimens. In a well characterized cohort of 96 primary invasive MBC, we studied CEP17, HER2 and Topo II-α alterations by fluorescence in-situ hybridization (FISH), and expression of hormone receptors (HR), HER2 and Ki67 by immunohistochemistry to define molecular subtypes. Tumor characteristics and follow-up data were available and correlated with molecular findings. HER2 amplification and Topo II-α amplification/deletion were exceptionally rare in MBC (6.3% and 3.1%, respectively). CEP17 polysomy were found in 9.4% of tumors. HER2, Topo II-α and CEP17 gene alterations were not correlated to patients outcome. 96.9% of our cases were HR positive. Triple negative tumors were found in only 3.1% of the cases. In nodal negative tumors luminal A subtypes were significantly associated with better overall survival. Our results provide evidence for a predominant male breast cancer phenotype, characterized by HR expression and a lack of HER2/Topo II-α alterations and CEP17 duplicates. Therefore, the impact of anthracycline sensitivity linked to HER2/Topo II-α alterations as found in female breast cancer has low clinical significance for this specific male breast cancer phenotype.
Collapse
|
8
|
Mikami Y, Ueno T, Yoshimura K, Tsuda H, Kurosumi M, Masuda S, Horii R, Toi M, Sasano H. Interobserver concordance of Ki67 labeling index in breast cancer: Japan Breast Cancer Research Group Ki67 ring study. Cancer Sci 2013; 104:1539-43. [PMID: 23905924 DOI: 10.1111/cas.12245] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2013] [Revised: 07/24/2013] [Accepted: 07/26/2013] [Indexed: 11/26/2022] Open
Abstract
The standardized assessment of Ki67 labeling index (LI) is of clinical importance to identify patients with primary breast cancer who could benefit from chemotherapy. In this study, we evaluated the interobserver concordance of Ki67 LI assessment. Six surgical pathologists participated and all the slides were prepared from archival breast cancer tissues fixed in 10% buffered formalin for 24 h and stained with MIB-1. Three independent studies were conducted. In the first study, 30 stained slides were assessed using two different methods: the scoring system, with a positive rate scored from 1 (0-9%) to 10 (90-100%) by visual estimate; and the counting method, with approximately 1000 cells counted in hot spots. In the second study, 20 tumors with Ki67 LI 5-25% were assessed, and in the third study, 15 printed photographs of stained slides were assessed to avoid variations by selecting different fields. In study 1, the counting system (intraclass correlation coefficient [ICC], 0.66 [95% confidence interval 0.52-0.78]) demonstrated a better correlation than the scoring system (ICC, 0.57 [0.42-0.72]). In study 2, the assessment for Ki67 LI of 5-25% demonstrated a correlation (ICC, 0.68 [0.50-0.81]) similar to that of study 1 (unrestricted range of Ki67 LI). In study 3, the assessment of Ki67 LI by counting yielded a good concordance (ICC, 0.94 [0.88-0.97]). In conclusion, there was better concordance with the counting system, and concordance was high when the assessed field was predetermined, indicating that the selection of the evaluation area is critical for obtaining reproducible Ki67 LI in breast cancer.
Collapse
Affiliation(s)
- Yoshiki Mikami
- Department of Diagnostic Pathology, Kyoto University Hospital, Kyoto, Japan
| | | | | | | | | | | | | | | | | |
Collapse
|
9
|
Trinh BQ, Ko SY, Barengo N, Lin SY, Naora H. Dual functions of the homeoprotein DLX4 in modulating responsiveness of tumor cells to topoisomerase II-targeting drugs. Cancer Res 2012; 73:1000-10. [PMID: 23222298 DOI: 10.1158/0008-5472.can-12-3538] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Topoisomerase II (TOP2)-targeting poisons such as anthracyclines and etoposide are commonly used for cancer chemotherapy and kill tumor cells by causing accumulation of DNA double-strand breaks (DSB). Several lines of evidence indicate that overexpression of TOP2A, the gene encoding topoisomerase IIα, increases sensitivity of tumor cells to TOP2 poisons, but it is not clear why some TOP2A-overexpressing (TOP2A-High) tumors respond poorly to these drugs. In this study, we identified that TOP2A expression is induced by DLX4, a homeoprotein that is overexpressed in breast and ovarian cancers. Analysis of breast cancer datasets revealed that TOP2A-high cases that also highly expressed DLX4 responded more poorly to anthracycline-based chemotherapy than TOP2A-high cases that expressed DLX4 at low levels. Overexpression of TOP2A alone in tumor cells increased the level of DSBs induced by TOP2 poisons. In contrast, DLX4 reduced the level of TOP2 poison-induced DSBs irrespective of its induction of TOP2A. DLX4 did not stimulate homologous recombination-mediated repair of DSBs. However, DLX4 interacted with Ku proteins, stimulated DNA-dependent protein kinase activity, and increased erroneous end-joining repair of DSBs. Whereas DLX4 did not reduce levels of TOP2 poison-induced DSBs in Ku-deficient cells, DLX4 stimulated DSB repair and reduced the level of TOP2 poison-induced DSBs when Ku was reconstituted in these cells. Our findings indicate that DLX4 induces TOP2A expression but reduces sensitivity of tumor cells to TOP2 poisons by stimulating Ku-dependent repair of DSBs. These opposing activities of DLX4 could explain why some TOP2A-overexpressing tumors are not highly sensitive to TOP2 poisons.
Collapse
Affiliation(s)
- Bon Q Trinh
- Department of Systems Biology, University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | | | | | | | | |
Collapse
|
10
|
Fountzilas G, Valavanis C, Kotoula V, Eleftheraki AG, Kalogeras KT, Tzaida O, Batistatou A, Kronenwett R, Wirtz RM, Bobos M, Timotheadou E, Soupos N, Pentheroudakis G, Gogas H, Vlachodimitropoulos D, Polychronidou G, Aravantinos G, Koutras A, Christodoulou C, Pectasides D, Arapantoni P. HER2 and TOP2A in high-risk early breast cancer patients treated with adjuvant epirubicin-based dose-dense sequential chemotherapy. J Transl Med 2012; 10:10. [PMID: 22240029 PMCID: PMC3275536 DOI: 10.1186/1479-5876-10-10] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2011] [Accepted: 01/12/2012] [Indexed: 11/29/2022] Open
Abstract
Background HER2 and TOP2A parameters (gene status, mRNA and protein expression) have individually been associated with the outcome of patients treated with anthracyclines. The aim of this study was to comprehensively evaluate the prognostic/predictive significance of the above parameters in early, high-risk breast cancer patients treated with epirubicin-based, dose-dense sequential adjuvant chemotherapy. Methods In a series of 352 breast carcinoma tissues from patients that had been post-operatively treated with epirubicin-CMF with or without paclitaxel, we assessed HER2 and TOP2A gene status (chromogenic in situ hybridization), mRNA expression (quantitative reverse transcription PCR), as well as HER2 and TopoIIa protein expression (immunohistochemistry). Results HER2 and TOP2A amplification did not share the same effects on their downstream molecules, with consistent patterns observed in HER2 mRNA and protein expression according to HER2 amplification (all parameters strongly inter-related, p values < 0.001), but inconsistent patterns in the case of TOP2A. TOP2A gene amplification (7% of all cases) was not related to TOP2A mRNA and TopoIIa protein expression, while TOP2A mRNA and TopoIIa protein were strongly related to each other (p < 0.001). Hence, TOP2A amplified tumors did not correspond to tumors with high TOP2A mRNA or TopoIIa protein expression, while the latter were characterized by high Ki67 scores (p = 0.003 and p < 0.001, respectively). Multivariate analysis adjusted for nodal involvement, hormone receptor status, Ki67 score and HER2/TOP2A parameters revealed HER2/TOP2A co-amplification (21.2% of HER2 amplified tumors) as an independent favorable prognostic factor for DFS (HR = 0.13, 95% CI: 0.02-0.96, p = 0.046); in contrast, increased HER2/TOP2A mRNA co-expression was identified as an independent adverse prognostic factor for both DFS (HR = 2.41, 95% CI: 1.31-4.42, p = 0.005) and OS (HR = 2.83, 95% CI: 1.42-5.63, p = 0.003), while high TOP2A mRNA expression was an independent adverse prognostic factor for OS (HR = 2.06, 95% CI: 1.23-3.46, p = 0.006). None of the parameters tested was associated with response to paclitaxel. Conclusions This study confirms the favorable prognostic value of HER2/TOP2A co-amplification and the adverse prognostic value of high TOP2A mRNA expression extending it to the adjuvant treatment setting in early high-risk breast cancer. The strong adverse prognostic impact of high HER2/TOP2A mRNA co-expression needs further validation in studies designed to evaluate markers predictive for anthracyclines. Trial registration Australian New Zealand Clinical Trials Registry ACTRN12611000506998.
Collapse
Affiliation(s)
- George Fountzilas
- Department of Medical Oncology, Papageorgiou Hospital, Aristotle University of Thessaloniki School of Medicine, Thessaloniki, Greece.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
11
|
Liu H, Tekle C, Chen YW, Kristian A, Zhao Y, Zhou M, Liu Z, Ding Y, Wang B, Mælandsmo GM, Nesland JM, Fodstad O, Tan M. B7-H3 silencing increases paclitaxel sensitivity by abrogating Jak2/Stat3 phosphorylation. Mol Cancer Ther 2011; 10:960-71. [PMID: 21518725 PMCID: PMC3253760 DOI: 10.1158/1535-7163.mct-11-0072] [Citation(s) in RCA: 126] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
In many types of cancer, the expression of the immunoregulatory protein B7-H3 has been associated with poor prognosis. Previously, we observed a link between B7-H3 and tumor cell migration and invasion, and in present study, we have investigated the role of B7-H3 in chemoresistance in breast cancer. We observed that silencing of B7-H3, via stable short hairpin RNA or transient short interfering RNA transfection, increased the sensitivity of multiple human breast cancer cell lines to paclitaxel as a result of enhanced drug-induced apoptosis. Overexpression of B7-H3 made the cancer cells more resistant to the drug. Next, we investigated the mechanisms behind B7-H3-mediated paclitaxel resistance and found that the level of Stat3 Tyr705 phosphorylation was decreased in B7-H3 knockdown cells along with the expression of its direct downstream targets Mcl-1 and survivin. The phosphorylation of Janus kinase 2 (Jak2), an upstream molecule of Stat3, was also significantly decreased. In contrast, reexpression of B7-H3 in B7-H3 knockdown and low B7-H3 expressing cells increased the phosphorylation of Jak2 and Stat3. In vivo animal experiments showed that B7-H3 knockdown tumors displayed a slower growth rate than the control xenografts. Importantly, paclitaxel treatment showed a strong antitumor activity in the mice with B7-H3 knockdown tumors, but only a marginal effect in the control group. Taken together, our data show that in breast cancer cells, B7-H3 induces paclitaxel resistance, at least partially by interfering with Jak2/Stat3 pathway. These results provide novel insight into the function of B7-H3 and encourage the design and testing of approaches targeting this protein and its partners.
Collapse
MESH Headings
- Animals
- Antigens, CD/biosynthesis
- Antigens, CD/genetics
- Antigens, CD/metabolism
- Antineoplastic Agents, Phytogenic/pharmacology
- Apoptosis/drug effects
- B7 Antigens
- Breast Neoplasms/genetics
- Breast Neoplasms/metabolism
- Cell Line
- Cell Line, Tumor
- Drug Resistance, Neoplasm
- Female
- Humans
- Inhibitor of Apoptosis Proteins/genetics
- Janus Kinase 2/metabolism
- Mice
- Mice, Inbred BALB C
- Mice, Nude
- Myeloid Cell Leukemia Sequence 1 Protein
- Paclitaxel/pharmacology
- Phosphorylation/drug effects
- Proto-Oncogene Proteins c-bcl-2/genetics
- RNA, Small Interfering/administration & dosage
- RNA, Small Interfering/genetics
- Receptors, Immunologic/biosynthesis
- Receptors, Immunologic/deficiency
- Receptors, Immunologic/genetics
- Receptors, Immunologic/metabolism
- STAT3 Transcription Factor/metabolism
- Survivin
Collapse
Affiliation(s)
- Hao Liu
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
- Department of Biochemistry and Molecular Biology, West China Medical Center, Sichuan University, Chengdu, China
| | - Christina Tekle
- Department of Tumor Biology, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Yih-Wen Chen
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
| | - Alexandr Kristian
- Department of Tumor Biology, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Yuhua Zhao
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
| | - Ming Zhou
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
| | - Zixing Liu
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
| | - Yan Ding
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
| | - Bin Wang
- Department of Mathematics and Statistics, University of South Alabama, Mobile, AL, USA
| | - Gunhild Mari Mælandsmo
- Department of Tumor Biology, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Jahn Marthin Nesland
- Department of Pathology, Norwegian Radium Hospital, Oslo University Hospital, and Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Oystein Fodstad
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
- Department of Tumor Biology, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Ming Tan
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA
- Department of Cell Biology and Neuroscience, University of South Alabama, Mobile, AL, USA
| |
Collapse
|
12
|
Martin M, Romero A, Cheang MCU, López García-Asenjo JA, García-Saenz JA, Oliva B, Román JM, He X, Casado A, de la Torre J, Furio V, Puente J, Caldés T, Vidart JA, Lopez-Tarruella S, Diaz-Rubio E, Perou CM. Genomic predictors of response to doxorubicin versus docetaxel in primary breast cancer. Breast Cancer Res Treat 2011; 128:127-36. [PMID: 21465170 DOI: 10.1007/s10549-011-1461-y] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2011] [Accepted: 03/15/2011] [Indexed: 12/24/2022]
Abstract
UNLABELLED Taxanes and anthracyclines improve the outcome of early breast cancer, although the benefit is limited to a small proportion of patients and are toxic. We prospectively looked for predictors of response to these drugs. EXPERIMENTAL DESIGN Four cycles of doxorubicin (75 mg/m²) or docetaxel (100 mg/m²) were compared as presurgical chemotherapy for breast cancer. Biomarkers were determined by immunohistochemistry and fluorescent in situ hybridization using prechemotherapy core biopsies. Tumors were also classified into one of the molecular intrinsic subtypes using an immunohistochemical panel of five biomarkers and genomic profiles. Single genes and intrinsic subtypes were correlated with response to doxorubicin versus docetaxel. Among the 204 evaluable patients, significant predictors of sensitivity in multivariate analysis were low topo2a expression and ER-negative status for doxorubicin and small tumor size and ER-negative status for docetaxel. Predictors of resistance in multivariate analysis were triple-negative status (ER/PgR/HER2 negative by IHC/FISH) for doxorubicin, and high TNM stage for docetaxel. Triple-negative tumors were associated with topo2a overexpression more than the other subtypes. In 94 patients with gene expression profiles, docetaxel was superior to doxorubicin in the basal-like subtype (good pathological response rate - PCR + class I of 56 vs. 0%; P = 0.034); no significant differences were observed in the other subtypes when comparing these two drugs. Low topo2a expression and ER-negative status were predictors of response to doxorubicin, while small tumor size and ER-negative status predicted response to docetaxel. Docetaxel was superior to doxorubicin in triple-negative/basal-like tumors, while no significant differences were seen in the remaining intrinsic subtypes.
Collapse
Affiliation(s)
- M Martin
- Servicio de Oncología Médica, Hospital Universitario Gregorio Marañón, Universidad Complutense, Madrid, Spain.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
13
|
Desmedt C, Di Leo A, de Azambuja E, Larsimont D, Haibe-Kains B, Selleslags J, Delaloge S, Duhem C, Kains JP, Carly B, Maerevoet M, Vindevoghel A, Rouas G, Lallemand F, Durbecq V, Cardoso F, Salgado R, Rovere R, Bontempi G, Michiels S, Buyse M, Nogaret JM, Qi Y, Symmans F, Pusztai L, D'Hondt V, Piccart-Gebhart M, Sotiriou C. Multifactorial approach to predicting resistance to anthracyclines. J Clin Oncol 2011; 29:1578-86. [PMID: 21422418 DOI: 10.1200/jco.2010.31.2231] [Citation(s) in RCA: 150] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Validated biomarkers predictive of response/resistance to anthracyclines in breast cancer are currently lacking. The neoadjuvant Trial of Principle (TOP) study, in which patients with estrogen receptor (ER) -negative tumors were treated with anthracycline (epirubicin) monotherapy, was specifically designed to evaluate the predictive value of topoisomerase II-α (TOP2A) and develop a gene expression signature to identify those patients who do not benefit from anthracyclines. PATIENTS AND METHODS The TOP trial included 149 patients, 139 of whom were evaluable for response prediction analyses. The primary end point was pathologic complete response (pCR). TOP2A and gene expression profiles were evaluated using pre-epirubicin biopsies. Gene expression data from ER-negative samples of the EORTC (European Organisation for Research and Treatment of Cancer) 10994/BIG (Breast International Group) 00-01 and MDACC (MD Anderson Cancer Center) 2003-0321 neoadjuvant trials were used for validation purposes. RESULTS A pCR was obtained in 14% of the evaluable patients in the TOP trial. TOP2A amplification, but not protein overexpression, was significantly associated with pCR (P ≤ .001 v P ≤ .33). We developed an anthracycline-based score (A-Score) combining three signatures: a TOP2A gene signature and two previously published signatures related to tumor invasion and immune response. The A-Score was characterized by a high negative predictive value ([NPV]; NPV, 0.98; 95% CI, 0.90 to 1.00) overall and in the human epidermal growth factor receptor 2 (HER2) -negative and HER2-positive subpopulations. Its performance was independently confirmed in the anthracycline-based arms of the two validation trials (BIG 00-01: NPV, 0.83; 95% CI, 0.64 to 0.94 and MDACC 2003-0321: NPV, 1.00; 95% CI, 0.80 to 1.00). CONCLUSION Given its high NPV, the A-Score could become, if further validated, a useful clinical tool to identify those patients who do not benefit from anthracyclines and could therefore be spared the non-negligible adverse effects.
Collapse
Affiliation(s)
- Christine Desmedt
- Breast Cancer Translational Research Laboratory JC Heuson, Université Libre de Bruxelles, Institut Jules Bordet, 125 Bld de Waterloo, 1000 Brussels, Belgium.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
14
|
Abstract
Recent molecular studies have expanded the biological contexts in which topoisomerase II (TOP2) has crucial functions, including DNA replication, transcription and chromosome segregation. Although the biological functions of TOP2 are important for ensuring genomic integrity, the ability to interfere with TOP2 and generate enzyme-mediated DNA damage is an effective strategy for cancer chemotherapy. The molecular tools that have allowed an understanding of the biological functions of TOP2 are also being applied to understanding the details of drug action. These studies promise refined targeting of TOP2 as an effective anticancer strategy.
Collapse
Affiliation(s)
- John L Nitiss
- Molecular Pharmacology Department, St Jude Children's Research Hospital, Memphis, TN 38105, USA.
| |
Collapse
|
15
|
Nakayama S, Torikoshi Y, Takahashi T, Yoshida T, Sudo T, Matsushima T, Kawasaki Y, Katayama A, Gohda K, Hortobagyi GN, Noguchi S, Sakai T, Ishihara H, Ueno NT. Prediction of paclitaxel sensitivity by CDK1 and CDK2 activity in human breast cancer cells. Breast Cancer Res 2009; 11:R12. [PMID: 19239702 PMCID: PMC2687717 DOI: 10.1186/bcr2231] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2008] [Revised: 10/24/2008] [Accepted: 02/24/2009] [Indexed: 01/14/2023] Open
Abstract
Introduction Paclitaxel is used widely in the treatment of breast cancer. Not all tumors respond to this drug, however, and the characteristics that distinguish resistant tumors from sensitive tumors are not well defined. Activation of the spindle assembly checkpoint is required for paclitaxel-induced cell death. We hypothesized that cyclin-dependent kinase (CDK) 1 activity and CDK2 activity in cancer cells, which reflect the activation state of the spindle assembly checkpoint and the growth state, respectively, predict sensitivity to paclitaxel. Methods Cell viability assays and DNA and chromatin morphology analyses were performed in human breast cancer cell lines to evaluate sensitivity to paclitaxel and the cell cycle response to paclitaxel. We then examined the specific activities of CDK1 and CDK2 in these cell lines and in xenograft models of human breast cancer before and after paclitaxel treatment. Protein expression and kinase activity of CDKs and cyclins were analyzed using a newly developed assay system. Results In the cell lines, biological response to paclitaxel in vitro did not accurately predict sensitivity to paclitaxel in vivo. Among the breast cancer xenograft tumors, however, tumors with significantly increased CDK1 specific activity after paclitaxel treatment were sensitive to paclitaxel in vivo, whereas tumors without such an increase were resistant to paclitaxel in vivo. Baseline CDK2 specific activity was higher in tumors that were sensitive to paclitaxel than in tumors that were resistant to paclitaxel. Conclusions The change in CDK1 specific activity of xenograft tumors after paclitaxel treatment and the CDK2 specific activity before paclitaxel treatment are both associated with the drug sensitivity in vivo. Analysis of cyclin-dependent kinase activity in the clinical setting could be a powerful approach for predicting paclitaxel sensitivity.
Collapse
Affiliation(s)
- Satoshi Nakayama
- Central Research Laboratories, Sysmex Corporation, 4-4-4, Takatsukadai, Nishi-ku, Kobe, Japan.
| | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
16
|
Estevez LG, Fortes JL, Adrover E, Peiró G, Margelí M, Castellá E, Cuevas JM, Bernet L, Segui MA, Andreu X. Doxorubicin and cyclophosphamide followed by weekly docetaxel as neoadjuvant treatment of early breast cancer: analysis of biological markers in a GEICAM phase II study. Clin Transl Oncol 2009; 11:54-9. [DOI: 10.1007/s12094-009-0311-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
17
|
Arriola E, Marchio C, Tan DSP, Drury SC, Lambros MB, Natrajan R, Rodriguez-Pinilla SM, Mackay A, Tamber N, Fenwick K, Jones C, Dowsett M, Ashworth A, Reis-Filho JS. Genomic analysis of the HER2/TOP2A amplicon in breast cancer and breast cancer cell lines. J Transl Med 2008; 88:491-503. [PMID: 18332872 DOI: 10.1038/labinvest.2008.19] [Citation(s) in RCA: 115] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
HER2 and TOP2A are targets for the therapeutic agents trastuzumab and anthracyclines and are frequently amplified in breast cancers. The aims of this study were to provide a detailed molecular genetic analysis of the 17q12-q21 amplicon in breast cancers harbouring HER2/TOP2A co-amplification and to investigate additional recurrent co-amplifications in HER2/TOP2A-co-amplified cancers. In total, 15 breast cancers with HER2 amplification, 10 of which also harboured TOP2A amplification, as defined by chromogenic in situ hybridisation, and 6 breast cancer cell lines known to be amplified for HER2 were subjected to high-resolution microarray-based comparative genomic hybridisation analysis. This revealed that the genomes of 12 cases were characterised by at least one localised region of clustered, relatively narrow peaks of amplification, with each cluster confined to a single chromosome arm (ie 'firestorm' pattern) and 3 cases displayed many narrow segments of duplication and deletion affecting the vast majority of chromosomes (ie 'sawtooth' pattern). The smallest region of amplification (SRA) on 17q12 in the whole series extended from 34.73 to 35.48 Mb, and encompassed HER2 but not TOP2A. In HER2/TOP2A-co-amplified samples, the SRA extended from 34.73 to 36.54 Mb, spanning a region of approximately 1.8 Mb. Apart from HER2 and TOP2A, this region encompassed four additional genes whose expression levels as defined by quantitative real-time PCR are significantly higher in HER2/TOP2A-co-amplified vs HER2-amplified breast cancers: CASC3, CDC6, RARA and SMARCE1. Of the cell lines studied, SKBR3 and UACC812 showed HER2/TOP2A co-amplification. In conclusion, this is the first detailed genome-wide characterisation of HER2/TOP2A-amplified breast cancers; cell lines were identified that can be used to model these cancers in vitro. The 17q12 amplicon is complex and harbours multiple genes that may be associated with breast cancer development and progression, and potentially exploitable as therapeutic targets.
Collapse
Affiliation(s)
- Edurne Arriola
- The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, UK
| | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
18
|
Gene expression of topoisomerase II alpha (TOP2A) by microarray analysis is highly prognostic in estrogen receptor (ER) positive breast cancer. Breast Cancer Res Treat 2008; 113:457-66. [PMID: 18340528 DOI: 10.1007/s10549-008-9964-x] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2008] [Accepted: 02/29/2008] [Indexed: 10/22/2022]
Abstract
INTRODUCTION Overexpression of Topoisomerase II alpha (TOP2A) has been implicated with gene amplification of the 17q21 amplicon and consecutively with ErbB2 overexpression and amplification. However, gene amplification does not necessarily correlate with RNA and protein expression. There is growing evidence that TOP2A protein expression is a strong prognostic and TOP2A gene amplification might be a predictive marker (particularly for the use of anthracyclines). METHODS Large scale analysis was performed using Affymetrix microarray data from n = 1,681 breast cancer patients to evaluate TOP2A expression. RESULTS TOP2A expression showed a strong correlation with tumor size (chi(2)-test, P < 0.001), grading (P < 0.001), ErbB2 (P < 0.001) and Ki67 expression (P < 0.001) as well as nodal status (P = 0.042). Survival analysis revealed a significant prognostic value in ER positive (n = 994; log rank P < 0.001), but not in ER negative breast cancer patients (n = 369, P = 0.35). The prognostic impact of TOP2A expression was independent of Ki67 expression in ER positive tumors (P = 0.002 and P = 0.007 for high and low Ki67, respectively). Moreover a worse prognosis of high TOP2A expressing tumors was found in the subgroup of ErbB2 negative tumors (P < 0.001) and a trend among ErbB2 positive tumors (P = 0.11). The prognostic value of TOP2A was independent of whether the patients were untreated or had received adjuvant therapy. In multivariate Cox regression analysis including standard parameters TOP2A emerged to be the top prognostic marker (HR 2.40, 95% CI 1.68-3.43, P < 0.001). CONCLUSION TOP2A expression is an independent prognostic factor in ER positive breast cancer and could be helpful for risk assessment in ER positive breast cancer patients.
Collapse
|
19
|
Arriola E, Rodriguez-Pinilla SM, Lambros MBK, Jones RL, James M, Savage K, Smith IE, Dowsett M, Reis-Filho JS. Topoisomerase II alpha amplification may predict benefit from adjuvant anthracyclines in HER2 positive early breast cancer. Breast Cancer Res Treat 2007; 106:181-9. [PMID: 17260090 DOI: 10.1007/s10549-006-9492-5] [Citation(s) in RCA: 89] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2006] [Accepted: 12/19/2006] [Indexed: 01/17/2023]
Abstract
BACKGROUND TOP2A gene encodes topoisomerase II alpha, the direct molecular target of anthracyclines. This gene is frequently coamplified with HER2. The aims of this study were to analyse the pattern of TOP2A amplification and protein expression in relation to the molecular subgroups of breast cancers; and to define the impact of TOP2A amplification on the outcome of a series of patients homogeneously treated with adjuvant anthracyclines. METHODS A cohort of 245 patients with early breast cancer homogeneously treated with anthracyclines in the adjuvant setting was selected. A tissue microarray containing these cancers was used to determine HER2 and TOP2A gene copy number by means of chromogenic in situ hybridization. Immunohistochemical staining of topoisomerase II alpha was also performed using a monoclonal antibody (Ki-S1). TOP2A amplification and protein expression were correlated with classical prognostic parameters, expression of immunohistochemical markers and with a gene expression profiling classification using surrogate immunohistochemical markers. Kaplan-Meier method was used to construct survival curves and results were compared with log-rank test. RESULTS TOP2A amplification was restricted to tumours with HER2 amplification and was significantly associated with ER positivity. In the subgroup of patients with HER2 amplified tumours, TOP2A amplification predicted a better overall survival and disease free survival (P = 0.028 and 0.026, respectively). On multivariate analysis, TOP2A amplification maintained its predictive value for DFS. CONCLUSION TOP2A amplification is likely to be a useful marker to predict the subset of patients who will benefit from anthracyclines.
Collapse
MESH Headings
- Anthracyclines/administration & dosage
- Antigens, Neoplasm/genetics
- Biomarkers, Tumor/genetics
- Breast Neoplasms/drug therapy
- Breast Neoplasms/genetics
- Carcinoma, Ductal, Breast/drug therapy
- Carcinoma, Ductal, Breast/enzymology
- Carcinoma, Ductal, Breast/genetics
- Carcinoma, Lobular/drug therapy
- Carcinoma, Lobular/enzymology
- Carcinoma, Lobular/genetics
- Chemotherapy, Adjuvant
- DNA Topoisomerases, Type II/genetics
- DNA-Binding Proteins/genetics
- Female
- Gene Amplification
- Gene Dosage
- Gene Expression Regulation, Neoplastic
- Humans
- In Situ Hybridization
- Lymphatic Metastasis/genetics
- Poly-ADP-Ribose Binding Proteins
- Predictive Value of Tests
- Prognosis
- Receptor, ErbB-2/genetics
- Treatment Outcome
Collapse
Affiliation(s)
- Edurne Arriola
- The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | | | | | | | | | | | | | | | | |
Collapse
|