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Camargo AC, Constantino FB, Santos SA, Colombelli KT, Portela LM, Fioretto MN, Barata LA, Valente GT, Moreno CS, Justulin LA. Deregulation of ABCG1 early in life contributes to prostate carcinogenesis in maternally malnourished offspring rats. Mol Cell Endocrinol 2024; 580:112102. [PMID: 37972683 DOI: 10.1016/j.mce.2023.112102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Revised: 10/12/2023] [Accepted: 10/24/2023] [Indexed: 11/19/2023]
Abstract
AIMS The developmental Origins of Health and Disease (DOHaD) concept has provided the framework to assess how early life experiences can shape health and disease throughout the life course. Using a model of maternal exposure to a low protein diet (LPD; 6% protein) during the gestational and lactational periods, we demonstrated changes in the ventral prostate (VP) transcriptomic landscape in young rats exposed to maternal malnutrition. Male offspring Sprague Dawley rats were submitted to maternal malnutrition during gestation and lactation, and they were weighed, and distance anogenital was measured, followed were euthanized by an overdose of anesthesia at 21 postnatal days. Next, the blood and the ventral prostate (VP) were collected and processed by morphological analysis, biochemical and molecular analyses. RNA-seq analysis identified 411 differentially expressed genes (DEGs) in the VP of maternally malnourished offspring compared to the control group. The molecular pathways enriched by these DEGs are related to cellular development, differentiation, and tissue morphogenesis, all of them involved in both normal prostate development and carcinogenesis. Abcg1 was commonly deregulated in young and old maternally malnourished offspring rats, as well in rodent models of prostate cancer (PCa) and in PCa patients. Our results described ABCG1 as a potential DOHaD gene associated with perturbation of prostate developmental biology with long-lasting effects on carcinogenesis in old offspring rats. A better understanding of these mechanisms may help with the discussion of preventive strategies against early life origins of non-communicable chronic diseases.
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Affiliation(s)
- Ana Cl Camargo
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil; Laboratory of Human Genetics, Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP, Brazil
| | - Flávia B Constantino
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Sergio Aa Santos
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil; Cancer Signaling and Epigenetics Program, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Ketlin T Colombelli
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Luiz Mf Portela
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Matheus N Fioretto
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Luísa A Barata
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Guilherme T Valente
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine and Department of Biomedical Informatics, Emory University School of Medicine, USA
| | - Luis A Justulin
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, Brazil.
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Moreno CS, Winham CL, Alemozaffar M, Klein ER, Lawal IO, Abiodun-Ojo OA, Patil D, Barwick BG, Huang Y, Schuster DM, Sanda MG, Osunkoya AO. Integrated Genomic Analysis of Primary Prostate Tumor Foci and Corresponding Lymph Node Metastases Identifies Mutations and Pathways Associated with Metastasis. Cancers (Basel) 2023; 15:5671. [PMID: 38067373 PMCID: PMC10705102 DOI: 10.3390/cancers15235671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 11/20/2023] [Accepted: 11/29/2023] [Indexed: 02/12/2024] Open
Abstract
Prostate cancer is a highly heterogeneous disease and mortality is mainly due to metastases but the initial steps of metastasis have not been well characterized. We have performed integrative whole exome sequencing and transcriptome analysis of primary prostate tumor foci and corresponding lymph node metastases (LNM) from 43 patients enrolled in clinical trial. We present evidence that, while there are some cases of clonally independent primary tumor foci, 87% of primary tumor foci and metastases are descended from a common ancestor. We demonstrate that genes related to oxidative phosphorylation are upregulated in LNM and in African-American patients relative to White patients. We further show that mutations in TP53, FLT4, EYA1, NCOR2, CSMD3, and PCDH15 are enriched in prostate cancer metastases. These findings were validated in a meta-analysis of 3929 primary tumors and 2721 metastases and reveal a pattern of molecular alterations underlying the pathology of metastatic prostate cancer. We show that LNM contain multiple subclones that are already present in primary tumor foci. We observed enrichment of mutations in several genes including understudied genes such as EYA1, CSMD3, FLT4, NCOR2, and PCDH15 and found that mutations in EYA1 and CSMD3 are associated with a poor outcome in prostate cancer.
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Affiliation(s)
- Carlos S. Moreno
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA 30322, USA; (C.L.W.); (A.O.O.)
- Department of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA
| | - Cynthia L. Winham
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA 30322, USA; (C.L.W.); (A.O.O.)
| | - Mehrdad Alemozaffar
- Department of Urology, Emory University, Atlanta, GA 30322, USA (D.P.); (M.G.S.)
| | - Emma R. Klein
- Emory College of Arts and Sciences, Atlanta, GA 30322, USA
| | - Ismaheel O. Lawal
- Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA 30322, USA (O.A.A.-O.); (D.M.S.)
| | - Olayinka A. Abiodun-Ojo
- Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA 30322, USA (O.A.A.-O.); (D.M.S.)
| | - Dattatraya Patil
- Department of Urology, Emory University, Atlanta, GA 30322, USA (D.P.); (M.G.S.)
| | - Benjamin G. Barwick
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Yijian Huang
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USA;
| | - David M. Schuster
- Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA 30322, USA (O.A.A.-O.); (D.M.S.)
| | - Martin G. Sanda
- Department of Urology, Emory University, Atlanta, GA 30322, USA (D.P.); (M.G.S.)
| | - Adeboye O. Osunkoya
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA 30322, USA; (C.L.W.); (A.O.O.)
- Department of Urology, Emory University, Atlanta, GA 30322, USA (D.P.); (M.G.S.)
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Portela LMF, Constantino FB, Camargo ACL, Santos SAA, Colombelli KT, Fioretto MN, Barata LA, Silva EJR, Scarano WR, Felisbino SL, Moreno CS, Justulin LA. Early-life origin of prostate cancer through deregulation of miR-206 networks in maternally malnourished offspring rats. Sci Rep 2023; 13:18685. [PMID: 37907720 PMCID: PMC10618455 DOI: 10.1038/s41598-023-46068-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 10/27/2023] [Indexed: 11/02/2023] Open
Abstract
The Developmental Origins of Health and Disease (DOHaD) concept has provided the framework to assess how early life experiences can shape health and disease throughout the life course. While maternal malnutrition has been proposed as a risk factor for the developmental programming of prostate cancer (PCa), the molecular mechanisms remain poorly understood. Using RNA-seq data, we demonstrated deregulation of miR-206-Plasminogen (PLG) network in the ventral prostate (VP) of young maternally malnourished offspring. RT-qPCR confirmed the deregulation of the miR-206-PLG network in the VP of young and old offspring rats. Considering the key role of estrogenic signaling pathways in prostate carcinogenesis, in vitro miRNA mimic studies also revealed a negative correlation between miR-206 and estrogen receptor α (ESR1) expression in PNT2 cells. Together, we demonstrate that early life estrogenization associated with the deregulation of miR-206 networks can contribute to the developmental origins of PCa in maternally malnourished offspring. Understanding the molecular mechanisms by which early life malnutrition affects offspring health can encourage the adoption of a governmental policy for the prevention of non-communicable chronic diseases related to the DOHaD concept.
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Affiliation(s)
- Luiz M F Portela
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Flavia B Constantino
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Ana C L Camargo
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Sérgio A A Santos
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
- Cancer Signaling and Epigenetics Program, Fox Chase Cancer Center, Philadelphia, PA, 19111, USA
| | - Ketlin T Colombelli
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Matheus N Fioretto
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Luísa A Barata
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Erick J R Silva
- Department of Biophysics and Pharmacology, Institute of Biosciences, Unesp, Botucatu, Brazil
| | - Wellerson R Scarano
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Sergio L Felisbino
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, USA
| | - Luis A Justulin
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, SP, 18618-689, Brazil.
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Zeng L, Zhu Y, Moreno CS, Wan Y. New insights into KLFs and SOXs in cancer pathogenesis, stemness, and therapy. Semin Cancer Biol 2023; 90:29-44. [PMID: 36806560 PMCID: PMC10023514 DOI: 10.1016/j.semcancer.2023.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 09/04/2022] [Accepted: 02/08/2023] [Indexed: 02/17/2023]
Abstract
Despite the development of cancer therapies, the success of most treatments has been impeded by drug resistance. The crucial role of tumor cell plasticity has emerged recently in cancer progression, cancer stemness and eventually drug resistance. Cell plasticity drives tumor cells to reversibly convert their cell identity, analogous to differentiation and dedifferentiation, to adapt to drug treatment. This phenotypical switch is driven by alteration of the transcriptome. Several pluripotent factors from the KLF and SOX families are closely associated with cancer pathogenesis and have been revealed to regulate tumor cell plasticity. In this review, we particularly summarize recent studies about KLF4, KLF5 and SOX factors in cancer development and evolution, focusing on their roles in cancer initiation, invasion, tumor hierarchy and heterogeneity, and lineage plasticity. In addition, we discuss the various regulation of these transcription factors and related cutting-edge drug development approaches that could be used to drug "undruggable" transcription factors, such as PROTAC and PPI targeting, for targeted cancer therapy. Advanced knowledge could pave the way for the development of novel drugs that target transcriptional regulation and could improve the outcome of cancer therapy.
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Affiliation(s)
- Lidan Zeng
- Department of Pharmacology and Chemical Biology, Department of Hematology and oncology, Winship Cancer Institute, Emory University School of Medicine, USA
| | - Yueming Zhu
- Department of Pharmacology and Chemical Biology, Department of Hematology and oncology, Winship Cancer Institute, Emory University School of Medicine, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Department of Biomedical Informatics, Winship Cancer Institute, Emory University School of Medicine, USA.
| | - Yong Wan
- Department of Pharmacology and Chemical Biology, Department of Hematology and oncology, Winship Cancer Institute, Emory University School of Medicine, USA.
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5
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Moreno CS, Winham CL, Klein ER, Huang Y, Schuster DM, Sanda MG, Osunkoya AO. Abstract 6081: Integrative genomic analysis of primary prostate tumors and corresponding lymph node metastases. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-6081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Background: Prostate cancer (PCa) is a highly heterogeneous disease, and mortality is mainly due to metastases. However, the molecular underpinnings that lead to the initial steps of metastasis have not been well characterized. We have performed integrative whole exome sequencing and transcriptome analysis of primary prostate tumor foci and corresponding lymph node metastases (LNM).
Design: Primary tumor foci (PTF) and LNM from 40 patients with high-risk PCa were analyzed by RNAseq. Two or more PTF and all available LNM greater than 0.4cm were subjected to sequencing. Of these 40 patients, 17 (42.5%) had LNM and 23 (57.5%) had benign LNs. A total of 155 tissue samples (97 PTF, 39 benign LNs, and 19 LNM) were sequenced and mapped to the human transcriptome with STAR mapper after QC trimming and removal of adapter sequences using TrimGalore. Differentially expressed genes between PTF, LNM, and benign LNs were identified using DESeq2, and gene set enrichment analysis was performed using WebGestalt. WES data was analyzed using GATK pipelines including Mutect2.
Results: A median of 57 million paired-end reads were obtained per sample, with a median of 10 million total readcounts per sample across the transcriptome, and 39,021 transcripts were detected in at least 5% of samples. Comparing PTF to LNM, 6203 transcripts were differentially expressed (p-adj < 0.01). PTF were enriched relative to LNM in gene sets associated with Wnt signaling, hormone signaling, Hippo signaling, KRAS signaling, and the epithelial to mesenchymal transition. Comparing PTF from metastatic patients to non-metastatic patients, 1265 transcripts were differentially expressed (p-adj < 0.01). PTF from metastatic patients were enriched in gene sets associated with cell cycle progression, oxidative phosphorylation, ER stress, fatty acid metabolism, and DNA repair. LNM gene sets were enriched in endoplasmic reticulum (ER) stress and oxidative phosphorylation. The top 500 upregulated genes in malignant tissues were significantly enriched in genes related to androgen and estrogen signaling as expected. We also identified a set of 193 genes whose expression was significantly increased in primary tumor over benign LNs and in LNM over primary tumors. This gene set was significantly enriched in genes related to oxidative phosphorylation and included oncogenes such as PIK3CB, NCOA2, and SCHLAP1. Integrative RNAseq analyses with WES will be discussed.
Conclusions: Signaling pathways associated with ER stress, oxidative phosphorylation, metabolism, and cell cycle progression are prominent in LNM of aggressive PCa. PIK3CB, NCOA2, and SCHLAP1 expression are significantly increased in LNM.
Citation Format: Carlos S. Moreno, Cynthia L. Winham, Emma R. Klein, Yijian Huang, David M. Schuster, Martin G. Sanda, Adeboye O. Osunkoya. Integrative genomic analysis of primary prostate tumors and corresponding lymph node metastases [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 6081.
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Mo X, Niu Q, Ivanov AA, Tsang YH, Tang C, Shu C, Li Q, Qian K, Wahafu A, Doyle SP, Cicka D, Yang X, Fan D, Reyna MA, Cooper LAD, Moreno CS, Zhou W, Owonikoko TK, Lonial S, Khuri FR, Du Y, Ramalingam SS, Mills GB, Fu H. Systematic discovery of mutation-directed neo-protein-protein interactions in cancer. Cell 2022; 185:1974-1985.e12. [PMID: 35512704 DOI: 10.1016/j.cell.2022.04.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 02/27/2022] [Accepted: 04/08/2022] [Indexed: 12/12/2022]
Abstract
Comprehensive sequencing of patient tumors reveals genomic mutations across tumor types that enable tumorigenesis and progression. A subset of oncogenic driver mutations results in neomorphic activity where the mutant protein mediates functions not engaged by the parental molecule. Here, we identify prevalent variant-enabled neomorph-protein-protein interactions (neoPPI) with a quantitative high-throughput differential screening (qHT-dS) platform. The coupling of highly sensitive BRET biosensors with miniaturized coexpression in an ultra-HTS format allows large-scale monitoring of the interactions of wild-type and mutant variant counterparts with a library of cancer-associated proteins in live cells. The screening of 17,792 interactions with 2,172,864 data points revealed a landscape of gain of interactions encompassing both oncogenic and tumor suppressor mutations. For example, the recurrent BRAF V600E lesion mediates KEAP1 neoPPI, rewiring a BRAFV600E/KEAP1 signaling axis and creating collateral vulnerability to NQO1 substrates, offering a combination therapeutic strategy. Thus, cancer genomic alterations can create neo-interactions, informing variant-directed therapeutic approaches for precision medicine.
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Affiliation(s)
- Xiulei Mo
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Winship Cancer Institute of Emory University, Atlanta, GA 30322, USA
| | - Qiankun Niu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Andrey A Ivanov
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA 30322, USA; Winship Cancer Institute of Emory University, Atlanta, GA 30322, USA
| | - Yiu Huen Tsang
- Division of Oncologic Science, Oregon Health Sciences University School of Medicine, Portland, OR 97239, USA
| | - Cong Tang
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Urology, The First Affiliated Hospital, Medical School of Xi'An Jiaotong University, Xi'an, Shannxi 710061, PRC
| | - Changfa Shu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Gynecology, The Third Xiangya Hospital of Central South University, Changsha, Hunan 410013, PRC
| | - Qianjin Li
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Kun Qian
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Alafate Wahafu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Neurosurgery, the First Affiliated Hospital of Xi'An Jiaotong University, Xi'an, PRC
| | - Sean P Doyle
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Danielle Cicka
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Xuan Yang
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Dacheng Fan
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Matthew A Reyna
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Lee A D Cooper
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Carlos S Moreno
- Winship Cancer Institute of Emory University, Atlanta, GA 30322, USA; Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Wei Zhou
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA; Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Taofeek K Owonikoko
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Sagar Lonial
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Fadlo R Khuri
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA; Department of Internal Medicine, Division of Hematology and Oncology, American University of Beirut, Beirut, 1107-2020, Lebanon
| | - Yuhong Du
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA 30322, USA; Winship Cancer Institute of Emory University, Atlanta, GA 30322, USA
| | | | - Gordon B Mills
- Division of Oncologic Science, Oregon Health Sciences University School of Medicine, Portland, OR 97239, USA
| | - Haian Fu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA 30322, USA; Emory Chemical Biology Discovery Center, Emory University School of Medicine, Atlanta, GA 30322, USA; Winship Cancer Institute of Emory University, Atlanta, GA 30322, USA; Department of Hematology and Medical Oncology, Emory University, Atlanta, GA 30322, USA.
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7
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Ouellet V, Erickson A, Wiley K, Morrissey C, Berge V, Moreno CS, Tasken KA, Trudel D, True LD, Lewis MS, Svindland A, Ertunc O, Vidal ID, Osunkoya AO, Jones T, Bova GS, Lamminen T, Achtman AH, Buzza M, Kouspou MM, Bigler SA, Zhou X, Freedland SJ, Mes-Masson AM, Garraway IP, Trock BJ, Taimen P, Saad F, Mirtti T, Knudsen BS, De Marzo AM. The Movember Global Action Plan 1 (GAP1): Unique Prostate Cancer Tissue Microarray Resource. Cancer Epidemiol Biomarkers Prev 2022; 31:715-727. [PMID: 35131885 PMCID: PMC9381093 DOI: 10.1158/1055-9965.epi-21-0600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 10/26/2021] [Accepted: 01/31/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND The need to better understand the molecular underpinnings of the heterogeneous outcomes of patients with prostate cancer is a pressing global problem and a key research priority for Movember. To address this, the Movember Global Action Plan 1 Unique tissue microarray (GAP1-UTMA) project constructed a set of unique and richly annotated tissue microarrays (TMA) from prostate cancer samples obtained from multiple institutions across several global locations. METHODS Three separate TMA sets were built that differ by purpose and disease state. RESULTS The intended use of TMA1 (Primary Matched LN) is to validate biomarkers that help determine which clinically localized prostate cancers with associated lymph node metastasis have a high risk of progression to lethal castration-resistant metastatic disease, and to compare molecular properties of high-risk index lesions within the prostate to regional lymph node metastases resected at the time of prostatectomy. TMA2 (Pre vs. Post ADT) was designed to address questions regarding risk of castration-resistant prostate cancer (CRPC) and response to suppression of the androgen receptor/androgen axis, and characterization of the castration-resistant phenotype. TMA3 (CRPC Met Heterogeneity)'s intended use is to assess the heterogeneity of molecular markers across different anatomic sites in lethal prostate cancer metastases. CONCLUSIONS The GAP1-UTMA project has succeeded in combining a large set of tissue specimens from 501 patients with prostate cancer with rich clinical annotation. IMPACT This resource is now available to the prostate cancer community as a tool for biomarker validation to address important unanswered clinical questions around disease progression and response to treatment.
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Affiliation(s)
- Véronique Ouellet
- Centre de recherche du Centre hospitalier de l'Université de Montréal et Institut du cancer de Montréal, Montreal, Canada
| | - Andrew Erickson
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, United Kingdom
- Department of Pathology, Helsinki and Uusimaa Hospital District and Medicum, University of Helsinki, Helsinki, Finland
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Kathy Wiley
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Colm Morrissey
- Department of Urology, University of Washington, Seattle, Washington
| | - Viktor Berge
- Department of Urology, Oslo University Hospital, Oslo, Norway
| | - Carlos S. Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Kristin Austlid Tasken
- Institute of Cancer Research, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Dominique Trudel
- Centre de recherche du Centre hospitalier de l'Université de Montréal et Institut du cancer de Montréal, Montreal, Canada
- Department of Pathology and Cellular Biology, Université de Montréal, Montreal, Canada
| | - Lawrence D. True
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington
| | - Michael S. Lewis
- West Los Angeles Veterans Affairs Medical Center and Departments of Pathology and Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Aud Svindland
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Pathology, Oslo University Hospital, Oslo, Norway
| | - Onur Ertunc
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Suleyman Demirel University, Department of Pathology, Training and Research Hospital East Campus, Isparta, Turkey
| | - Igor Damasceno Vidal
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Adeboye O. Osunkoya
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Tracy Jones
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - G. Steven Bova
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, Tampere, Finland
| | - Tarja Lamminen
- Institute of Biomedicine, University of Turku, Turku, Finland
| | | | | | | | - Steven A. Bigler
- Department of Pathology, Mississippi Baptist Medical Center, Jackson, Mississippi
| | - Xinchun Zhou
- Department of Pathology, University of Mississippi Medical Center, Jackson, Mississippi
| | - Stephen J. Freedland
- Center for Integrated Research on Cancer and Lifestyle, Cedars-Sinai Medical Center, Los Angeles, California
- Section of Urology, Durham VA Medical Center, Durham, North Carolina
| | - Anne-Marie Mes-Masson
- Centre de recherche du Centre hospitalier de l'Université de Montréal et Institut du cancer de Montréal, Montreal, Canada
- Department of Medicine, Université de Montréal, Montreal, Canada
| | - Isla P. Garraway
- Department of Urology, Jonsson Comprehensive Cancer Center, David Geffen School of Medicine at University of California, Los Angeles, California
- Division of Urology, Greater Los Angeles VA Healthcare System, Los Angeles, California
| | - Bruce J. Trock
- Department of Urology and Brady Urological Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Pekka Taimen
- Institute of Biomedicine, University of Turku, Turku, Finland
- Department of Pathology, Turku University Hospital, Turku, Finland
| | - Fred Saad
- Centre de recherche du Centre hospitalier de l'Université de Montréal et Institut du cancer de Montréal, Montreal, Canada
- Department of Surgery, Université de Montréal, Montreal, Canada
| | - Tuomas Mirtti
- HUS Diagnostic Center, Department of Pathology, HUS Helsinki University Hospital, Helsinki, Finland
- Medicum and Research Program In Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Beatrice S. Knudsen
- Digital and Computational Pathology, University of Utah, Salt Lake City, Utah
| | - Angelo M. De Marzo
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Urology and Brady Urological Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Oncology and the Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, Maryland
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8
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Camargo AC, Remoli B, Portela LM, Fioretto MN, Chuffa LG, Moreno CS, Justulin LA. Transcriptomic landscape of male and female reproductive cancers: Similar pathways and molecular signatures predicting response to endocrine therapy. Mol Cell Endocrinol 2021; 535:111393. [PMID: 34245846 DOI: 10.1016/j.mce.2021.111393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 06/21/2021] [Accepted: 07/07/2021] [Indexed: 12/24/2022]
Abstract
Reproductive cancers in both genders represent serious health problems, whose incidence has significantly risen over the past decades. Although considerable differences among reproductive cancers exist, we aimed to identify similar signaling pathways and key molecular oncomarkers shared among six human reproductive cancers that can advance the current knowledge of cancer biology to propose new strategies for more effective therapies. Using a computational analysis approach, here we uncover aberrant miRNAs-mRNAs networks shared in six reproductive tumor types, and identify common molecular mechanisms strictly associated with cancer promotion and aggressiveness. Based on the fact that estrogenic and androgenic signaling pathways were most active in prostate and breast cancers, we further demonstrated that both androgen and estrogen deprivation therapy are capable of regulating the expression of the same key molecular sensors associated with endoplasmic reticulum dysfunction and cell cycle in these cancers. Overall, our data reveal a potential mechanistic framework of cellular processes that are shared among reproductive cancers, and particularly, highlight the importance of hormonal deprivation in breast and prostate cancers and potentially new biomarkers of response to these therapeutic approaches.
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Affiliation(s)
- Ana Cl Camargo
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil
| | - Beatriz Remoli
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil
| | - Luiz Mf Portela
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil
| | - Mateus N Fioretto
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil
| | - Luiz Ga Chuffa
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, USA; Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Luis A Justulin
- Department of Structural and Functional Biology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, 18618-689, São Paulo, Brazil.
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9
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Roback JD, Tyburski EA, Alter D, Asakrah S, Chahroudi A, Esper A, Farmer S, Figueroa J, K Frediani J, D Gonzalez M, S Gottfried D, Guarner J, A Gupta N, S Heilman S, E Hill C, Jerris R, R Kempker R, Ingersoll J, Levy JM, Mavigner M, S Moreno C, R Morris C, J Nehl E, S Neish A, Peker D, Saakadze N, Rebolledo PA, A Rostad C, Schoof N, Suessmith A, Sullivan J, Wang YFW, Wood A, Vos MB, Brand O, Martin GS, Lam WA. The need for new test verification and regulatory support for innovative diagnostics. Nat Biotechnol 2021; 39:1060-1062. [PMID: 34404954 PMCID: PMC9007716 DOI: 10.1038/s41587-021-01047-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- John D Roback
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Erika A Tyburski
- Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, USA
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA, USA
| | - David Alter
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Saja Asakrah
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Annette Esper
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Sarah Farmer
- Center for Advanced Communications Policy, Georgia Institute of Technology, Atlanta, GA, USA
| | - Janet Figueroa
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | - David S Gottfried
- Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, USA
| | - Jeannette Guarner
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Nitika A Gupta
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Stacy S Heilman
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Charles E Hill
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Russell R Kempker
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Jessica Ingersoll
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Joshua M Levy
- Department of Otolaryngology, Emory University School of Medicine, Atlanta, GA, USA
| | - Maud Mavigner
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Claudia R Morris
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Eric J Nehl
- Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Andrew S Neish
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Deniz Peker
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Natia Saakadze
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Paulina A Rebolledo
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Christina A Rostad
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Nils Schoof
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Allie Suessmith
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Julie Sullivan
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Yun F Wayne Wang
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Anna Wood
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Miriam B Vos
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Oliver Brand
- Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, USA.
| | - Greg S Martin
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
| | - Wilbur A Lam
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA.
- Children's Healthcare of Atlanta, Atlanta, GA, USA.
- Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, USA.
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA, USA.
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10
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Su K, Yu Q, Shen R, Sun SY, Moreno CS, Li X, Qin ZS. Pan-cancer analysis of pathway-based gene expression pattern at the individual level reveals biomarkers of clinical prognosis. Cell Rep Methods 2021; 1:100050. [PMID: 34671755 PMCID: PMC8525796 DOI: 10.1016/j.crmeth.2021.100050] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 05/07/2021] [Accepted: 06/16/2021] [Indexed: 02/08/2023]
Abstract
Identifying biomarkers to predict the clinical outcomes of individual patients is a fundamental problem in clinical oncology. Multiple single-gene biomarkers have already been identified and used in clinics. However, multiple oncogenes or tumor-suppressor genes are involved during the process of tumorigenesis. Additionally, the efficacy of single-gene biomarkers is limited by the extensively variable expression levels measured by high-throughput assays. In this study, we hypothesize that in individual tumor samples, the disruption of transcription homeostasis in key pathways or gene sets plays an important role in tumorigenesis and has profound implications for the patient's clinical outcome. We devised a computational method named iPath to identify, at the individual-sample level, which pathways or gene sets significantly deviate from their norms. We conducted a pan-cancer analysis and demonstrated that iPath is capable of identifying highly predictive biomarkers for clinical outcomes, including overall survival, tumor subtypes, and tumor-stage classifications.
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Affiliation(s)
- Kenong Su
- Department of Computer Science, Emory University, Atlanta, GA 30322, USA
| | - Qi Yu
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USA
| | - Ronglai Shen
- Department of Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10017, USA
| | - Shi-Yong Sun
- Department of Hematology & Medical Oncology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Carlos S. Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Xiaoxian Li
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Zhaohui S. Qin
- Department of Computer Science, Emory University, Atlanta, GA 30322, USA
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USA
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA 30322, USA
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11
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Guo S, Huang S, Jiang X, Hu H, Han D, Moreno CS, Fairbrother GL, Hughes DA, Stoneking M, Khaitovich P. Variation of microRNA expression in the human placenta driven by population identity and sex of the newborn. BMC Genomics 2021; 22:286. [PMID: 33879051 PMCID: PMC8059241 DOI: 10.1186/s12864-021-07542-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 03/22/2021] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Analysis of lymphocyte cell lines revealed substantial differences in the expression of mRNA and microRNA (miRNA) among human populations. The extent of such population-associated differences in actual human tissues remains largely unexplored. The placenta is one of the few solid human tissues that can be collected in substantial numbers in a controlled manner, enabling quantitative analysis of transient biomolecules such as RNA transcripts. Here, we analyzed microRNA (miRNA) expression in human placental samples derived from 36 individuals representing four genetically distinct human populations: African Americans, European Americans, South Asians, and East Asians. All samples were collected at the same hospital following a unified protocol, thus minimizing potential biases that might influence the results. RESULTS Sequence analysis of the miRNA fraction yielded 938 annotated and 70 novel miRNA transcripts expressed in the placenta. Of them, 82 (9%) of annotated and 11 (16%) of novel miRNAs displayed quantitative expression differences among populations, generally reflecting reported genetic and mRNA-expression-based distances. Several co-expressed miRNA clusters stood out from the rest of the population-associated differences in terms of miRNA evolutionary age, tissue-specificity, and disease-association characteristics. Among three non-environmental influenced demographic parameters, the second largest contributor to miRNA expression variation after population was the sex of the newborn, with 32 miRNAs (3% of detected) exhibiting significant expression differences depending on whether the newborn was male or female. Male-associated miRNAs were evolutionarily younger and correlated inversely with the expression of target mRNA involved in neuron-related functions. In contrast, both male and female-associated miRNAs appeared to mediate different types of hormonal responses. Demographic factors further affected reported imprinted expression of 66 placental miRNAs: the imprinting strength correlated with the mother's weight, but not height. CONCLUSIONS Our results showed that among 12 assessed demographic variables, population affiliation and fetal sex had a substantial influence on miRNA expression variation among human placental samples. The effect of newborn-sex-associated miRNA differences further led to expression inhibition of the target genes clustering in specific functional pathways. By contrast, population-driven miRNA differences might mainly represent neutral changes with minimal functional impacts.
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Affiliation(s)
- Song Guo
- Skolkovo Institute of Science and Technology, 121205, Moscow, Russia
| | - Shuyun Huang
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, CAS, 320 Yue Yang Road, Shanghai, 200031, China
| | - Xi Jiang
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, CAS, 320 Yue Yang Road, Shanghai, 200031, China
| | - Haiyang Hu
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, CAS, 320 Yue Yang Road, Shanghai, 200031, China
| | - Dingding Han
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, CAS, 320 Yue Yang Road, Shanghai, 200031, China
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine and Department of Biomedical Informatics, Emory University, Atlanta, GA, 30322, USA
| | - Genevieve L Fairbrother
- Obstetrics and Gynecology of Atlanta, 1100 Johnson Ferry Rd NE Suite 800, Center 2, Atlanta, GA, 30342, USA
| | - David A Hughes
- MRC Integrative Epidemiology Unit at University of Bristol, Bristol, BS8 2BN, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
| | - Mark Stoneking
- Max Planck Institute for Evolutionary Anthropology, 04103, Leipzig, Germany.
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12
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Li Z, Jella KK, Jaafar L, Moreno CS, Dynan WS. Characterization of exosome release and extracellular vesicle-associated miRNAs for human bronchial epithelial cells irradiated with high charge and energy ions. Life Sci Space Res (Amst) 2021; 28:11-17. [PMID: 33612174 DOI: 10.1016/j.lssr.2020.11.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 10/12/2020] [Accepted: 11/03/2020] [Indexed: 06/12/2023]
Abstract
Exosomes are extracellular vesicles that mediate transport of nucleic acids, proteins, and other molecules. Prior work has implicated exosomes in the transmission of radiation nontargeted effects. Here we investigate the ability of energetic heavy ions, representative of species found in galactic cosmic rays, to stimulate exosome release from human bronchial epithelial cells in vitro. Immortalized human bronchial epithelial cells (HBEC3-KT F25F) were irradiated with 1.0 Gy of high linear energy transfer (LET) 48Ti, 28Si, or 16O ions, or with 10 Gy of low-LET reference γ-rays, and extracellular vesicles were collected from conditioned media. Preparations were characterized by single particle tracking analysis, transmission electron microscopy, and immunoblotting for the exosomal marker, TSG101. Based on TSG101 levels, irradiation with high-LET ions, but not γ-rays, stimulated exosome release by about 4-fold, relative to mock-irradiated controls. The exosome-enriched vesicle preparations contained pro-inflammatory damage-associated molecular patterns, including HSP70 and calreticulin. Additionally, miRNA profiling was performed for vesicular RNAs using NanoString technology. The miRNA profile was skewed toward a small number of species that have previously been shown to be involved in cancer initiation and progression, including miR-1246, miR-1290, miR-23a, and miR-205. Additionally, a set of 24 miRNAs was defined as modestly over-represented in preparations from HZE ion-irradiated versus other cells. Gene set enrichment analysis based on the over-represented miRNAs showed highly significant association with nonsmall cell lung and other cancers.
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Affiliation(s)
- Zhentian Li
- Department of Radiation Oncology, Emory University School of Medicine, Emory University, Atlanta, GA, United States
| | - Kishore K Jella
- Department of Radiation Oncology, Emory University School of Medicine, Emory University, Atlanta, GA, United States
| | - Lahcen Jaafar
- Department of Radiation Oncology, Emory University School of Medicine, Emory University, Atlanta, GA, United States
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Emory University, Atlanta, GA, United States; Department of Biomedical Informatics, Emory University School of Medicine, Emory University, Atlanta, GA, United States
| | - William S Dynan
- Department of Radiation Oncology, Emory University School of Medicine, Emory University, Atlanta, GA, United States; Department of Biochemistry, Emory University School of Medicine, Emory University, Atlanta, GA, United States.
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13
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Phan NN, Moreno CS, Lai YH. Correction to: Overexpression of SOX4 induces up-regulation of miR-126 and miR-195 in LNCaP prostate cancer cell line. Cytotechnology 2020; 72:603. [PMID: 32715403 DOI: 10.1007/s10616-020-00410-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
An amendment to this paper has been published and can be accessed via the original article.
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Affiliation(s)
- Nam Nhut Phan
- NTT Institute of Hi-Technology, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia
| | - Yu-Heng Lai
- Department of Chemistry, Chinese Culture University, Taipei, 111, Taiwan.
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14
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Espinoza IC, Moreno CS, Gomez CR. Abstract C028: Hypoxia-associated genes on disparities in the aggressiveness of prostate cancer. Cancer Epidemiol Biomarkers Prev 2020. [DOI: 10.1158/1538-7755.disp18-c028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
The incidence of prostate cancer (PCa) is 70% greater and the mortality rate 137% higher in African-American men (AAM) relative to Caucasian-American men (CAM) (Siegel et al., 2016). AAM also show faster tumor growth, higher levels of PSA, and more aggressive disease relative to CAM (Martin et al., 2013). These data, related to the biology of PCa, suggest that biologic mechanisms contribute to PCa health disparities. Because stratification by clinical parameters alone is not sufficient to predict aggressive PCa, there is an unmet need of reliable biomarkers to anticipate outcome and disease progression. This study was designed to identify hypoxia-associated genes with the potential to anticipate the risk of aggressive PCa in a race-specific manner. Seventy annotated cases with documented follow-up for evidence of biochemical recurrence (BCR) were located. Of these, 22 were AAM (8 with BCR and 14 without BCR) and 48 were CAM (31 with BCR and 17 without BCR). Next, we performed a global sequencing analysis in RNA extracted from formalin-fixed, paraffin-embedded blocks. Among 27 hypoxia-associated genes associated with race and PCa by use of Cox proportional hazards regression analysis (p ≤ 0.05), we identified three genes related with BCR and race: regulator of G-protein signaling 1 (RGS1), nuclear receptor subfamily 3, group C, member 1-glucocorticoid receptor (NR3C1), and myosin light chain kinase (MYLK). A race-independent in silico analysis utilizing TCGA data suggested tumor-specific association between transcripts of RGS1, NR3C1, and MYLK and Gleason score. Likewise, low expression of these transcripts was suggestive of poor survival. Currently, we are analyzing transcripts of these three hypoxia-associated genes by independent techniques. Integration of gene expression data with clinical parameters of prognosis will allow us to develop predictive scores. These studies may enable race-specific differentiation of patients at higher and lower risk of BCR. Our findings underscore the prognostic value of hypoxia-regulated genes in aggressive PCa. They also warrant studies to establish the relevance of RGS1, NR3C1, and MYLK as race-specific markers.
Funding sources: GMaP 2 Pilot Grant (IE).
Citation Format: Ingrid C. Espinoza, Carlos S. Moreno, Christian R. Gomez. Hypoxia-associated genes on disparities in the aggressiveness of prostate cancer [abstract]. In: Proceedings of the Eleventh AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2018 Nov 2-5; New Orleans, LA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(6 Suppl):Abstract nr C028.
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15
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Koyen AE, Madden MZ, Park D, Minten EV, Kapoor-Vazirani P, Werner E, Pfister NT, Haji-Seyed-Javadi R, Zhang H, Xu J, Deng N, Duong DM, Pecen TJ, Frazier Z, Nagel ZD, Lazaro JB, Mouw KW, Seyfried NT, Moreno CS, Owonikoko TK, Deng X, Yu DS. EZH2 has a non-catalytic and PRC2-independent role in stabilizing DDB2 to promote nucleotide excision repair. Oncogene 2020; 39:4798-4813. [PMID: 32457468 PMCID: PMC7305988 DOI: 10.1038/s41388-020-1332-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2019] [Revised: 05/07/2020] [Accepted: 05/13/2020] [Indexed: 01/12/2023]
Abstract
Small cell lung cancer (SCLC) is a highly aggressive malignancy with poor outcomes associated with resistance to cisplatin-based chemotherapy. Enhancer of Zeste Homolog 2 (EZH2) is the catalytic subunit of Polycomb Repressive Complex 2 (PRC2), which silences transcription through trimethylation of histone H3 lysine 27 (H3K27me3) and has emerged as an important therapeutic target with inhibitors targeting its methyltransferase activity under clinical investigation. Here, we show that EZH2 has a non-catalytic and PRC2 independent role in stabilizing DDB2 to promote nucleotide excision repair (NER) and govern cisplatin resistance in SCLC. Using a synthetic lethality screen, we identified important regulators of cisplatin resistance in SCLC cells, including EZH2. EZH2 depletion causes cellular cisplatin and UV hypersensitivity in an epistatic manner with DDB1-DDB2. EZH2 complexes with DDB1-DDB2 and promotes DDB2 stability by impairing its ubiquitination independent of methyltransferase activity or PRC2, thereby facilitating DDB2 localization to cyclobutane pyrimidine dimer (CPD) crosslinks to govern their repair. Furthermore, targeting EZH2 for depletion with DZNep strongly sensitizes SCLC cells and tumors to cisplatin. Our findings reveal a non-catalytic and PRC2-independent function for EZH2 in promoting NER through DDB2 stabilization, suggesting a rationale for targeting EZH2 beyond its catalytic activity for overcoming cisplatin resistance in SCLC.
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Affiliation(s)
- Allyson E Koyen
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Matthew Z Madden
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Dongkyoo Park
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Elizabeth V Minten
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Priya Kapoor-Vazirani
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Erica Werner
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Neil T Pfister
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | | | - Hui Zhang
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Jie Xu
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Nikita Deng
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Duc M Duong
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Turner J Pecen
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Zoë Frazier
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Boston, MA, 02215, USA
| | - Zachary D Nagel
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Jean-Bernard Lazaro
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Boston, MA, 02215, USA
| | - Kent W Mouw
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Boston, MA, 02215, USA
| | - Nicholas T Seyfried
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Taofeek K Owonikoko
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Xingming Deng
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - David S Yu
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, 30322, USA.
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16
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Phan NN, Moreno CS, Lai YH. Overexpression of SOX4 induces up-regulation of miR-126 and miR-195 in LNCaP prostate cancer cell line. Cytotechnology 2020; 72:527-537. [PMID: 32419068 DOI: 10.1007/s10616-020-00399-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Accepted: 05/09/2020] [Indexed: 11/26/2022] Open
Abstract
The present study aims to investigate the association between SOX4, Wnt signaling, and miRNAs under Wnt3 induction via bioinformatics analysis and functional essays. To briefly explore the expression of SOX4 protein in various types of cancer, we used ONCOMINE, a highly reputable cancer database, for comparison of its expression in prostate carcinoma relative to normal prostate gland. Concomitantly, we used CCLE to plot the copy number of SOX4 against its mRNA expression status in various cancerous cell lines to confirm the carcinogenesis role of SOX4. Afterward, whole profiling expression of microRNA in SOX4-stably expressed LNCaP cell line under the effect of Wnt3A were demonstrated. After identifying microRNA targets, STRING database and MIROB were used to explore the functional connection between proteins and microRNA with proteins. The results from our study shows that over-expressed of SOX4 was confirmed in both carcinogenesis tissue and cancer cell lines in Oncomine and CCLE database. In addition, five miRNAs, miR-16, miR-19a, miR320, miR-195, and miR-126, were differentially expressed in LNCaP cell line induced by Wnt3a. Pathway analysis of these targets proposed interaction networks of SOX4, Wnt3a with miR-126 and miR-195. Altogether, the miRNAs involved in Wnt and SOX4-mediated prostate cancer such as miR-126 and miR-195 could be potential biomarkers in prostate cancer.
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Affiliation(s)
- Nam Nhut Phan
- NTT Institute of Hi-Technology, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia
| | - Yu-Heng Lai
- Department of Chemistry, Chinese Culture University, Taipei, 111, Taiwan.
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17
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Cinar B, Al-Mathkour MM, Khan SA, Moreno CS. Androgen attenuates the inactivating phospho-Ser-127 modification of yes-associated protein 1 (YAP1) and promotes YAP1 nuclear abundance and activity. J Biol Chem 2020; 295:8550-8559. [PMID: 32376689 DOI: 10.1074/jbc.ra120.013794] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 04/30/2020] [Indexed: 11/06/2022] Open
Abstract
The transcriptional coactivator YAP1 (yes-associated protein 1) regulates cell proliferation, cell-cell interactions, organ size, and tumorigenesis. Post-transcriptional modifications and nuclear translocation of YAP1 are crucial for its nuclear activity. The objective of this study was to elucidate the mechanism by which the steroid hormone androgen regulates YAP1 nuclear entry and functions in several human prostate cancer cell lines. We demonstrate that androgen exposure suppresses the inactivating post-translational modification phospho-Ser-127 in YAP1, coinciding with increased YAP1 nuclear accumulation and activity. Pharmacological and genetic experiments revealed that intact androgen receptor signaling is necessary for androgen's inactivating effect on phospho-Ser-127 levels and increased YAP1 nuclear entry. We also found that androgen exposure antagonizes Ser/Thr kinase 4 (STK4/MST1) signaling, stimulates the activity of protein phosphatase 2A, and thereby attenuates the phospho-Ser-127 modification and promotes YAP1 nuclear localization. Results from quantitative RT-PCR and CRISPR/Cas9-aided gene knockout experiments indicated that androgen differentially regulates YAP1-dependent gene expression. Furthermore, an unbiased computational analysis of the prostate cancer data from The Cancer Genome Atlas revealed that YAP1 and androgen receptor transcript levels correlate with each other in prostate cancer tissues. These findings indicate that androgen regulates YAP1 nuclear localization and its transcriptional activity through the androgen receptor-STK4/MST1-protein phosphatase 2A axis, which may have important implications for human diseases such as prostate cancer.
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Affiliation(s)
- Bekir Cinar
- Department of Biological Sciences, Center for Cancer Research and Therapeutic Development, Clark Atlanta University, Atlanta, Georgia, USA .,Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Marwah M Al-Mathkour
- Department of Biological Sciences, Center for Cancer Research and Therapeutic Development, Clark Atlanta University, Atlanta, Georgia, USA
| | - Shafiq A Khan
- Department of Biological Sciences, Center for Cancer Research and Therapeutic Development, Clark Atlanta University, Atlanta, Georgia, USA.,Winship Cancer Institute, Emory University, Atlanta, Georgia, USA
| | - Carlos S Moreno
- Winship Cancer Institute, Emory University, Atlanta, Georgia, USA.,Department of Pathology and Laboratory Medicine and Biomedical Informatics, Emory University, Atlanta, Georgia, USA
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18
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Buchwald ZS, Tian S, Rossi M, Smith GH, Switchenko J, Hauenstein JE, Moreno CS, Press RH, Prabhu RS, Zhong J, Saxe DF, Neill SG, Olson JJ, Crocker IR, Curran WJ, Shu HKG. Genomic copy number variation correlates with survival outcomes in WHO grade IV glioma. Sci Rep 2020; 10:7355. [PMID: 32355162 PMCID: PMC7192941 DOI: 10.1038/s41598-020-63789-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 04/06/2020] [Indexed: 12/12/2022] Open
Abstract
Allele-specific copy number analysis of tumors (ASCAT) assesses copy number variations (CNV) while accounting for aberrant cell fraction and tumor ploidy. We evaluated if ASCAT-assessed CNV are associated with survival outcomes in 56 patients with WHO grade IV gliomas. Tumor data analyzed by Affymetrix OncoScan FFPE Assay yielded the log ratio (R) and B-allele frequency (BAF). Input into ASCAT quantified CNV using the segmentation function to measure copy number inflection points throughout the genome. Quantified CNV was reported as log R and BAF segment counts. Results were confirmed on The Cancer Genome Atlas (TCGA) glioblastoma dataset. 25 (44.6%) patients had MGMT hyper-methylated tumors, 6 (10.7%) were IDH1 mutated. Median follow-up was 36.4 months. Higher log R segment counts were associate with longer progression-free survival (PFS) [hazard ratio (HR) 0.32, p < 0.001], and overall survival (OS) [HR 0.45, p = 0.01], and was an independent predictor of PFS and OS on multivariable analysis. Higher BAF segment counts were linked to longer PFS (HR 0.49, p = 0.022) and OS (HR 0.49, p = 0.052). In the TCGA confirmation cohort, longer 12-month OS was seen in patients with higher BAF segment counts (62.3% vs. 51.9%, p = 0.0129) and higher log R (63.6% vs. 55.2%, p = 0.0696). Genomic CNV may be a novel prognostic biomarker for WHO grade IV glioma patient outcomes.
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Affiliation(s)
- Zachary S Buchwald
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA.
| | - Sibo Tian
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | - Geoffrey H Smith
- Pathology & Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Jeffrey Switchenko
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | | | - Carlos S Moreno
- Pathology & Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Robert H Press
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Roshan S Prabhu
- Southeast Radiation Oncology Group, Levine Cancer Institute, Carolinas Healthcare System, Charlotte, NC, USA
| | - Jim Zhong
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Debra F Saxe
- Pathology & Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Stewart G Neill
- Pathology & Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Jeffrey J Olson
- Department of Neurosurgery, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Ian R Crocker
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Walter J Curran
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Hui-Kuo G Shu
- Department of Radiation Oncology, Winship Cancer Institute, Emory University, Atlanta, GA, USA
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19
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Ogden A, Bhattarai S, Sahoo B, Mongan NP, Alsaleem M, Green AR, Aleskandarany M, Ellis IO, Pattni S, Li XB, Moreno CS, Krishnamurti U, Janssen EA, Jonsdottir K, Rakha E, Rida P, Aneja R. Combined HER3-EGFR score in triple-negative breast cancer provides prognostic and predictive significance superior to individual biomarkers. Sci Rep 2020; 10:3009. [PMID: 32080212 PMCID: PMC7033213 DOI: 10.1038/s41598-020-59514-1] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Accepted: 12/04/2019] [Indexed: 12/16/2022] Open
Abstract
Epidermal growth factor receptor (EGFR) and human epidermal growth factor receptor 3 (HER3) have been investigated as triple-negative breast cancer (TNBC) biomarkers. Reduced EGFR levels can be compensated by increases in HER3; thus, assaying EGFR and HER3 together may improve prognostic value. In a multi-institutional cohort of 510 TNBC patients, we analyzed the impact of HER3, EGFR, or combined HER3-EGFR protein expression in pre-treatment samples on breast cancer-specific and distant metastasis-free survival (BCSS and DMFS, respectively). A subset of 60 TNBC samples were RNA-sequenced using massive parallel sequencing. The combined HER3-EGFR score outperformed individual HER3 and EGFR scores, with high HER3-EGFR score independently predicting worse BCSS (Hazard Ratio [HR] = 2.30, p = 0.006) and DMFS (HR = 1.78, p = 0.041, respectively). TNBCs with high HER3-EGFR scores exhibited significantly suppressed ATM signaling and differential expression of a network predicted to be controlled by low TXN activity, resulting in activation of EGFR, PARP1, and caspases and inhibition of p53 and NFκB. Nuclear PARP1 protein levels were higher in HER3-EGFR-high TNBCs based on immunohistochemistry (p = 0.036). Assessing HER3 and EGFR protein expression in combination may identify which adjuvant chemotherapy-treated TNBC patients have a higher risk of treatment resistance and may benefit from a dual HER3-EGFR inhibitor and a PARP1 inhibitor.
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Affiliation(s)
- Angela Ogden
- Department of Biology, Georgia State University, Atlanta, GA, USA
| | | | - Bikram Sahoo
- Department of Biology, Georgia State University, Atlanta, GA, USA
| | - Nigel P Mongan
- Faculty of Medicine and Health Science, School of Veterinary Medicine and Science, University of Nottingham, Nottingham, LE12 5RD, UK.,Department of Pharmacology, Weill Cornell Medicine, 1300, York Ave., NY, USA
| | - Mansour Alsaleem
- Nottingham Breast Cancer Research Centre, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham Biodiscovery Institute, University Park, Nottingham, NG7 2RD, UK
| | - Andrew R Green
- Nottingham Breast Cancer Research Centre, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham Biodiscovery Institute, University Park, Nottingham, NG7 2RD, UK
| | - Mohammed Aleskandarany
- Nottingham Breast Cancer Research Centre, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham Biodiscovery Institute, University Park, Nottingham, NG7 2RD, UK
| | - Ian O Ellis
- Nottingham Breast Cancer Research Centre, Division of Cancer and Stem Cells, School of Medicine, University of Nottingham Biodiscovery Institute, University Park, Nottingham, NG7 2RD, UK
| | - Sonal Pattni
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Xiaoxian Bill Li
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Uma Krishnamurti
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Emiel A Janssen
- Department of Pathology, Stavanger University Hospital, Stavanger, Norway.,Department of Chemistry, Bioscience and Environmental Engineering, University of Stavanger, 4036, Stavanger, Norway
| | - Kristin Jonsdottir
- Department of Pathology, Stavanger University Hospital, Stavanger, Norway
| | - Emad Rakha
- Faculty of Medicine and Health Science, School of Veterinary Medicine and Science, University of Nottingham, Nottingham, LE12 5RD, UK
| | | | - Ritu Aneja
- Department of Biology, Georgia State University, Atlanta, GA, USA.
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20
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Chandrasekaran S, Sasaki M, Scharer CD, Kissick HT, Patterson DG, Magliocca KR, Seykora JT, Sapkota B, Gutman DA, Cooper LA, Lesinski GB, Waller EK, Thomas SN, Kotenko SV, Boss JM, Moreno CS, Swerlick RA, Pollack BP. Phosphoinositide 3-Kinase Signaling Can Modulate MHC Class I and II Expression. Mol Cancer Res 2019; 17:2395-2409. [PMID: 31548239 DOI: 10.1158/1541-7786.mcr-19-0545] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 08/06/2019] [Accepted: 09/17/2019] [Indexed: 12/16/2022]
Abstract
Molecular events activating the PI3K pathway are frequently detected in human tumors and the activation of PI3K signaling alters numerous cellular processes including tumor cell proliferation, survival, and motility. More recent studies have highlighted the impact of PI3K signaling on the cellular response to interferons and other immunologic processes relevant to antitumor immunity. Given the ability of IFNγ to regulate antigen processing and presentation and the pivotal role of MHC class I (MHCI) and II (MHCII) expression in T-cell-mediated antitumor immunity, we sought to determine the impact of PI3K signaling on MHCI and MHCII induction by IFNγ. We found that the induction of cell surface MHCI and MHCII molecules by IFNγ is enhanced by the clinical grade PI3K inhibitors dactolisib and pictilisib. We also found that PI3K inhibition increases STAT1 protein levels following IFNγ treatment and increases accessibility at genomic STAT1-binding motifs. Conversely, we found that pharmacologic activation of PI3K signaling can repress the induction of MHCI and MHCII molecules by IFNγ, and likewise, the loss of PTEN attenuates the induction of MHCI, MHCII, and STAT1 by IFNγ. Consistent with these in vitro studies, we found that within human head and neck squamous cell carcinomas, intratumoral regions with high phospho-AKT IHC staining had reduced MHCI IHC staining. IMPLICATIONS: Collectively, these findings demonstrate that MHC expression can be modulated by PI3K signaling and suggest that activation of PI3K signaling may promote immune escape via effects on antigen presentation.
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Affiliation(s)
- Sanjay Chandrasekaran
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Maiko Sasaki
- Atlanta Veterans Affairs Medical Center, Atlanta, Georgia
| | - Christopher D Scharer
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia
| | - Haydn T Kissick
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia.,Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia.,Department of Urology Emory University School of Medicine, Atlanta, Georgia
| | - Dillon G Patterson
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia
| | - Kelly R Magliocca
- Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia.,Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - John T Seykora
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, Pennsylvania.,Department of Dermatology, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Bishu Sapkota
- Atlanta Veterans Affairs Medical Center, Atlanta, Georgia.,Department of Dermatology, Emory University School of Medicine, Atlanta, Georgia
| | - David A Gutman
- Department of Neurology, Emory University School of Medicine, Atlanta, Georgia
| | - Lee A Cooper
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia.,Department of Biomedical Engineering, Georgia Institute of Technology, George W. Woodruff School of Mechanical Engineering, Atlanta, Georgia
| | - Gregory B Lesinski
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia.,Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia
| | - Edmund K Waller
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia.,Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia.,Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia
| | - Susan N Thomas
- Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia.,Department of Biomedical Engineering, Georgia Institute of Technology, George W. Woodruff School of Mechanical Engineering, Atlanta, Georgia.,Parker H. Petit Institute of Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia
| | - Sergei V Kotenko
- Department of Biochemistry and Molecular Biology, Rutgers New Jersey Medical School, Newark, New Jersey
| | - Jeremy M Boss
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia.,Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia
| | - Carlos S Moreno
- Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia.,Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - Robert A Swerlick
- Atlanta Veterans Affairs Medical Center, Atlanta, Georgia.,Department of Dermatology, Emory University School of Medicine, Atlanta, Georgia
| | - Brian P Pollack
- Atlanta Veterans Affairs Medical Center, Atlanta, Georgia. .,Winship Cancer Institute of Emory University School of Medicine, Atlanta, Georgia.,Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia.,Department of Dermatology, Emory University School of Medicine, Atlanta, Georgia
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21
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Abstract
SOX4 is an essential developmental transcription factor that regulates stemness, differentiation, progenitor development, and multiple developmental pathways including PI3K, Wnt, and TGFβ signaling. The SOX4 gene is frequently amplified and overexpressed in over 20 types of malignancies, and multiple lines of evidence support that notion that SOX4 is an oncogene. Its overexpression is due to both gene amplification and to activation of PI3K, Wnt, and TGFβ pathways that SOX4 regulates. SOX4 interacts with multiple other transcription factors, rendering many of its impacts on gene expression context and tissue-specific. Nevertheless, there are common themes that run through many of the effects of SOX4 hyperactivity, such as the promotion of cell survival, stemness, the epithelial to mesenchymal transition, migration, and metastasis. Specific targeting of SOX4 remains a challenge for future cancer research and drug development.
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Affiliation(s)
- Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Whitehead Bldg, Rm 105J, 615 Michael St. Atlanta, GA, USA.
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22
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Li Z, Sun CQ, Arnold R, Petros JA, Moreno CS. Abstract 284: Combination therapies to prevent resistance to androgen deprivation therapies in prostate cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Androgen receptor (AR) signaling is a distinctive feature of prostate cancer (PCa) and represents a major therapeutic target for treating metastatic prostate cancer (mPCa). Thus, androgen deprivation therapy (ADT) is a first-line treatment for mPCa. Although initially highly effective as a treatment for mPC, ADT is characterized by the frequent emergence of resistance, a disease state termed castration-resistant prostate cancer (CRPC) and is generally incurable after progression to metastatic disease. Therefore, understanding the mechanisms underlying CRPC and subsequent progression to metastatic disease is critical. In our previous study, which was mainly focused on how transcriptional networks change in response to ADT and lead to metastasis, we analyzed matched pre-ADT and post-ADT tissue samples via RNAseq analysis of 40 formalin-fixed paraffin-embedded (FFPE) patient-matched pre-ADT biopsy (Bx) and post-ADT radical prostatectomy (RP) prostate cancer samples. We observed strong upregulation of components of the MAPK pathway including FOS, FOSB, and JUN, as well as downstream targets of MAPK signaling. These data suggest that ADT may induce a compensatory increase in MAPK signaling in response to the decrease in androgen signaling. Thus, we hypothesize that combination therapies targeting AR and the MAPK pathway may synergistically kill prostate cancer cells and prevent recurrence and progression to CRPC. In the current study, we have tested the effects of the MEK inhibitors PD0325901 and GSK1120212, ERK1/2 inhibitor GDC-0994, and the JNK inhibitor AS602801 alone and in combination with enzalutamide in androgen-sensitive LNCaP and MDA-PCa-2b cells. Cell viability assays indicated that enzalutamide combined with MEK and JNK inhibitors synergistically killed LNCaP and MDA-PCa-2b cells, and decreased migration and invasion of LNCaP cell more than any of the drugs alone. We therefore propose that combination therapy targeting AR and MEK and/or JNK signal pathways may be an effective treatment for recurrent prostate cancer. We are currently investigating the most promising combinations of enzalutamide with JNK inhibitors for anti-tumorigenic effects in vivo using a mouse xenograft model.
Citation Format: Zhenghong Li, Carrie Qi Sun, Rebecca Arnold, John A. Petros, Carlos S. Moreno. Combination therapies to prevent resistance to androgen deprivation therapies in prostate cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 284.
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Affiliation(s)
- Zhenghong Li
- 1Emory University School of Medicine, Atlanta, GA
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23
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Amgad M, Kurkure U, Elfandy H, Khallaf HH, Gutman DA, Moreno CS, Barnes M, Cooper LA. Abstract 2436: Systematic computational analysis of histologic-genomic associations in triple-negative infiltrating ductal carcinomas of the breast. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Triple-negative breast cancer (TNBC) is characterized by rapid progression and lack of therapeutic targets. There is a pressing need for in-depth characterization of the biological correlates (and potential prognostic biomarkers) in TNBC. We performed a systematic analysis of genomic correlates of histologic markers of tumor aggressiveness and immune infiltration in 125 infiltrating ductal TNBC patients from The Cancer Genome Atlas.
Methods: Fully-convolutional networks of the VGG16-FCN8 architecture were trained to classify various tissue regions in H&E slides (0.956 AUC on unseen slides), and morphologic descriptors of tumor aggressiveness, invasion, and immune infiltration were extracted from predictions. Expression levels of 17,052 genes were entered into sample purity-adjusted linear regression models, and a Gene Set Enrichment Analysis was performed using the model coefficients to find gene set-level associations.
Results: Significant associations are summarized in Table 1. Expression of mTOR pathway genes (especially HIGD1C and PDE6H) is positively associated with large, dense tumor nests with a smooth tumor-stroma boundary. Boundary complexity is also positively associated with the oxidant stress response of NFE2L2. In contrast, some genes downregulated by the TGF-β pathway (including FGF6, PSG2 and CHRNG) are associated with a large tumor nest phenotype. The cell cycle regulator E2F1 (through PRM1, KRT72, and DBF4) is associated with dense immune infiltration, a known marker of good prognosis, and also small tumor nest size.
Conclusion: mTOR and NFE2L2-mediated mechanisms are significantly associated with features of tumor aggressiveness in TNBC, while E2F and some TGF-β targets are associated with morphological markers of less aggressive tumors. Further research is needed to elucidate the biological basis of these associations and their potential significance in therapeutic targeting of TNBC.
Table 1:Significant histologic-genomic associations in infiltrating-ductal TNBC.Histologic phenotype (feature description)Enriched gene set (MSigDB Oncogenic Signatures)Gene set descriptionNES(P-value, FDR)Leading-edge genesTumor nest size (Mean tumor nest area)TGFB_UP.V1_DNGenes down-regulated by TGFB11.55(p<0.001, FDR=0.036)FGF6; PSG2; CHRNGTumor-stroma interface (non-)complexity (mean solidity of tumor nests)NFE2L2.V2Genes upregulated with knockout of NFE2L2 gene (involved in oxidant stress response and inflammation)-1.51(p<0.001, FDR=0.027)DEFB119; CNTNAP5; SCGB1D1MTOR_UP.V1_DNGenes downregulated by everolimus (an mTOR inhibitor)1.43(p=0.0017, FDR= 0.094)HIGD1CSmall, solitary tumor nestsE2F1_UP.V1_UPGenes up-regulated when E2F1 is over-expressed (cell cycle regulation)1.48(p<0.001, FDR<0.001)PRM1MTOR_UP.V1_DNGenes downregulated by everolimus (an mTOR inhibitor)-1.50(p=0.0027, FDR= 0.079)PDE6H; HIGD1CSmall tumor nests with abundant surrounding immune infiltration (a spatial descriptor meant to capture immune success)E2F1_UP.V1_UPGenes up-regulated when E2F1 is over-expressed.(cell cycle regulation)1.55(p<0.001, FDR= 0.0019)PRM1; KRT72; DBF4
Citation Format: Mohamed Amgad, Uday Kurkure, Habiba Elfandy, Hagar H. Khallaf, David A. Gutman, Carlos S. Moreno, Michael Barnes, Lee A. Cooper. Systematic computational analysis of histologic-genomic associations in triple-negative infiltrating ductal carcinomas of the breast [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2436.
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Affiliation(s)
- Mohamed Amgad
- 1Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA
| | - Uday Kurkure
- 2Roche Tissue Diagnostics, Digital Pathology, Mountain View, CA
| | - Habiba Elfandy
- 3Department of Pathology, National Cancer Institute, Cairo University, Cairo, Egypt
| | | | - David A. Gutman
- 5Department of Neurology, Emory University School of Medicine, Atlanta, GA
| | - Carlos S. Moreno
- 6Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA
| | | | - Lee A. Cooper
- 1Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA
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24
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Moran JD, Kim HH, Li Z, Moreno CS. SOX4 regulates invasion of bladder cancer cells via repression of WNT5a. Int J Oncol 2019; 55:359-370. [PMID: 31268162 PMCID: PMC6615919 DOI: 10.3892/ijo.2019.4832] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Accepted: 05/15/2019] [Indexed: 12/12/2022] Open
Abstract
Sry-Related HMG-BOX-4 (SOX4) is a developmental transcription factor that is overexpressed in as many as 23% of bladder cancer patients; however, the role of SOX4 in bladder cancer tumorigenesis is not yet well understood. Given the many roles of SOX4 in embryonic development and the context-dependent regulation of gene expression, in this study, we sought to determine the role of SOX4 in bladder cancer and to identify SOX4-regulated genes that may contribute to tumorigenesis. For this purpose, we employed a CRISPR interference (CRISPRi) method to transcriptionally repress SOX4 expression in T24 bladder cancer cell lines, 'rescued' these cell lines with the lentiviral-mediated expression of SOX4, and performed whole genome expression profiling. The cells in which SOX4 was knocked down (T24-SOX4-KD) exhibited decreased invasive capabilities, but no changes in migration or proliferation, whereas rescue experiments with SOX4 lentiviral vector restored the invasive phenotype. Gene expression profiling revealed 173 high confidence SOX4-regulated genes, including WNT5a as a potential target of repression by SOX4. Treatment of the T24-SOX4-KD cells with a WNT5a antagonist restored the invasive phenotype observed in the T24-scramble control cells and the SOX4 lentiviral-rescued cells. High WNT5a expression was associated with a decreased invasion and WNT5a expression inversely correlated with SOX4 expression, suggesting that SOX4 can negatively regulate WNT5a levels either directly or indirectly and that WNT5a likely plays a protective role against invasion in bladder cancer cells.
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Affiliation(s)
- Josue D Moran
- Graduate Program in Cancer Biology, Emory University, Atlanta, GA 30322, USA
| | - Hannah H Kim
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Zhenghong Li
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
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25
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Paplomata E, Zelnak A, Santa-Maria CA, Liu Y, Gogineni K, Li X, Moreno CS, Chen Z, Kaklamani V, O’Regan RM. Use of Everolimus and Trastuzumab in Addition to Endocrine Therapy in Hormone-Refractory Metastatic Breast Cancer. Clin Breast Cancer 2019; 19:188-196. [DOI: 10.1016/j.clbc.2018.12.017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Revised: 12/17/2018] [Accepted: 12/26/2018] [Indexed: 12/25/2022]
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26
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Ivanov AA, Revennaugh B, Rusnak L, Gonzalez-Pecchi V, Mo X, Johns MA, Du Y, Cooper LAD, Moreno CS, Khuri FR, Fu H. The OncoPPi Portal: an integrative resource to explore and prioritize protein-protein interactions for cancer target discovery. Bioinformatics 2018; 34:1183-1191. [PMID: 29186335 DOI: 10.1093/bioinformatics/btx743] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Accepted: 11/23/2017] [Indexed: 12/21/2022] Open
Abstract
Motivation As cancer genomics initiatives move toward comprehensive identification of genetic alterations in cancer, attention is now turning to understanding how interactions among these genes lead to the acquisition of tumor hallmarks. Emerging pharmacological and clinical data suggest a highly promising role of cancer-specific protein-protein interactions (PPIs) as druggable cancer targets. However, large-scale experimental identification of cancer-related PPIs remains challenging, and currently available resources to explore oncogenic PPI networks are limited. Results Recently, we have developed a PPI high-throughput screening platform to detect PPIs between cancer-associated proteins in the context of cancer cells. Here, we present the OncoPPi Portal, an interactive web resource that allows investigators to access, manipulate and interpret a high-quality cancer-focused network of PPIs experimentally detected in cancer cell lines. To facilitate prioritization of PPIs for further biological studies, this resource combines network connectivity analysis, mutual exclusivity analysis of genomic alterations, cellular co-localization of interacting proteins and domain-domain interactions. Estimates of PPI essentiality allow users to evaluate the functional impact of PPI disruption on cancer cell proliferation. Furthermore, connecting the OncoPPi network with the approved drugs and compounds in clinical trials enables discovery of new tumor dependencies to inform strategies to interrogate undruggable targets like tumor suppressors. The OncoPPi Portal serves as a resource for the cancer research community to facilitate discovery of cancer targets and therapeutic development. Availability and implementation The OncoPPi Portal is available at http://oncoppi.emory.edu. Contact andrey.ivanov@emory.edu or hfu@emory.edu.
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Affiliation(s)
- Andrei A Ivanov
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Brian Revennaugh
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine
| | - Lauren Rusnak
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine
| | - Valentina Gonzalez-Pecchi
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine
| | - Xiulei Mo
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine
| | - Margaret A Johns
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine
| | - Yuhong Du
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Lee A D Cooper
- Winship Cancer Institute of Emory University.,Department of Biomedical Informatics.,Department of Biomedical Engineering
| | - Carlos S Moreno
- Winship Cancer Institute of Emory University.,Department of Biomedical Informatics.,Department of Pathology and Laboratory Medicine
| | - Fadlo R Khuri
- Winship Cancer Institute of Emory University.,Department of Hematology and Medical Oncology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Haian Fu
- Department of Pharmacology and Emory Chemical Biology Discovery Center, Emory University School of Medicine.,Winship Cancer Institute of Emory University.,Department of Hematology and Medical Oncology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA
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Sharma NV, Pellegrini KL, Ouellet V, Giuste FO, Ramalingam S, Watanabe K, Adam-Granger E, Fossouo L, You S, Freeman MR, Vertino P, Conneely K, Osunkoya AO, Trudel D, Mes-Masson AM, Petros JA, Saad F, Moreno CS. Abstract 2269: Transcription factor relationships associated with androgen-deprivation therapy response and metastatic progression in prostate cancer. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-2269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Patients with recurrent, aggressive prostate cancer typically undergo androgen-deprivation therapy (ADT), but the benefits are often short-lived, and responses are variable. Failure to respond to ADT invariably leads to metastatic disease, and ultimately death. To investigate differential responses to ADT, we performed whole-transcriptome analysis of 20 patient-matched pre-ADT biopsies and post-ADT prostatectomy specimens, and observed that all patients lost transcriptional signatures indicative of the androgen receptor (AR)-dependent subtype, after treatment. We also identified two subgroups of patients with either a strong or weak transcriptional response to ADT. The strong responders maintained the more aggressive subtype signal, while the weak responders lost expression of these genes and more resembled an AR-suppressed, basal subtype. We generated a strong responder transcriptional network using the PANDA program and integrated expression data from our cohort, protein-protein interaction, and DNA binding motif data. We also leveraged the expression data from a large public dataset of over 800 metastatic and primary samples to construct a metastatic lesion transcriptional network. We identified 20 common transcription factor coordinated groups (TFCGs) associated with both the strong responders and metastatic lesions, including GLI3/GLI2, SOX4/FOXA2/GATA4, ERF/ETV5/ETV3/ELF4, and a TFCG containing JUN, JUNB, JUND, FOS, FOSB, and FOSL1. Many TFCGs in the metastatic network were subsets of larger groups in the strong responders network, implicating these transcription factor associations as potentially critical for both the differential ADT response and metastatic disease progression.
Citation Format: Nitya V. Sharma, Kathryn L. Pellegrini, Veronique Ouellet, Felipe O. Giuste, Selvi Ramalingam, Kenneth Watanabe, Eloise Adam-Granger, Lucresse Fossouo, Sungyong You, Michael R. Freeman, Paula Vertino, Karen Conneely, Adeboye O. Osunkoya, Dominique Trudel, Anne-Marie Mes-Masson, John A. Petros, Fred Saad, Carlos S. Moreno. Transcription factor relationships associated with androgen-deprivation therapy response and metastatic progression in prostate cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 2269.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Fred Saad
- 2Université de Montréal, Montréal, Quebec, Canada
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Cinar B, Moreno CS. Abstract 4373: AR signaling in concert with PP2A/B regulates YAP1 expression in prostate cancer cells. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The transcriptional coactivator YAP1 is a key nuclear effector of the Hippo pathway. STK4/MST1 and LATS1/2 are the core kinase components of the Hippo pathway, which restricts organ size and prevents tumorigenesis by attenuating cell proliferation and inducing cell death. Previously, we have reported that STK4/Hippo-YAP1 signaling could play a critical role in prostate cancer progression and therapeutic relapse. Here, we investigated the effects of androgen hormone signaling on YAP1 expression and post-transcriptional modifications in prostate cancer cells. We demonstrated that androgen exposure reduced Ser127 phosphorylation on YAP1 in a time-dependent manner in the castration-sensitive prostate cancer cell line, LNCaP, but without altering the levels of YAP1-Ser127 phosphorylation in the C4-2 cell line, a castration-resistant subline of LNCaP cells. As demonstrated by imaging and cell fractionation methods, androgen exposure promoted the nuclear accumulation of YAP1 in LNCaP; however, regardless of androgen exposure, YAP1 was accumulated in the nucleus of C4-2 cells. In addition, we demonstrated that androgen exposure reduced YAP1-Ser127 phosphorylation that was induced by okadaic acid, a potent activator of Ser/Thr phosphatases PP1 and PP2A. Also, we demonstrated that androgen exposure increased PP2A/B protein expression. Moreover, reduction of phospho-Ser127-YAP1 was correlated with increases in total YAP1 protein, which coincided with androgen receptor (AR) nuclear accumulation by androgen. Consistent with these observation, the genetic (siRNA) or the pharmacologic (enzalutamide) inhibition of AR signaling attenuated the expression of YAP1 protein. Furthermore, our analysis of the publicly available TCGA (The Cancer Genome Atlas) set indicated that YAP1 and AR mRNA expressions were positively correlated in prostate clinical samples. These observations suggest that YAP1 is a direct target of androgen hormone signaling, implicating that the AR-PP2A/B-YAP1 axis is a viable cancer drug target.
Citation Format: Bekir Cinar, Carlos S. Moreno. AR signaling in concert with PP2A/B regulates YAP1 expression in prostate cancer cells [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4373.
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Lee M, Rivera-Rivera Y, Moreno CS, Saavedra HI. The E2F activators control multiple mitotic regulators and maintain genomic integrity through Sgo1 and BubR1. Oncotarget 2017; 8:77649-77672. [PMID: 29100415 PMCID: PMC5652806 DOI: 10.18632/oncotarget.20765] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 08/14/2017] [Indexed: 02/01/2023] Open
Abstract
The E2F1, E2F2, and E2F3a transcriptional activators control proliferation. However, how the E2F activators regulate mitosis to maintain genomic integrity is unclear. Centrosome amplification (CA) and unregulated spindle assembly checkpoint (SAC) are major generators of aneuploidy and chromosome instability (CIN) in cancer. Previously, we showed that overexpression of single E2F activators induced CA and CIN in mammary epithelial cells, and here we show that combined overexpression of E2F activators did not enhance CA. Instead, the E2F activators elevated expression of multiple mitotic regulators, including Sgo1, Nek2, Hec1, BubR1, and Mps1/TTK. cBioPortal analyses of the TCGA database showed that E2F overexpression in lobular invasive breast tumors correlates with overexpression of multiple regulators of chromosome segregation, centrosome homeostasis, and the SAC. Kaplan-Meier plots identified correlations between individual or combined overexpression of E2F1, E2F3a, Mps1/TTK, Nek2, BubR1, or Hec1 and poor overall and relapse-free survival of breast cancer patients. In MCF10A normal mammary epithelial cells co-overexpressing E2Fs, transient Sgo1 knockdown induced CA, high percentages of premature sister chromatid separation, chromosome losses, increased apoptosis, and decreased cell clonogenicity. BubR1 silencing resulted in chromosome losses without CA, demonstrating that Sgo1 and BubR1 maintain genomic integrity through two distinct mechanisms. Our results suggest that deregulated activation of the E2Fs in mammary epithelial cells is counteracted by activation of a Sgo1-dependent mitotic checkpoint.
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Affiliation(s)
- Miyoung Lee
- Aflac Cancer and Blood Disorders Center, Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia 30322, USA
| | - Yainyrette Rivera-Rivera
- Department of Basic Sciences, Program of Pharmacology, Ponce Health Sciences University-School of Medicine/Ponce Research Institute, Ponce, 00716-2348 Puerto Rico
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia 30322, USA
| | - Harold I Saavedra
- Department of Basic Sciences, Program of Pharmacology, Ponce Health Sciences University-School of Medicine/Ponce Research Institute, Ponce, 00716-2348 Puerto Rico
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30
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Vijayakumar S, Henegan JC, Zhang X, Wang W, Day WA, Vijayakumar V, Moreno CS, Gomez CR. Enriching gene expression profiles will help personalize prostate cancer management for African-Americans: A perspective. Urol Oncol 2017; 35:315-321. [DOI: 10.1016/j.urolonc.2017.04.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Revised: 01/20/2017] [Accepted: 04/04/2017] [Indexed: 12/25/2022]
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Pellegrini KL, Patil D, Douglas KJ, Lee G, Wehrmeyer K, Torlak M, Clark J, Cooper CS, Moreno CS, Sanda MG. Detection of prostate cancer-specific transcripts in extracellular vesicles isolated from post-DRE urine. Prostate 2017; 77:990-999. [PMID: 28419548 PMCID: PMC5907935 DOI: 10.1002/pros.23355] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2016] [Accepted: 03/23/2017] [Indexed: 01/08/2023]
Abstract
BACKGROUND The measurement of gene expression in post-digital rectal examination (DRE) urine specimens provides a non-invasive method to determine a patient's risk of prostate cancer. Many currently available assays use whole urine or cell pellets for the analysis of prostate cancer-associated genes, although the use of extracellular vesicles (EVs) has also recently been of interest. We investigated the expression of prostate-, kidney-, and bladder-specific transcripts and known prostate cancer biomarkers in urine EVs. METHODS Cell pellets and EVs were recovered from post-DRE urine specimens, with the total RNA yield and quality determined by Bioanalyzer. The levels of prostate, kidney, and bladder-associated transcripts in EVs were assessed by TaqMan qPCR and targeted sequencing. RESULTS RNA was more consistently recovered from the urine EV specimens, with over 80% of the patients demonstrating higher RNA yields in the EV fraction as compared to urine cell pellets. The median EV RNA yield of 36.4 ng was significantly higher than the median urine cell pellet RNA yield of 4.8 ng. Analysis of the post-DRE urine EVs indicated that prostate-specific transcripts were more abundant than kidney- or bladder-specific transcripts. Additionally, patients with prostate cancer had significantly higher levels of the prostate cancer-associated genes PCA3 and ERG. CONCLUSIONS Post-DRE urine EVs are a viable source of prostate-derived RNAs for biomarker discovery and prostate cancer status can be distinguished from analysis of these specimens. Continued analysis of urine EVs offers the potential discovery of novel biomarkers for pre-biopsy prostate cancer detection.
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Affiliation(s)
- Kathryn L. Pellegrini
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Dattatraya Patil
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Kristen J.S. Douglas
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Grace Lee
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Kathryn Wehrmeyer
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Mersiha Torlak
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Jeremy Clark
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Colin S. Cooper
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Carlos S. Moreno
- Winship Cancer Institute, Emory University, Atlanta, Georgia
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia
| | - Martin G. Sanda
- Department of Urology, Emory University School of Medicine, Atlanta, Georgia
- Winship Cancer Institute, Emory University, Atlanta, Georgia
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32
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Bilir B, Sharma NV, Lee J, Hammarstrom B, Svindland A, Kucuk O, Moreno CS. Effects of genistein supplementation on genome‑wide DNA methylation and gene expression in patients with localized prostate cancer. Int J Oncol 2017; 51:223-234. [PMID: 28560383 PMCID: PMC5467777 DOI: 10.3892/ijo.2017.4017] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2016] [Accepted: 03/27/2017] [Indexed: 12/28/2022] Open
Abstract
Epidemiological studies have shown that dietary compounds have significant effects on prostate carcinogenesis. Among dietary agents, genistein, the major isoflavone in soybean, is of particular interest because high consumption of soy products has been associated with a low incidence of prostate cancer, suggesting a preventive role of genistein in prostate cancer. In spite of numerous studies to understand the effects of genistein on prostate cancer, the mechanisms of action have not been fully elucidated. We investigated the differences in methylation and gene expression levels of prostate specimens from a clinical trial of genistein supplementation prior to prostatectomy using Illumina HumanMethylation450 and Illumina HumanHT-12 v4 Expression BeadChip Microarrays. The present study was a randomized, placebo-controlled, double-blind clinical trial on Norwegian patients who received 30 mg genistein or placebo capsules daily for 3–6 weeks before prostatectomy. Gene expression changes were validated by quantitative PCR (qPCR). Whole genome methylation and expression profiling identified differentially methylated sites and expressed genes between placebo and genistein groups. Differentially regulated genes were involved in developmental processes, stem cell markers, proliferation and transcriptional regulation. Enrichment analysis suggested overall reduction in MYC activity and increased PTEN activity in genistein-treated patients. These findings highlight the effects of genistein on global changes in gene expression in prostate cancer and its effects on molecular pathways involved in prostate tumorigenesis.
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Affiliation(s)
- Birdal Bilir
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Nitya V Sharma
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Jeongseok Lee
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Bato Hammarstrom
- Department of Urology, Institute of Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Aud Svindland
- Department of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Omer Kucuk
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
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Pellegrini KL, Sanda MG, Patil D, Long Q, Santiago-Jiménez M, Takhar M, Erho N, Yousefi K, Davicioni E, Klein EA, Jenkins RB, Karnes RJ, Moreno CS. Evaluation of a 24-gene signature for prognosis of metastatic events and prostate cancer-specific mortality. BJU Int 2017; 119:961-967. [PMID: 28107602 DOI: 10.1111/bju.13779] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
OBJECTIVES To determine the prognostic potential of a 24-gene signature, Sig24, for identifying patients with prostate cancer who are at risk of developing metastases or of prostate cancer-specific mortality (PCSM) after radical prostatectomy (RP). PATIENTS AND METHODS Sig24 scores were calculated from previously collected gene expression microarray data from the Cleveland Clinic and Mayo Clinic (I and II). The performance of Sig24 was determined using time-dependent c-index analysis, Cox proportional hazards regression and Kaplan-Meier survival analysis. RESULTS Higher Sig24 scores were significantly associated with higher pathological Gleason scores in all three cohorts. Analysis of the Mayo Clinic II cohort, which included time-to-event information, indicated that patients with high Sig24 scores also had a higher risk of developing metastasis (hazard ratio [HR] 3.78, 95% confidence interval [CI]: 1.96-7.29; P < 0.001) or of PCSM (HR 6.54, 95% CI: 2.16-19.83; P < 0.001). CONCLUSIONS The findings of the present study show the applicability of Sig24 for the prognosis of metastasis or PCSM after RP. Future studies investigating the combination of Sig24 with available prognostic tests may provide new approaches to improve risk stratification for patients with prostate cancer.
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Affiliation(s)
- Kathryn L Pellegrini
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Atlanta, GA, USA
| | - Martin G Sanda
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Atlanta, GA, USA
| | - Dattatraya Patil
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Atlanta, GA, USA
| | - Qi Long
- Winship Cancer Institute, Atlanta, GA, USA.,Department of Biostatistics and Epidemiology and Abramson Cancer Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.,Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | | | | | | | - Eric A Klein
- Glickman Urological and Kidney Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Robert B Jenkins
- Department of Pathology and Laboratory Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Carlos S Moreno
- Winship Cancer Institute, Atlanta, GA, USA.,Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, USA.,Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
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Harati S, Cooper LAD, Moran JD, Giuste FO, Du Y, Ivanov AA, Johns MA, Khuri FR, Fu H, Moreno CS. MEDICI: Mining Essentiality Data to Identify Critical Interactions for Cancer Drug Target Discovery and Development. PLoS One 2017; 12:e0170339. [PMID: 28118365 PMCID: PMC5261804 DOI: 10.1371/journal.pone.0170339] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Accepted: 01/03/2017] [Indexed: 12/13/2022] Open
Abstract
Protein-protein interactions (PPIs) mediate the transmission and regulation of oncogenic signals that are essential to cellular proliferation and survival, and thus represent potential targets for anti-cancer therapeutic discovery. Despite their significance, there is no method to experimentally disrupt and interrogate the essentiality of individual endogenous PPIs. The ability to computationally predict or infer PPI essentiality would help prioritize PPIs for drug discovery and help advance understanding of cancer biology. Here we introduce a computational method (MEDICI) to predict PPI essentiality by combining gene knockdown studies with network models of protein interaction pathways in an analytic framework. Our method uses network topology to model how gene silencing can disrupt PPIs, relating the unknown essentialities of individual PPIs to experimentally observed protein essentialities. This model is then deconvolved to recover the unknown essentialities of individual PPIs. We demonstrate the validity of our approach via prediction of sensitivities to compounds based on PPI essentiality and differences in essentiality based on genetic mutations. We further show that lung cancer patients have improved overall survival when specific PPIs are no longer present, suggesting that these PPIs may be potentially new targets for therapeutic development. Software is freely available at https://github.com/cooperlab/MEDICI. Datasets are available at https://ctd2.nci.nih.gov/dataPortal.
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Affiliation(s)
- Sahar Harati
- Department of Biomedical Informatics, Emory University, Atlanta, Georgia, United States of America
- Graduate Program in Biomedical Informatics, Emory University, Atlanta, Georgia, United States of America
| | - Lee A. D. Cooper
- Department of Biomedical Informatics, Emory University, Atlanta, Georgia, United States of America
- Winship Cancer Institute, Emory University, Atlanta, Georgia, United States of America
- Department of Biomedical Engineering, Emory University, Atlanta, Georgia, United States of America
| | - Josue D. Moran
- Graduate Program in Cancer Biology, Emory University, Atlanta, Georgia, United States of America
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia, United States of America
| | - Felipe O. Giuste
- Medical Scientist Training Program, Emory University, Atlanta, Georgia, United States of America
| | - Yuhong Du
- Winship Cancer Institute, Emory University, Atlanta, Georgia, United States of America
- Department of Pharmacology, Emory University, Atlanta, Georgia, United States of America
| | - Andrei A. Ivanov
- Department of Pharmacology, Emory University, Atlanta, Georgia, United States of America
| | - Margaret A. Johns
- Department of Pharmacology, Emory University, Atlanta, Georgia, United States of America
| | - Fadlo R. Khuri
- Winship Cancer Institute, Emory University, Atlanta, Georgia, United States of America
- Department of Hematology & Medical Oncology, Emory University, Atlanta, Georgia, United States of America
| | - Haian Fu
- Winship Cancer Institute, Emory University, Atlanta, Georgia, United States of America
- Department of Pharmacology, Emory University, Atlanta, Georgia, United States of America
| | - Carlos S. Moreno
- Department of Biomedical Informatics, Emory University, Atlanta, Georgia, United States of America
- Winship Cancer Institute, Emory University, Atlanta, Georgia, United States of America
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia, United States of America
- * E-mail:
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35
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Mo X, Qi Q, Ivanov AA, Niu Q, Luo Y, Havel J, Goetze R, Bell S, Moreno CS, Cooper LAD, Johns MA, Khuri FR, Du Y, Fu H. AKT1, LKB1, and YAP1 Revealed as MYC Interactors with NanoLuc-Based Protein-Fragment Complementation Assay. Mol Pharmacol 2017; 91:339-347. [PMID: 28087810 DOI: 10.1124/mol.116.107623] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 01/09/2017] [Indexed: 01/07/2023] Open
Abstract
The c-Myc (MYC) transcription factor is a major cancer driver and a well-validated therapeutic target. However, directly targeting MYC has been challenging. Thus, identifying proteins that interact with and regulate MYC may provide alternative strategies to inhibit its oncogenic activity. In this study, we report the development of a NanoLuc-based protein-fragment complementation assay (NanoPCA) and mapping of the MYC protein interaction hub in live mammalian cells. The NanoPCA system was configured to enable detection of protein-protein interactions (PPI) at the endogenous level, as shown with PRAS40 dimerization, and detection of weak interactions, such as PINCH1-NCK2. Importantly, NanoPCA allows the study of PPI dynamics with reversible interactions. To demonstrate its utility for large-scale PPI detection in mammalian intracellular environment, we have used NanoPCA to examine MYC interaction with 83 cancer-associated proteins in live cancer cell lines. Our new MYC PPI data confirmed known MYC-interacting proteins, such as MAX, GSK3A, and SMARCA4, and revealed a panel of novel MYC interaction partners, such as RAC-α serine/threonine-protein kinase (AKT)1, liver kinase B (LKB)1, and Yes-associated protein (YAP)1. The MYC interactions with AKT1, LKB1, and YAP1 were confirmed by coimmunoprecipitation of endogenous proteins. Importantly, AKT1, LKB1, and YAP1 were able to activate MYC in a transcriptional reporter assay. Thus, these vital growth control proteins may represent promising MYC regulators, suggesting new mechanisms that couple energetic and metabolic pathways and developmental signaling to MYC-regulated cellular programs.
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Affiliation(s)
- Xiulei Mo
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Qi Qi
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Andrei A Ivanov
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Qiankun Niu
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Yin Luo
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Jonathan Havel
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Russell Goetze
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Sydney Bell
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Carlos S Moreno
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Lee A D Cooper
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Margaret A Johns
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Fadlo R Khuri
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Yuhong Du
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
| | - Haian Fu
- Department of Pharmacology and Emory Chemical Biology Discovery Center (X.M., Q.Q., A.A.I., Q.N., Y.L., J.H., R.G., S.B., M.A.J., Y.D., H.F.) and Department of Biomedical Informatics (L.A.D.C.), Emory University School of Medicine, Atlanta, Georgia; Departments of Hematology and Medical Oncology (F.R.K., H.F.) and Pathology and Laboratory Medicine (C.S.M.) and Winship Cancer Institute, Emory University, Atlanta, Georgia; State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China (Y.L.); and Department of Biomedical Engineering, Emory University School of Medicine/Georgia Institute of Technology, Atlanta, Georgia (L.A.D.C.)
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Zhao Y, Chung M, Johnson BA, Moreno CS, Long Q. Hierarchical Feature Selection Incorporating Known and Novel Biological Information: Identifying Genomic Features Related to Prostate Cancer Recurrence. J Am Stat Assoc 2017; 111:1427-1439. [PMID: 28435175 DOI: 10.1080/01621459.2016.1164051] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Our work is motivated by a prostate cancer study aimed at identifying mRNA and miRNA biomarkers that are predictive of cancer recurrence after prostatectomy. It has been shown in the literature that incorporating known biological information on pathway memberships and interactions among biomarkers improves feature selection of high-dimensional biomarkers in relation to disease risk. Biological information is often represented by graphs or networks, in which biomarkers are represented by nodes and interactions among them are represented by edges; however, biological information is often not fully known. For example, the role of microRNAs (miRNAs) in regulating gene expression is not fully understood and the miRNA regulatory network is not fully established, in which case new strategies are needed for feature selection. To this end, we treat unknown biological information as missing data (i.e., missing edges in graphs), different from commonly encountered missing data problems where variable values are missing. We propose a new concept of imputing unknown biological information based on observed data and define the imputed information as the novel biological information. In addition, we propose a hierarchical group penalty to encourage sparsity and feature selection at both the pathway level and the within-pathway level, which, combined with the imputation step, allows for incorporation of known and novel biological information. While it is applicable to general regression settings, we develop and investigate the proposed approach in the context of semiparametric accelerated failure time models motivated by our data example. Data application and simulation studies show that incorporation of novel biological information improves performance in risk prediction and feature selection and the proposed penalty outperforms the extensions of several existing penalties.
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Affiliation(s)
- Yize Zhao
- Postdoctoral Fellow, Statistical and Applied Mathematical Sciences Institute, Research Triangle Park, NC 27709
| | - Matthias Chung
- Assistant Professor, Department of Mathematics, Virginia Tech, Blacksburg, VA 24061
| | - Brent A Johnson
- Associate Professor, Department of Biostatistics and Computational Biology, University of Rochester, Rochester, NY 14642
| | - Carlos S Moreno
- Associate Professor, Department of Pathology and Laboratory Medicine
| | - Qi Long
- Associate Professor, Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322
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Affiliation(s)
- Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, USA
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Lili LN, Farkas AE, Gerner-Smidt C, Overgaard CE, Moreno CS, Parkos CA, Capaldo CT, Nusrat A. Claudin-based barrier differentiation in the colonic epithelial crypt niche involves Hopx/Klf4 and Tcf7l2/Hnf4-α cascades. Tissue Barriers 2016; 4:e1214038. [PMID: 27583195 DOI: 10.1080/21688370.2016.1214038] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Revised: 07/11/2016] [Accepted: 07/11/2016] [Indexed: 12/13/2022] Open
Abstract
Colonic enterocytes form a rapidly renewing epithelium and barrier to luminal antigens. During renewal, coordinated expression of the claudin family of genes is vital to maintain the epithelial barrier. Disruption of this process contributes to barrier compromise and mucosal inflammatory diseases. However, little is known about the regulation of this critical aspect of epithelial cell differentiation. In order to identify claudin regulatory factors we utilized high-throughput gene microarrays and correlation analyses. We identified complex expression gradients for the transcription factors Hopx, Hnf4a, Klf4 and Tcf7l2, as well as 12 claudins, during differentiation. In vitro confirmatory methods identified 2 pathways that stimulate claudin expression; Hopx/Klf4 activation of Cldn4, 7 and 15, and Tcf7l2/Hnf4a up-regulation of Cldn23. Chromatin immunoprecipitation confirmed a Tcf7l2/Hnf4a/Claudin23 cascade. Furthermore, Hnf4a conditional knockout mice fail to induce Cldn23 during colonocyte differentiation. In conclusion, we report a comprehensive screen of colonic claudin gene expression and discover spatiotemporal Hopx/Klf4 and Tcf7l2/Hnf4a signaling as stimulators of colonic epithelial barrier differentiation.
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Affiliation(s)
- Loukia N Lili
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, GA, USA
| | - Attila E Farkas
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA; Institute of Biophysics, Biological Research Center, Szeged, Hungary
| | - Christian Gerner-Smidt
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, GA, USA
| | | | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, GA, USA
| | - Charles A Parkos
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA; Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | | | - Asma Nusrat
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA; Department of Pathology, University of Michigan, Ann Arbor, MI, USA
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Bilir B, Osunkoya AO, Wiles WG, Sannigrahi S, Lefebvre V, Metzger D, Spyropoulos DD, Martin WD, Moreno CS. Abstract 2023: SOX4 is essential for PTEN-mediated prostate tumorigenesis in vivo. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Prostate cancer is the most common cancer and the second leading cause of cancer mortality in American men, underscoring the significance of unraveling the molecular mechanisms involved in the initiation and progression of the disease. The sex-determining region Y-box 4 (SOX4) gene is overexpressed in many types of human cancers, including prostate cancer, suggesting that SOX4 plays a fundamental role in tumorigenesis. In this study, we demonstrate that SOX4 is critical for PTEN-mediated prostate cancer progression in vivo. We show that homozygous deletion of Sox4 in the adult prostate epithelium strongly inhibits tumor progression initiated by homozygous loss of the Pten tumor suppressor, demonstrating the key role of SOX4 in the development of prostate cancer. Homozygous deletion of Sox4 also reduces the activation of AKT and β-catenin in Pten-null mice, resulting in inhibition of an invasive cancer phenotype. We also show that SOX4 expression is induced by loss of PTEN, and that PI3K-AKT-mTOR signaling activity is critical for SOX4 expression, suggesting a positive feedback loop between SOX4 protein and PI3K-AKT-mTOR activity. Our findings indicate that SOX4 is a critical component of the PTEN-PI3K-AKT pathway in prostate cancer, suggesting that SOX4 may be a promising molecular target for novel combinatorial therapies for both primary and advanced prostate cancers.
Citation Format: Birdal Bilir, Adeboye O. Osunkoya, W. Guy Wiles, Soma Sannigrahi, Veronique Lefebvre, Daniel Metzger, Demetri D. Spyropoulos, W. David Martin, Carlos S. Moreno. SOX4 is essential for PTEN-mediated prostate tumorigenesis in vivo. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2023.
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Kowalski J, Dwivedi B, Newman S, Switchenko JM, Pauly R, Gutman DA, Arora J, Gandhi K, Ainslie K, Doho G, Qin Z, Moreno CS, Rossi MR, Vertino PM, Lonial S, Bernal-Mizrachi L, Boise LH. Gene integrated set profile analysis: a context-based approach for inferring biological endpoints. Nucleic Acids Res 2016; 44:e69. [PMID: 26826710 PMCID: PMC4838358 DOI: 10.1093/nar/gkv1503] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2015] [Accepted: 12/10/2015] [Indexed: 11/13/2022] Open
Abstract
The identification of genes with specific patterns of change (e.g. down-regulated and methylated) as phenotype drivers or samples with similar profiles for a given gene set as drivers of clinical outcome, requires the integration of several genomic data types for which an 'integrate by intersection' (IBI) approach is often applied. In this approach, results from separate analyses of each data type are intersected, which has the limitation of a smaller intersection with more data types. We introduce a new method, GISPA (Gene Integrated Set Profile Analysis) for integrated genomic analysis and its variation, SISPA (Sample Integrated Set Profile Analysis) for defining respective genes and samples with the context of similar, a priori specified molecular profiles. With GISPA, the user defines a molecular profile that is compared among several classes and obtains ranked gene sets that satisfy the profile as drivers of each class. With SISPA, the user defines a gene set that satisfies a profile and obtains sample groups of profile activity. Our results from applying GISPA to human multiple myeloma (MM) cell lines contained genes of known profiles and importance, along with several novel targets, and their further SISPA application to MM coMMpass trial data showed clinical relevance.
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Affiliation(s)
- Jeanne Kowalski
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA
| | - Bhakti Dwivedi
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA
| | - Scott Newman
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA
| | - Jeffery M Switchenko
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA
| | - Rini Pauly
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA
| | - David A Gutman
- Department of Biomedical Informatics and Neurology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Jyoti Arora
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA
| | - Khanjan Gandhi
- Department of Human Genetics, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Kylie Ainslie
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA
| | - Gregory Doho
- Centers for Disease Control, Atlanta, GA 30322, USA
| | - Zhaohui Qin
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA 30333, USA Department of Biomedical Informatics and Neurology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Carlos S Moreno
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Pathology and Laboratory Medicine, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Michael R Rossi
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Radiation Oncology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Paula M Vertino
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Radiation Oncology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Sagar Lonial
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Hematology and Medical Oncology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Leon Bernal-Mizrachi
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Hematology and Medical Oncology, School of Medicine, Emory University, Atlanta, GA 30322, USA
| | - Lawrence H Boise
- Winship Cancer Institute, Emory University, Atlanta, GA 30333, USA Department of Hematology and Medical Oncology, School of Medicine, Emory University, Atlanta, GA 30322, USA
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Bilir B, Lee JE, Sharma NV, Lazarevic B, Svindland A, Kucuk O, Moreno CS. Abstract A46: Effects of genistein supplementation on genome-wide DNA methylation and gene expression in patients with localized prostate cancer. Cancer Res 2016. [DOI: 10.1158/1538-7445.chromepi15-a46] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Prostate cancer is the most commonly diagnosed malignancy and the second leading cause of cancer death among men in the United States, with an estimated 220,800 new cases and 27,540 deaths in 2015. Epidemiological studies have shown that dietary compounds have significant effects on prostate carcinogenesis. Among dietary agents, genistein, the major isoflavone in soybean, is of particular interest because high consumption of soy products has been associated with a low incidence of prostate cancer, suggesting a preventive role of genistein in prostate cancer. In spite of numerous studies to understand the effects of genistein on prostate cancer, the mechanisms of action have not been fully elucidated. Here, we investigated the differences in methylation and gene expression levels of prostate specimens from a clinical trial of genistein supplementation prior to prostatectomy (Lazarevic B, et al. Nutr Cancer 2011). This study was a randomized, placebo-controlled, double-blind clinical trial on forty-seven Norwegian patients who received 30 mg genistein or placebo capsules daily for 3-6 weeks before prostatectomy. Whole genome methylation and expression profiling identified significantly differentially methylated sites and expressed sites between placebo and genistein groups. Differentially regulated genes were involved in developmental processes, stem cell markers, proliferation, and transcriptional regulation. These findings highlight the effects of genistein on global changes in DNA methylation and gene expression in prostate cancer, and provide additional insight into the multiple molecular pathways involved in prostate tumorigenesis.
Citation Format: Birdal Bilir, Jeongseok Edward Lee, Nitya V. Sharma, Bato Lazarevic, Aud Svindland, Omer Kucuk, Carlos S. Moreno. Effects of genistein supplementation on genome-wide DNA methylation and gene expression in patients with localized prostate cancer. [abstract]. In: Proceedings of the AACR Special Conference on Chromatin and Epigenetics in Cancer; Sep 24-27, 2015; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2016;76(2 Suppl):Abstract nr A46.
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Bilir B, Osunkoya AO, Wiles WG, Sannigrahi S, Lefebvre V, Metzger D, Spyropoulos DD, Martin WD, Moreno CS. SOX4 Is Essential for Prostate Tumorigenesis Initiated by PTEN Ablation. Cancer Res 2015; 76:1112-21. [PMID: 26701805 DOI: 10.1158/0008-5472.can-15-1868] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2015] [Accepted: 12/08/2015] [Indexed: 01/15/2023]
Abstract
Understanding remains incomplete of the mechanisms underlying initiation and progression of prostate cancer, the most commonly diagnosed cancer in American men. The transcription factor SOX4 is overexpressed in many human cancers, including prostate cancer, suggesting it may participate in prostate tumorigenesis. In this study, we investigated this possibility by genetically deleting Sox4 in a mouse model of prostate cancer initiated by loss of the tumor suppressor Pten. We found that specific homozygous deletion of Sox4 in the adult prostate epithelium strongly inhibited tumor progression initiated by homozygous loss of Pten. Mechanistically, Sox4 ablation reduced activation of AKT and β-catenin, leading to an attenuated invasive phenotype. Furthermore, SOX4 expression was induced by Pten loss as a result of the activation of PI3K-AKT-mTOR signaling, suggesting a positive feedback loop between SOX4 and PI3K-AKT-mTOR activity. Collectively, our findings establish that SOX4 is a critical component of the PTEN/PI3K/AKT pathway in prostate cancer, with potential implications for combination-targeted therapies against both primary and advanced prostate cancers.
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Affiliation(s)
- Birdal Bilir
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Adeboye O Osunkoya
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia. Department of Urology, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - W Guy Wiles
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Soma Sannigrahi
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia. Hubert Department of Global Health Infectious Diseases, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Veronique Lefebvre
- Department of Cellular and Molecular Medicine, Cleveland Clinic, Cleveland, Ohio
| | - Daniel Metzger
- Department of Functional Genomics and Cancer, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), Institut National de Santé et de Recherche Médicale (INSERM) U964/Centre National de Recherche Scientifique (CNRS) UMR 7104/Université de Strasbourg, Illkirch, France
| | - Demetri D Spyropoulos
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, South Carolina
| | - W David Martin
- Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia.
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Cooper LAD, Moran JD, Li Z, Du Y, Harati S, Ivanov AA, Webber P, Havel JJ, Johns MA, Fu H, Moreno CS. Abstract PR15: Predicting the essentialities of protein-protein interactions in cancer. Cancer Res 2015. [DOI: 10.1158/1538-7445.compsysbio-pr15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Many protein-protein interactions (PPIs) are essential to cellular proliferation and survival, and thus represent potential targets for novel compounds with high specificity and therapeutic potential in the treatment of cancer. Despite their therapeutic significance, there are currently no high-throughput experimental platforms to interrogate the essentiality of individual protein-protein interactions. The ability to computationally predict or infer PPI essentiality would help prioritize the development of therapeutic targets and advance understanding of cancer biology, and remains a significant barrier. We have developed a computational method to predict PPI essentiality by combining shRNA studies with network models of protein interaction pathways in an analytic framework. High-throughput single-gene shRNA silencing is a well-established experimental approach to study protein essentiality in genome-wide screens. The silencing of a single gene in an shRNA screen effectively disrupts multiple PPIs, masking their individual contributions to the observed protein essentiality. Our method uses a network model to infer cliques of PPIs that are disrupted as each gene is silenced, then uses these sets to formulate an additive model of how the unknown PPI essentialities combine to form the observed protein essentialities. This process is then deconvoluted to recover the unknown essentialities of each PPI using a regularized solver. We performed this analysis in 108 cell lines characterized for protein essentiality in Project Achilles [1, 2]. A superpathway of 2186 proteins and 11488 protein interactions was constructed from prior knowledge databases [3] and protein interaction screenings. We demonstrate the validity of our approach via prediction of essential PPIs such as TP53-MDM4 in cell lines sensitive to nutlin and CDK4-RB1 interactions in cell lines sensitive to CDK4 inhibitors.
[1] Cowley, Weir & Vazquez, et al. Nature Scientific Data 1, Article number: 140035. September 30, 2014
[2] Cheung HW, Cowley GS, Weir BA, et al. Proc Natl Acad Sci. 2011 Jul 26; 108(30):12372-7.
[3] Schaefer CF, Anthony K, Krupa S, et al. Nucleic Acids Research. Jan 2009. 37:674-9
Citation Format: Lee AD Cooper, Josue D. Moran, Zenggang Li, Yuhong Du, Sahar Harati, Andrey A. Ivanov, Phillip Webber, Jonathan J. Havel, Margaret A. Johns, Haian Fu, Carlos S. Moreno. Predicting the essentialities of protein-protein interactions in cancer. [abstract]. In: Proceedings of the AACR Special Conference on Computational and Systems Biology of Cancer; Feb 8-11 2015; San Francisco, CA. Philadelphia (PA): AACR; Cancer Res 2015;75(22 Suppl 2):Abstract nr PR15.
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Pellegrini KL, Sanda MG, Moreno CS. RNA biomarkers to facilitate the identification of aggressive prostate cancer. Mol Aspects Med 2015; 45:37-46. [PMID: 26022941 PMCID: PMC4637232 DOI: 10.1016/j.mam.2015.05.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Accepted: 05/20/2015] [Indexed: 02/07/2023]
Abstract
A large number of men are diagnosed with prostate cancer each year, but many will not experience morbidity or mortality as a result of their cancers. Therefore, biomarkers for prostate cancer are necessary to carefully select patients for initial diagnostic biopsy or to facilitate care decisions for men who have already been diagnosed with prostate cancer. RNA-based approaches to biomarker discovery allow the investigation of non-coding RNAs, gene fusion transcripts, splice variants, and multi-gene expression panels in tissue, urine, or blood as opportunities to improve care decisions. This review focuses on RNA biomarkers that are available as commercial assays, and therefore already available for potential clinical use, as well as providing an overview of newer RNA biomarkers that are in earlier stages of clinical development.
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Affiliation(s)
- Kathryn L Pellegrini
- Department of Urology, Emory University School of Medicine, Winship Cancer Institute at Emory University, Atlanta, GA 30322, USA
| | - Martin G Sanda
- Department of Urology, Emory University School of Medicine, Winship Cancer Institute at Emory University, Atlanta, GA 30322, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Winship Cancer Institute at Emory University, Atlanta, GA 30322, USA.
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Sahin K, Cross B, Sahin N, Ciccone K, Suleiman S, Osunkoya AO, Master V, Harris W, Carthon B, Mohammad R, Bilir B, Wertz K, Moreno CS, Walker CL, Kucuk O. Lycopene in the prevention of renal cell cancer in the TSC2 mutant Eker rat model. Arch Biochem Biophys 2015; 572:36-39. [PMID: 25602702 PMCID: PMC5657428 DOI: 10.1016/j.abb.2015.01.006] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Revised: 01/03/2015] [Accepted: 01/08/2015] [Indexed: 01/05/2023]
Abstract
Renal cell carcinoma (RCC) is the most frequent upper urinary tract cancer in humans and accounts for 80-85% of malignant renal tumors. Eker rat represents a unique animal model to study RCC since these rats develop spontaneous renal tumors and leiomyoma, which may be due to tuberous sclerosis 2 (TSC2) mutation resulting in the activation of the mammalian target of rapamycin (mTOR) pathway. This study examines the role of a lycopene-rich diet in the development of RCC in the TSC2 mutant Eker rat model. Ten-week old female Eker rats (n=90) were assigned in equal numbers to receive 0, 100 or 200mg/kg of lycopene as part of their daily diet. After 18 months the rats were sacrificed and the kidneys were removed. Immunohistochemical staining with antibodies against mTOR, phospho-S6 and EGFR were performed, as well as hematoxylin-eosin staining for histologic examination of the tumors. Tumors were counted and measured in individual kidneys. Presence of tumor decreased from 94% in control animals to 65% in the experimental group, but the difference was not statistically significant (P<0.12). However, mean numbers of renal carcinomas were statistically significantly decreased in the lycopene-treated rats (P<0.008) when compared to untreated controls. In the lycopene group, tumor numbers decreased (P<0.002) and the numbers tended to decrease linearly (P<0.003) as supplemental lycopene increased from 0 to 200. Control rats fed only basal diet had a greater length of tumors (23.98 mm) than rats fed lycopene supplement groups (12.90 mm and 11.07 mm) (P<0.05). Moreover tumor length decreased (P<0.02) and tumor length tended to decrease linearly (P<0.03) as supplemental lycopene increased from 0 to 200mg/kg. All tumors showed strong staining with antibodies against mTOR, phospho-S6 and EGFR. In conclusion, dietary supplementation with lycopene attenuates the development of renal cell cancers in the predisposed TSC2 mutant Eker rat model. These results suggest that lycopene may play a role in the prevention of RCC.
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Affiliation(s)
- Kazim Sahin
- Department of Animal Nutrition, Veterinary Faculty, Firat University, Elazig, Turkey
| | - Brian Cross
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Nurhan Sahin
- Department of Animal Nutrition, Veterinary Faculty, Firat University, Elazig, Turkey
| | - Karina Ciccone
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Shadeah Suleiman
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | | | - Viraj Master
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Wayne Harris
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Bradley Carthon
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Ramzi Mohammad
- Karmanos Cancer Institute, Wayne State University, Detroit, MI, United States
| | - Birdal Bilir
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | | | - Carlos S Moreno
- Winship Cancer Institute, Emory University, Atlanta, GA, United States
| | - Cheryl L Walker
- Molecular Carcinogenesis, Science Park - Research Division, The University of Texas MD Anderson Cancer Center, Smithville, TX, United States
| | - Omer Kucuk
- Winship Cancer Institute, Emory University, Atlanta, GA, United States.
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Moreno CS, Cooper L, Cholleti SR, Gutman D, Kurk T, Brat DJ, Saltz JH. Abstract 113: The TCGA proneural subtype predicts improved clinical outcome for low-grade oligodendrogliomas. Cell Mol Biol (Noisy-le-grand) 2014. [DOI: 10.1158/1538-7445.am10-113] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Xu J, Long Q, Osunkoya AO, Sannigrahi S, Johnson BA, Zhou W, Gillespie T, Park JY, Nam RK, Sugar L, Stanimirovic A, Seth AK, Petros JA, Moreno CS. Abstract C68: Global transcriptome sequencing of ethnically diverse formalin-fixed patient samples identifies biomarkers of recurrence in prostate cancer. Cancer Epidemiol Biomarkers Prev 2014. [DOI: 10.1158/1538-7755.disp13-c68] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
Prostate cancer remains the second leading cause of cancer death in American men, but biomarkers that can predict outcome following treatment are urgently needed to identify patients with aggressive disease. In an effort to identify biomarkers of recurrence, we have performed global RNA-sequencing on 106 formalin-fixed, paraffin-embedded (FFPE) prostatectomy samples from 100 patients at three independent sites, and identified a new set of biomarkers of biochemical recurrence composed of a 24-gene panel including 22 protein-coding genes and two non-coding genes. We observed excellent correlation between TaqMan and RNAseq values, as well as for RNAseq between replicate libraries. We validated this 24-gene panel on an independent publicly available dataset of 140 patients and this new panel outperformed previously published markers based on cell proliferation gene sets. In addition, we have identified genes that are differentially expressed between African-American and Caucasian prostate cancer patients, and mitochondrial SNPs that are associated with both race and outcome. We observed a number of genes relevant to prostate cancer biology including ETV5, ZEB1, ZEB2, B2M, FYN, and miR-183 that were differentially expressed between African-American and Caucasian patients. These genes may play a role in the disparities observed in African-American patients who have significantly worse outcomes relative to Caucasian patients with prostate cancer.
Citation Format: Jianpeng Xu, Qi Long, Adeboye O. Osunkoya, Soma Sannigrahi, Brent A. Johnson, Wei Zhou, Theresa Gillespie, Jong Y. Park, Robert K. Nam, Linda Sugar, Aleksandra Stanimirovic, Arun K. Seth, John A. Petros, Carlos S. Moreno. Global transcriptome sequencing of ethnically diverse formalin-fixed patient samples identifies biomarkers of recurrence in prostate cancer. [abstract]. In: Proceedings of the Sixth AACR Conference: The Science of Cancer Health Disparities; Dec 6–9, 2013; Atlanta, GA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2014;23(11 Suppl):Abstract nr C68. doi:10.1158/1538-7755.DISP13-C68
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Affiliation(s)
| | - Qi Long
- 1Emory University, Atlanta, GA,
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Yang R, Chen L, Newman S, Gandhi K, Doho G, Moreno CS, Vertino PM, Bernal-Mizarchi L, Lonial S, Boise LH, Rossi M, Kowalski J, Qin ZS. Integrated analysis of whole-genome paired-end and mate-pair sequencing data for identifying genomic structural variations in multiple myeloma. Cancer Inform 2014; 13:49-53. [PMID: 25288879 PMCID: PMC4179644 DOI: 10.4137/cin.s13783] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2014] [Revised: 04/28/2014] [Accepted: 04/29/2014] [Indexed: 11/05/2022] Open
Abstract
We present a pipeline to perform integrative analysis of mate-pair (MP) and paired-end (PE) genomic DNA sequencing data. Our pipeline detects structural variations (SVs) by taking aligned sequencing read pairs as input and classifying these reads into properly paired and discordantly paired categories based on their orientation and inferred insert sizes. Recurrent SV was identified from the discordant read pairs. Our pipeline takes into account genomic annotation and genome repetitive element information to increase detection specificity. Application of our pipeline to whole-genome MP and PE sequencing data from three multiple myeloma cell lines (KMS11, MM.1S, and RPMI8226) recovered known SVs, such as heterozygous TRAF3 deletion, as well as a novel experimentally validated SPI1 - ZNF287 inter-chromosomal rearrangement in the RPMI8226 cell line.
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Affiliation(s)
- Rendong Yang
- Department of Biostatics and Bioinformatics, Emory University, Atlanta, GA, USA
| | - Li Chen
- Department of Mathematics and Computer Science, Emory University, Atlanta, GA, USA
| | - Scott Newman
- Winship Biostatistics and Bioinformatics Shared Resource, Atlanta, GA, USA
| | - Khanjan Gandhi
- Winship Biostatistics and Bioinformatics Shared Resource, Atlanta, GA, USA
| | - Gregory Doho
- The Emory Integrated Genomics Core, Emory University, Atlanta, GA, USA
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Paula M Vertino
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Leon Bernal-Mizarchi
- Department of Hematology & Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Sagar Lonial
- Department of Hematology & Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Lawrence H Boise
- Department of Hematology & Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Michael Rossi
- The Emory Integrated Genomics Core, Emory University, Atlanta, GA, USA. ; Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Jeanne Kowalski
- Department of Biostatics and Bioinformatics, Emory University, Atlanta, GA, USA. ; Winship Biostatistics and Bioinformatics Shared Resource, Atlanta, GA, USA
| | - Zhaohui S Qin
- Department of Biostatics and Bioinformatics, Emory University, Atlanta, GA, USA
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Wiles WG, Mou Z, Du Y, Long AB, Scharer CD, Bilir B, Spyropoulos DD, Jenkins NA, Copeland NG, Martin WD, Moreno CS. Mutation of murine Sox4 untranslated regions results in partially penetrant perinatal lethality. In Vivo 2014; 28:709-718. [PMID: 25189881 PMCID: PMC4237010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
BACKGROUND Sox4 is an essential gene, and genetic deletion results in embryonic lethality. In an effort to develop mice with tissue-specific deletion, we bred conditional knockout mice bearing LoxP recombination sites flanking the Sox4 gene, with the LoxP sites located in the Sox4 5'UTR and 3'UTR. RESULTS The number of mice homozygous for this LoxP-flanked conditional knockout allele was far below the expected number, suggesting embryonic lethality with reduced penetrance. From over 200 animals bred, only 11% were homozygous Sox4(flox/flox) mice, compared to the expected Mendelian ratio of 25% (p<0.001). Moreover, there was a significant reduction in the number of female Sox4(flox/flox) mice (26%) relative to male Sox4(flox/flox) mice (p=0.0371). Reduced Sox4 expression in homozygous embryos was confirmed by in-situ hybridization and Quantitative real-time polymerase chain reaction (QPCR). CONCLUSION LoxP sites in the 5' and 3' UTR of both alleles of Sox4 resulted in reduced, but variable expression of Sox4 message.
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Affiliation(s)
- Walter Guy Wiles
- Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Zhongming Mou
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Yang Du
- Department of Pediatrics, Uniformed Services University of the Health Sciences, Bethesda, MD, U.S.A
| | - Alyssa B Long
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Christopher D Scharer
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Birdal Bilir
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Demetri D Spyropoulos
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, SC, U.S.A
| | - Nancy A Jenkins
- Cancer Research Program, The Methodist Hospital Research Institute, Houston, TX, U.S.A
| | - Neal G Copeland
- Cancer Research Program, The Methodist Hospital Research Institute, Houston, TX, U.S.A
| | - W David Martin
- Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, U.S.A. Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Carlos S Moreno
- Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA, U.S.A. Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, U.S.A.
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Chen G, Kong J, Tucker-Burden C, Anand M, Rong Y, Rahman F, Moreno CS, Van Meir EG, Hadjipanayis CG, Brat DJ. Human Brat ortholog TRIM3 is a tumor suppressor that regulates asymmetric cell division in glioblastoma. Cancer Res 2014; 74:4536-48. [PMID: 24947043 DOI: 10.1158/0008-5472.can-13-3703] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Cancer stem cells, capable of self-renewal and multipotent differentiation, influence tumor behavior through a complex balance of symmetric and asymmetric cell divisions. Mechanisms regulating the dynamics of stem cells and their progeny in human cancer are poorly understood. In Drosophila, mutation of brain tumor (brat) leads to loss of normal asymmetric cell division by developing neural cells and results in a massively enlarged brain composed of neuroblasts with neoplastic properties. Brat promotes asymmetric cell division and directs neural differentiation at least partially through its suppression on Myc. We identified TRIM3 (11p15.5) as a human ortholog of Drosophila brat and demonstrate its regulation of asymmetric cell division and stem cell properties of glioblastoma (GBM), a highly malignant human brain tumor. TRIM3 gene expression is markedly reduced in human GBM samples, neurosphere cultures, and cell lines and its reconstitution impairs growth properties in vitro and in vivo. TRIM3 expression attenuates stem-like qualities of primary GBM cultures, including neurosphere formation and the expression of stem cell markers CD133, Nestin, and Nanog. In GBM stem cells, TRIM3 expression leads to a greater percentage dividing asymmetrically rather than symmetrically. As with Brat in Drosophila, TRIM3 suppresses c-Myc expression and activity in human glioma cell lines. We also demonstrate a strong regulation of Musashi-Notch signaling by TRIM3 in GBM neurospheres and neural stem cells that may better explain its effect on stem cell dynamics. We conclude that TRIM3 acts as a tumor suppressor in GBM by restoring asymmetric cell division.
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Affiliation(s)
- Gang Chen
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Jun Kong
- Department of Biomedical Informatics, Emory University, Atlanta, Georgia
| | - Carol Tucker-Burden
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Monika Anand
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Yuan Rong
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Fahmia Rahman
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Carlos S Moreno
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia. Department of Biomedical Informatics, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Erwin G Van Meir
- Department of Neurosurgery, Emory University, Atlanta, Georgia. Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Constantinos G Hadjipanayis
- Department of Neurosurgery, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Daniel J Brat
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia. Department of Biomedical Informatics, Emory University, Atlanta, Georgia. Winship Cancer Institute, Emory University, Atlanta, Georgia.
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