1
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Vella V, Ditsiou A, Chalari A, Eravci M, Wooller SK, Gagliano T, Bani C, Kerschbamer E, Karakostas C, Xu B, Zhang Y, Pearl FM, Lopez G, Peng L, Stebbing J, Klinakis A, Giamas G. Kinome-Wide Synthetic Lethal Screen Identifies PANK4 as a Modulator of Temozolomide Resistance in Glioblastoma. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2306027. [PMID: 38353396 PMCID: PMC11022721 DOI: 10.1002/advs.202306027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 12/23/2023] [Indexed: 02/17/2024]
Abstract
Temozolomide (TMZ) represents the cornerstone of therapy for glioblastoma (GBM). However, acquisition of resistance limits its therapeutic potential. The human kinome is an undisputable source of druggable targets, still, current knowledge remains confined to a limited fraction of it, with a multitude of under-investigated proteins yet to be characterized. Here, following a kinome-wide RNAi screen, pantothenate kinase 4 (PANK4) isuncovered as a modulator of TMZ resistance in GBM. Validation of PANK4 across various TMZ-resistant GBM cell models, patient-derived GBM cell lines, tissue samples, as well as in vivo studies, corroborates the potential translational significance of these findings. Moreover, PANK4 expression is induced during TMZ treatment, and its expression is associated with a worse clinical outcome. Furthermore, a Tandem Mass Tag (TMT)-based quantitative proteomic approach, reveals that PANK4 abrogation leads to a significant downregulation of a host of proteins with central roles in cellular detoxification and cellular response to oxidative stress. More specifically, as cells undergo genotoxic stress during TMZ exposure, PANK4 depletion represents a crucial event that can lead to accumulation of intracellular reactive oxygen species (ROS) and subsequent cell death. Collectively, a previously unreported role for PANK4 in mediating therapeutic resistance to TMZ in GBM is unveiled.
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Affiliation(s)
- Viviana Vella
- Department of Biochemistry and BiomedicineSchool of Life SciencesUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | - Angeliki Ditsiou
- Department of Biochemistry and BiomedicineSchool of Life SciencesUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | - Anna Chalari
- Center of Basic ResearchBiomedical Research Foundation of the Academy of AthensAthens11527Greece
| | - Murat Eravci
- Department of Biochemistry and BiomedicineSchool of Life SciencesUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | - Sarah K. Wooller
- School of Life SciencesBioinformatics GroupUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | | | - Cecilia Bani
- Department of Biochemistry and BiomedicineSchool of Life SciencesUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | | | - Christos Karakostas
- Center of Basic ResearchBiomedical Research Foundation of the Academy of AthensAthens11527Greece
| | - Bin Xu
- Cancer CenterRenmin Hospital of Wuhan UniversityWuhanHubei430064China
| | - Yongchang Zhang
- Department of Medical OncologyLung Cancer and Gastrointestinal UnitHunan Cancer Hospital/The Affiliated Cancer Hospital of Xiangya School of MedicineCentral South UniversityChangshaHunan430064China
| | - Frances M.G. Pearl
- School of Life SciencesBioinformatics GroupUniversity of Sussex, FalmerBrightonBN1 9QGUK
| | - Gianluca Lopez
- Division of PathologyFondazione IRCCS Ca' Granda – Ospedale Maggiore PoliclinicoMilan20122Italy
- Department of Biomedical, Surgical and Dental SciencesUniversity of MilanMilan20122Italy
| | - Ling Peng
- Department of Respiratory DiseaseZhejiang Provincial People's HospitalHangzhouZhejiang310003China
| | - Justin Stebbing
- Department of Life SciencesAnglia Ruskin UniversityEast RoadCambridgeCB1 1PTUK
| | - Apostolos Klinakis
- Center of Basic ResearchBiomedical Research Foundation of the Academy of AthensAthens11527Greece
| | - Georgios Giamas
- Department of Biochemistry and BiomedicineSchool of Life SciencesUniversity of Sussex, FalmerBrightonBN1 9QGUK
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Ouyang D, Liang Y, Li L, Ai N, Lu S, Yu M, Liu X, Xie S. Integration of multi-omics data using adaptive graph learning and attention mechanism for patient classification and biomarker identification. Comput Biol Med 2023; 164:107303. [PMID: 37586201 DOI: 10.1016/j.compbiomed.2023.107303] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 07/08/2023] [Accepted: 07/28/2023] [Indexed: 08/18/2023]
Abstract
With the rapid development and accumulation of high-throughput sequencing technology and omics data, many studies have conducted a more comprehensive understanding of human diseases from a multi-omics perspective. Meanwhile, graph-based methods have been widely used to process multi-omics data due to its powerful expressive ability. However, most existing graph-based methods utilize fixed graphs to learn sample embedding representations, which often leads to sub-optimal results. Furthermore, treating embedding representations of different omics equally usually cannot obtain more reasonable integrated information. In addition, the complex correlation between omics is not fully taken into account. To this end, we propose an end-to-end interpretable multi-omics integration method, named MOGLAM, for disease classification prediction. Dynamic graph convolutional network with feature selection is first utilized to obtain higher quality omic-specific embedding information by adaptively learning the graph structure and discover important biomarkers. Then, multi-omics attention mechanism is applied to adaptively weight the embedding representations of different omics, thereby obtaining more reasonable integrated information. Finally, we propose omic-integrated representation learning to capture complex common and complementary information between omics while performing multi-omics integration. Experimental results on three datasets show that MOGLAM achieves superior performance than other state-of-the-art multi-omics integration methods. Moreover, MOGLAM can identify important biomarkers from different omics data types in an end-to-end manner.
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Affiliation(s)
- Dong Ouyang
- Peng Cheng Laboratory, Shenzhen, 518055, China; School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, 999078, Macao Special Administrative Region of China
| | - Yong Liang
- Peng Cheng Laboratory, Shenzhen, 518055, China.
| | - Le Li
- School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, 999078, Macao Special Administrative Region of China
| | - Ning Ai
- School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, 999078, Macao Special Administrative Region of China
| | - Shanghui Lu
- School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, 999078, Macao Special Administrative Region of China
| | - Mingkun Yu
- School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, 999078, Macao Special Administrative Region of China
| | - Xiaoying Liu
- Computer Engineering Technical College, Guangdong Polytechnic of Science and Technology, Zhuhai, 519090, China
| | - Shengli Xie
- Guangdong-HongKong-Macao Joint Laboratory for Smart Discrete Manufacturing, Guangzhou, 510000, China
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3
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Chen J, Xiao Q, Li X, Liu R, Long X, Liu Z, Xiong H, Li Y. The correlation of leukocyte-specific protein 1 (LSP1) rs3817198(T>C) polymorphism with breast cancer: A meta-analysis. Medicine (Baltimore) 2022; 101:e31548. [PMID: 36397430 PMCID: PMC9666160 DOI: 10.1097/md.0000000000031548] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Multiple studies have investigated the correlation of single nucleotide polymorphisms (SNPs) in leukocyte-specific protein 1 (LSP1) with susceptibility to breast cancer (BC) and have yielded inconsistent conclusions, particularly rs3817198(T > C). Consequently, we performed a meta-analysis to estimate this relationship more comprehensively. METHODS Four databases were utilized to locate eligible publications: PubMed, Embase, Web of Science, and China National Knowledge Infrastructure. This meta-analysis included 14 studies, including 22 reports of 33194 cases and 36661 controls. The relationship of rs3817198 polymorphism with breast cancer was estimated using odds ratios (ORs) with 95% confidence intervals (CIs). The LSP1 co-expression network was constructed by STRING, and Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed using DAVIDE. Download TCGA breast cancer mRNA-seq data and analyze the relationship between LSP1 expression and breast cancer chemotherapy sensitivity. RESULTS The results indicated that rs3817198(T > C) was positively correlated to with breast malignancy (dominant model: OR = 1.11, 95%CI = 1.06-1.17; recessive model: OR = 1.10, 95%CI = 1.04-1.15; heterozygous model: OR = 1.09, 95%CI = 1.04-1.15; homozygous model: OR = 1.18, 95%CI = 1.09-1.28; additive model: OR = 1.09, 95%CI = 1.05-1.13), among Caucasians and Asians. However, rs3817198(T > C) may reduce the risk of breast carcinoma in Africans. Rs3817198(T > C) might result in breast carcinoma in individuals with BRCA1 and BRCA2 variants and can contribute to estrogen receptor (ER)-positive breast carcinoma. The expression of LSP1 was inversely correlated with the IC50 of doxorubicin (P = 8.91e-15, Cor = -0.23), 5-fluorouracil (P = 1.18e-22, Cor = -0.29), and cisplatin (P = 1.35e-42, Cor = -0.40). CONCLUSION Our study identified that LSP1 rs3817198 polymorphism might result in breast malignancy, particularly among Caucasians and Asians, but lower breast cancer susceptibility in African populations. The expression of LSP1 was negatively correlated with the IC50 of doxorubicin, 5-fluorouracil, and cisplatin.
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Affiliation(s)
- Jian Chen
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Qiang Xiao
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Xudong Li
- Surgery Department, Wannian Maternal and Child Health Hospital, Shangrao, Jiangxi, China
| | - Ruihao Liu
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Xiaozhou Long
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Zhigao Liu
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Haiwei Xiong
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Yingliang Li
- General Surgery Department, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- * Correspondence: Yingliang Li, First Affiliated Hospital of Nanchang University, No 17, YongWaiZheng Street, DongHu District, Nanchang 330006, Jiangxi, China (e-mail: )
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Zaballos MA, Acuña-Ruiz A, Morante M, Crespo P, Santisteban P. Regulators of the RAS-ERK pathway as therapeutic targets in thyroid cancer. Endocr Relat Cancer 2019; 26:R319-R344. [PMID: 30978703 DOI: 10.1530/erc-19-0098] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 04/11/2019] [Indexed: 12/30/2022]
Abstract
Thyroid cancer is mostly an ERK-driven carcinoma, as up to 70% of thyroid carcinomas are caused by mutations that activate the RAS/ERK mitogenic signaling pathway. The incidence of thyroid cancer has been steadily increasing for the last four decades; yet, there is still no effective treatment for advanced thyroid carcinomas. Current research efforts are focused on impairing ERK signaling with small-molecule inhibitors, mainly at the level of BRAF and MEK. However, despite initial promising results in animal models, the clinical success of these inhibitors has been limited by the emergence of tumor resistance and relapse. The RAS/ERK pathway is an extremely complex signaling cascade with multiple points of control, offering many potential therapeutic targets: from the modulatory proteins regulating the activation state of RAS proteins to the scaffolding proteins of the pathway that provide spatial specificity to the signals, and finally, the negative feedbacks and phosphatases responsible for inactivating the pathway. The aim of this review is to give an overview of the biology of RAS/ERK regulators in human cancer highlighting relevant information on thyroid cancer and future areas of research.
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Affiliation(s)
- Miguel A Zaballos
- Instituto de Investigaciones Biomédicas 'Alberto Sols', Consejo Superior de Investigaciones Científicas (CSIC), Universidad Autónoma de Madrid (UAM), Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
| | - Adrián Acuña-Ruiz
- Instituto de Investigaciones Biomédicas 'Alberto Sols', Consejo Superior de Investigaciones Científicas (CSIC), Universidad Autónoma de Madrid (UAM), Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
| | - Marta Morante
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Biomedicina y Biotecnología de Cantabria (IBBTEC), Consejo Superior de Investigaciones Científicas (CSIC), Universidad de Cantabria, Santander, Spain
| | - Piero Crespo
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Biomedicina y Biotecnología de Cantabria (IBBTEC), Consejo Superior de Investigaciones Científicas (CSIC), Universidad de Cantabria, Santander, Spain
| | - Pilar Santisteban
- Instituto de Investigaciones Biomédicas 'Alberto Sols', Consejo Superior de Investigaciones Científicas (CSIC), Universidad Autónoma de Madrid (UAM), Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
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Wu GJ, Pen J, Huang Y, An S, Liu Y, Yang Y, Hao Q, Guo XX, Xu TR. KAP1 inhibits the Raf-MEK-ERK pathway to promote tumorigenesis in A549 lung cancer cells. Mol Carcinog 2018; 57:1396-1407. [PMID: 29917268 DOI: 10.1002/mc.22853] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Revised: 06/02/2018] [Accepted: 06/12/2018] [Indexed: 12/12/2022]
Abstract
Aberrant activation of the Raf-MEK-ERK pathway has frequently been associated with various cancers, especially lung cancer. However, the key regulators of this pathway are largely unknown. Using functional proteomics screening, we found that KAP1 interacts with c-Raf. Knocking out KAP1 decreased c-Raf phosphorylation at serine 259 and increased its phosphorylation at serine 338, which activated MEK and ERK. We detected higher KAP1 expression in lung cancer tissues than in normal peri-tumoral tissues. KAP1 knockdown arrested A549 lung cancer cells in the G0/G1 phase of the cell cycle and attenuated cell growth, metastasis, the epithelial-mesenchymal transition, angiogenesis, stemness, and colony formation. Furthermore, knocking out KAP1 remarkably increased the susceptibility of A549 cells to the anti-cancer drug 5-Fluorouracil, which correlated with increasing ERK phosphorylation. In vivo xenograft experiments suggested that KAP1 deficiency significantly decreases the tumorigenicity of A549 cells. Taken together, our findings indicate that KAP1 acts as a key module in the c-Raf-interactome complex and regulates lung cancer development through the Raf-MEK-ERK pathway. Therefore, KAP1 may represent a potential diagnosis biomarker and new treatment target for lung cancer.
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Affiliation(s)
- Guo-Jin Wu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Jun Pen
- The First People's Hospital of Yunnan, Kunming, Yunnan, China
| | - Ying Huang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Su An
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Ying Liu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Yang Yang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Qian Hao
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Xiao-Xi Guo
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Tian-Rui Xu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan, China
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6
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Germino EA, Miller JP, Diehl L, Swanson CJ, Durinck S, Modrusan Z, Miner JH, Shaw AS. Homozygous KSR1 deletion attenuates morbidity but does not prevent tumor development in a mouse model of RAS-driven pancreatic cancer. PLoS One 2018; 13:e0194998. [PMID: 29596465 PMCID: PMC5875795 DOI: 10.1371/journal.pone.0194998] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Accepted: 03/14/2018] [Indexed: 01/04/2023] Open
Abstract
Given the frequency with which MAP kinase signaling is dysregulated in cancer, much effort has been focused on inhibiting RAS signaling for therapeutic benefit. KSR1, a pseudokinase that interacts with RAF, is a potential target; it was originally cloned in screens for suppressors of constitutively active RAS, and its deletion prevents RAS-mediated transformation of mouse embryonic fibroblasts. In this work, we used a genetically engineered mouse model of pancreatic cancer to assess whether KSR1 deletion would influence tumor development in the setting of oncogenic RAS. We found that Ksr1-/- mice on this background had a modest but significant improvement in all-cause morbidity compared to Ksr1+/+ and Ksr1+/- cohorts. Ksr1-/- mice, however, still developed tumors, and precursor pancreatic intraepithelial neoplastic (PanIN) lesions were detected within a similar timeframe compared to Ksr1+/+ mice. No significant differences in pERK expression or in proliferation were noted. RNA sequencing also did not reveal any unique genetic signature in Ksr1-/- tumors. Further studies will be needed to determine whether and in what settings KSR inhibition may be clinically useful.
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Affiliation(s)
- Elizabeth A. Germino
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Research Biology, Genentech, South San Francisco, California, United States of America
| | - Joseph P. Miller
- Division of Nephrology, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Lauri Diehl
- Department of Pathology, Genentech, South San Francisco, California, United States of America
| | - Carter J. Swanson
- Department of Research Biology, Genentech, South San Francisco, California, United States of America
| | - Steffen Durinck
- Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, California, United States of America
- Department of Molecular Biology, Genentech, South San Francisco, California, United States of America
| | - Zora Modrusan
- Department of Molecular Biology, Genentech, South San Francisco, California, United States of America
| | - Jeffrey H. Miner
- Division of Nephrology, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Andrey S. Shaw
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Research Biology, Genentech, South San Francisco, California, United States of America
- * E-mail:
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7
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Quadri HS, Aiken TJ, Allgaeuer M, Moravec R, Altekruse S, Hussain SP, Miettinen MM, Hewitt SM, Rudloff U. Expression of the scaffold connector enhancer of kinase suppressor of Ras 1 (CNKSR1) is correlated with clinical outcome in pancreatic cancer. BMC Cancer 2017; 17:495. [PMID: 28732488 PMCID: PMC5522593 DOI: 10.1186/s12885-017-3481-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 07/12/2017] [Indexed: 01/28/2023] Open
Abstract
Background Despite the near universal occurrence of activating codon 12 KRAS somatic variants in pancreatic cancer, there is considerable heterogeneity in the molecular make-up, MAPK/ERK pathway activation states, and clinical outcome in this disease. We analyzed the expression levels of CNKSR1, a scaffold that influences MAPK/ERK pathway activity, in clinical pancreas cancer specimens and their impact on survival of patients with pancreatic cancer. Methods Immunohistochemical staining for CNKSR1 expression was performed on 120 specimens from three independent pancreatic cancer tissue registries, phospho-ERK levels were measured in 86 samples. Expression was divided into CNKSR1 low and CNKSR1 high and correlated with clinicopathological variables including overall survival using multivariate Cox proportional hazard ratio models. Results CNKSR1 expression was increased in tumors compared to matched normal uninvolved resection specimens (p = 0.004). 28.3% (34/120) of patient specimens stained as CNKSR1 low compared to 71.7% (86/120) of specimens which stained as CNKSR1 high. High CNKSR1 expression was more prevalent in low grade tumors (p = 0.04). In multivariate analysis, low CNKSR1 expression status was independently correlated with decreased overall survival (HR = 2.146; 95% CI 1.34 to 3.43). When stratifying primary, non-metastatic tumor biopsies by CNKSR1 expression, resection was associated with improved survival in patients with high CNKSR1 expression (p < 0.0001) but not low CNKSR1 expression (p = 0.3666). Pancreatic tumors with nuclear in addition to cytoplasmic CNKSR1 staining (32/107) showed increased nuclear phospho-ERK expression compared to tumor with cytoplasmic CNKSR1 staining only (p = 0.017). Conclusion CNKSR1 expression is increased in pancreatic tissue specimens and was found to be an independent prognostic marker of overall survival. CNKSR1 may help to identify patient subgroups with unfavorable tumor biology in order to improve risk stratification and treatment selection. Cellular distribution of CNKSR1 was correlated with nuclear pERK expression.
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Affiliation(s)
- Humair S Quadri
- Thoracic and Gastrointestinal Oncology Branch, Gastrointestinal Oncology Section, Investigator Center for Cancer Research, National Cancer Institute, Building 10 - Hatfield CRC, Room 4-5950, Bethesda, MD, 20892, USA
| | - Taylor J Aiken
- Thoracic and Gastrointestinal Oncology Branch, Gastrointestinal Oncology Section, Investigator Center for Cancer Research, National Cancer Institute, Building 10 - Hatfield CRC, Room 4-5950, Bethesda, MD, 20892, USA
| | - Michael Allgaeuer
- Laboratory of Pathology, National Cancer Institute, Bethesda, MD, USA
| | - Radim Moravec
- Surveillance Informatics Branch, National Cancer Institute, Bethesda, MD, USA
| | - Sean Altekruse
- Surveillance Informatics Branch, National Cancer Institute, Bethesda, MD, USA
| | - S Perwez Hussain
- Laboratory of Human Carcinogenesis, National Cancer Institute, Bethesda, MD, USA
| | | | - Stephen M Hewitt
- Experimental Pathology Laboratory, Laboratory of Pathology, National Cancer Institute, Bethesda, MD, USA
| | - Udo Rudloff
- Thoracic and Gastrointestinal Oncology Branch, Gastrointestinal Oncology Section, Investigator Center for Cancer Research, National Cancer Institute, Building 10 - Hatfield CRC, Room 4-5950, Bethesda, MD, 20892, USA.
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8
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Baljuls A, Dobrzyński M, Rauch J, Rauch N, Kolch W. Stabilization of C-RAF:KSR1 complex by DiRas3 reduces availability of C-RAF for dimerization with B-RAF. Cell Signal 2016; 28:1451-62. [DOI: 10.1016/j.cellsig.2016.06.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Revised: 06/18/2016] [Accepted: 06/27/2016] [Indexed: 12/19/2022]
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9
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Rinaldi L, Delle Donne R, Sepe M, Porpora M, Garbi C, Chiuso F, Gallo A, Parisi S, Russo L, Bachmann V, Huber RG, Stefan E, Russo T, Feliciello A. praja2 regulates KSR1 stability and mitogenic signaling. Cell Death Dis 2016; 7:e2230. [PMID: 27195677 PMCID: PMC4917648 DOI: 10.1038/cddis.2016.109] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2016] [Revised: 03/25/2016] [Accepted: 03/31/2016] [Indexed: 12/17/2022]
Abstract
The kinase suppressor of Ras 1 (KSR1) has a fundamental role in mitogenic signaling by scaffolding components of the Ras/MAP kinase pathway. In response to Ras activation, KSR1 assembles a tripartite kinase complex that optimally transfers signals generated at the cell membrane to activate ERK. We describe a novel mechanism of ERK attenuation based on ubiquitin-dependent proteolysis of KSR1. Stimulation of membrane receptors by hormones or growth factors induced KSR1 polyubiquitination, which paralleled a decline of ERK1/2 signaling. We identified praja2 as the E3 ligase that ubiquitylates KSR1. We showed that praja2-dependent regulation of KSR1 is involved in the growth of cancer cells and in the maintenance of undifferentiated pluripotent state in mouse embryonic stem cells. The dynamic interplay between the ubiquitin system and the kinase scaffold of the Ras pathway shapes the activation profile of the mitogenic cascade. By controlling KSR1 levels, praja2 directly affects compartmentalized ERK activities, impacting on physiological events required for cell proliferation and maintenance of embryonic stem cell pluripotency.
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Affiliation(s)
- L Rinaldi
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - R Delle Donne
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - M Sepe
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - M Porpora
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - C Garbi
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - F Chiuso
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - A Gallo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - S Parisi
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - L Russo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - V Bachmann
- Institute of Biochemistry and Center for Molecular Biosciences, University of Innsbruck, Innsbruck, Austria.,Bioinformatics Institute (BII), Agency for Science Technology and Research (A*STAR), Singapore 138671, Singapore
| | - R G Huber
- Institute of Biochemistry and Center for Molecular Biosciences, University of Innsbruck, Innsbruck, Austria.,Bioinformatics Institute (BII), Agency for Science Technology and Research (A*STAR), Singapore 138671, Singapore
| | - E Stefan
- Institute of Biochemistry and Center for Molecular Biosciences, University of Innsbruck, Innsbruck, Austria.,Bioinformatics Institute (BII), Agency for Science Technology and Research (A*STAR), Singapore 138671, Singapore
| | - T Russo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
| | - A Feliciello
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, IEOS-CNR, CEINGE University Federico II, Naples 80131, Italy
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10
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The scaffold protein KSR1, a novel therapeutic target for the treatment of Merlin-deficient tumors. Oncogene 2015; 35:3443-53. [PMID: 26549023 DOI: 10.1038/onc.2015.404] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Revised: 09/02/2015] [Accepted: 09/18/2015] [Indexed: 12/27/2022]
Abstract
Merlin has broad tumor-suppressor functions as its mutations have been identified in multiple benign tumors and malignant cancers. In all schwannomas, the majority of meningiomas and 1/3 of ependymomas Merlin loss is causative. In neurofibromatosis type 2, a dominantly inherited tumor disease because of the loss of Merlin, patients suffer from multiple nervous system tumors and die on average around age 40. Chemotherapy is not effective and tumor localization and multiplicity make surgery and radiosurgery challenging and morbidity is often considerable. Thus, a new therapeutic approach is needed for these tumors. Using a primary human in vitro model for Merlin-deficient tumors, we report that the Ras/Raf/mitogen-activated protein, extracellular signal-regulated kinase kinase (MEK)/extracellular signal-regulated kinase (ERK) scaffold, kinase suppressor of Ras 1 (KSR1), has a vital role in promoting schwannomas development. We show that KSR1 overexpression is involved in many pathological phenotypes caused by Merlin loss, namely multipolar morphology, enhanced cell-matrix adhesion, focal adhesion and, most importantly, increased proliferation and survival. Our data demonstrate that KSR1 has a wider role than MEK1/2 in the development of schwannomas because adhesion is more dependent on KSR1 than MEK1/2. Immunoprecipitation analysis reveals that KSR1 is a novel binding partner of Merlin, which suppresses KSR1's function by inhibiting the binding between KSR1 and c-Raf. Our proteomic analysis also demonstrates that KSR1 interacts with several Merlin downstream effectors, including E3 ubiquitin ligase CRL4(DCAF1). Further functional studies suggests that KSR1 and DCAF1 may co-operate to regulate schwannomas formation. Taken together, these findings suggest that KSR1 serves as a potential therapeutic target for Merlin-deficient tumors.
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Zhang H, Angelopoulos N, Xu Y, Grothey A, Nunes J, Stebbing J, Giamas G. Proteomic profile of KSR1-regulated signalling in response to genotoxic agents in breast cancer. Breast Cancer Res Treat 2015; 151:555-68. [PMID: 26022350 PMCID: PMC4452580 DOI: 10.1007/s10549-015-3443-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2015] [Accepted: 05/22/2015] [Indexed: 12/18/2022]
Abstract
Kinase suppressor of Ras 1 (KSR1) has been implicated in tumorigenesis in multiple cancers, including skin, pancreatic and lung carcinomas. However, our recent study revealed a role of KSR1 as a tumour suppressor in breast cancer, the expression of which is potentially correlated with chemotherapy response. Here, we aimed to further elucidate the KSR1-regulated signalling in response to genotoxic agents in breast cancer. Stable isotope labelling by amino acids in cell culture (SILAC) coupled to high-resolution mass spectrometry (MS) was implemented to globally characterise cellular protein levels induced by KSR1 in the presence of doxorubicin or etoposide. The acquired proteomic signature was compared and GO-STRING analysis was subsequently performed to illustrate the activated functional signalling networks. Furthermore, the clinical associations of KSR1 with identified targets and their relevance in chemotherapy response were examined in breast cancer patients. We reveal a comprehensive repertoire of thousands of proteins identified in each dataset and compare the unique proteomic profiles as well as functional connections modulated by KSR1 after doxorubicin (Doxo-KSR1) or etoposide (Etop-KSR1) stimulus. From the up-regulated top hits, several proteins, including STAT1, ISG15 and TAP1 are also found to be positively associated with KSR1 expression in patient samples. Moreover, high KSR1 expression, as well as high abundance of these proteins, is correlated with better survival in breast cancer patients who underwent chemotherapy. In aggregate, our data exemplify a broad functional network conferred by KSR1 with genotoxic agents and highlight its implication in predicting chemotherapy response in breast cancer.
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Affiliation(s)
- Hua Zhang
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Nicos Angelopoulos
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Yichen Xu
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Arnhild Grothey
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Joao Nunes
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Justin Stebbing
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
| | - Georgios Giamas
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, ICTEM Building, Du Cane Road, London, W12 ONN UK
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Benhaim L, Zhang W, Wakatsuki T, Yang D, Gerger A, Bohanes P, Paez D, Loupakis F, LaBonte MJ, Ning Y, El-Khoueiry R, Ladner R, Wilson P, Zhang H, Giamas G, Stebbing J, Lenz HJ. Genetic variants of kinase suppressors of Ras (KSR1) to predict survival in patients with ERα-positive advanced breast cancer. THE PHARMACOGENOMICS JOURNAL 2015; 15:235-40. [PMID: 25287073 DOI: 10.1038/tpj.2014.58] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2014] [Revised: 07/29/2014] [Accepted: 08/13/2014] [Indexed: 01/01/2023]
Abstract
In patients with breast cancer (BC), deregulation of estrogen receptor (ERα) activity may account for most resistance to endocrine therapies. Our previous study used a whole-human kinome siRNA screen to identify functional actors in ERα modulation and showed the implication of proteins kinase suppressors of ras (KSR1). From those findings we evaluated the clinical impact of KSR1 variants in patients with ERα+ BC treated with TAM. DNA was obtained from 222 patients with advanced ERα+ BC treated with TAM who had undergone surgery from 1981 to 2003. We selected three potentially functional relevant KSR1 polymorphisms; two within the 3'UTR (rs224190, rs1075952) and one in the coding exon 7 (rs2293180). The primary end points were overall survival (OS) and disease-free survival (DFS). After a 6.4-year median follow-up, patients carrying the rs2241906 TT genotype showed shorter DFS (2.1 vs 7.1 years, P=0.005) and OS (2.6 vs 8.4 years P=0.002) than those with the TC or TT genotypes. Those associations remained significant in the multivariable analysis adjusting age, lymph node status, LMTK3 and IGFR variants and HER2 status. The polymorphisms rs2241906 and rs1075952 were in linkage disequilibrium. No association was shown between rs2293180 and survival. Among the actors of ERα signaling, KSR1 rs2241906 variants may predict survival in patients with advanced ERα+ BC treated with adjuvant TAM.
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Affiliation(s)
- L Benhaim
- 1] University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA [2] UMRS-775 "Bases moléculaires de la réponse aux xénobiotiques", University Paris Descartes, Paris, France
| | - W Zhang
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - T Wakatsuki
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - D Yang
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - A Gerger
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - P Bohanes
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - D Paez
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - F Loupakis
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - M J LaBonte
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - Y Ning
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - R El-Khoueiry
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - R Ladner
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - P Wilson
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
| | - H Zhang
- Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, Hammersmith Hospital Campus, London, UK
| | - G Giamas
- Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, Hammersmith Hospital Campus, London, UK
| | - J Stebbing
- Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, Hammersmith Hospital Campus, London, UK
| | - H J Lenz
- University of Southern California Norris Comprehensive Cancer Center, Division of Medical Oncology, Los Angeles, CA, USA
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