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Wu J, Lu G. Multiple functions of TBCK protein in neurodevelopment disorders and tumors. Oncol Lett 2020; 21:17. [PMID: 33240423 PMCID: PMC7681195 DOI: 10.3892/ol.2020.12278] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 10/06/2020] [Indexed: 12/12/2022] Open
Abstract
TBC1 domain containing kinase (TBCK) protein is composed of three conserved domains, including N-terminal Serine/Threonine kinase domain, central TBC domain and C-terminal rhodanese homology domain (RHOD). A total of 9 different transcripts (classified as long and short TBCK) generated by alternative splicing have been reported in different cell lines. Exogenous expression of long TBCK has been identified to function as a suppressor of cell growth in certain cell types. On the contrary, TBCK has also been reported to serve a tumor-promoting role in other cell lines, indicating that TBCK might function differentially, depending on the context in different cellular environments. Furthermore, deleterious homozygous or compound heterozygous mutations identified by whole-exome sequencing in the TBCK gene could ablate the function of TBCK, further impacting the mTOR signaling pathway and leading to neurogenetic disorders, such as hypotonia, global developmental delay, facial dysmorphic features and brain abnormalities. However, as a poorly explored protein, there are a lot of studies associated with the functions of TBCK that need to be performed in the future. The present review summarizes data regarding the structural features and potential roles of TBCK in developmental and neurological diseases and tumorigenesis. Future prospects of TBCK research lie in revealing numerous biological functions of TBCK.
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Affiliation(s)
- Jin Wu
- Center for Personalized Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA
| | - Guanting Lu
- Department of Pathology, People's Hospital of Deyang City, Deyang, Sichuan 618000, P.R. China
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Nowosad A, Jeannot P, Callot C, Creff J, Perchey RT, Joffre C, Codogno P, Manenti S, Besson A. p27 controls Ragulator and mTOR activity in amino acid-deprived cells to regulate the autophagy-lysosomal pathway and coordinate cell cycle and cell growth. Nat Cell Biol 2020; 22:1076-1090. [PMID: 32807902 DOI: 10.1038/s41556-020-0554-4] [Citation(s) in RCA: 71] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 07/06/2020] [Indexed: 01/31/2023]
Abstract
Autophagy is a catabolic process whereby cytoplasmic components are degraded within lysosomes, allowing cells to maintain energy homeostasis during nutrient depletion. Several studies reported that the CDK inhibitor p27Kip1 promotes starvation-induced autophagy by an unknown mechanism. Here we find that p27 controls autophagy via an mTORC1-dependent mechanism in amino acid-deprived cells. During prolonged starvation, a fraction of p27 is recruited to lysosomes, where it interacts with LAMTOR1, a component of the Ragulator complex required for mTORC1 activation. Binding of p27 to LAMTOR1 prevents Ragulator assembly and mTORC1 activation, promoting autophagy. Conversely, p27-/- cells exhibit elevated mTORC1 signalling as well as impaired lysosomal activity and autophagy. This is associated with cytoplasmic sequestration of TFEB, preventing induction of the lysosomal genes required for lysosome function. LAMTOR1 silencing or mTOR inhibition restores autophagy and induces apoptosis in p27-/- cells. Together, these results reveal a direct coordinated regulation between the cell cycle and cell growth machineries.
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Affiliation(s)
- Ada Nowosad
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France.,UCL Cancer Institute, University College London, London, UK
| | - Pauline Jeannot
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France
| | - Caroline Callot
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France
| | - Justine Creff
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France
| | - Renaud Thierry Perchey
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France
| | - Carine Joffre
- Cancer Research Center of Toulouse (CRCT), INSERM U1037, CNRS ERL5294, University of Toulouse, Toulouse, France
| | - Patrice Codogno
- Institut Necker-Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, Paris, France.,Université Paris Descartes-Sorbonne Paris Cité, Paris, France
| | - Stephane Manenti
- Cancer Research Center of Toulouse (CRCT), INSERM U1037, CNRS ERL5294, University of Toulouse, Toulouse, France
| | - Arnaud Besson
- LBCMCP, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, Toulouse, France.
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Makarević J, Rutz J, Juengel E, Maxeiner S, Tsaur I, Chun FKH, Bereiter-Hahn J, Blaheta RA. Influence of the HDAC Inhibitor Valproic Acid on the Growth and Proliferation of Temsirolimus-Resistant Prostate Cancer Cells In Vitro. Cancers (Basel) 2019; 11:cancers11040566. [PMID: 31010254 PMCID: PMC6520872 DOI: 10.3390/cancers11040566] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 04/16/2019] [Indexed: 12/18/2022] Open
Abstract
The mechanistic target of rapamycin (mTOR) is elevated in prostate cancer, making this protein attractive for tumor treatment. Unfortunately, resistance towards mTOR inhibitors develops and the tumor becomes reactivated. We determined whether epigenetic modulation by the histone deacetylase (HDAC) inhibitor, valproic acid (VPA), may counteract non-responsiveness to the mTOR inhibitor, temsirolimus, in prostate cancer (PCa) cells. Prostate cancer cells, sensitive (parental) and resistant to temsirolimus, were exposed to VPA, and tumor cell growth behavior compared. Temsirolimus resistance enhanced the number of tumor cells in the G2/M-phase, correlating with elevated cell proliferation and clonal growth. The cell cycling proteins cdk1 and cyclin B, along with Akt-mTOR signaling increased, whereas p19, p21 and p27 decreased, compared to the parental cells. VPA significantly reduced cell growth and up-regulated the acetylated histones H3 and H4. Cdk1 and cyclin B decreased, as did phosphorylated mTOR and the mTOR sub-complex Raptor. The mTOR sub-member Rictor and phosphorylated Akt increased under VPA. Knockdown of cdk1, cyclin B, or Raptor led to significant cell growth reduction. HDAC inhibition through VPA counteracts temsirolimus resistance, probably by down-regulating cdk1, cyclin B and Raptor. Enhanced Rictor and Akt, however, may represent an undesired feedback loop, which should be considered when designing future therapeutic regimens.
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Affiliation(s)
- Jasmina Makarević
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Jochen Rutz
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Eva Juengel
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Sebastian Maxeiner
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Igor Tsaur
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Felix K-H Chun
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Jürgen Bereiter-Hahn
- Institute for Cell Biology and Neurosciences, Goethe-University, D-60590 Frankfurt am Main, Germany.
| | - Roman A Blaheta
- Department of Urology, Goethe-University, D-60590 Frankfurt am Main, Germany.
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Juengel E, Euler S, Maxeiner S, Rutz J, Justin S, Roos F, Khoder W, Nelson K, Bechstein WO, Blaheta RA. Sulforaphane as an adjunctive to everolimus counteracts everolimus resistance in renal cancer cell lines. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2017; 27:1-7. [PMID: 28314474 DOI: 10.1016/j.phymed.2017.01.016] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 01/17/2017] [Accepted: 01/29/2017] [Indexed: 05/14/2023]
Abstract
BACKGROUND The mechanistic target of rapamycin (mTOR) inhibitors, everolimus and temsirolimus, have widened therapeutic options to treat renal cell carcinoma (RCC). However, chronic treatment with these inhibitors often induces resistance, leading to therapeutic failure. PURPOSE The natural compound, sulforaphane (SFN), was added to an everolimus based regime in vitro in the hopes of preventing resistance development. METHODS A panel of RCC cell lines (A498, Caki-1, KTCTL-26) was treated with everolimus or SFN or with an everolimus-SFN-combination, either short- (24h) or long-term (8 weeks), and cell growth, proliferation, apoptosis, and cell cycle phases were measured. The cell cycle regulating proteins cdk1, cdk2, cyclin A, cyclin B, akt and raptor (both total and activated) were also evaluated. RESULTS Short-term incubation with everolimus (1nM) or SFN (5µM) significantly reduced RCC cell growth. Additive effects on tumor growth and proliferation were evoked by the SFN-everolimus combination. Long-term everolimus-incubation led to resistance development in Caki-1 cells, evidenced by elevated growth and proliferation, associated with an increased percentage of G2/M (non-synchronized cell model) or S-phase (synchronized cell model) cells. Molecular analysis revealed up-regulation of the cdk1-cyclin B and cdk2-cyclin A axis, along with elevated phosphorylation of the mTOR sub-member, raptor. In contrast, resistance development was not observed with the long-term combination of SFN-everolimus. The combination suppressed Caki-1 growth and proliferation, and was associated with an increase in G0/G1-phase cells, diminished cdk1 and akt (both total and activated), cyclin B and raptor expression. CONCLUSION Adding SFN to an everolimus based RCC treatment regimen in vitro delayed resistance development observed with chronic everolimus monotherapy. Ongoing in vivo studies are necessary to verify the in vitro data.
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Affiliation(s)
- Eva Juengel
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Stephanie Euler
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Sebastian Maxeiner
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Jochen Rutz
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Saira Justin
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Frederik Roos
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Wael Khoder
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany
| | - Karen Nelson
- Department of Vascular and Endovascular Surgery, Goethe-University, Frankfurt am Main, Germany
| | - Wolf O Bechstein
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany; Department of General and Visceral Surgery, Goethe-University, Frankfurt am Main, Germany
| | - Roman A Blaheta
- Department of Urology, Goethe-University, Interdisciplinary Science Building, Building 25A, Room 404, Theodor-Stern-Kai 7, Frankfurt am Main, D-60590, Germany.
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Toward rapamycin analog (rapalog)-based precision cancer therapy. Acta Pharmacol Sin 2015; 36:1163-9. [PMID: 26299952 DOI: 10.1038/aps.2015.68] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2015] [Accepted: 06/12/2015] [Indexed: 12/12/2022] Open
Abstract
Rapamycin and its analogs (rapalogs) are the first generation of mTOR inhibitors, which have the same molecular scaffold, but different physiochemical properties. Rapalogs are being tested in a wide spectrum of human tumors as both monotherapy and a component of combination therapy. Among them, temsirolimus and everolimus have been approved for the treatment of breast and renal cancer. However, objective response rates with rapalogs in clinical trials are modest and variable. Identification of biomarkers predicting response to rapalogs, and discovery of drug combinations with improved efficacy and tolerated toxicity are critical to moving this class of targeted therapeutics forward. This review focuses on the aberrations in the PI3K/mTOR pathway in human tumor cells or tissues as predictive biomarkers for rapalog efficacy. Recent results of combinational therapy using rapalogs and other anticancer drugs are documented. With the rapid development of next-generation genomic sequencing and precision medicine, rapalogs will provide greater benefits to cancer patients.
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Ding XF, Yin DQ, Chen Q, Zhang HY, Zhou J, Chen G. Validation of p27KIP1 expression levels as a candidate predictive biomarker of response to rapalogs in patient-derived breast tumor xenografts. Tumour Biol 2015; 36:1463-9. [PMID: 25744729 DOI: 10.1007/s13277-014-2580-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2014] [Accepted: 08/29/2014] [Indexed: 11/28/2022] Open
Abstract
Blockade of mammalian target of rapamycin (mTOR) is a promising area in breast cancer therapy. However, in clinical trials, objective response rate with mTOR inhibitor monotherapy in breast cancer was modest. Biomarker studies designed to identify the responders of rapalogs are of increasing interest. We validated p27KIP1 expression levels as a candidate predictive biomarker of response to rapalogs. We also analyzed the correlation between rapamycin activity and p27KIP1 expression in the primary breast cancer cells and the patient-derived breast tumor xenograft models. The cells isolated from the breast tumor tissues expressing high levels of p27KIP1 were sensitive to rapamycin, whereas the cells from the tissues expressing low levels of p27KIP1 exhibited resistance to rapamycin. The correlation between p27KIP1 expression and rapamycin antitumor activity was also observed in the patient-derived breast tumor xenograft models. Moreover, we also found rapamycin significantly decreased phosphorylated p70S6K1 and phosphorylated 4EBP1 in both samples. It seemed that the different sensitivity of tumor cells to rapamycin did not owe to its different potency against mTOR activity. We further propose p27KIP1 expression level may be also a candidate predictive biomarker of rapalogs for breast cancer therapy, which requires additional clinical validation.
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Affiliation(s)
- Xiao-Fei Ding
- School of Medicine, Taizhou University, Taizhou, Zhejiang, 318000, China
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Pickard MR, Williams GT. Regulation of apoptosis by long non-coding RNA GAS5 in breast cancer cells: implications for chemotherapy. Breast Cancer Res Treat 2014; 145:359-70. [PMID: 24789445 DOI: 10.1007/s10549-014-2974-y] [Citation(s) in RCA: 131] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Accepted: 04/17/2014] [Indexed: 12/21/2022]
Abstract
The putative tumour suppressor and apoptosis-promoting gene, growth arrest-specific 5 (GAS5), encodes long ncRNA (lncRNA) and snoRNAs. Its expression is down-regulated in breast cancer, which adversely impacts patient prognosis. In this preclinical study, the consequences of decreased GAS5 expression for breast cancer cell survival following treatment with chemotherapeutic agents are addressed. In addition, functional responses of triple-negative breast cancer cells to GAS5 lncRNA are examined, and mTOR inhibition as a strategy to enhance cellular GAS5 levels is investigated. Breast cancer cell lines were transfected with either siRNA to GAS5 or with a plasmid encoding GAS5 lncRNA and the effects on breast cancer cell survival were determined. Cellular responses to mTOR inhibitors were evaluated by assaying culture growth and GAS5 transcript levels. GAS5 silencing attenuated cell responses to apoptotic stimuli, including classical chemotherapeutic agents; the extent of cell death was directly proportional to cellular GAS5 levels. Imatinib action in contrast, was independent of GAS5. GAS5 lncRNA promoted the apoptosis of triple-negative and oestrogen receptor-positive cells but only dual PI3K/mTOR inhibition was able to enhance GAS5 levels in all cell types. Reduced GAS5 expression attenuates apoptosis induction by classical chemotherapeutic agents in breast cancer cells, providing an explanation for the relationship between GAS5 expression and breast cancer patient prognosis. Clinically, this relationship may be circumvented by the use of GAS5-independent drugs such as imatinib, or by restoration of GAS5 expression. The latter may be achieved by the use of a dual PI3K/mTOR inhibitor, to improve apoptotic responses to conventional chemotherapies.
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Affiliation(s)
- Mark R Pickard
- Apoptosis Research Group, Institute of Science and Technology in Medicine, School of Life Sciences, Keele University, Huxley Building, Keele, ST5 5BG, UK,
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Diersch S, Wenzel P, Szameitat M, Eser P, Paul MC, Seidler B, Eser S, Messer M, Reichert M, Pagel P, Esposito I, Schmid RM, Saur D, Schneider G. Efemp1 and p27(Kip1) modulate responsiveness of pancreatic cancer cells towards a dual PI3K/mTOR inhibitor in preclinical models. Oncotarget 2014; 4:277-88. [PMID: 23470560 PMCID: PMC3712573 DOI: 10.18632/oncotarget.859] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) remains a dismal disease with a poor prognosis and targeted therapies have failed in the clinic so far. Several evidences point to the phosphatidylinositol 3-kinase (PI3K)-mTOR pathway as a promising signaling node for targeted therapeutic intervention. Markers, which predict responsiveness of PDAC cells towards PI3K inhibitors are unknown. However, such markers are needed and critical to better stratify patients in clinical trials. We used a large murine KrasG12D- and PI3K (p110αH1047R)-driven PDAC cell line platform to unbiased define modulators of responsiveness towards the dual PI3K-mTOR inhibitor Bez235. In contrast to other tumor models, we show that KrasG12D- and PI3K (p110αH1047R)-driven PDAC cell lines are equally sensitive towards Bez235. In an unbiased approach we found that the extracellular matrix protein Efemp1 controls sensitivity of murine PDAC cells towards Bez235. We show that Efemp1 expression is connected to the cyclin-dependent kinase inhibitor p27Kip1. In a murine KrasG12D- driven PDAC model, p27Kip1 haploinsufficiency accelerates cancer development in vivo. Furthermore, p27Kip1 controls Bez235 sensitivity in a gene dose-dependent fashion in murine PDAC cells and lowering of p27Kip1 decreases Bez235 responsiveness in murine PDAC models. Together, we define the Efemp1-p27Kip1 axis as a potential marker module of PDAC cell sensitivity towards dual PI3K-mTOR inhibitors, which might help to better stratify patients in clinical trials.
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Affiliation(s)
- Sandra Diersch
- II. Medizinische Klinik, Technische Universität München, München, Germany
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Wu J, Li Q, Li Y, Lin J, Yang D, Zhu G, Wang L, He D, Lu G, Zeng C. A long type of TBCK is a novel cytoplasmic and mitotic apparatus-associated protein likely suppressing cell proliferation. J Genet Genomics 2014; 41:69-72. [PMID: 24576458 DOI: 10.1016/j.jgg.2013.12.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2013] [Revised: 12/05/2013] [Accepted: 12/08/2013] [Indexed: 10/25/2022]
Affiliation(s)
- Jin Wu
- Laboratory of Disease Genomics and Individualized Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qianyi Li
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Yan Li
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Jing Lin
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Dong Yang
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Guixin Zhu
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Limin Wang
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Dacheng He
- Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China
| | - Guanting Lu
- Laboratory of Disease Genomics and Individualized Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China.
| | - Changqing Zeng
- Laboratory of Disease Genomics and Individualized Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; Key Laboratory for Cell Proliferation and Regulation of the Ministry of Education, Beijing Normal University, Beijing 100875, China.
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Chen X, Jiang W, Wang Q, Huang T, Wang P, Li Y, Chen X, Lv Y, Li X. Systematically characterizing and prioritizing chemosensitivity related gene based on Gene Ontology and protein interaction network. BMC Med Genomics 2012; 5:43. [PMID: 23031817 PMCID: PMC3532125 DOI: 10.1186/1755-8794-5-43] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2011] [Accepted: 08/27/2012] [Indexed: 11/30/2022] Open
Abstract
Background The identification of genes that predict in vitro cellular chemosensitivity of cancer cells is of great importance. Chemosensitivity related genes (CRGs) have been widely utilized to guide clinical and cancer chemotherapy decisions. In addition, CRGs potentially share functional characteristics and network features in protein interaction networks (PPIN). Methods In this study, we proposed a method to identify CRGs based on Gene Ontology (GO) and PPIN. Firstly, we documented 150 pairs of drug-CCRG (curated chemosensitivity related gene) from 492 published papers. Secondly, we characterized CCRGs from the perspective of GO and PPIN. Thirdly, we prioritized CRGs based on CCRGs’ GO and network characteristics. Lastly, we evaluated the performance of the proposed method. Results We found that CCRG enriched GO terms were most often related to chemosensitivity and exhibited higher similarity scores compared to randomly selected genes. Moreover, CCRGs played key roles in maintaining the connectivity and controlling the information flow of PPINs. We then prioritized CRGs using CCRG enriched GO terms and CCRG network characteristics in order to obtain a database of predicted drug-CRGs that included 53 CRGs, 32 of which have been reported to affect susceptibility to drugs. Our proposed method identifies a greater number of drug-CCRGs, and drug-CCRGs are much more significantly enriched in predicted drug-CRGs, compared to a method based on the correlation of gene expression and drug activity. The mean area under ROC curve (AUC) for our method is 65.2%, whereas that for the traditional method is 55.2%. Conclusions Our method not only identifies CRGs with expression patterns strongly correlated with drug activity, but also identifies CRGs in which expression is weakly correlated with drug activity. This study provides the framework for the identification of signatures that predict in vitro cellular chemosensitivity and offers a valuable database for pharmacogenomics research.
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Affiliation(s)
- Xin Chen
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China
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Chen G, Chen SM, Wang X, Ding XF, Ding J, Meng LH. Inhibition of chemokine (CXC motif) ligand 12/chemokine (CXC motif) receptor 4 axis (CXCL12/CXCR4)-mediated cell migration by targeting mammalian target of rapamycin (mTOR) pathway in human gastric carcinoma cells. J Biol Chem 2012; 287:12132-41. [PMID: 22337890 DOI: 10.1074/jbc.m111.302299] [Citation(s) in RCA: 77] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
CXCL12/CXCR4 plays an important role in metastasis of gastric carcinoma. Rapamycin has been reported to inhibit migration of gastric cancer cells. However, the role of mTOR pathway in CXCL12/CXCR4-mediated cell migration and the potential of drugs targeting PI3K/mTOR pathway remains unelucidated. We found that CXCL12 activated PI3K/Akt/mTOR pathway in MKN-45 cells. Stimulating CHO-K1 cells expressing pEGFP-C1-Grp1-PH fusion protein with CXCL12 resulted in generation of phosphatidylinositol (3,4,5)-triphosphate, which provided direct evidence of activating PI3K by CXCL12. Down-regulation of p110β by siRNA but not p110α blocked phosphorylation of Akt and S6K1 induced by CXCL12. Consistently, p110β-specific inhibitor blocked the CXCL12-activated PI3K/Akt/mTOR pathway. Moreover, CXCR4 immunoprecipitated by anti-p110β antibody increased after CXCL12 stimulation and G(i) protein inhibitor pertussis toxin abrogated CXCL12-induced activation of PI3K. Further studies demonstrated that inhibitors targeting the PI3K/mTOR pathway significantly blocked the chemotactic responses of MKN-45 cells triggered by CXCL12, which might be attributed primarily to inhibition of mTORC1 and related to prevention of F-actin reorganization as well as down-regulation of active RhoA, Rac1, and Cdc42. Furthermore, rapamycin inhibited the secretion of CXCL12 and the expression of CXCR4, which might form a positive feedback loop to further abolish upstream signaling leading to cell migration. Finally, we found cells expressing high levels of cxcl12 were sensitive to rapamycin in its activity inhibiting migration as well as proliferation. In summary, we found that the mTOR pathway played an important role in CXCL12/CXCR4-mediated cell migration and proposed that drugs targeting the mTOR pathway may be used for the therapy of metastatic gastric cancer expressing high levels of cxcl12.
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Affiliation(s)
- Guang Chen
- Division of Anti-tumor Pharmacology, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 201203, China
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Lee M, Theodoropoulou M, Graw J, Roncaroli F, Zatelli MC, Pellegata NS. Levels of p27 sensitize to dual PI3K/mTOR inhibition. Mol Cancer Ther 2011; 10:1450-9. [PMID: 21646547 DOI: 10.1158/1535-7163.mct-11-0188] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Constitutive activation of the phosphatidylinositol 3-kinase (PI3K)/AKT/mTOR signaling cascade occurs in a variety of human malignancies, where it sustains tumor cell proliferation and survival. Pharmacologic blockade of this pathway exerts antineoplastic activity by triggering apoptosis and/or cell-cycle arrest. Pituitary adenomas show activation of the PI3K/AKT/mTOR pathway, but only a fraction of them respond in vitro to the antiproliferative action of rapamycin and RAD001 (mTOR inhibitors), possibly because of the described negative feedback loop on AKT which reactivates the signaling cascade. Rats affected by the multiple endocrine neoplasia-like syndrome (MENX) develop pituitary adenomas showing increased activated AKT. In this study, we comparatively investigated the antitumor potential of the novel dual PI3K/mTOR inhibitor NVP-BEZ235 and the single mTOR inhibitor RAD001 on rat pituitary adenoma cells in primary culture. NVP-BEZ235 inhibits the PI3K pathway both upstream and downstream of AKT, thereby preventing the negative feedback loop. NVP-BEZ235 was more effective than RAD001 in reducing cell viability of pituitary adenomas. Consistently, NVP-BEZ235 treatment decreased Akt and S6 phosphorylation and triggered apoptosis. Because MENX is caused by a germline loss-of-function mutation in the cell-cycle inhibitor p27Kip1, we investigated the relationship between this defect and response to NVP-BEZ235 treatment. The levels of p27Kip1 positively correlate with the response to NVP-BEZ235 treatment. Combined treatment with NVP-BEZ235 and the proteasome inhibitor bortezomib, which increases p27Kip1 amount, shows synergistic antiproliferative effects on pituitary adenoma cells. Our data suggest that NVP-BEZ235 may represent an effective therapeutic modality for pituitary adenomas and that p27Kip1 levels represent a potential predictor of response to dual PI3K/mTOR inhibition.
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Affiliation(s)
- Misu Lee
- Institute of Pathology, Helmholtz Zentrum München, Neuherberg, Germany
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