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1.
Biomedicines ; 10(11)2022 Oct 27.
Article in English | MEDLINE | ID: mdl-36359241

ABSTRACT

Biological paths of tumor progression are difficult to predict without time-series data. Using median shift and abacus transformation in the analysis of RNA sequencing data sets, natural patient stratifications were found based on their transcriptomic burden (TcB). Using gene-behavior analysis, TcB groups were evaluated further to discover biological courses of tumor progression. We found that solid tumors and hematological malignancies (n = 4179) share conserved biological patterns, and biological network complexity decreases at increasing TcB levels. An analysis of gene expression datasets including pediatric leukemia patients revealed TcB patterns with biological directionality and survival implications. A prospective interventional study with PI3K targeted therapy in canine lymphomas proved that directional biological responses are dynamic. To conclude, TcB-enriched biological mechanisms detected the existence of biological trajectories within tumors. Using this prognostic informative novel informatics method, which can be applied to tumor transcriptomes and progressive diseases inspires the design of progression-specific therapeutic approaches.

2.
Cancer Metab ; 10(1): 15, 2022 Oct 12.
Article in English | MEDLINE | ID: mdl-36224623

ABSTRACT

BACKGROUND: Diffuse large B cell lymphoma (DLBCL) is an aggressive subtype of non-Hodgkin lymphoma (NHL) and accounts for about a third of all NHL cases. A significant proportion (~40%) of treated DLBCL patients develop refractory or relapsed disease due to drug resistance which can be attributed to metabolomic and genetic variations amongst diverse DLBCL subtypes. An assay platform that reproduces metabolic patterns of DLBCL in vivo could serve as a useful model for DLBCL. METHODS: This report investigated metabolic functions in 2D and 3D cell cultures using parental and drug-resistant DLBCL cell lines as compared to patient biopsy tissue. RESULTS: A 3D culture model controlled the proliferation of parental and drug-resistant DLBCL cell lines, SUDHL-10, SUDHL-10 RR (rituximab resistant), and SUDHL-10 OR (obinutuzumab resistant), as well as retained differential sensitivity to CHOP. The results from metabolic profiling and isotope tracer studies with D-glucose-13C6 indicated metabolic switching in 3D culture when compared with a 2D environment. Analysis of DLBCL patient tumor tissue revealed that the metabolic changes in 3D grown cells were shifted towards that of clinical specimens. CONCLUSION: 3D culture restrained DLBCL cell line growth and modulated metabolic pathways that trend towards the biological characteristics of patient tumors. Counter-intuitively, this research thereby contends that 3D matrices can be a tool to control tumor function towards a slower growing and metabolically dormant state that better reflects in vivo tumor physiology.

3.
Front Oncol ; 11: 725137, 2021.
Article in English | MEDLINE | ID: mdl-34765544

ABSTRACT

Metabolic dysfunctions enabling increased nucleotide biosynthesis are necessary for supporting malignant proliferation. Our investigations indicate that upregulation of fatty acid synthase (FASN) and de novo lipogenesis, commonly observed in many cancers, are associated with nucleotide metabolic dysfunction in lymphoma. The results from our experiments showed that ribonucleotide and deoxyribonucleotide pool depletion, suppression of global RNA/DNA synthesis, and cell cycle inhibition occurred in the presence of FASN inhibition. Subsequently, we observed that FASN inhibition caused metabolic blockade in the rate-limiting step of the oxidative branch of the pentose phosphate pathway (oxPPP) catalyzed by phosphogluconate dehydrogenase (PGDH). Furthermore, we determined that FASN inhibitor treatment resulted in NADPH accumulation and inhibition of PGDH enzyme activity. NADPH is a cofactor utilized by FASN, also a known allosteric inhibitor of PGDH. Through cell-free enzyme assays consisting of FASN and PGDH, we delineated that the PGDH-catalyzed ribulose-5-phosphate synthesis is enhanced in the presence of FASN and is suppressed by increasing concentrations of NADPH. Additionally, we observed that FASN and PGDH were colocalized in the cytosol. The results from these experiments led us to conclude that NADP-NADPH turnover and the reciprocal stimulation of FASN and PGDH catalysis are involved in promoting oxPPP and nucleotide biosynthesis in lymphoma. Finally, a transcriptomic analysis of non-Hodgkin's lymphoma (n = 624) revealed the increased expression of genes associated with metabolic functions interlinked with oxPPP, while the expression of genes participating in oxPPP remained unaltered. Together we conclude that FASN-PGDH enzymatic interactions are involved in enabling oxPPP and nucleotide metabolic dysfunction in lymphoma tumors.

4.
Eur J Pharmacol ; 890: 173621, 2021 Jan 05.
Article in English | MEDLINE | ID: mdl-33068588

ABSTRACT

In this perspective, we propose to leverage reactive oxygen species (ROS) induction as a potential therapeutic measure against viral infections. Our rationale for targeting RNA viral infections by pro-oxidants is routed on the mechanistic hypothesis that ROS based treatment paradigm could impair RNA integrity faster than the other macromolecules. Though antiviral drugs with antioxidant properties confer potential abilities for preventing viral entry, those with pro-oxidant properties could induce the degradation of nascent viral RNA within the host cells, as RNAs are highly prone to ROS mediated degradation than DNA/proteins. We have previously established that Plumbagin is a highly potent ROS inducer, which acts through shifting of the host redox potential. Besides, it has been reported that Plumbagin treatment has the potential for interrupting viral RNA replication within the host cells. Since the on-going Corona Virus Disease - 2019 (COVID-19) global pandemic mediated by Severe Acute Respiratory Syndrome Corona Virus-2 (SARS-CoV-2) exhibits high infectivity, the development of appropriate antiviral therapeutic strategies remains to be an urgent unmet race against time. Therefore, additional experimental validation is warranted to determine the appropriateness of repurposable drug candidates, possibly ROS inducers, for fighting the pandemic which could lead to saving many lives from being lost to COVID-19.


Subject(s)
Antiviral Agents/therapeutic use , COVID-19 Drug Treatment , Naphthoquinones/therapeutic use , Reactive Oxygen Species/metabolism , SARS-CoV-2 , Animals , COVID-19/metabolism , COVID-19/virology , Humans , Pandemics , RNA, Viral , Virus Diseases
5.
Br J Haematol ; 188(2): 295-308, 2020 01.
Article in English | MEDLINE | ID: mdl-31452195

ABSTRACT

Ixazomib activity and transcriptomic analyses previously established in T cell (TCL) and Hodgkin (HL) lymphoma models predicted synergistic activity for histone deacetylase (HDAC) inhibitory combination. In this present study, we determined the mechanistic basis for ixazomib combination with the HDAC inhibitor, belinostat, in HL and TCL cells lines (ixazomib-sensitive/resistant clones) and primary tumour cells. In ixazomib-treated TCL and HL cells, transient inhibition followed by full recovery of proteasomal activity observed was accompanied by induction of proteasomal gene expression with NFE2L2 (also termed NRF2) as a prominent upstream regulator. Downregulation of both NFE2L2 and proteasomal gene expression (validated by quantitative real time polymerase chain reaction) occurred with belinostat treatment in Jurkat and L428 cells. In addition, CRISPR/Cas9 mediated knockdown of NFE2L2 in Jurkat cells resulted in a significant decrease in cell viability with ixazomib compared with untreated control cells. Using transcriptomic and proteasomal activity evaluation of ixazomib, belinostat, or ixazomib + belinostat treated cells, we observed that NFE2L2, proteasome gene expression and functional recovery were abrogated by ixazomib + belinostat combination, resulting in synergistic drug activity in ixazomib-sensitive and -resistant cell lines and primary cells. Altogether, these results suggest that the synergistic activity of ixazomib + belinostat is mediated via inhibition NFE2L2-dependent proteasomal recovery and extended proteasomal inhibition culminating in increased cell death.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/pharmacology , Hodgkin Disease/drug therapy , Lymphoma, T-Cell/drug therapy , NF-E2-Related Factor 2/genetics , Apoptosis/drug effects , Boron Compounds/administration & dosage , Boron Compounds/pharmacology , Cell Line, Tumor , Down-Regulation , Drug Synergism , Glycine/administration & dosage , Glycine/analogs & derivatives , Glycine/pharmacology , Hodgkin Disease/genetics , Hodgkin Disease/metabolism , Hodgkin Disease/pathology , Humans , Hydroxamic Acids/administration & dosage , Hydroxamic Acids/pharmacology , Jurkat Cells , Lymphoma, T-Cell/genetics , Lymphoma, T-Cell/metabolism , Lymphoma, T-Cell/pathology , NF-E2-Related Factor 2/biosynthesis , Sulfonamides/administration & dosage , Sulfonamides/pharmacology
6.
Leukemia ; 34(5): 1291-1304, 2020 05.
Article in English | MEDLINE | ID: mdl-31772298

ABSTRACT

We investigated the cytolytic and mechanistic activity of anti-CD19 chimeric antigen receptor natural killer (CD19.CAR.NK92) therapy in lymphoma cell lines (diffuse large B-cell, follicular, and Burkitt lymphoma), including rituximab- and obinutuzumab-resistant cells, patient-derived cells, and a human xenograft model. CD19.CAR.NK92 therapy significantly increased cytolytic activity at E:T ratios (1:1-10:1) via LDH release and prominent induction of apoptosis in all cell lines, including in anti-CD20 resistant lymphoma cells. The kinetics of CD19.CAR.NK92 cell death measured via droplet-based single cell microfluidics analysis showed that most lymphoma cells were killed by single contact, with anti-CD20 resistant cell lines requiring significantly longer contact duration with NK cells. In addition, systems biology transcriptomic analyses of flow-sorted lymphoma cells co-cultured with CD19.CAR.NK92 revealed conserved activation of IFNγ signaling, execution of apoptosis, ligand binding, and immunoregulatory and chemokine signaling pathways. Furthermore, a 92-plex cytokine panel analysis showed increased secretion of granzymes, increased secretion of FASL, CCL3, and IL10 in anti-CD20 resistant SUDHL4 cells with induction of genes relevant to mTOR and G2/M checkpoint activation, which were noted in all anti-CD20 resistant cells co-cultured with CD19.CAR.NK92 cells. Collectively, CD19.CAR.NK92 was associated with potent anti-lymphoma activity across a host of sensitive and resistant lymphoma cells that involved distinct immuno-biologic mechanisms of cell death.


Subject(s)
Antigens, CD19/immunology , Antigens, CD20/immunology , Immunotherapy, Adoptive/methods , Killer Cells, Natural/immunology , Lymphoma, Non-Hodgkin/therapy , Receptors, Chimeric Antigen/immunology , Transcriptome , Animals , Apoptosis , Cell Proliferation , Cell- and Tissue-Based Therapy , Humans , Kinetics , Lymphoma, Non-Hodgkin/immunology , Lymphoma, Non-Hodgkin/metabolism , Lymphoma, Non-Hodgkin/pathology , Mice , Tumor Cells, Cultured , Xenograft Model Antitumor Assays
7.
Sci Rep ; 9(1): 17161, 2019 11 20.
Article in English | MEDLINE | ID: mdl-31748664

ABSTRACT

There remains a need to identify new sensitive diagnostic and predictive blood-based platforms in lymphoma. We previously discovered a novel circulating microRNA (miRNA) signature in a Smurf2-deficient mouse model that spontaneously develops diffuse large B-cell lymphoma (DLBCL). Herein, we investigated this 10-miRNA signature (miR-15a, let-7c, let-7b, miR-27a, miR-10b, miR-18a, miR-497, miR-130a, miR24, and miR-155) in human lymphoma cell lines, mice engrafted with patient-derived xenografts (PDXs), and DLBCL patient serum samples leveraging systems biology analyses and droplet digital PCR (ddPCR) technology. Overall, 90% of the miRNAs were enriched in PDX DLBCL models and human lymphoma cell lines. Circulating miRNAs from the serum of 86 DLBCL patients were significantly increased compared with healthy controls and had similar patterns to the murine models. Strikingly, miRNAs were identified up to 27-fold higher levels in the serum of PDX-bearing mice and human patients compared with lymphoma cell lysates, suggesting a concentration of these factors over time within sera. Using cut-points from recursive partitioning analysis, we derived a 5-miRNA signature (let-7b, let-7c, miR-18a, miR-24, and miR-15a) with a classification rate of 91% for serum from patients with DLBCL versus normal controls. In addition, higher levels of circulating let-7b miRNA were associated with more advanced stage disease (i.e., III-IV vs. I-II) in DLBCL patients and higher levels of miR-27a and miR-24 were associated with MYC rearrangement. Taken together, circulating multi-miRNAs were readily detectable in pre-clinical cell line and human lymphoma models as well as in DLBCL patients where they appeared to distinguish clinico-pathologic subtypes and disease features.


Subject(s)
Circulating MicroRNA/genetics , Lymphoma, Large B-Cell, Diffuse/blood , Lymphoma, Large B-Cell, Diffuse/genetics , Adolescent , Animals , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Cell Line, Tumor , Female , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic/genetics , Humans , Male , Mice
8.
J Control Release ; 295: 21-30, 2019 02 10.
Article in English | MEDLINE | ID: mdl-30550941

ABSTRACT

Diffuse large B cell lymphoma (DLBCL), the most common subtype of Non-Hodgkin lymphoma, exhibits pathologic heterogeneity and a dynamic immunogenic tumor microenvironment (TME). However, the lack of preclinical in vitro models of DLBCL TME hinders optimal therapeutic screening. This study describes the development of an integrated droplet microfluidics-based platform for high-throughput generation of immunogenic DLBCL spheroids. The spheroids consist of three cell types (cancer, fibroblast and lymphocytes) in a novel hydrogel combination of alginate and puramatrix, which promoted cell adhesion and aggregation. This system facilitates dynamic analysis of cellular interaction, proliferation and therapeutic efficacy via spatiotemporal monitoring and secretome profiling. The immunomodulatory drug lenalidomide had direct anti-proliferative effect on activated B-cell like DLBCL spheroids and reduced several cytokines and other markers (e.g., CCL2, CCL3, CCL4, CD137 and ANG-1 levels) compared with untreated spheroids. Collectively, this novel spheroid platform will enable high-throughput anti-cancer therapeutic screening in a semi-automated manner.


Subject(s)
Cell Culture Techniques/methods , Drug Screening Assays, Antitumor/methods , Lab-On-A-Chip Devices , Lymphoma, Large B-Cell, Diffuse/drug therapy , Spheroids, Cellular/drug effects , Alginates/chemistry , Antineoplastic Agents/pharmacology , Biomarkers, Tumor/analysis , Biomarkers, Tumor/immunology , Cell Culture Techniques/instrumentation , Cell Line , Cell Proliferation/drug effects , Cell Survival/drug effects , Cells, Cultured , Coculture Techniques/instrumentation , Coculture Techniques/methods , Drug Screening Assays, Antitumor/instrumentation , Equipment Design , Humans , Hydrogels/chemistry , Immunologic Factors/pharmacology , Lenalidomide/pharmacology , Lymphoma, Large B-Cell, Diffuse/immunology , Spheroids, Cellular/immunology , Tumor Cells, Cultured/drug effects , Tumor Cells, Cultured/immunology
10.
Oncotarget ; 9(32): 22693-22702, 2018 04 27.
Article in English | MEDLINE | ID: mdl-29854308

ABSTRACT

T-cell lymphoma (TCL) is an uncommon and aggressive form of human cancer. Lymphoma is the most common hematopoietic tumor in canines (companion animals), with TCL representing approximately 30% of diagnoses. Collectively, the canine is an appealing model for cancer research given the spontaneous occurrence of cancer, intact immune system, and phytogenetic proximity to humans. We sought to establish mutational congruence of the canine with known human TCL mutations in order to identify potential actionable oncogenic pathways. Following pathologic confirmation, DNA was sequenced in 16 canine TCL (cTCL) cases using a custom Human Cancer Hotspot Panel of 68 genes commonly mutated in human TCL. Sequencing identified 4,527,638 total reads with average length of 229 bases containing 346 unique variants and 1,474 total variants; each sample had an average of 92 variants. Among these, there were 258 germline and 32 somatic variants. Among the 32 somatic variants there were 8 missense variants, 1 splice junction variant and the remaining were intron or synonymous variants. A frequency of 4 somatic mutations per sample were noted with >7 mutations detected in MET, KDR, STK11 and BRAF. Expression of these associated proteins were also detected via Western blot analyses. In addition, Sanger sequencing confirmed three variants of high quality (MYC, MET, and TP53 missense mutation). Taken together, the mutational spectrum and protein analyses showed mutations in signaling pathways similar to human TCL and also identified novel mutations that may serve as drug targets as well as potential biomarkers.

11.
Front Immunol ; 8: 1736, 2017.
Article in English | MEDLINE | ID: mdl-29312292

ABSTRACT

Natural killer (NK) cells are phenotypically and functionally diverse lymphocytes that recognize and kill cancer cells. The susceptibility of target cancer cells to NK cell-mediated cytotoxicity depends on the strength and balance of regulatory (activating/inhibitory) ligands expressed on target cell surface. We performed gene expression arrays to determine patterns of NK cell ligands associated with B-cell non-Hodgkin lymphoma (b-NHL). Microarray analyses revealed significant upregulation of a multitude of NK-activating and costimulatory ligands across varied b-NHL cell lines and primary lymphoma cells, including ULBP1, CD72, CD48, and SLAMF6. To correlate genetic signatures with functional anti-lymphoma activity, we developed a dynamic and quantitative cytotoxicity assay in an integrated microfluidic droplet generation and docking array. Individual NK cells and target lymphoma cells were co-encapsulated in picoliter-volume droplets to facilitate monitoring of transient cellular interactions and NK cell effector outcomes at single-cell level. We identified significant variability in NK-lymphoma cell contact duration, frequency, and subsequent cytolysis. Death of lymphoma cells undergoing single contact with NK cells occurred faster than cells that made multiple short contacts. NK cells also killed target cells in droplets via contact-independent mechanisms that partially relied on calcium-dependent processes and perforin secretion, but not on cytokines (interferon-γ or tumor necrosis factor-α). We extended this technique to characterize functional heterogeneity in cytolysis of primary cells from b-NHL patients. Tumor cells from two diffuse large B-cell lymphoma patients showed similar contact durations with NK cells; primary Burkitt lymphoma cells made longer contacts and were lysed at later times. We also tested the cytotoxic efficacy of NK-92, a continuously growing NK cell line being investigated as an antitumor therapy, using our droplet-based bioassay. NK-92 cells were found to be more efficient in killing b-NHL cells compared with primary NK cells, requiring shorter contacts for faster killing activity. Taken together, our combined genetic and microfluidic analysis demonstrate b-NHL cell sensitivity to NK cell-based cytotoxicity, which was associated with significant heterogeneity in the dynamic interaction at single-cell level.

12.
Cancer Res ; 76(11): 3319-31, 2016 06 01.
Article in English | MEDLINE | ID: mdl-26988986

ABSTRACT

Proteasome-regulated NF-κB has been shown to be important for cell survival in T-cell lymphoma and Hodgkin lymphoma models. Several new small-molecule proteasome inhibitors are under various stages of active preclinical and clinical development. We completed a comprehensive preclinical examination of the efficacy and associated biologic effects of a second-generation proteasome inhibitor, ixazomib, in T-cell lymphoma and Hodgkin lymphoma cells and in vivo SCID mouse models. We demonstrated that ixazomib induced potent cell death in all cell lines at clinically achievable concentrations. In addition, it significantly inhibited tumor growth and improved survival in T-cell lymphoma and Hodgkin lymphoma human lymphoma xenograft models. Through global transcriptome analyses, proteasomal inhibition showed conserved overlap in downregulation of cell cycle, chromatin modification, and DNA repair processes in ixazomib-sensitive lymphoma cells. The predicted activity for tumor suppressors and oncogenes, the impact on "hallmarks of cancer," and the analysis of key significant genes from global transcriptome analysis for ixazomib strongly favored tumor inhibition via downregulation of MYC and CHK1, its target genes. Furthermore, in ixazomib-treated lymphoma cells, we identified that CHK1 was involved in the regulation of MYC expression through chromatin modification involving histone H3 acetylation via chromatin immunoprecipitation. Finally, using pharmacologic and RNA silencing of CHK1 or the associated MYC-related mechanism, we demonstrated synergistic cell death in combination with antiproteasome therapy. Altogether, ixazomib significantly downregulates MYC and induces potent cell death in T-cell lymphoma and Hodgkin lymphoma, and we identified that combinatorial therapy with anti-CHK1 treatment represents a rational and novel therapeutic approach. Cancer Res; 76(11); 3319-31. ©2016 AACR.


Subject(s)
Apoptosis/drug effects , Boron Compounds/pharmacology , Checkpoint Kinase 1/metabolism , Glycine/analogs & derivatives , Hodgkin Disease/pathology , Lymphoma, T-Cell/pathology , Proteasome Endopeptidase Complex/chemistry , Proteasome Inhibitors/pharmacology , Proto-Oncogene Proteins c-myc/metabolism , Animals , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Blotting, Western , Cell Proliferation/drug effects , Checkpoint Kinase 1/genetics , Chromatin Immunoprecipitation , Gene Expression Profiling , Glycine/pharmacology , Hodgkin Disease/drug therapy , Hodgkin Disease/metabolism , Humans , Lymphoma, T-Cell/drug therapy , Lymphoma, T-Cell/metabolism , Mice , Mice, SCID , Proteasome Endopeptidase Complex/metabolism , Proto-Oncogene Proteins c-myc/genetics , RNA, Messenger/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction , Tumor Cells, Cultured , Xenograft Model Antitumor Assays
13.
Clin Cancer Res ; 20(23): 6023-33, 2014 Dec 01.
Article in English | MEDLINE | ID: mdl-25316819

ABSTRACT

PURPOSE: Darinaparsin (Zio-101) is a novel organic arsenical compound with encouraging clinical activity in relapsed/refractory T-cell lymphoma (TCL) and Hodgkin lymphoma (HL); however, little is known about its mechanism of action. EXPERIMENTAL DESIGN: TCL cell lines (Jurkat, Hut78, and HH) and HL cell lines (L428, L540, and L1236) were examined for in vitro cell death by MTT assay and Annexin V-based flow cytometry. Jurkat and L540-derived xenografts in SCID mice were examined for in vivo tumor inhibition and survival. Biologic effects of darinaparsin on the MAPK pathway were investigated using pharmacologic inhibitors, RNAi and transient transfection for overexpression for SHP1 and MEK. RESULTS: Darinaparsin treatment resulted in time- and dose-dependent cytotoxicity and apoptosis in all TCL and HL cell lines. In addition, darinaparsin had more rapid, higher, and sustained intracellular arsenic levels compared with arsenic trioxide via mass spectrometry. In vivo experiments with Jurkat (TCL) and L540 (HL)-derived lymphoma xenografts showed significant inhibition of tumor growth and improved survival in darinaparsin-treated SCID mice. Biologically, darinaparsin caused phosphorylation of ERK (and relevant downstream substrates) primarily by decreasing the inhibitory SHP1 phosphatase and coimmunoprecipitation showed significant ERK/SHP1 interaction. Furthermore, ERK shRNA knockdown or constitutive overexpression of SHP1 resulted in increased apoptosis, whereas cotreatment with pharmacologic MEK inhibitors resulted in synergistic cell death. Conversely, SHP1 blockade (via pharmacologic inhibition or RNAi) and MEK constitutive activation decreased darinaparsin-related cell death. CONCLUSIONS: Altogether, these data show that darinaparsin is highly active in HL and TCL and its activity is dependent primarily on MAPK mechanisms.


Subject(s)
Apoptosis/drug effects , Arsenicals/pharmacology , Glutathione/analogs & derivatives , Hodgkin Disease/metabolism , Lymphoma, T-Cell/metabolism , Mitogen-Activated Protein Kinases/metabolism , Protein Tyrosine Phosphatase, Non-Receptor Type 6/metabolism , Animals , Arsenic/metabolism , Arsenicals/administration & dosage , Cell Cycle/drug effects , Cell Death/drug effects , Cell Line, Tumor , Cell Survival/drug effects , Disease Models, Animal , Extracellular Signal-Regulated MAP Kinases/metabolism , Glutathione/administration & dosage , Glutathione/pharmacology , Hodgkin Disease/drug therapy , Hodgkin Disease/mortality , Hodgkin Disease/pathology , Humans , Intracellular Space/metabolism , Lymphoma, T-Cell/drug therapy , Lymphoma, T-Cell/mortality , Lymphoma, T-Cell/pathology , Mice , Signal Transduction/drug effects , Tumor Burden/drug effects , Xenograft Model Antitumor Assays
14.
Methods Mol Biol ; 920: 9-26, 2012.
Article in English | MEDLINE | ID: mdl-22941593

ABSTRACT

Exposure to DNA-damaging agents invokes biological responses necessary for damage recovery and cell survival. Despite the presence of intact DNA repair pathways, lack of certain other biological pathways has been shown to sensitize cells to DNA-damaging agents' exposure. It is likely that following DNA damage a complex interplay between DNA repair pathways and other biological pathways might be required to ensure cell survival. In this chapter, we describe a high-throughput method for the identification of genes essential for cell survival following DNA damage by using a cell-based assay to measure viability in combination with an RNA interference-based genome-wide screening experiment.


Subject(s)
DNA Damage , Drosophila melanogaster/cytology , Drosophila melanogaster/genetics , Gene Knockdown Techniques/methods , Genes, Insect/genetics , RNA Interference , Animals , Biological Assay , Cell Line , Cell Survival/drug effects , Cell Survival/genetics , Drosophila melanogaster/drug effects , Polymerase Chain Reaction , RNA, Double-Stranded/genetics , Transcription, Genetic/drug effects , Transcription, Genetic/genetics , Transfection
15.
PLoS One ; 6(1): e15864, 2011 Jan 10.
Article in English | MEDLINE | ID: mdl-21249227

ABSTRACT

BACKGROUND: In vitro cell culture experiments with primary cells have reported that cell proliferation is retarded in the presence of ambient compared to physiological O2 levels. Cancer is primarily a disease of aberrant cell proliferation, therefore, studying cancer cells grown under ambient O2 may be undesirable. To understand better the impact of O2 on the propagation of cancer cells in vitro, we compared the growth potential of a panel of ovarian cancer cell lines under ambient (21%) or physiological (3%) O2. PRINCIPAL FINDINGS: Our observations demonstrate that similar to primary cells, many cancer cells maintain an inherent sensitivity to O2, but some display insensitivity to changes in O2 concentration. Further analysis revealed an association between defective G2/M cell cycle transition regulation and O2 insensitivity resultant from overexpression of 14-3-3 σ. Targeting 14-3-3 σ overexpression with RNAi restored O2 sensitivity in these cell lines. Additionally, we found that metastatic ovarian tumors frequently overexpress 14-3-3 σ, which in conjunction with phosphorylated RB, results in poor prognosis. CONCLUSIONS: Cancer cells show differential proliferative sensitivity to changes in O2 concentration. Although a direct link between O2 insensitivity and metastasis was not determined, this investigation showed that an O2 insensitive phenotype in cancer cells to correlate with metastatic tumor progression.


Subject(s)
14-3-3 Proteins/genetics , Cell Division , G2 Phase , Gene Expression Regulation, Neoplastic , Ovarian Neoplasms/pathology , Oxygen/metabolism , Cell Proliferation , Dose-Response Relationship, Drug , Female , Humans , Neoplasm Metastasis/genetics , Ovarian Neoplasms/genetics , Ovarian Neoplasms/metabolism , Tumor Cells, Cultured
16.
BMC Syst Biol ; 4: 36, 2010 Mar 30.
Article in English | MEDLINE | ID: mdl-20353594

ABSTRACT

BACKGROUND: A genomic catalogue of protein-protein interactions is a rich source of information, particularly for exploring the relationships between proteins. Numerous systems-wide and small-scale experiments have been conducted to identify interactions; however, our knowledge of all interactions for any one species is incomplete, and alternative means to expand these network maps is needed. We therefore took a comparative biology approach to predict protein-protein interactions across five species (human, mouse, fly, worm, and yeast) and developed InterologFinder for research biologists to easily navigate this data. We also developed a confidence score for interactions based on available experimental evidence and conservation across species. RESULTS: The connectivity of the resultant networks was determined to have scale-free distribution, small-world properties, and increased local modularity, indicating that the added interactions do not disrupt our current understanding of protein network structures. We show examples of how these improved interactomes can be used to analyze a genome-scale dataset (RNAi screen) and to assign new function to proteins. Predicted interactions within this dataset were tested by co-immunoprecipitation, resulting in a high rate of validation, suggesting the high quality of networks produced. CONCLUSIONS: Protein-protein interactions were predicted in five species, based on orthology. An InteroScore, a score accounting for homology, number of orthologues with evidence of interactions, and number of unique observations of interactions, is given to each known and predicted interaction. Our website http://www.interologfinder.org provides research biologists intuitive access to this data.


Subject(s)
Computational Biology/methods , Protein Interaction Mapping/methods , Proteins/chemistry , Animals , Caenorhabditis elegans , Drosophila , Humans , Mice , Models, Statistical , Proteasome Endopeptidase Complex/chemistry , RNA Interference , Saccharomyces cerevisiae/metabolism , Software , Species Specificity , Transfection
17.
PLoS Genet ; 5(6): e1000527, 2009 Jun.
Article in English | MEDLINE | ID: mdl-19543366

ABSTRACT

Damage initiates a pleiotropic cellular response aimed at cellular survival when appropriate. To identify genes required for damage survival, we used a cell-based RNAi screen against the Drosophila genome and the alkylating agent methyl methanesulphonate (MMS). Similar studies performed in other model organisms report that damage response may involve pleiotropic cellular processes other than the central DNA repair components, yet an intuitive systems level view of the cellular components required for damage survival, their interrelationship, and contextual importance has been lacking. Further, by comparing data from different model organisms, identification of conserved and presumably core survival components should be forthcoming. We identified 307 genes, representing 13 signaling, metabolic, or enzymatic pathways, affecting cellular survival of MMS-induced damage. As expected, the majority of these pathways are involved in DNA repair; however, several pathways with more diverse biological functions were also identified, including the TOR pathway, transcription, translation, proteasome, glutathione synthesis, ATP synthesis, and Notch signaling, and these were equally important in damage survival. Comparison with genomic screen data from Saccharomyces cerevisiae revealed no overlap enrichment of individual genes between the species, but a conservation of the pathways. To demonstrate the functional conservation of pathways, five were tested in Drosophila and mouse cells, with each pathway responding to alkylation damage in both species. Using the protein interactome, a significant level of connectivity was observed between Drosophila MMS survival proteins, suggesting a higher order relationship. This connectivity was dramatically improved by incorporating the components of the 13 identified pathways within the network. Grouping proteins into "pathway nodes" qualitatively improved the interactome organization, revealing a highly organized "MMS survival network." We conclude that identification of pathways can facilitate comparative biology analysis when direct gene/orthologue comparisons fail. A biologically intuitive, highly interconnected MMS survival network was revealed after we incorporated pathway data in our interactome analysis.


Subject(s)
Drosophila/physiology , Gene Regulatory Networks , RNA Interference , Signal Transduction , Animals , Cell Line , Cells, Cultured , DNA Damage/drug effects , Drosophila/drug effects , Drosophila/genetics , Drosophila Proteins/genetics , Drosophila Proteins/metabolism , Genome, Insect/drug effects , Methyl Methanesulfonate/pharmacology , Mice , Mice, Inbred C57BL , Mutagens/pharmacology , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Signal Transduction/drug effects
18.
J Biomol Screen ; 13(8): 777-84, 2008 Sep.
Article in English | MEDLINE | ID: mdl-18753689

ABSTRACT

Genome-wide RNA interference (RNAi) screening allows investigation of the role of individual genes in a process of choice. Most RNAi screens identify a large number of genes with a continuous gradient in the assessed phenotype. Screeners must decide whether to examine genes with the most robust phenotype or the full gradient of genes that cause an effect and how to identify candidate genes. The authors have used RNAi in Drosophila cells to examine viability in a 384-well plate format and compare 2 screens, untreated control and treatment. They compare multiple normalization methods, which take advantage of different features within the data, including quantile normalization, background subtraction, scaling, cellHTS2 (Boutros et al. 2006), and interquartile range measurement. Considering the false-positive potential that arises from RNAi technology, a robust validation method was designed for the purpose of gene selection for future investigations. In a retrospective analysis, the authors describe the use of validation data to evaluate each normalization method. Although no method worked ideally, a combination of 2 methods, background subtraction followed by quantile normalization and cellHTS2, at different thresholds, captures the most dependable and diverse candidate genes. Thresholds are suggested depending on whether a few candidate genes are desired or a more extensive systems-level analysis is sought. The normalization approaches and experimental design to perform validation experiments are likely to apply to those high-throughput screening systems attempting to identify genes for systems-level analysis.


Subject(s)
Drosophila/genetics , RNA Interference , Animals , Cell Line , Drosophila/cytology , RNA, Double-Stranded/genetics , RNA, Double-Stranded/metabolism , Reproducibility of Results
19.
Mol Cell Biochem ; 308(1-2): 193-200, 2008 Jan.
Article in English | MEDLINE | ID: mdl-17932622

ABSTRACT

Mammalian ultraviolet (UV) radiation response is a gene induction cascade activated by several transcription factors, including NF-kappaB. Although NF-kappaB is induced by UV radiation, the signal transduction mechanism remains relatively unclear. In the present study, we show that UV-induced NF-kappaB activation is mediated by the activation of Ataxia telangiecia mutated (ATM) and protein kinase C (PKC). We also show that caffeine specifically inhibits UV-mediated NF-kappaB activation, but not TNFalpha-mediated NF-kappaB activation. In addition, our study shows that ATM, but not ATM-Rad3-related (ATR) or DNA-dependent protein kinase (DNA-PK) is involved in UV-induced NF-kappaB activation. Because SB203580 (a p38 MAPK inhibitor), or Calphostin C or rottlerin (PKC inhibitors) was able to inhibit UV-mediated NF-kappaB activation, we evaluated whether caffeine could inhibit p38 MAPK or PKC activity. Caffeine or rottlerin inhibited UV-induced phosphorylation of p38 MAPK, but not anisomycin-induced phosphorylation of p38 MAPK, suggesting that p38 MAPK is downstream of PKC. Additionally, caffeine could effectively inhibit UV-induced increases in PKC activity. Taken together, our study demonstrates that caffeine is a potent inhibitor of UV-induced NF-kappaB activation. Additionally, this inhibition occurs due to the inhibitory action of caffeine on ATM and PKC, resulting in the inhibition of p38 MAPK activation.


Subject(s)
Caffeine/pharmacology , Cell Cycle Proteins/metabolism , DNA-Binding Proteins/metabolism , Melanoma/enzymology , NF-kappa B/metabolism , Protein Kinase C-delta/metabolism , Protein Serine-Threonine Kinases/metabolism , Tumor Suppressor Proteins/metabolism , Ultraviolet Rays , p38 Mitogen-Activated Protein Kinases/metabolism , Ataxia Telangiectasia Mutated Proteins , Casein Kinase II/metabolism , Cell Line, Tumor , Cell Nucleus/drug effects , Cell Nucleus/metabolism , Cell Nucleus/radiation effects , Enzyme Activation/drug effects , Enzyme Activation/radiation effects , Humans , I-kappa B Proteins/metabolism , Melanoma/pathology , Protein Kinase Inhibitors/pharmacology , Protein Processing, Post-Translational/drug effects , Protein Processing, Post-Translational/radiation effects , Protein Transport/drug effects , Protein Transport/radiation effects , Transcription Factor RelA/metabolism , Tumor Necrosis Factor-alpha/pharmacology
20.
J Biol Chem ; 280(48): 40084-96, 2005 Dec 02.
Article in English | MEDLINE | ID: mdl-16159878

ABSTRACT

Apoptosis is a major mechanism of cancer cell destruction by chemotherapy and radiotherapy. The anthracycline class of antitumor drugs undergoes redox cycling in living cells producing increased amounts of reactive oxygen species and semiquinone radical, both of which can cause DNA damage, and consequently trigger apoptotic death of cancer cells. We show here that MCF-7 cells overexpressing thioredoxin (Trx) were more apoptotic in response to daunomycin. Trx overexpression in MCF-7 cells increased the generation of superoxide anion (O2*-) in anthracycline-treated cell extracts. Enhanced generation of O2- in response to daunomycin inTrx-overexpressing MCF-7 cells was inhibited by diphenyleneiodonium chloride, a general NADPH reductase inhibitor, demonstrating that Trx provides reducing equivalents to a bioreductive enzyme for redox cycling of daunomycin. Additionally Trx increased p53-DNA binding and expression in response to anthracyclines. MCF-7 cells expressing mutant redox-inactive Trx showed decreased superoxide generation, apoptosis, and p53 protein and DNA binding. In addition, down-regulation of endogenous Trx expression by small interfering RNA resulted in decreased expression of caspase-7 and cleaved poly(ADP-ribose) polymerase expression in response to daunomycin. These results suggest that endogenous Trx is required for anthracycline-mediated apoptosis of breast cancer cells. Taken together, our data demonstrate a novel pro-oxidant and proapoptotic role of Trx in anthracycline-mediated apoptosis in anthracycline chemotherapy.


Subject(s)
Anthracyclines/pharmacology , Thioredoxins/metabolism , Tumor Suppressor Protein p53/metabolism , Anions , Apoptosis , Blotting, Western , Cell Line, Tumor , Cytosol/metabolism , DNA/chemistry , Daunorubicin/pharmacology , Dose-Response Relationship, Drug , Down-Regulation , Enzyme-Linked Immunosorbent Assay , Flow Cytometry , Fluorescent Dyes/pharmacology , Free Radicals , Gene Silencing , Genes, p53 , Humans , In Situ Nick-End Labeling , Onium Compounds/pharmacology , Oxidants/chemistry , Oxidation-Reduction , Oxygen/chemistry , Poly(ADP-ribose) Polymerases/metabolism , Protein Binding , RNA Interference , Reactive Oxygen Species , Superoxides/chemistry , Thioredoxins/chemistry , Time Factors , Transfection , Trypsin/pharmacology
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