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1.
Sci Adv ; 7(25)2021 Jun.
Article in English | MEDLINE | ID: mdl-34144987

ABSTRACT

Diverse immunoregulatory circuits operate to preserve intestinal homeostasis and prevent inflammation. Galectin-1 (Gal1), a ß-galactoside-binding protein, promotes homeostasis by reprogramming innate and adaptive immunity. Here, we identify a glycosylation-dependent "on-off" circuit driven by Gal1 and its glycosylated ligands that controls intestinal immunopathology by targeting activated CD8+ T cells and shaping the cytokine profile. In patients with inflammatory bowel disease (IBD), augmented Gal1 was associated with dysregulated expression of core 2 ß6-N-acetylglucosaminyltransferase 1 (C2GNT1) and α(2,6)-sialyltransferase 1 (ST6GAL1), glycosyltransferases responsible for creating or masking Gal1 ligands. Mice lacking Gal1 exhibited exacerbated colitis and augmented mucosal CD8+ T cell activation in response to 2,4,6-trinitrobenzenesulfonic acid; this phenotype was partially ameliorated by treatment with recombinant Gal1. While C2gnt1-/- mice exhibited aggravated colitis, St6gal1-/- mice showed attenuated inflammation. These effects were associated with intrinsic T cell glycosylation. Thus, Gal1 and its glycosylated ligands act to preserve intestinal homeostasis by recalibrating T cell immunity.

2.
Cells ; 10(1)2020 12 31.
Article in English | MEDLINE | ID: mdl-33396205

ABSTRACT

Studying tissue-independent components of cancer and defining pan-cancer subtypes could be addressed using tissue-specific molecular signatures if classification errors are controlled. Since PAM50 is a well-known, United States Food and Drug Administration (FDA)-approved and commercially available breast cancer signature, we applied it with uncertainty assessment to classify tumor samples from over 33 cancer types, discarded unassigned samples, and studied the emerging tumor-agnostic molecular patterns. The percentage of unassigned samples ranged between 55.5% and 86.9% in non-breast tissues, and gene set analysis suggested that the remaining samples could be grouped into two classes (named C1 and C2) regardless of the tissue. The C2 class was more dedifferentiated, more proliferative, with higher centrosome amplification, and potentially more TP53 and RB1 mutations. We identified 28 gene sets and 95 genes mainly associated with cell-cycle progression, cell-cycle checkpoints, and DNA damage that were consistently exacerbated in the C2 class. In some cancer types, the C1/C2 classification was associated with survival and drug sensitivity, and modulated the prognostic meaning of the immune infiltrate. Our results suggest that PAM50 could be repurposed for a pan-cancer context when paired with uncertainty assessment, resulting in two classes with molecular, biological, and clinical implications.


Subject(s)
Biomarkers, Tumor/metabolism , Cell Cycle Checkpoints/genetics , Cell Differentiation/genetics , DNA Damage/genetics , Embryonic Stem Cells/metabolism , Gene Expression Regulation, Neoplastic/genetics , Neoplasms/classification , Neoplasms/metabolism , Algorithms , Biomarkers, Tumor/genetics , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Cell Differentiation/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Proliferation/genetics , Centrosome/metabolism , Cohort Studies , Databases, Genetic , Gene Expression Profiling , Humans , Inhibitory Concentration 50 , Membrane Proteins/genetics , Membrane Proteins/metabolism , Mutation , Neoplasms/genetics , Neoplasms/mortality , Prognosis , Proportional Hazards Models , Receptor, ErbB-2/genetics , Receptor, ErbB-2/metabolism , Retinoblastoma Binding Proteins/genetics , Tumor Suppressor Protein p53/genetics , Ubiquitin-Protein Ligases/genetics
3.
Cancer Cell ; 29(3): 270-284, 2016 Mar 14.
Article in English | MEDLINE | ID: mdl-26977879

ABSTRACT

Once melanomas have progressed with acquired resistance to mitogen-activated protein kinase (MAPK)-targeted therapy, mutational heterogeneity presents a major challenge. We therefore examined the therapy phase before acquired resistance had developed and discovered the melanoma survival oncogene MITF as a driver of an early non-mutational and reversible drug-tolerance state, which is induced by PAX3-mediated upregulation of MITF. A drug-repositioning screen identified the HIV1-protease inhibitor nelfinavir as potent suppressor of PAX3 and MITF expression. Nelfinavir profoundly sensitizes BRAF and NRAS mutant melanoma cells to MAPK-pathway inhibitors. Moreover, nelfinavir is effective in BRAF and NRAS mutant melanoma cells isolated from patients progressed on MAPK inhibitor (MAPKi) therapy and in BRAF/NRAS/PTEN mutant tumors. We demonstrate that inhibiting a driver of MAPKi-induced drug tolerance could improve current approaches of targeted melanoma therapy.


Subject(s)
Drug Tolerance/genetics , Melanoma/drug therapy , Melanoma/genetics , Mutation/drug effects , Mutation/genetics , Protein Kinase Inhibitors/pharmacology , Cell Line, Tumor , Drug Resistance, Neoplasm/drug effects , Drug Resistance, Neoplasm/genetics , GTP Phosphohydrolases/genetics , HIV Protease Inhibitors/pharmacology , Humans , Membrane Proteins/genetics , Mitogen-Activated Protein Kinases/metabolism , Nelfinavir/pharmacology , PAX3 Transcription Factor , Paired Box Transcription Factors/genetics , Proto-Oncogene Proteins B-raf/genetics , Up-Regulation/drug effects , Up-Regulation/genetics
4.
Mol Oncol ; 10(1): 73-84, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26365896

ABSTRACT

BRAF inhibitors can extend progression-free and overall survival in melanoma patients whose tumors harbor mutations in BRAF. However, the majority of patients eventually develop resistance to these drugs. Here we show that BRAF mutant melanoma cells that have developed acquired resistance to BRAF inhibitors display increased oxidative metabolism and increased dependency on mitochondria for survival. Intriguingly, the increased oxidative metabolism is associated with a switch from glucose to glutamine metabolism and an increased dependence on glutamine over glucose for proliferation. We show that the resistant cells are more sensitive to mitochondrial poisons and to inhibitors of glutaminolysis, suggesting that targeting specific metabolic pathways may offer exciting therapeutic opportunities to treat resistant tumors, or to delay emergence of resistance in the first-line setting.


Subject(s)
Glutamine/metabolism , Melanoma/metabolism , Proto-Oncogene Proteins B-raf/antagonists & inhibitors , Animals , Cell Line, Tumor , Heterografts , Humans , Mice , Proto-Oncogene Proteins B-raf/genetics
5.
Nat Commun ; 5: 3901, 2014 May 22.
Article in English | MEDLINE | ID: mdl-24849047

ABSTRACT

RAF inhibitor therapy yields significant reductions in tumour burden in the majority of V600E-positive melanoma patients; however, resistance occurs within 2-18 months. Here we demonstrate that the mixed lineage kinases (MLK1-4) are MEK kinases that reactivate the MEK/ERK pathway in the presence of RAF inhibitors. Expression of MLK1-4 mediates resistance to RAF inhibitors and promotes survival in V600E-positive melanoma cell lines. Furthermore, we observe upregulation of the MLKs in 9 of 21 melanoma patients with acquired drug resistance. Consistent with this observation, MLKs promote resistance to RAF inhibitors in mouse models and contribute to acquired resistance in a cell line model. Lastly, we observe that a majority of MLK1 mutations identified in patients are gain-of-function mutations. In summary, our data demonstrate a role for MLKs as direct activators of the MEK/ERK pathway with implications for melanomagenesis and resistance to RAF inhibitors.


Subject(s)
Drug Resistance, Neoplasm/drug effects , MAP Kinase Kinase Kinases/metabolism , Mitogen-Activated Protein Kinase Kinases/metabolism , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins B-raf/antagonists & inhibitors , Animals , Cell Line , Cell Survival/drug effects , Disease Models, Animal , Enzyme Activation/drug effects , Humans , Indoles/pharmacology , MAP Kinase Signaling System/drug effects , Mice , Mutation/genetics , Phosphorylation/drug effects , Proto-Oncogene Proteins B-raf/metabolism , Sulfonamides/pharmacology , Up-Regulation/drug effects , Vemurafenib
6.
Cancer Discov ; 3(2): 158-67, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23242808

ABSTRACT

UNLABELLED: We generated cell lines resistant to BRAF inhibitors and show that the EGF receptor (EGFR)-SRC family kinase (SFK)-STAT3 signaling pathway was upregulated in these cells. In addition to driving proliferation of resistant cells, this pathway also stimulated invasion and metastasis. EGFR inhibitors cooperated with BRAF inhibitors to block the growth of the resistant cells in vitro and in vivo, and monotherapy with the broad specificity tyrosine kinase inhibitor dasatinib blocked growth and metastasis in vivo. We analyzed tumors from patients with intrinsic or acquired resistance to vemurafenib and observed increased EGFR and SFK activity. Furthermore, dasatinib blocked the growth and metastasis of one of the resistant tumors in immunocompromised mice. Our data show that BRAF inhibitor-mediated activation of EGFR-SFK-STAT3 signaling can mediate resistance in patients with BRAF-mutant melanoma. We describe 2 treatments that seem to overcome this resistance and could deliver therapeutic efficacy in patients with drug-resistant BRAF-mutant melanoma. SIGNIFICANCE: Therapies that target the driver oncogenes in cancer can achieve remarkable responses if patients are stratified for treatment. However, as with conventional therapies, patients often develop acquired resistance to targeted therapies, and a proportion of patients are intrinsically resistant and fail to respond despite the presence of an appropriate driver oncogene mutation. We found that the EGFR/SFK pathway mediated resistance to vemurafenib in BRAF -mutant melanoma and that BRAF and EGFR or SFK inhibition blocked proliferation and invasion of these resistant tumors, providing potentially effective therapeutic options for these patients.


Subject(s)
ErbB Receptors/antagonists & inhibitors , Melanoma/drug therapy , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins B-raf/antagonists & inhibitors , src-Family Kinases/antagonists & inhibitors , Amino Acid Sequence , Animals , Cell Line, Tumor , Cell Proliferation/drug effects , Dasatinib , Drug Resistance, Neoplasm/drug effects , ErbB Receptors/metabolism , Female , Humans , Immunoblotting , Indoles/pharmacology , Melanoma/genetics , Melanoma/pathology , Mice , Mice, Inbred NOD , Mice, Nude , Mice, SCID , Molecular Sequence Data , Mutation , Phosphorylation/drug effects , Proto-Oncogene Proteins B-raf/metabolism , Pyrimidines/pharmacology , STAT3 Transcription Factor/metabolism , Signal Transduction/drug effects , Sulfonamides/pharmacology , Thiazoles/pharmacology , Vemurafenib , Xenograft Model Antitumor Assays , src-Family Kinases/metabolism
7.
Comput Biol Med ; 42(2): 188-94, 2012 Feb.
Article in English | MEDLINE | ID: mdl-22226646

ABSTRACT

Set enrichment analysis (SEA) is used to identify enriched biological categories/terms within high-throughput differential expression experiments. This is done by evaluating the proportion of differentially expressed genes against a background reference (BR). However, the choice of the "appropriate" BR is a perplexing problem and results will depend on it. Here, a visualization procedure that integrates results from several BRs and a stability analysis of enriched terms is presented as a tool to aid SEA. The multi-reference contrast method (MRCM) combines results from multiple BRs in a unique picture. The application of the proposed method was illustrated in one proteomic and three microarray experiments. The MRCM facilitates the exploration task involved in ontology analysis on proteomic/genomic experiments, where consensus terms were found to validate main experimental hypothesis. The use of more than one reference may provide new biological insights. The tool automatically highlights non-consensus terms assisting SEA.


Subject(s)
Data Mining/methods , Databases, Genetic , Genomics/methods , Terminology as Topic , Animals , Cluster Analysis , Electrophoresis, Gel, Two-Dimensional , Gene Expression Profiling , Humans , Mice , Models, Theoretical , Oligonucleotide Array Sequence Analysis , Proteomics
8.
J Invest Dermatol ; 131(12): 2438-47, 2011 Dec.
Article in English | MEDLINE | ID: mdl-21850018

ABSTRACT

In melanoma, the extracellular protein SPARC (secreted protein acidic and rich in cysteine) is related to tumor progression. Some of the evidence that links SPARC to melanoma progression indicates that SPARC may be involved in the acquisition of mesenchymal traits that favor metastatic dissemination. However, no molecular pathways that link extracellular SPARC to a mesenchymal phenotype have been described. In this study, global protein expression analysis of the melanoma secretome following enforced downregulation of SPARC expression led us to elucidate a new molecular mechanism by which SPARC promotes cathepsin B-mediated melanoma invasiveness using collagen I and α2ß1 integrins as mediators. Interestingly, we also found that the transforming growth factor (TGF)-ß1 contribution to cathepsin B-mediated invasion is highly SPARC dependent. In addition, induction of the E-cadherin to N-cadherin switch by SPARC enabled melanoma cells to transmigrate across an endothelial layer through a mechanism independent to that of enhancing invasion. Finally, SPARC also enhanced the extracellular expression of other proteins involved in epithelial-mesenchymal transformation, such as family with sequence similarity 3, member C/interleukin-like EMT-inducer. Our findings demonstrate a previously unreported molecular pathway for SPARC activity on invasion and support an active role of SPARC in the mesenchymal transformation that contributes to melanoma dissemination.


Subject(s)
Cathepsin B/metabolism , Collagen Type I/metabolism , Integrin alpha2beta1/metabolism , Melanoma/metabolism , Osteonectin/metabolism , Skin Neoplasms/metabolism , Cadherins/metabolism , Cell Line, Tumor , Cytokines/metabolism , Down-Regulation , Epithelial-Mesenchymal Transition , Gene Expression Profiling , Humans , Melanoma/pathology , Neoplasm Invasiveness , Neoplasm Proteins/metabolism , Skin Neoplasms/pathology , Transforming Growth Factor beta1/metabolism
9.
Bioinformatics ; 24(23): 2706-12, 2008 Dec 01.
Article in English | MEDLINE | ID: mdl-18818217

ABSTRACT

MOTIVATION: Difference in-gel electrophoresis (DIGE)-based protein expression analysis allows assessing the relative expression of proteins in two biological samples differently labeled (Cy5, Cy3 CyDyes). In the same gel, a reference sample is also used (Cy2 CyDye) for spot matching during image analysis and volume normalization. The standard statistical techniques to identify differentially expressed (DE) proteins are the calculation of fold-changes and the comparison of treatment means by the t-test. The analyses rarely accounts for other experimental effects, such as CyDye and gel effects, which could be important sources of noise while detecting treatment effects. RESULTS: We propose to identify DIGE DE proteins using a two-stage linear mixed model. The proposal consists of splitting the overall model for the measured intensity into two interconnected models. First, we fit a normalization model that accounts for the general experimental effects, such as gel and CyDye effects as well as for the features of the associated random term distributions. Second, we fit a model that uses the residuals from the first step to account for differences between treatments in protein-by-protein basis. The modeling strategy was evaluated using data from a melanoma cell study. We found that a heteroskedastic model in the first stage, which also account for CyDye and gel effects, best normalized the data, while allowing for an efficient estimation of the treatment effects. The Cy2 reference channel was used as a covariate in the normalization model to avoid skewness of the residual distribution. Its inclusion improved the detection of DE proteins in the second stage.


Subject(s)
Electrophoresis, Gel, Two-Dimensional/methods , Melanoma/metabolism , Proteome/metabolism , Carbocyanines/chemistry , Cell Line, Tumor , Computational Biology/methods , Electrophoresis, Gel, Two-Dimensional/instrumentation , Fluorescent Dyes/chemistry , Humans , Image Processing, Computer-Assisted/methods , Linear Models , Proteomics/methods
10.
FEBS J ; 275(7): 1450-1463, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18279387

ABSTRACT

2-Cys peroxiredoxins (2-Cys Prx) are ubiquitous thiol-containing peroxidases that have been implicated in antioxidant defense and signal transduction. Although their biochemical features have been extensively studied, little is known about the mechanisms that link the redox activity and non-redox processes. Here we report that the concerted action of a nucleoside triphosphate and Mg(2+) on rapeseed 2-Cys Prx reversibly impairs the peroxidase activity and promotes the formation of high molecular mass species. Using protein intrinsic fluorescence in the analysis of site-directed mutants, we demonstrate that ATP quenches the emission intensity of Trp179, a residue close to the conserved Cys175. More importantly, we found that ATP facilitates the autophosphorylation of 2-Cys Prx when the protein is successively reduced with thiol-bearing compounds and oxidized with hydroperoxides or quinones. MS analyses reveal that 2-Cys Prx incorporates the phosphoryl group into the Cys175 residue yielding the sulfinic-phosphoryl [Prx-(Cys175)-SO(2)PO(3)(2-)] and the sulfonic-phosphoryl [Prx-(Cys175)-SO(3)PO(3)(2-)] anhydrides. Hence, the functional coupling between ATP and 2-Cys Prx gives novel insights into not only the removal of reactive oxygen species, but also mechanisms that link the energy status of the cell and the oxidation of cysteine residues.


Subject(s)
Adenosine Triphosphate/physiology , Brassica rapa/metabolism , Cysteine/metabolism , Peroxiredoxins/metabolism , Amino Acid Sequence , Amino Acid Substitution/genetics , Brassica rapa/genetics , Humans , Magnesium/physiology , Molecular Sequence Data , Peroxiredoxins/genetics , Phosphorylation , Plant Proteins/metabolism , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
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