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Alcazar O, Ogihara M, Ren G, Buchwald P, Abdulreda MH. Exploring Computational Data Amplification and Imputation for the Discovery of Type 1 Diabetes (T1D) Biomarkers from Limited Human Datasets. Biomolecules 2022; 12:biom12101444. [PMID: 36291653 PMCID: PMC9599756 DOI: 10.3390/biom12101444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 10/04/2022] [Accepted: 10/05/2022] [Indexed: 11/25/2022] Open
Abstract
Background: Type 1 diabetes (T1D) is a devastating disease with serious health complications. Early T1D biomarkers that could enable timely detection and prevention before the onset of clinical symptoms are paramount but currently unavailable. Despite their promise, omics approaches have so far failed to deliver such biomarkers, likely due to the fragmented nature of information obtained through the single omics approach. We recently demonstrated the utility of parallel multi-omics for the identification of T1D biomarker signatures. Our studies also identified challenges. Methods: Here, we evaluated a novel computational approach of data imputation and amplification as one way to overcome challenges associated with the relatively small number of subjects in these studies. Results: Using proprietary algorithms, we amplified our quadra-omics (proteomics, metabolomics, lipidomics, and transcriptomics) dataset from nine subjects a thousand-fold and analyzed the data using Ingenuity Pathway Analysis (IPA) software to assess the change in its analytical capabilities and biomarker prediction power in the amplified datasets compared to the original. These studies showed the ability to identify an increased number of T1D-relevant pathways and biomarkers in such computationally amplified datasets, especially, at imputation ratios close to the “golden ratio” of 38.2%:61.8%. Specifically, the Canonical Pathway and Diseases and Functions modules identified higher numbers of inflammatory pathways and functions relevant to autoimmune T1D, including novel ones not identified in the original data. The Biomarker Prediction module also predicted in the amplified data several unique biomarker candidates with direct links to T1D pathogenesis. Conclusions: These preliminary findings indicate that such large-scale data imputation and amplification approaches are useful in facilitating the discovery of candidate integrated biomarker signatures of T1D or other diseases by increasing the predictive range of existing data mining tools, especially when the size of the input data is inherently limited.
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Affiliation(s)
- Oscar Alcazar
- Diabetes Research Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Mitsunori Ogihara
- Institute for Data Science and Computing, University of Miami, Coral Gables, FL 33146, USA
- Department of Computer Science, University of Miami, Coral Gables, FL 33146, USA
- Correspondence: (M.O.); (G.R.); (P.B.); (M.H.A.); Tel.: +1-30-5284-2308 (M.O.); +1-30-5243-1649 (G.R.); +1-30-5243-9657 (P.B.); +1-30-5243-9871 (M.H.A.)
| | - Gang Ren
- Institute for Data Science and Computing, University of Miami, Coral Gables, FL 33146, USA
- Department of Computer Science, University of Miami, Coral Gables, FL 33146, USA
- Correspondence: (M.O.); (G.R.); (P.B.); (M.H.A.); Tel.: +1-30-5284-2308 (M.O.); +1-30-5243-1649 (G.R.); +1-30-5243-9657 (P.B.); +1-30-5243-9871 (M.H.A.)
| | - Peter Buchwald
- Diabetes Research Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Molecular and Cellular Pharmacology, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Correspondence: (M.O.); (G.R.); (P.B.); (M.H.A.); Tel.: +1-30-5284-2308 (M.O.); +1-30-5243-1649 (G.R.); +1-30-5243-9657 (P.B.); +1-30-5243-9871 (M.H.A.)
| | - Midhat H. Abdulreda
- Diabetes Research Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Surgery, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Correspondence: (M.O.); (G.R.); (P.B.); (M.H.A.); Tel.: +1-30-5284-2308 (M.O.); +1-30-5243-1649 (G.R.); +1-30-5243-9657 (P.B.); +1-30-5243-9871 (M.H.A.)
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Piro S, Rabuazzo AM, Renis M, Purrello F. Effects of metformin on oxidative stress, adenine nucleotides balance, and glucose-induced insulin release impaired by chronic free fatty acids exposure in rat pancreatic islets. J Endocrinol Invest 2012; 35:504-10. [PMID: 21750398 DOI: 10.3275/7866] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
BACKGROUND In rat pancreatic islets, chronic exposure to high free fatty acid (FFA) levels impairs insulin secretion and β cell mass. The mechanisms underlying this defect are not completely understood. Since islets have intrinsically low anti-oxidant enzyme defense, oxidative stress might be responsible for β cell damage. AIM In this study, we investigated if FFA could induce oxidative stress in rat pancreatic islets and if metformin might reverse adverse effects. MATERIAL AND METHODS We cultured rat pancreatic islets in the presence or absence of FFA (oleate/palmitate 2:1, 2 mM) for 72 h. In some experiments, we used metformin (2.5 μg/ml) during the last 24 h. RESULTS In our model, glucosestimu lated insulin release was markedly reduced (p<0.005) after chronic FFA exposure, and the ATP/ADP ratio was altered (p<0.05). We observed a significant increase of reactive oxygen species (ROS) (p<0.001), malondialdehyde a lipid peroxidation product (p<0.01) and nitric oxide (NO) levels in the culture media (p<0.001). Inducible NO synthase (iNOS) and heat shock protein-70 (HSP-70) protein expression were also increased (p<0.001 and p<0.01, respectively). When metformin was present during the last 24 h of culture, insulin secretion was restored, and the ATP/ADP ratio was normalized. ROS production, NO production, lipid peroxidation, iNOS and HSP-70 protein expression levels had decreased. CONCLUSIONS These data indicate that, in rat pancreatic islets, chronic exposure to high FFA induces oxidative stress and that metformin, by reducing this effect, may have a direct beneficial effect on insulin secretion impaired by lipotoxicity.
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Affiliation(s)
- S Piro
- Department of Clinical and Molecular Biomedicine, Laboratory of Molecular Medicine, University of Catania, Garibaldi-Nesima Hospital, Via Palermo 636-95122, Catania, Italy
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Eros D, Orfi L, Csuka I, Kéri G, Hrabák A. Binding specificity of the L-arginine transport systems in mouse macrophages and human cells overexpressing the cationic amino acid transporter hCAT-1. Amino Acids 2008; 36:483-92. [PMID: 18504524 DOI: 10.1007/s00726-008-0106-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2007] [Accepted: 05/06/2008] [Indexed: 11/29/2022]
Abstract
The uptake of L-arginine into mouse peritoneal macrophages can be inhibited by numerous amino acids and derivatives. Kinetic studies showed an almost entirely competitive inhibition for both cationic and neutral amino acids and derivatives suggesting that the comparison of their binding specificity by using a quantitative structure-activity relationship (QSAR) study is reasonable. The properties of the most efficient inhibitors were the following: the length of the aliphatic side chain, a general structural similarity to L-arginine (>0.79), cationic character, L-configuration, the presence of an alpha-amino group (with a mean pK(a) of 9.41), the van der Waals volume (mean 225 A(3)) and a low logP value (mean: -2.99). The significance of four other descriptors (neutral character, presence and the pK(a) of an alpha-carboxyl group, and the presence of a modified guanidino group) is much lower. Similar results were obtained for the hCAT-1 cell line, but the significance of the descriptors was slightly different. The L-configuration, van der Waals volume, the low logP value and the length of aliphatic side chain were the most significant, while the pK(a) value of the side chain (mean pK(a)=11.6) was found to be more important than that of the alpha-amino group. In addition, the general similarity to L-arginine, the presence of an amino group in the terminal position of the side chain (Orn, Lys) and the basic character were significant descriptors, while the significance of the acidity is negligibly low. As a final conclusion, the following descriptors were found to be important generally for the cationic transporters: the van der Waals volume, hydrophobicity (log P); L-configuration; the size of the side chain; the general similarity to L-arginine; the presence of an alpha-amino group; the general basicity of the molecule; the pK(a) values of the alpha-amino group (in macrophages) or that of the side chain (in CAT-1 cells). These descriptors can be regarded as the general structurally important binding characteristics of the cationic amino transporters.
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Affiliation(s)
- Dániel Eros
- Vichem Ltd., II. Herman Ottó u. 15, 1022 Budapest, Hungary
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Brasse-Lagnel C, Lavoinne A, Fairand A, Vavasseur K, Deniel N, Husson A. Biphasic effect of IL-1β on the activity of argininosuccinate synthetase in Caco-2 cells. Involvement of nitric oxide production. Biochimie 2006; 88:607-12. [PMID: 16380201 DOI: 10.1016/j.biochi.2005.11.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2005] [Accepted: 11/10/2005] [Indexed: 10/25/2022]
Abstract
The expression of the argininosuccinate synthetase gene (ASS), the limiting enzyme of arginine synthesis, was previously shown to be rapidly induced by a short-term (4 h) exposure to IL-1beta in Caco-2 cells [Biochimie, 2005, 403-409]. The present report shows that, by contrast, a long-term (24 h) exposure to IL-1beta inhibited the ASS activity despite an increase in both specific mRNA level and protein amount, demonstrating a post-translational effect. Concerning the mechanism involved, we demonstrate that the inhibiting effect is linked to the production of nitric oxide (NO) induced by IL-1beta. Indeed, the inhibiting effect of IL-1beta was totally blocked in the presence of l-NMMA, an inhibitor of the inducible nitric oxide synthase, or by culturing the cells in an arginine-deprived medium. Moreover, a decrease in the ASS activity was induced by culturing the cells in the presence of SNAP, a NO donor. Conversely, blocking the action of NO by antioxidant agents, the stimulatory effect of IL-1beta on ASS activity was restored, as measured at 24 h. Finally, such an inhibiting effect of NO on ASS activity may be related, at least in part, to S-nitrosylation of the protein. The physiological relevance of the antagonistic effects of IL-1beta and NO on ASS is discussed.
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Affiliation(s)
- Carole Brasse-Lagnel
- Groupe Appareil Digestif, Environnement et Nutrition, Institut Fédératif de Recherches Multidisciplinaires sur les Peptides, Faculté de Médecine-Pharmacie de Rouen, 22, boulevard Gambetta, 76183 Rouen cedex, Université de Rouen, France
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Nielsen K, Kruhøffer M, Orntoft T, Sparre T, Wang H, Wollheim C, Jørgensen MC, Nerup J, Karlsen AE. Gene expression profiles during beta cell maturation and after IL-1beta exposure reveal important roles of Pdx-1 and Nkx6.1 for IL-1beta sensitivity. Diabetologia 2004; 47:2185-99. [PMID: 15605246 DOI: 10.1007/s00125-004-1578-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2004] [Accepted: 07/28/2004] [Indexed: 10/26/2022]
Abstract
AIM/HYPOTHESIS Maturation of the beta cells in the islets of Langerhans is dependent upon sequential activation of different transcription factors such as Pdx-1 and Nkx6.1. This maturation is associated with an acquired sensitivity to cytokines and may eventually lead to type 1 diabetes. The aims of this study were to characterise changes in mRNA expression during beta cell maturation as well as after interleukin-1beta (IL-1beta) exposure. METHODS Transcriptome analyses were performed on two phenotypes characterised as a glucagon-producing pre-beta-cell phenotype (NHI-glu), which matures to an IL-1beta-sensitive insulin-producing beta cell phenotype (NHI-ins). Beta cell lines over-expressing Pdx-1 or Nkx6.1, respectively, were used for functional characterisation of acquired IL-1beta sensitivity. RESULTS During beta cell maturation 98 fully annotated mRNAs changed expression levels. Of these, 50 were also changed after 24 h of IL-1beta exposure. In addition, 522 and 197 fully annotated mRNAs, not affected by maturation, also changed expression levels following IL-1beta exposure of the beta cell and the pre-beta-cell phenotype, respectively. Beta cell maturation was associated with an increased expression of Nkx6.1, whereas both Pdx-1 and Nkx6.1 expression were decreased following IL-1beta exposure. Over-expression of Nkx6.1 or Pdx-1 in cell lines resulted in a significantly increased sensitivity to IL-1beta. CONCLUSIONS/INTERPRETATION These results suggest that the final beta cell maturation accompanied by increased IL-1beta sensitivity is, in part, dependent upon the expression of genes regulated by Pdx-1 and Nkx6.1. Future classification of the genes regulated by these transcription factors and changed during beta cell maturation should elucidate their role in the acquired sensitivity to IL-1beta and may be helpful in identifying new targets for intervention/prevention strategies.
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Affiliation(s)
- K Nielsen
- Steno Diabetes Center, Niels Steensensvej 2, 2820, Gentofte, Denmark
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Mettu SR, Wig JD, Khullar M, Singh G, Gupta R. Efficacy of serum nitric oxide level estimation in assessing the severity of necrotizing pancreatitis. Pancreatology 2004; 3:506-13; discussion 513-4. [PMID: 14718751 DOI: 10.1159/000076021] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2003] [Indexed: 12/11/2022]
Abstract
BACKGROUND The role of nitric oxide in the pathophysiology of necrotizing pancreatitis is unclear. METHODS In a prospective study, the clinical course of 40 patients diagnosed as having acute necrotizing pancreatitis was followed using computed tomography severity score (CTSS) and serial APACHE II scoring. The serum nitric oxide levels in the form of reactive nitrogen intermediates (RNI) were estimated on admission and on day 3. Occurrence of complications, need for intervention, incidence of organ failure, and outcome were noted. The efficacy of CTSS, APACHE II scores, and RNI levels in predicting morbidity and mortality was assessed. The correlation between CTSS, APACHE II scores, and RNI levels was studied. RESULTS The study group showed significantly higher levels of RNI as compared with the control group (159.1 vs. 106.0 nmol/ml, p < 0.05). The RNI levels were not affected by the occurrence of local complications or distant-organ failure. The RNI levels on admission were significantly higher in the subset of patients who developed bacterial sepsis (195.5 vs. 134.7 nmol/ml, p < 0.05). The RNI levels on admission in the non-survivors were higher as compared with those of the survivors (216.0 vs. 140.1 nmol/ml, p < 0.05). There was a significant positive correlation between the RNI levels and the CTSS in these patients (p < 0.05). There was no correlation between RNI levels and APACHE II scores. CONCLUSIONS Acute necrotizing pancreatitis is associated with raised serum nitric oxide levels at its early stage. Patients with higher serum nitric oxide levels are at a significantly higher risk of sepsis and mortality.
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Affiliation(s)
- Srinivas Reddy Mettu
- Department of Surgery and Experimental Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh 160-012, India
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Kutlu B, Cardozo AK, Darville MI, Kruhøffer M, Magnusson N, Ørntoft T, Eizirik DL. Discovery of gene networks regulating cytokine-induced dysfunction and apoptosis in insulin-producing INS-1 cells. Diabetes 2003; 52:2701-19. [PMID: 14578289 DOI: 10.2337/diabetes.52.11.2701] [Citation(s) in RCA: 177] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Locally released cytokines contribute to beta-cell dysfunction and apoptosis in type 1 diabetes. In vitro exposure of insulin-producing INS-1E cells to the cytokines interleukin (IL)-1beta + interferon (IFN)-gamma leads to a significant increase in apoptosis. To characterize the genetic networks implicated in beta-cell dysfunction and apoptosis and its dependence on nitric oxide (NO) production, we performed a time-course microarray analysis of cytokine-induced genes in insulin-producing INS-1E cells. INS-1E cells were exposed in duplicate to IL-1beta + IFN-gamma for six different time points (1, 2, 4, 8, 12, and 24 h) with or without the inducible NO synthase (iNOS) blocker N(G)-monomethyl-L-arginine (NMA). The microarray analysis identified 698 genes as cytokine modified (>or=2.5-fold change compared with control) in at least one time point. Based on their temporal pattern of variation, the cytokine-regulated genes were classified into 15 clusters by the k-means method. These genes were further classified into 14 different groups according to their putative function. Changes in the expression of genes related to metabolism, signal transduction, and transcription factors at all time points studied indicate beta-cell attempts to adapt to the effects of continuous cytokine exposure. Notably, several apoptosis-related genes were modified at early time points (2-4 h) preceding iNOS expression. On the other hand, 46% of the genes modified by cytokines after 8-24 h were NO dependent, indicating the important role of this radical for the late effects of cytokines. The present results increase by more than twofold the number of known cytokine-modified genes in insulin-producing cells and yield comprehensive information on the role of NO for these modifications in gene expression. These data provide novel and detailed insights into the gene networks activated in beta-cells facing a prolonged immune assault.
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Affiliation(s)
- Burak Kutlu
- Laboratory of Experimental Medicine, Université Libre de Bruxelles, Brussels, Belgium
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Mohammed NA, Abd El-Aleem S, Appleton I, Maklouf MM, Said M, McMahon RFT. Expression of nitric oxide synthase isoforms in human liver cirrhosis. J Pathol 2003; 200:647-55. [PMID: 12898602 DOI: 10.1002/path.1377] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Several mediators of systemic vasodilatation in liver cirrhosis have been reported. Among these is nitric oxide (NO), which has been proposed as one of the main mediators. In this study, sera and liver biopsies were analysed from 15 patients with clinically and pathologically diagnosed liver cirrhosis. In addition, sera from seven and liver biopsies from three healthy controls were used. Serum levels of nitrite (the end product of NO) were measured using the Griess reaction and the expression of the inducible nitric oxide synthase (iNOS) and constitutive nitric oxide synthase (ecNOS) proteins was investigated using immunohistochemistry. This study shows that serum nitrite levels (94 +/- 9.8 micro mol/l) in cirrhotic patients were significantly (p < 0.05) increased in comparison with the controls (36.6 +/- 11.03 micro mol/l). iNOS was completely absent from the control group but was highly expressed in the livers from the cirrhotic group. iNOS was seen mainly in the inflammatory cells infiltrating the portal tracts, blood monocyte-like cells, hepatocytes, sinusoidal cells, and endothelial cells. However, expression of ecNOS was only seen in the vascular endothelial cells of both the control and the cirrhotic groups, but was much higher in the latter. It is therefore clear that NO is augmented in cirrhotic patients and it is mainly produced by induction of iNOS. Moreover, NO up-regulation is dependent on the inflammatory stage of liver cirrhosis. ecNOS production could be a normal chronic adaptation mechanism of the endothelium to the chronically increased splanchnic blood flow secondary to portal hypertension. In the near future, the appropriate inhibition of NO activity by using NOS-active agents may provide a novel strategy for the treatment of patients with liver cirrhosis.
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Affiliation(s)
- Nasser A Mohammed
- Departments of Tropical Medicine and General Medicine, Minia University, Minia, Egypt
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Cnop M, Hannaert JC, Grupping AY, Pipeleers DG. Low density lipoprotein can cause death of islet beta-cells by its cellular uptake and oxidative modification. Endocrinology 2002; 143:3449-53. [PMID: 12193557 DOI: 10.1210/en.2002-220273] [Citation(s) in RCA: 104] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Islet beta-cells express receptors for low density (LDL) and very low density (VLDL) lipoproteins that are internalized by receptor-mediated endocytosis. The present study examined whether this process can affect the viability of isolated rat islet beta-cells. Culture with LDL (from 6 micro g/ml on), but not VLDL, causes necrosis of beta-cells within 2 d. No toxicity was observed when LDL binding and/or endocytosis was prevented by low temperature (8 C), or by addition of heparin or an excess of VLDL. The LDL toxicity did not occur in the presence of antioxidants (probucol or a mixture of glutathion, vitamins A, C, E plus dithiothreitol) or of the radical scavenger butylated hydroxytoluene. The degree of LDL-induced toxicity was correlated with an increase in the electrophoretic mobility of LDL, an index for its oxidative modification. Both LDL toxicity and oxidation were suppressed by omission or chelation of copper and iron in the medium. Addition of oxidized LDL was not cytotoxic to beta-cells, which lack oxidized LDL receptors. It is concluded that uptake of LDL by islet beta-cells and subsequent oxidative reactions can be damaging for the cells. This process can be counteracted by HDL and VLDL, and by antioxidants.
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Affiliation(s)
- Miriam Cnop
- Diabetes Research Center, Brussels Free University--Vrije Universiteit Brussel, Brussels 1090, Belgium
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Cnop M, Hannaert JC, Hoorens A, Eizirik DL, Pipeleers DG. Inverse relationship between cytotoxicity of free fatty acids in pancreatic islet cells and cellular triglyceride accumulation. Diabetes 2001; 50:1771-7. [PMID: 11473037 DOI: 10.2337/diabetes.50.8.1771] [Citation(s) in RCA: 410] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Studies in Zucker diabetic fatty rats have led to the concept that chronically elevated free fatty acid (FFA) levels can cause apoptosis of triglyceride-laden pancreatic beta-cells as a result of the formation of ceramides, which induce nitric oxide (NO)-dependent cell death. This "lipotoxicity" hypothesis could explain development of type 2 diabetes in obesity. The present study examines whether prolonged exposure to FFA affects survival of isolated normal rat beta-cells and whether the outcome is related to the occurrence of triglyceride accumulation. A dose-dependent cytotoxicity was detected at 5-100 nmol/l of unbound oleate and palmitate, with necrosis occurring within 48 h and an additional apoptosis during the subsequent 6 days of culture. At equimolar concentrations, the cytotoxicity of palmitate was higher than that of oleate but lower than that of its nonmetabolized analog bromopalmitate. FFA cytotoxicity was not suppressed by etomoxir (an inhibitor of mitochondrial carnitine palmitoyltransferase I) or by antioxidants; it was not associated with inducible NO synthase expression or NO formation. An inverse correlation was observed between the percentage of dead beta-cells on day 8 and their cellular triglyceride content on day 2. For equimolar concentrations of the tested FFA, oleate caused the lowest beta-cell toxicity and the highest cytoplasmic triglyceride accumulation. On the other hand, oleate exerted the highest toxicity in islet non-beta-cells, where no FFA-induced triglyceride accumulation was detected. In conditions without triglyceride accumulation, the lower FFA concentrations caused primarily apoptosis, both in islet beta-cells and non-beta-cells. It is concluded that FFAs can cause death of normal rat islet cells through an NO-independent mechanism. The ability of normal beta-cells to form and accumulate cytoplasmic triglycerides might serve as a cytoprotective mechanism against FFA-induced apoptosis by preventing a cellular rise in toxic free fatty acyl moieties. It is conceivable that this potential is lost or insufficient in cells with a prolonged triglyceride accumulation as may occur in vivo.
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Affiliation(s)
- M Cnop
- Diabetes Research Center, Vrije Universiteit Brussel, Brussels, Belgium
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Cardozo AK, Kruhøffer M, Leeman R, Orntoft T, Eizirik DL. Identification of novel cytokine-induced genes in pancreatic beta-cells by high-density oligonucleotide arrays. Diabetes 2001; 50:909-20. [PMID: 11334433 DOI: 10.2337/diabetes.50.5.909] [Citation(s) in RCA: 195] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Type 1 diabetes is an autoimmune disease resulting from the selective destruction of insulin-producing beta-cells. Cytokines may contribute to pancreatic beta-cell death in type 1 diabetes. beta-cell exposure to interleukin (IL)-1beta induces functional impairment, whereas beta-cell culture for 6-9 days in the presence of IL-1beta and interferon (INF)-gamma leads to apoptosis. To clarify the mechanisms involved in these effects of cytokines, we studied the general pattern of cytokine-induced gene expression in beta-cells. Primary rat beta-cells were fluorescence-activated cell sorter-purified and exposed for 6 or 24 h to control condition, IL-1beta + INF-gamma, or IL-1beta alone (24 h only). Gene expression profile was analyzed in duplicate by oligonucleotide arrays. Nearly 3,000 transcripts were detected in controls and cytokine-treated beta-cells. Of these, 96 and 147 displayed changes in expression after 6 and 24 h, respectively, of exposure to IL-1beta + INF-gamma, whereas 105 transcripts were modified after a 24-h exposure to IL-1beta. The cytokine-responsive genes were clustered according to their biological functions. The major clusters observed were metabolism, signal transduction, transcription factors, protein synthesis/ processing, hormones, and related receptors. These modifications in gene expression may explain some of the cytokine effects in beta-cells, such as decreased protein biosynthesis and insulin release. In addition, there was induction of diverse cytokines and chemokines; this suggests that beta-cells may contribute to mononuclear cell homing during insulitis. Several of the cytokine-induced genes are potentially regulated by the transcription factor NF-kappaB. Clarification of the function of the identified cytokine-induced gene patterns may unveil some of the mechanisms involved in beta-cell damage and repair in type 1 diabetes.
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Affiliation(s)
- A K Cardozo
- Gene Expression Unit, Diabetes Research Center, Vrije Universiteit Brussel, Belgium
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Sandler S, Andersson AK, Barbu A, Hellerström C, Holstad M, Karlsson E, Sandberg JO, Strandell E, Saldeen J, Sternesjö J, Tillmar L, Eizirik DL, Flodström M, Welsh N. Novel experimental strategies to prevent the development of type 1 diabetes mellitus. Ups J Med Sci 2000; 105:17-34. [PMID: 11095103 DOI: 10.1517/03009734000000053] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Type 1 diabetes is an autoimmune disease leading to extensive destruction of the pancreatic beta-cells. Our research focusses on the role of beta-cells during the course of the disease, aiming at finding novel strategies to enhance beta-cell resistance against the cytotoxic damage inflicted by the immune system. Special attention has been paid to the possibility that cytokines released by the immune cells infiltrating the pancreatic islets can directly suppress and kill beta-cells. Certain cytokines (interleukin-1beta, tumor necrosis factor-alpha and interferon-gamma) either alone or in combination, are able to activate signal transduction pathways in beta-cells leading to transcription factor activation and de novo gene expression. In this context, it has been found that induction of inducible nitric oxide synthase mediates an elevated production of nitric oxide, which impairs mitochondrial function and causes DNA damage eventually leading to apoptosis and necrosis. However, other induced proteins SUCH AS heat shock protein 70 and superoxide dismutase may reflect a defense reaction elicited in the beta-cells by the cytokines. Our strategy is to further seek for proteins involved in both destruction and protection of beta-cells. Based on this knowledge, we plan to apply gene therapeutic approaches to increase expression of protective genes in beta-cells. If this is feasible we will then evaluate the function and survival of such modified beta-cells in animal models of type 1 diabetes such as the NOD mouse. The long-term goal for this research line is to find novel approaches to influence beta-cell resistance in humans at risk of developing type 1 diabetes.
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Affiliation(s)
- S Sandler
- Department of Medical Cell Biology, Uppsala University, Sweden.
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Hmadcha A, Bedoya FJ, Sobrino F, Pintado E. Methylation-dependent gene silencing induced by interleukin 1beta via nitric oxide production. J Exp Med 1999; 190:1595-604. [PMID: 10587350 PMCID: PMC2195731 DOI: 10.1084/jem.190.11.1595] [Citation(s) in RCA: 160] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Interleukin (IL)-1beta is a pleiotropic cytokine implicated in a variety of activities, including damage of insulin-producing cells, brain injury, or neuromodulatory responses. Many of these effects are mediated by nitric oxide (NO) produced by the induction of NO synthase (iNOS) expression. We report here that IL-1beta provokes a marked repression of genes, such as fragile X mental retardation 1 (FMR1) and hypoxanthine phosphoribosyltransferase (HPRT), having a CpG island in their promoter region. This effect can be fully prevented by iNOS inhibitors and is dependent on DNA methylation. NO donors also cause FMR1 and HPRT gene silencing. NO-induced methylation of FMR1 CpG island can be reverted by demethylating agents which, in turn, produce the recovery of gene expression. The effects of IL-1beta and NO appear to be exerted through activation of DNA methyltransferase (DNA MeTase). Although exposure of the cells to NO does not increase DNA MeTase gene expression, the activity of the enzyme selectively increases when NO is applied directly on a nuclear protein extract. These findings reveal a previously unknown effect of IL-1beta and NO on gene expression, and demonstrate a novel pathway for gene silencing based on activation of DNA MeTase by NO and acute modification of CpG island methylation.
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Affiliation(s)
- Abdelkrim Hmadcha
- Departamento de Bioquímica Médica y Biología Molecular, Facultad de Medicina y Hospital Universitario Virgen Macarena, Universidad de Sevilla, 41009 Sevilla, Spain
| | - Francisco J. Bedoya
- Departamento de Bioquímica Médica y Biología Molecular, Facultad de Medicina y Hospital Universitario Virgen Macarena, Universidad de Sevilla, 41009 Sevilla, Spain
| | - Francisco Sobrino
- Departamento de Bioquímica Médica y Biología Molecular, Facultad de Medicina y Hospital Universitario Virgen Macarena, Universidad de Sevilla, 41009 Sevilla, Spain
| | - Elizabeth Pintado
- Departamento de Bioquímica Médica y Biología Molecular, Facultad de Medicina y Hospital Universitario Virgen Macarena, Universidad de Sevilla, 41009 Sevilla, Spain
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β-Cell Dysfunction and Death. ACTA ACUST UNITED AC 1999. [DOI: 10.1016/s1569-2558(08)60088-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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