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Sun JJ, Chen B, Yu T. Construction of an immune-related ceRNA network to screen for potential diagnostic markers for autism spectrum disorder. Front Genet 2022; 13:1025813. [PMID: 36468003 PMCID: PMC9713698 DOI: 10.3389/fgene.2022.1025813] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 11/04/2022] [Indexed: 12/13/2023] Open
Abstract
Purpose: The diagnosis of autism spectrum disorder (ASD) is reliant on evaluation of patients' behavior. We screened the potential diagnostic and therapeutic targets of ASD through bioinformatics analysis. Methods: Four ASD-related datasets were downloaded from the Gene Expression Omnibus database. The "limma" package was employed to analyze differentially expressed messenger (m)RNAs, long non-coding (lnc)RNAs, and micro (mi)RNAs between ASD patients and healthy volunteers (HVs). We constructed a competing endogenous-RNA (ceRNA) network. Enrichment analyses of key genes were undertaken using the Gene Ontology database and Kyoto Encyclopedia of Genes and Genomes database. The ImmucellAI database was used to analyze differences in immune-cell infiltration (ICI) in ASD and HV samples. Synthetic analyses of the ceRNA network and ICI was done to obtain a diagnostic model using LASSO regression analysis. Analyses of receiver operating characteristic (ROC) curves were done for model verification. Results: The ceRNA network comprised 49 lncRNAs, 30 miRNAs, and 236 mRNAs. mRNAs were associated with 41 cellular components, 208 biological processes, 39 molecular functions, and 35 regulatory signaling pathways. Significant differences in the abundance of 10 immune-cell species between ASD patients and HVs were noted. Using the ceRNA network and ICI results, we constructed a diagnostic model comprising five immune cell-associated genes: adenosine triphosphate-binding cassette transporter A1 (ABCA1), DiGeorge syndrome critical region 2 (DGCR2), glucose-fructose oxidoreductase structural domain gene 1 (GFOD1), glutaredoxin (GLRX), and SEC16 homolog A (SEC16A). The diagnostic performance of our model was revealed by an area under the ROC curve of 0.923. Model verification was done using the validation dataset and serum samples of patients. Conclusion: ABCA1, DGCR2, GFOD1, GLRX, and SEC16A could be diagnostic biomarkers and therapeutic targets for ASD.
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Affiliation(s)
- Jing-Jing Sun
- Department of Pediatrics, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
| | - Bo Chen
- Disabled Service Center of Liaoning Province, Shenyang, Liaoning, China
| | - Tao Yu
- Department of Pediatrics, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
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2
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Abstract
Using a comparative approach, recent studies have identified and functionally characterized a new type of organic solute and steroid transporter (OST) from skate, mouse, rat, and human genomes. In contrast to all other organic anion transporters identified to date, transport activity requires the coexpression of two distinct gene products, a predicted 340–amino acid, seven-transmembrane (TM) domain protein (OSTΑ) and a putative 128–amino acid, single-TM domain ancillary polypeptide (OSTβ). When OSTΑ and OSTβ are coexpressed in Xenopus oocytes, they are able to mediate transport of estrone 3-sulfate, dehydroepiandrosterone 3-sulfate, taurocholate, digoxin, and prostaglandin E2, indicating a role in the disposition of key cellular metabolites or signaling molecules. OSTΑ and OSTβ are expressed at relatively high levels in intestine, kidney, and liver, but they are also expressed at lower levels in many human tissues. Indirect immunofluorescence microscopy revealed that intestinal OSTΑ and OSTβ proteins are localized to the baso-lateral membrane of mouse enterocytes. In MDCK cells, mouse OstΑ–Ostβ mediated the vectorial movement of taurocholate from the apical to the basolateral membrane, but not in the opposite direction, indicating basolateral efflux of bile acids. Overall, these findings indicate that OSTΑ-OSTβ is a heteromeric transporter that is localized to the basolateral membrane of specific epithelial tissues and serves to regulate the export and disposition of bile acids and structurally related compounds from the cell. If confirmed, this model would have important implications for the body's handling of various steroid-derived molecules and may provide a new pharmacologic target for altering sterol homeostasis.
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Affiliation(s)
- Nazzareno Ballatori
- Department of Environmental Medicine, Box EHSC, University of Rochester School of Medicine, 575 Elmwood Avenue, Rochester, NY 14642, USA.
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Calpe-Berdiel L, Escolà-Gil JC, Blanco-Vaca F. New insights into the molecular actions of plant sterols and stanols in cholesterol metabolism. Atherosclerosis 2008; 203:18-31. [PMID: 18692849 DOI: 10.1016/j.atherosclerosis.2008.06.026] [Citation(s) in RCA: 174] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2008] [Revised: 05/15/2008] [Accepted: 06/18/2008] [Indexed: 12/25/2022]
Abstract
Plant sterols and stanols (phytosterols/phytostanols) are known to reduce serum low-density lipoprotein (LDL)-cholesterol level, and food products containing these plant compounds are widely used as a therapeutic dietary option to reduce plasma cholesterol and atherosclerotic risk. The cholesterol-lowering action of phytosterols/phytostanols is thought to occur, at least in part, through competition with dietary and biliary cholesterol for intestinal absorption in mixed micelles. However, recent evidence suggests that phytosterols/phytostanols may regulate proteins implicated in cholesterol metabolism both in enterocytes and hepatocytes. Important advances in the understanding of intestinal sterol absorption have provided potential molecular targets of phytosterols. An increased activity of ATP-binding cassette transporter A1 (ABCA1) and ABCG5/G8 heterodimer has been proposed as a mechanism underlying the hypocholesterolaemic effect of phytosterols. Conclusive studies using ABCA1 and ABCG5/G8-deficient mice have demonstrated that the phytosterol-mediated inhibition of intestinal cholesterol absorption is independent of these ATP-binding cassette (ABC) transporters. Other reports have proposed a phytosterol/phytostanol action on cholesterol esterification and lipoprotein assembly, cholesterol synthesis and apolipoprotein (apo) B100-containing lipoprotein removal. The accumulation of phytosterols in ABCG5/G8-deficient mice, which develop features of human sitosterolaemia, disrupts cholesterol homeostasis by affecting sterol regulatory element-binding protein (SREBP)-2 processing and liver X receptor (LXR) regulatory pathways. This article reviews the progress to date in studying these effects of phytosterols/phytostanols and the molecular mechanisms involved.
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Affiliation(s)
- Laura Calpe-Berdiel
- Servei de Bioquímica, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
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Atshaves BP, McIntosh AL, Payne HR, Gallegos AM, Landrock K, Maeda N, Kier AB, Schroeder F. SCP-2/SCP-x gene ablation alters lipid raft domains in primary cultured mouse hepatocytes. J Lipid Res 2007; 48:2193-211. [PMID: 17609524 DOI: 10.1194/jlr.m700102-jlr200] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Although reverse cholesterol transport from peripheral cell types is mediated through plasma membrane microdomains termed lipid rafts, almost nothing is known regarding the existence, protein/lipid composition, or structure of these putative domains in liver hepatocytes, cells responsible for the net removal of cholesterol from the body. Lipid rafts purified from hepatocyte plasma membranes by a nondetergent affinity chromatography method were: i) present at 33 +/- 3% of total plasma membrane protein; ii) enriched in key proteins of the reverse cholesterol pathway [scavenger receptor class B type I (SR-B1), ABCA1, P-glycoprotein (P-gp), sterol carrier protein-2 (SCP-2)]; iii) devoid of caveolin-1; iv) enriched in cholesterol, sphingomyelin, GM1, and phospholipids low in polyunsaturated fatty acid and double bond index; and v) exhibited an intermediate liquid-ordered lipid phase with significant transbilayer fluidity gradient. Ablation of the gene encoding SCP-2 significantly altered lipid rafts to: i) increase the proportion of lipid rafts present, thereby increasing raft total content of ABCA1, P-gp, and SR-B1; ii) increase total phospholipids while decreasing GM1 in lipid rafts; iii) decrease the fluidity of lipid rafts, consistent with the increased intermediate liquid-ordered phase; and iv) abolish the lipid raft transbilayer fluidity gradient. Thus, despite the absence of caveolin-1 in liver hepatocytes, lipid rafts represented nearly one-third of the mouse hepatocyte plasma membrane proteins and displayed unique protein, lipid, and biophysical properties that were differentially regulated by SCP-2 expression.
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Affiliation(s)
- Barbara P Atshaves
- Department of Physiology and Pharmacology, Texas A&M University, Texas Veterinary Medical Center, College Station, TX 77843-4466, USA
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5
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Calpe-Berdiel L, Escolà-Gil JC, Blanco-Vaca F. Phytosterol-mediated inhibition of intestinal cholesterol absorption is independent of ATP-binding cassette transporter A1. Br J Nutr 2007; 95:618-22. [PMID: 16512948 DOI: 10.1079/bjn20051659] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
An increased activity of ATP-binding cassette transporter (ABC) A1 has been proposed as a mechanism underlying the hypocholesterolaemic effect of phytosterols. In the present study, ABCA1-deficient mice (ABCA1−/− mice) were used to examine the involvement of the ABCA1 in the reduction of intestinal cholesterol absorption in response to a phytosterol-enriched diet. A decrease in intestinal cholesterol absorption of 39 and 35% was observed after phytosterol treatment in ABCA1+/+ mice and in ABCA1−/− mice, respectively. No statistically significant changes in plasma lipoprotein profile or in intestinal ABCG5, ABCG8 and Niemann-Pick C1-Like 1 gene expression levels were found when phytosterol-treated ABCA1−/− mice and untreated ABCA1−/− mice were compared. We conclude that phytosterol inhibition of cholesterol absorption in mice is independent of ABCA1
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Giorelli M, Livrea P, Minervini MG, Trojano M. Immunomodulatory properties of increased levels of liver X receptor beta in peripheral blood mononuclear cells from multiple sclerosis patients. Exp Neurol 2007; 204:759-66. [PMID: 17337267 DOI: 10.1016/j.expneurol.2007.01.013] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2006] [Revised: 12/15/2006] [Accepted: 01/05/2007] [Indexed: 11/21/2022]
Abstract
Liver X receptors (LXRalpha and LXRbeta) are nuclear transcription factors that inhibit transcription of genes of inflammation while inducing HMGCoA reductase. In this paper we demonstrate increased mRNA levels of LXRbeta in peripheral blood mononuclear cells (PBMCs) from multiple sclerosis patients with respect to other neurological patients and healthy controls (HC) (p<0.01). Agonist-induced activation of LXRs partially counteracts the anti-CD3+ anti-CD28-induced proliferation of T cells (p<0.01) and secretion of IFNgamma (p<0.001) from PBMCs of MS patients as well as of HC. Secretion of IL-4 is not affected. Our findings suggest that regulation of cholesterol metabolism not strictly related to inhibition of HMGCoA reductase can modulate activity of lymphocytes in MS.
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Affiliation(s)
- Maurizio Giorelli
- Department of Neurologic and Psychiatric Sciences, University of Bari, and Casa della Divina Provvidenza, Via Bovio 84, Bisceglie, Bari, Italy.
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7
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McCarthy TC, Li X, Sinal CJ. Vitamin D Receptor-dependent Regulation of Colon Multidrug Resistance-associated Protein 3 Gene Expression by Bile Acids. J Biol Chem 2005; 280:23232-42. [PMID: 15824121 DOI: 10.1074/jbc.m411520200] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The multidrug resistance-associated protein 3 (MRP3) is a multispecific anion transporter that is capable of transporting a number of conjugated and unconjugated bile acids. Expression of the MRP3 gene is increased during pathological states associated with elevated bile acid concentrations indicating a role for this transporter in adaptive and homeostatic bile acid metabolism. Analysis of Mrp3 mRNA levels in various mouse tissues with known relevance and/or exposure to bile acids revealed the highest levels of basal expression in the colon followed in order by the liver, duodenum, jejunum, ileum, and kidney. Functional analysis of a murine Mrp3 promoter reporter construct revealed vitamin D receptor (VDR)-dependent activation by 1,25-dihydroxyvitamin D(3) (VD3), 9-cis-retinoic acid (RA), and the cholestatic secondary bile acid, lithocholic acid (LCA). Using a series of deletion constructs combined with sequence analysis, a candidate VDR response element (VDRE) was identified between -1028 and -1014 bp of the Mrp3 promoter. Activation of the Mrp3 promoter in response to VD3, RA, or LCA, as well as binding of VDR/RXR heterodimers, was attenuated substantially by mutation of this VDRE. Treatment of mice with VD3 or LCA demonstrated in vivo modulation of the Mrp3 gene in colon but not in the liver. Reduction of endogenous VDR expression in colon adenocarcinoma MCA-38 cells by siRNA transfection was associated with reduced constitutive and inducible expression of the Mrp3 gene. These data support a regulatory role for the VDR in the protection of colon cells from bile acid toxicity through regulation of the Mrp3 expression.
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MESH Headings
- Animals
- Base Sequence
- Bile Acids and Salts/metabolism
- Calcitriol/metabolism
- Cell Line, Tumor
- Cloning, Molecular
- Colon/metabolism
- DNA, Complementary/metabolism
- Dimerization
- Dose-Response Relationship, Drug
- Exons
- Gene Deletion
- Gene Expression Regulation
- Genes, Reporter
- Humans
- Intestinal Mucosa/metabolism
- Kidney/metabolism
- Ligands
- Liver/metabolism
- Male
- Mice
- Mice, Inbred C57BL
- Models, Biological
- Models, Genetic
- Molecular Sequence Data
- Multidrug Resistance-Associated Proteins/metabolism
- Mutagenesis, Site-Directed
- Promoter Regions, Genetic
- RNA Interference
- RNA, Messenger/metabolism
- RNA, Small Interfering/metabolism
- Receptors, Calcitriol/chemistry
- Receptors, Calcitriol/metabolism
- Transfection
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Affiliation(s)
- Tanya C McCarthy
- Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia, Canada
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Knight BL, Patel DD, Humphreys SM, Wiggins D, Gibbons GF. Inhibition of cholesterol absorption associated with a PPAR alpha-dependent increase in ABC binding cassette transporter A1 in mice. J Lipid Res 2003; 44:2049-58. [PMID: 12897186 DOI: 10.1194/jlr.m300042-jlr200] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Dietary supplementation with the peroxisome proliferator-activated receptor alpha (PPAR alpha) ligand WY 14,643 gave rise to a 4- to 5-fold increase in the expression of mRNA for the ATP binding cassette transporter A1 (ABCA1) in the intestine of normal mice. There was no effect in the intestine of PPAR alpha-null mice. Consumption of a high-cholesterol diet also increased intestinal ABCA1 expression. The effects of WY 14,643 and the high-cholesterol diet were not additive. WY 14,643 feeding reduced intestinal absorption of cholesterol in the normal mice, irrespective of the dietary cholesterol concentration, and this resulted in lower diet-derived cholesterol and cholesteryl ester concentrations in plasma and liver. At each concentration of dietary cholesterol, there was a similar significant inverse correlation between intestinal ABCA1 mRNA content and the amount of cholesterol absorbed. The fibrate-induced changes in the intestines of the normal mice were accompanied by an increased concentration of the mRNA encoding the sterol-regulatory element binding protein-1c gene (SREBP-1c), a known target gene for the oxysterol receptor liver X receptor alpha (LXR alpha). There was a correlation between intestinal ABCA1 mRNA and SREBP-1c mRNA contents, but not between SREBP-1c mRNA content and cholesterol absorption. These results suggest that PPAR alpha influences cholesterol absorption through modulating ABCA1 activity in the intestine by a mechanism involving LXR alpha.
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Affiliation(s)
- Brian L Knight
- Lipoprotein Group, MRC Clinical Sciences Centre, Faculty of Medicine, Imperial College, Hammersmith Hospital, London W12 ONN, UK.
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Mirnics ZK, Mirnics K, Terrano D, Lewis DA, Sisodia SS, Schor NF. DNA microarray profiling of developing PS1-deficient mouse brain reveals complex and coregulated expression changes. Mol Psychiatry 2003; 8:863-78. [PMID: 14515137 DOI: 10.1038/sj.mp.4001389] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Presenilin 1 (PS1) plays a critical role in the nervous system development and PS1 mutations have been associated with familial Alzheimer's disease. PS1-deficient mice exhibit alterations in neural and vascular development and die in late embryogenesis. The present study was aimed at uncovering transcript networks that depend on intact PS1 function in the developing brain. To achieve this, we analyzed the brains of PS1-deficient and control animals at embryonic ages E12.5 and E14.5 using MG_U74Av2 oligonucleotide microarrays by Affymetrix. Based on the microarray data, overall molecular brain development appeared to be comparable between the E12.5 and E14.5 PS1-deficient and control embryos. However, in brains of PS1-deficient mice, we observed significant differences in the expression of genes encoding molecules that are associated with neural differentiation, extracellular matrix, vascular development, Notch-related signaling and lipid metabolism. Many of the expression differences between wild-type and PS1-deficient animals were present at both E12.5 and E14.5, whereas other transcript alterations were characteristic of only one developmental stage. The results suggest that the role of PS1 in development includes influences on a highly co-regulated transcript network; some of the genes participating in this expression network may contribute to the pathophysiology of Alzheimer's disease.
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Affiliation(s)
- Z K Mirnics
- Department of Pediatrics and Neurology, University of Pittsburgh, School of Medicine, Children's Hospital of Pittsburgh, Pittsburgh, PA 15213, USA.
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