- Research article
- Open Access
Changes in the gene expression programs of renal mesangial cells during diabetic nephropathy
BMC Nephrology volume 13, Article number: 70 (2012)
Diabetic nephropathy is the leading cause of end stage renal disease. All three cell types of the glomerulus, podocytes, endothelial cells and mesangial cells, play important roles in diabetic nephropathy. In this report we used Meis1-GFP transgenic mice to purify mesangial cells from normal mice and from db/db mice, which suffer diabetic nephropathy. The purpose of the study is to better define the unique character of normal mesangial cells, and to characterize their pathogenic and protective responses during diabetic nephropathy.
Comprehensive gene expression states of the normal and diseased mesangial cells were defined with microarrays. By comparing the gene expression profiles of mesangial cells with those of multiple other renal cell types, including podocytes, endothelial cells and renal vesicles, it was possible to better define their exceptional nature, which includes smooth muscle, phagocytic and neuronal traits.
The complete set of mesangial cell expressed transcription factors, growth factors and receptors were identified. In addition, the analysis of the mesangial cells from diabetic nephropathy mice characterized their changes in gene expression. Molecular functions and biological processes specific to diseased mesangial cells were characterized, identifying genes involved in extracellular matrix, cell division, vasculogenesis, and growth factor modulation. Selected gene changes considered of particular importance to the disease process were validated and localized within the glomuerulus by immunostaining. For example, thrombospondin, a key mediator of TGFβ signaling, was upregulated in the diabetic nephropathy mesangial cells, likely contributing to fibrosis. On the other hand the decorin gene was also upregulated, and expression of this gene has been strongly implicated in the reduction of TGFβ induced fibrosis.
The results provide an important complement to previous studies examining mesangial cells grown in culture. The remarkable qualities of the mesangial cell are more fully defined in both the normal and diabetic nephropathy diseased state. New gene expression changes and biological pathways are discovered, yielding a deeper understanding of the diabetic nephropathy pathogenic process, and identifying candidate targets for the development of novel therapies.
The glomerulus is composed of three main cell types, podocytes, endothelial cells and mesangial cells. Mesangial cells provide the extracellular matrix framework upon which the glomerulus is built. In addition they have smooth muscle-like properties and are able to regulate capillary flow. Mesangial cells also have a phagocytic function, and are capable of carrying out disposal and degradation of filtrate debris.
Mesangial cells play important roles in many kidney diseases, including diabetic nephropathy. Type2 diabetes is showing increasing global prevalence and is now the most common cause of end stage renal disease . All three major cell types of the glomerulus have been implicated in diabetic nephropathy. The mesangial cells are responsible for the observed accumulation of extracellular matrix and mesangial expansion .
Because of their remarkable properties mesangial cells have been the subject of intense investigation. In particular, many studies have used microarrays to better understand these cells. In most of these studies mesangial cells were grown in culture and exposed to treatments relevant to various disease conditions, and the resulting changes in gene expression profiles were determined with microarrays. Treatments included high glucose , static pressure , serum , kynurenine metabolites , endothelin  and PDGF . The results defined the multiple gene expression responses of mesangial cells to these stimuli, and thereby provided insight into the molecular mechanisms of mesangial cell mediated pathogenesis. These studies were limited, however, by the use of mesangial cells in culture, which cannot fully replicate the in vivo cell, and by the restricted sets of treatments, which cannot completely reproduce the complex micro-environmental changes experienced by mesangial cells during diabetic nephropathy.
In this report we define in vivo mesangial cell gene expression programs during health and disease. The Meis1-GFP transgene specifically marks mesangial cells within the glomerulus, allowing their purification through fluorescence activated cell sorting (FACS), and subsequent gene expression profiling with microarrays. By comparing the mesangial gene expression pattern to those of other renal cell types it was possible to begin to define the unique character of these remarkable cells. In addition we purified mesangial cells from db/db mutant mice with diabetic nephropathy, allowing the determination of both pathogenic and protective changes in gene expression as a function of disease.
Purification of mesangial cells
Meis1-GFP transgenic mice, Tg(Meis1-EGFP)FO156Gsat, were obtained from GENSAT/MMRC (http://www.gensat.org/MMRRC_report.jsp). The Meis1-GFP marks both stromal (interstitial) cells and mesangial cells, so it was essential to first purify glomeruli, to remove stroma. Glomeruli were isolated by sieving, a single cell suspension made, and mesangial cells FACS sorted as previously described . The db/db Meis1-GFP mice were made by crossing db/+ and db/+ Meis1-GFP mice, with one eighth of progeny giving the desired genotype.
This study was carried out in strict accordance with the recommendations of the Guide for the Care and Use of Laboratory Animals of the National Institutes of Health. The protocol was approved by the Cincinnati Children's Research Foundation Institutional Animal Care and Use Committee (protocol number 0D02013).
The microarray data was analyzed to insure the purity of the mesangial cells. As described in Results we screened for podocyte specific genes and found several that showed low, near background, expression in the mesangial cell profiles, arguing for very limited podocyte contamination. A similar analysis of genes associated with endothelial cells was performed giving similar results. The endothelial specific markers Pecam1, KDR, Tspan8, Plac8 and Eltd1 all showed strong expression in endothelial cells, as expected, and very low expression in the mesangial cells. It is interesting to note, however, that some endothelial specific marker genes did show significant expression in the mesangial cells. For example Tek, also known as Tie2, showed expression levels of about 3,000 in the glomerular endothelial cells, but also a considerable expression level of about 1,000 in mesangial cells. We argue that this is not the result of contamination since other endothelial cell markers showed low expression in the mesangial cells, but rather reflected a partial endothelial phenotype for the mesangial cells. We also examined the expression data for the presence of marker genes from other compartments of the kidney. For example Ace, Acsm1 Aqp11 Slc18a1 Slc22a6 and Spp2 all should show restricted expression in the proximal tubule of the kidney , and each showed very low expression levels in the mesangial cells.
RNA purification and Target Amplification
RNA was purified using Qiagen RNeasy Micro Kits. Target amplifications were carried out using RiboSpia technology from Nugen, with the Ovation Pico WTA system. Affymetrix standard methods were used for carrying out microarray hybridizations, washes and scans.
Array data analysis
Data was analyzed primarily using Agilent GeneSpring 11.5.1 software. Specific parameters are described in Results. In addition we used ToppGene (http://toppgene.cchmc.org/) , ToppCluster (http://toppcluster.cchmc.org/)  and Cytoscape (http://www.cytoscape.org/)  for functional analysis and preparation of figures.
Microarray data is available on the public resource GUDMAP (www.gudmap.org).
Results and discussion
The unique gene expression character of the mesangial cell
Mice with the BAC Meis1-GFP transgene show specific GFP labeling of both stromal and mesangial cells in the kidney . It was therefore possible to isolate a very pure population of mesangial cells from adult mouse kidneys by first purifying the glomeruli, using a sieving procedure, followed by preparation of a single cell suspension and FACS sorting of the GFP positive mesangial cells. Samples were prepared in biological triplicate, and gene expression profiles defined using Affymetrix Mouse Gene 1.0 ST microarrays.
To better understand the unique character of mesangial cells we contrasted their gene expression patterns to those of other cell types, including podocytes, endothelial cells, kidney capsule, total kidney cortex, renal vesicles, and cap mesenchyme. The end result was a list of 172 genes with distinctively elevated expression in mesangial cells (Additional file 1: Table S1). A heat map showing the relative expression levels of these genes is shown in Figure 1. (See Additional file 2: Figure S1 for an expandable heat map with genes named). We used the human protein atlas (http://www.proteinatlas.org/) to confirm expression of twenty eight genes predicted by the microarray data to have elevated mesangial cell expression (Figure 2).
To begin to determine the molecular functions and biological processes associated with these genes we used ToppGene (http://toppgene.cchmc.org/). Some of the strongest statistical hits for biological processes, with P-values of essentially zero, were found for wound healing, coagulation, locomotion, regulation of body fluid levels, and muscle contraction. Other biological processes of interest included inflammatory processes, ossification, cell adhesion, and extracellular matrix organization. Quite striking, there was also a gene expression signature of neural character, including behavior, cognition, learning, axogenesis, and neuron development. The picture that emerges describes a remarkable cell type with a markedly diverse set of biological functions. For complete lists see Additional file 3: Table S2.
The results can be presented diagrammatically as cytoscapes (Figure 3). The center hexagons represent some of the genes with mesangial elevated expression, and the surrounding squares are color coded to show molecular functions, biological processes, transcription factors and microRNAs strongly associated with the connected genes.
Transcription factors play a key role in determining cell identity. The screen identified fourteen transcription factor genes with significantly elevated expression in mesangial cells, including Gata3, Mecom, Pawr, Arid5b, Zeb2, Ets1, Apbb2, Snai2, Klf12, Hopx, Hdac9, Nr2f1, Ebf1 and Rybp, as ranked according to expression level.
It has been previously shown that Gata3 is selectively expressed in the ureteric bud as well as mesangial cells and their adjacent endothelial cells during kidney development. GATA3 haploinsufficiency in humans causes hypoparathryoidism, sensineural deafness and renal anomalies, including aplasia, dysplasia and hypoplasia .
Mecom, also known as Evi1, encodes a zinc finger transcription factor. It is intriguing to note that MECOM has been shown to physically interact with GATA protein, and it has also been shown to inhibit induction of some TGFβ target genes, and to play roles in cell proliferation and apoptosis .
The PAWR leucine zipper protein was shown to sensitize cells to apoptotic signals and was originally identified as a gene induced in apoptotic prostate cancer cells . Of interest, given mesangial cell function in the synthesis of extracellular matrix, PAWR has also been shown to regulate secretase cleavage of amyloid precursor protein, and has thereby been implicated in Alzheimer disease . PAWR was also shown to interact with WT1 and to enhance its transcriptional repression activity . This might seem irrelevant since Wt1 is generally though to be associated with podocytes, and not mesangial cells. We observed very robust expression of Pawr in mesangial cells, and about a three fold lower level in podocytes. Of considerable interest, however, we also observed an inverse gene expression pattern for Wt1, with raw signal expression in podocytes of about 3400, and a lower but still strong expression level of about 650 in mesangial cells.
This surprisingly suggests that Wt1 is expressed in mesangial cells as well as podocytes. Could this be due to contamination of the mesangial cells with podocytes? We tested the data for possible contamination by examining the mesangial gene expression profile for other genes thought to be podocyte specific. If they all showed significant expression in the putative mesangial cells then this would argue strongly in favor of contamination. If, on the other hand, some are indeed truly podocyte specific in the dataset then this would rule out contamination as an explanation. It is difficult to envisage a scenario where the transcripts of some podocyte genes contaminated the purified mesangial cells while others did not.
Further analysis of the data indicated that contamination could not explain the observed Wt1 expression in mesangial cells. Several genes, including Podxl, Nphs1 and Nphs2 showed strongly podocyte specific expression, as expected, and very low expression levels in mesangial cells. For example, Nphs2 gave raw signal levels of approximately 5,000 in podocytes, but only about 100 in mesangial cells.
The APBB2 protein, similar to PAWR , was shown to bind to amyloid precursor protein (APP). It is interesting to note that the gene encoding APP shows strong expression in mesangial cells, with raw signal levels over 4,000, but is also widely and strongly expressed in the other cell types examined, including podocytes and endothelial cells. Apbb2 has also been shown to be a regulator of programmed cell death .
The ARID5B transcription factor has been previously shown to be able to drive smooth muscle development when over expressed in 3T3 fibroblasts . Its strong expression in mesangial cells likely reflects their smooth muscle character. Arid5b mutant mice show severe reduction in the number of mesangial cells, as well as their mis-location at the edge of the glomerulus . Hopx encodes a divergent homeodomain protein that physically interacts with SRF and regulates gene expression in cardiac muscle , and could therefore also play a role in defining the muscle character of mesangial cells.
Zeb2 encodes a 2-handed zinc finger/homeodomain DNA binding transcriptional repressor that interacts with activated SMADs and represses cadherin expression in response to TGFβ signaling . This is of particular interest since TGFβ is thought to play an essential role in driving kidney fibrosis during a number of diseases, including diabetic nephropathy. Decreased cadherin expression promotes EMT, the production of fibroblasts, and consequent fibrosis. The Snai2 gene, a member of the snail family, which encodes transcriptional repressors. Notch signaling can activate Snai2, promoting resistance to anoikis, and, once again, inducing epithelia to mesenchyme transition through repression of E-cadherin .
Ets1 is most strongly expressed in lymphoid, endothelial and neural crest cells. It plays a key role in cytokine signaling . Its expression in mesangial cells reflects a gene expression signature with significant endothelial character.
The nuclear receptor Nr2f1 is of interest, as it has been previously shown to have restricted expression in the mesangial cells of the adult kidney, again providing historic validation of the microarray screen.
Mesangial cells showed very robust expression of three growth factor encoding genes, Ptn, Mfge8 and Gdf10. The Ptn gene, encoding pleiotrophin, was expressed at a very high level in mesangial cells, with raw signal values of around 6000. Pleiotrophin is a heparin-binding growth/differentiation inducing cytokine and is a powerful angiogenic factor.
PTN receptors include PTPRB, PTRZ, SDC1 and SDC3. In the prostate PTN has been implicated in the autocrine regulation of mesenchyme and the paracrine regulation of epithelia . We observed modest expression levels of two of these receptor genes (Ptprb and Sdc3) in mesangial cells, suggesting a possible autocrine role. In addition there was extremely strong expression of Ptprb in the glomerular endothelial cells, strongly suggesting a paracrine function. It is also interesting to note that PTN has been shown to disrupt calcium dependent cell-cell adhesion and to promote epithelia to mesenchyme transition . Finally, it has also been observed that PTN has strong antibacterial activity when tested against a panel of gram-positive and gram-negative bacteria , arguing that PTN is part of the innate immune system.
Mfge8 (SED1) has many functions, including promoting the phagocytic removal of apoptotic cells . Pericytes were previously identified as a major source of Mfge8, and of course mesangial cells can be considered specialized pericytes. In Mfge8 knockout mice tumor and retinopathy associated angiogenesis was reduced . It is also interesting to note that Mfge8 has been shown to potentiate PDGFRB signaling .
The final robustly expressed growth factor gene with mesangial cell elevated expression was Gdf10, which is a member of the Tgf-β superfamily and is closely related to Bmp3.
The screen of the microarray data revealed a large number of receptor encoding genes with elevated mesangial expression. The top dozen, ranked according to expression levels, were Itga8, Agtr1a, Pdgfrb, Itga4, S1pr3, Trpc1, Il2rg, Ptger4, Pla2r1, Lphn3, P2rx1 and Tlr4.
Itga8, (integrin alpha8) has been previously shown to have glomerular expression that is restricted to the mesangial cells, providing another historical validation of the microarray dataset. The Agtr1a gene encodes a receptor for angiotensin, a potent vasopressor hormone. Agtr1a mutant mice show hypertrophy of the juxtaglomerular apparatus and mild mesangial expansion .
Pdgfrb has previously been shown to be expressed in mesangial cells, and the Pdfrb mutant mouse shows a failure of mesangial cell development . It is interesting to note that mesangial cells also express Pdgfc at robust levels, suggesting a possible autocrine function. Pdgfc did not emerge in the screen for mesangial cell enriched growth factors because it is also expressed in other cell types.
The S1pr3 gene encodes a receptor for sphingosine-1-phosphate. It has been shown to be expressed by macrophages and to play a role in their recruitment during inflammation and atherosclerosis . Reports have also linked S1pr3 signaling to fibrosis .
The Mrc1 receptor binds the surfaces of pathogenic viruses and bacteria, facilitating their engulfment. It is similar, therefore, in function to the secreted MFGE8, which also promotes phagocytosis. Another receptor associated with a macrophage function is IL2RG, a common subunit for the receptors of a variety of interleukins. In addition the mesangial cells showed a high level of expression of Tlr4, which encodes a member of the Toll-like receptors. These are single transmembrane receptors that have a key role in the innate immune system, and are generally found on immune cells. Tlr4 was previously shown to be expressed by mesangial cells, and to contribute to antibody mediated glomerulonephritis through the production of CXC cytokines . The observed expression of S1pr3 Mrc1 Il2rg and Mfge8 by mesangial cells serves to better define their anti-bacterial macrophage like character.
Several TRPC receptors were expressed at elevated levels in mesangial cells, including TRPC1, TRPC4 and TRPC6. They belong to the transient receptor potential super family of cation channels that have been implicated in receptor and store-operated calcium entry, and cell death, as well as functioning as sensors for heat, cold, stretch, and osmotic changes.
The P2RX1 receptor functions in mediating synaptic transmission from neurons to smooth muscle, and driving vasoconstriction. The PTERG4 receptor has the opposite effect. It is a receptor for prostaglandin E2 and can induce smooth muscle relaxation.
db/db mesangial cells
We next sought to better define the protective and pathogenic gene expression changes that occur in mesangial cells as a function of diabetic nephropathy. We used the db/db mouse model, which has a mutation in the leptin receptor gene and as a result suffers obesity, diabetes and diabetic nephropathy . We generated db/db mice that carried the Meis1-GFP transgene.
At the age of seven months the db/db mice showed significant proteinuria, with albumin levels of 994±245 (μg/ml/24hrs), compared to 281±67 for wild type (p=0.0036). The db/db mice also showed dramatic glycosuria, with glucose levels of 7,580±1,009 mg/dL, compared to 78±6 for wild type. Hematoxylin and eosin staining showed striking glomerular hypertrophy (Figure 4A,B), and Masson’s trichome stain indicated elevated levels of collagen deposition in the glomeruli of db/db mice (Figure 4C,D). Further, Periodic acid-Shiff (PAS) staining showed clear mesangial expansion in db/db mice (Figure 4E,F).
The mesangial cell gene expression data from biological triplicates of wild type and db/db mice was analyzed, identifying 184 probesets, with 105 up-regulated and 79 down-regulated in db/db mesangial cells (Additional file 4: Table S3). We used Toppgene to perform a functional analysis of the list of genes up-regulated (Additional file 5: Table S4). Consistent with the known functions of mesangial cells in the pathogenesis of diabetic nephropathy, the top three molecular functions were extracellular matrix binding, fibronectin binding and laminin binding. Some of the other up-regulated molecular functions of particular interest were Rac GTPase binding, Rho GTPase activator activity, glycoprotein binding, and metallopeptidase activity. The top identified up-regulated biological processes were negative regulation of cell-substrate adhesion, and vascular development. Others included regulation of cell proliferation, which is potentially important in terms of mesangial matrix expansion, immune response, muscle cell differentiation and wound healing. For complete lists see Additional file 5: Table S4. A cytoscape graphics view of some of the up-regulated genes and associated molecular functions, biological processes, and candidate regulating microRNAs is shown in Figure 5.
We then applied a more stringent screen, requiring at least raw signal expression of 300 in three samples, to identify the most robustly expressed up-regulated mesangial cell genes in db/db mice. Some of the more interesting of the resulting 34 genes are described below.
Thrombospondin (Tsp1) showed the greatest fold up-regulation (2.8 fold change) in mice with diabetic nephropathy. TGFβ is primarily secreted as an inactive procytokine that must be activated to bind to its receptors. Thrombospondin plays an important role in this activation process, with Tsp1 mutant mice showing an inflammatory phenotype similar to that of Tgf-β mutant mice [39, 40].
TGFβ has been known for many years to play a major role in renal fibrosis. Indeed, it has been argued that most of the features of diabetic nephropathy, including GBM thickening, matrix expansion, hypertrophy and podocyte loss are the result of TGFβ signaling . Further, it has been known for some time that mesangial cells produce thrombospondin , and high glucose can up-regulate thrombospondin expression in both rat and human mesangial cells . Elevated TSP1 expression in mesangial cells of human type-2 diabetic nephropathy was previously demonstrated by immunohistochemical staining of renal biopsies . These results provide additional historic validation of the current study. The gene we identified with the greatest up-regulaton, Tsp1, has already been shown to play an important role in diabetic nephropathy.
The only collagen gene observed to change significantly in expression was Col12a1, which was up-regulated almost two fold in db/db mice. It is interesting that none of the Col4 subunit genes showed a change in expression, although their upregulation in diabetic nephropathy has been previously reported . This could be reconciled by a decreased rate of collagen degradation in db/db glomeruli . There is also evidence that renal fibroblasts, associated with fibrosis, might be an important source of the increased COL4 .
Similarly, there was no increased transcription of PKC genes in the db/db mesangial cells, although previous reports have documented increased PKC activation as well as total PKC levels in mesangial cells treated with glucose . Again, the likely explanation is a change in PKC turnover.
Emcn, also up-regulated, encodes a mucin like sialoglycoprotein “that interferes with the assembly of focal adhesions complexes and inhibits the interaction between cells and the extracellular matrix” (EMCN Gene Cards) . Other up-regulated genes associated with cell adhesion and the extracellular matrix included Mmp2 (matrix metallopeptidase 2), and Lgals1 (lectin, galactose binding). Other ECM related up-regulated genes, but with raw expression levels below 300, included Fat4 Fblim1 Spon2 Lgals3bp Adam12, and Itga6.
The annexin ANXA3 was also up regulated in db/db mesangial cells. ANXA3 has been linked to phagocytosis , the promotion of angiogenesis , the inhibition of phospholipase A2 and anti-coagulation. Ctsl encodes cathepsin L, a lysosomal proteinase that has been shown to play a major role in neovascularization.
We also observed up-regulation of ACER2, a ceramidase that cleaves ceramides to generate sphingosine, which has the opposite effects on cell proliferation as survival as sphingosine-1-phosphate. The up-regulated Ppap2a gene, encoding phosphatidic acid phosphatase, can dephosphorylate bioactive glycerolipids as well as sphingolipids.
Elevated Acta2 expression, encoding smooth muscle actin, has been noted previously in diabetic nephropathy mesangial cells, and has been associated with differentiation to a myofibroblast phenotype, believed causally related to fibrosis. Of interest, TGFβ has been shown to induce Acta2 in mesangial cells grown in culture . We also observed up regulation of Flna, encoding filamin A, alpha, which is an actin binding protein involved in cytoskeleletal remodeling to effect changes in cell shape and migration. Another biologically related up-regulated gene was Wdr1, which induces the disassembly of actin filaments.
Of particular interest, the Decorin gene, Dcn, showed up-regulation in db/db mesangial cells. Decorin has been shown to interact with many extracellular matrix molecules, including collagen, fibronectin and thrombospondin, as well as the growth factor TGFβ . Expression of Dcn has been shown to reduce TGFβ induced fibrosis in many model systems . Indeed, it has been shown that decorin deficiency results in a much more severe diabetic nephropathy in mice with with streptozotocin induced diabetes . This strongly suggests that the over expression of Dcn observed in db/db mesangial cells serves a protective function.
To confirm the microarray predicted expression changes we performed immunohistochemisty, comparing wild type glomeruli to those of db/db mice (Figure 6). The results showed elevated db/db glomerular expression of Thrombospondin, Annexin3a, Decorin, Collagen12a1, Igfbp3 and AdamTS9, consistent with the microarray results. As might be expected, there were typically restricted regions of over expression. This facilitated detection, since the overall fold change in expression compared to wild type was generally relatively small. Of interest, these genes also showed expression in flanking tubules, which was generally unchanged in the db/db mouse, although increased somewhat for Decorin and Collagen 12a1.
In conclusion, we have FACS purified mesangial cells from both normal and diabetic nephropathy model mice and defined their in vivo gene expression states. The results contribute to our molecular understanding of the multifunctional character of mesangial cells, with their gene expression signatures showing similarities to pericytes, muscle cells, endothelial cells, neurons, and phagocytes. The expression levels of all growth factor, receptor and transcription factor genes were defined. In addition we analyzed the changes in mesangial gene expression occurring as a function of diabetic nephropathy, identifying genes involved in extracellular matrix, cell division, vasculogenesis, and growth factor modulation. New gene expression changes and biological pathways were discovered, yielding a deeper understanding of the disease process, and candidate targets for the development of novel therapies.
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The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2369/13/70/prepub
We thank Douglas Meyer for technical assistance. This work was supported by grant RO1DK081489 from the NIH.
The authors declare no conflicts of interest.
E.W.B. performed the experiments and generated the data. S.S.P. and E.W.B. analyzed the data. S.S.P. wrote the manuscript and E.W.B. reviewed/edited the manuscript. Both authors read and approved the final manuscript.
Electronic supplementary material
Additional file 2: Figure S1. Heatmap showing genes with elevated expression in normal mesangial cells. Expression patterns of 172 genes with up-regulation in mesangial cells are compared across multiple renal compartments, including cap mesenchyme, renal vesicle, total renal cortex, podocytes, endothelial cells and renal capsule. Red indicates high, yellow represents intermediate and blue indicates low gene expression level. This figure can be zoomed to visualize individual gene names. (TIFF 17 MB)
Additional file 3: Functional analysis of genes with elevated expression in normal mesangial cells. The top molecular functions, biological processes, cellular components, evolutionarily conserved transcription factor binding sites, microRNAs and diseases associated with the list of 172 genes showing elevated mesangial cell expression. For example, the first molecular function is store-operated calcium channel activity. There are seven genes associated with this function and three of them (Trpc1, Trpc4 and Trpc6) show elevated expression in mesangial cells, giving an uncorrected P-value of 0.000017. Functional analysis was carried out with the ToppGene (http://toppgene.cchmc.org/) web tool. (XLS 200 KB)
Additional file 4: Table S3.Genes with altered expression in diabetic nephropathy mesangial cells. The left column lists the Affymetrix probeset IDs. For some genes there are multiple probesets. Column B shows fold change, comparing wild type to db/db mutant. Column C shows directionality of change, with down signifying lower in wild type. The gene with the greatest fold change was Thrombospondin, which was 2.8 fold down in wild type compared to mutant. (XLS 16 KB)
Additional file 5: Functional analysis of genes up-regulated in db/db diabetic nephropathy mesangial cells. The top molecular function, biological processes, cellular components, evolutionarily conserved transcription factor binding sites and diseases associated with the genes showing up-regulation in db/db mesangial cells, as determined with the ToppGene (http://toppgene.cchmc.org/) web tool. (XLS 61 KB)
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Brunskill, E.W., Potter, S.S. Changes in the gene expression programs of renal mesangial cells during diabetic nephropathy. BMC Nephrol 13, 70 (2012). https://doi.org/10.1186/1471-2369-13-70
- Mesangial cells
- Diabetic nephropathy