Endothelial cells are remarkably heterogeneous in both morphology and function, and they play critical roles in the formation of multiple organ systems. In addition endothelial cell dysfunction can contribute to disease processes, including diabetic nephropathy, which is a leading cause of end stage renal disease. In this report we define the comprehensive gene expression programs of multiple types of kidney endothelial cells, and analyze the differences that distinguish them. Endothelial cells were purified from Tie2-GFP mice by cell dissociation and fluorescent activated cell sorting. Microarrays were then used to provide a global, quantitative and sensitive measure of gene expression levels. We examined renal endothelial cells from the embryo and from the adult glomerulus, cortex and medulla compartments, as well as the glomerular endothelial cells of the db/db mutant mouse, which represents a model for human diabetic nephropathy. The results identified the growth factors, receptors and transcription factors expressed by these multiple endothelial cell types. Biological processes and molecular pathways were characterized in exquisite detail. Cell type specific gene expression patterns were defined, finding novel molecular markers and providing a better understanding of compartmental distinctions. Further, analysis of enriched, evolutionarily conserved transcription factor binding sites in the promoters of co-activated genes begins to define the genetic regulatory network of renal endothelial cell formation. Finally, the gene expression differences associated with diabetic nephropathy were defined, providing a global view of both the pathogenic and protective pathways activated. These studies provide a rich resource to facilitate further investigations of endothelial cell functions in kidney development, adult compartments, and disease.
Citation: Brunskill EW, Potter SS (2010) Gene Expression Programs of Mouse Endothelial Cells in Kidney Development and Disease. PLoS ONE 5(8): e12034. https://doi.org/10.1371/journal.pone.0012034
Editor: Alfons Navarro, University of Barcelona, Spain
Received: April 9, 2010; Accepted: July 11, 2010; Published: August 10, 2010
Copyright: © 2010 Brunskill, Potter. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was supported by grants UO1DK070251 and RO1DK081489 from the National Institutes of Health (NIH). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Endothelial cells play essential roles in both development and disease. During development there is a crucial cross talk with surrounding tissues. Heterotopic transplantation studies show that organ specific microenvironments drive the specificity of vasculature formed. For example peripheral blood vessels that penetrate a graft of brain tissue form tight junctions, typical of brain vessels . Conversely, signals from endothelial cells have been shown to be essential during the development of multiple organ systems, including the heart , pancreas , liver , and kidneys . There exist a tremendous variety of endothelial cell types, and we are only beginning to understand their diverse functions .
Endothelial cell dysfunction can also play a primary role in disease, including diabetic nephropathy . Type 2 diabetes is an increasingly important global health threat. In the United States the prevalence of type 2 diabetes has almost doubled in the past 25 years, and in Asia the rate of increase is even more dramatic . Diabetes is now the most common cause of end stage renal disease in both developed and emerging nations . All three cell types of the glomerulus have been strongly implicated in diabetic nephropathy. The mesangial cells produce the observed mesangial matrix expansion. Altered podocyte function, including podocyte loss, foot process effacement, and altered makeup of the glomerular basement membrane (GBM), result in increased protein leakage. In addition altered endothelial cell function has been associated with increased leukocyte recruitment , increased angiogenesis leading to the formation of immature and leaky vessels , and decreased production of activated protein C, which normally inhibits podocyte and endothelial cell apoptosis .
Important insight into both disease and normal developmental processes can be gained by gene expression profiling. Microarrays provide a comprehensive, sensitive and quantitative measure of gene expression. Their global readout of gene use gives a detailed picture of expressed transcription factors, growth factors, and receptors. Early pioneering studies used microarrays to examine changing gene expression patterns of entire kidneys from the rat as a function of developmental time , followed by similar work with mouse , . In some cases it was possible to use manual microdissection or FACS to define gene expression profiles of selected specific structures or cell types , , . We have previously described a gene expression atlas of kidney development, at microanatomic resolution . We primarily used laser capture microdissection to isolate most of the multiple components of the developing kidney. Microarrays were then used to define gene expression patterns. The results defined the changing waves of gene usage as a function of nephrogenesis. In addition, novel molecular markers of specific compartments were found. Further, by examining the concordance of changing transcription factor expression with the presence of evolutionarily conserved transcription factor binding sites within the promoters of activated genes it was possible to begin to generate a genetic regulatory network of kidney development.
In this study we extend this previous work by investigating the gene expression programs of kidney endothelial cells. In particular, we first defined the gene expression profile of endothelial cells from E15.5 embryonic kidneys, to better understand the genetic program that drives the formation of the renal vascular system. We also examined the gene expression patterns of the adult glomerular, medullary, and cortical endothelial cells, to discover the molecular basis of their compartment specific properties. Finally, to better define the molecular anatomy of diabetic nephropathy, we analyzed the altered gene expression patterns of glomerular endothelial cells in db/db mutant mice, which represent a useful model of this disease.
Results and Discussion
Gene expression profile comparisons
We used Tie2-GFP transgenic mice to purify endothelial cells from E15.5 embryonic kidneys, adult medulla, adult glomeruli, adult cortex (with glomeruli removed), and adult glomeruli of db/db mice, which, again, represent a mouse model for diabetic nephropathy. Glomeruli were purified by sieving. Tissues were rapidly dissociated using a combination of enzymatic digestion and trituration, followed by FACS isolation of GFP positive cells. Affymetrix Mouse Gene 1.0 ST arrays were used to provide global, sensitive and quantitative measures of gene expression. In each case at least three independent biological samples were examined. The results yield a universal view of the gene expression programs used by these distinct types of endothelial cells.
A profile plot provides an overview of the observed differences in gene expression (Fig. 1). The array data was analyzed with GeneSpring GX11.01, RMA normalized, and only probesets with a minimum 100 raw expression level in three samples were included. Following ANOVA analysis, P<0.05, we selected for a minimum five fold difference in expression level in any pairwise sample type comparison, thereby identifying 786 probesets with the most distinct expression patterns (Fig. 1)(Supplementary Data S1). The embryonic endothelial cells showed the most distinct gene expression signature, while the adult glomerular endothelial cells from normal and db/db mice were most similar.
786 probesets, each represented by a single line, color coded according to expression in embryonic cells, with red indicating high and blue representing low levels of expression. E15.5, total E15.5 kidney endothelial cell population, Cortical, endothelial cells from adult kidney cortex, with glomeruli removed, Medullary, adult medulla compartment endothelial cells, wt Glom, control adult glomerulus compartment endothelial cells, db Glom, adult glomerulus compartment endothelial cells from db/db mouse with diabetic nephropathy.
Embryonic endothelial cells
We first compared embryonic to adult endothelial cell gene expression profiles, to better define the gene expression program of renal vascular development. Screening for genes with at least four fold difference in expression between E15.5 and normal adult (glomerular, cortical and medullary) endothelial cells and further requiring higher expression in embryonic samples, to focus on genes driving the embryonic endothelial program, identified 340 probe sets (Supplementary Data S2). Gene ontology biological process analysis, using ToppGene, identified forty processes with P values listed as zero, and all were related to cell division (Supplemental Data S3). They included, for example, M phase, cell cycle, mitosis, nuclear division, cell division, DNA replication, regulation of cell cycle, and so on. Not unexpectedly, the results showed clearly that the embryonic endothelial cells are heavily committed to cell division, while adult cells are not.
Embryonic endothelial cells compared to other embryonic compartments
It is perhaps more instructive to compare the gene expression profile of the embryonic endothelial cells to those of other embryonic compartments, thereby identifying those genes specific to vasculature formation. We therefore selected renal vesicles, capping mesenchyme and ureteric bud for comparison. An ANOVA analysis, including Benjamini and Hochberg correction, corrected P<0.02, and fold change of at least three, gave 531 genes with strong expression differences in the four compartments. A visual representation of the distinctive gene expression signatures of these four compartments is shown in Fig. 2.
Shown are End (E15.5 endothelial cells), UB (E11.5 ureteric bud), CM (P0 capping mesenchyme), and RV (P4 renal vesicle).
To capture a broader view of the genetic basis of embryonic vasculogenesis we also performed a less stringent analysis, requiring only a minimum two fold change (instead of three). We focused on genes with elevated expression in endothelial cells in all pairwise comparisons, yielding a total of 207 probe sets (Supplemental Data S4), which were then subjected to functional annotation using GeneSpring. The top biological processes to emerge included angiogenesis (Elk3, Epas1, Egfl7, Eng, Sox18, Kdr, Flt1, Robo4, Anxa2), regulation of cell migration (Abi3, Pecam1, Egfl7, Tek, Tie2 and Robo4), and VEGF signaling pathway (Flt4, Kdr, Flt1). Many of the genes on this list of 207, including Mef2c, Ets1, endoglin, Fli1, Tie1, Flt1, Cdh5,Fflt4, Sox18, Erg, Epas1, Ahr, Pecam1, and Icam2, have been previously strongly implicated in endothelial cell development , providing historic validation of the screen.
The expression data was further examined by performing a molecular pathways analysis using GeneSpring. The results showed a number of interesting interactions, with Tgfbeta1 and Kdr occupying central positions (Fig. 3). Kdr encodes a tyrosine kinase receptor for VEGF, and has been previously shown to mediate endothelial cell proliferation, survival, migration, tubular morphogenesis and sprouting . Tgfbeta1 is also a well-established modulator of angiogenesis .
Generated with GeneSpring 11.0 using the 207 genes with elevated expression in the embryonic endothelial cells. Relations between encoded proteins are shape and color coded, with dark purple square = member, light blue triangle = transport, red square = expression, purple square = regulation, blue square = binding, orange circle = promoter binding, light blue diamond = metabolism, pink = protein modification.
These 207 genes can be divided into functional categories, with DAVID identifying, for example, a group of 15 transcription factors (Epas1, Nfib, Elk3, Erg, Fli1, Klf7, Ets1, Hhex, Sox18, Rnf141, Bcl6b, Elf4, Ahr, Ostf1, Mefc2)(Supplemental Data S5). It is interesting that three of these genes, Hhex, Bcl6b and Elf4, have been shown to be involved in hematopoiesis , , . This dual endothelial-hematopoetic character strongly indicates the presence of hemangioblasts, multipotent precursors able to differentiate into both endothelial and hamatopoetic cells, in the E15.5 embryonic kidney, as has been previously reported . In addition, this analysis identified 60 genes encoding membrane/receptor proteins, many with previously established function in the development and function of endothelial cells, as well as other functional groups of genes.
A ToppGene functional analysis of the list of 207 genes with elevated expression in embryonic endothelial cells gave similar results, providing lists of genes involved in angiogenesis, vasculogenesis, blood vessel morphogenesis, response to oxygen levels, hemopoiesis, and other biological processes these cells are engaged in (Supplementary Data S6). In addition the ToppGene analysis identified key evolutionarily conserved transcription factor binding sites (RGAGGAARY-V$PU1_Q6, V$STAT6_02, V$STAT4_01, V$ELF1_Q6, RYTTCCTG_V$ETS2_B and V$ETS2_B) enriched in the proximal promoter regions of multiple genes with elevated expression (Supplementary Data S6). For example conserved RYTTCCTG_V$ETS2_B binding sites were found upstream of 25 genes (Egfl7, Rasgrp3, Tll1, Erg, Sgk1, Adpr, Prkch, Myct1, Fxyd5, Vamp5, Ets1, Hhex, Sipa1, Lyn, ldb2, Gpr183, Adcy4, Igf1, Mef2c, lcp1, Flt1, Elk3, Gpr97, Cdh5, Robo4). It is particularly interesting that ETS binding sites emerge with extremely high statistical significance, given the known vital role of ETS transcription factors in vasculogenesis . STAT binding sites were also found with great frequency, again of interest because STAT3 has also been shown to be an important regulator of genes involved in vasculogenesis , . Of interest, STAT3 is expressed in the embryonic endothelial cells, but also in the other endothelial cells, so it is not on the list of 207 genes with up regulation in embryos. Its activity, of course, is regulated by Jak mediated phosphorylation. These results begin to define a genetic regulatory network driving development of the renal vasculature.
Glomerular specific endothelial genes
The glomerular endothelial cells (GEC) are striking in their fenestrated structure, which facilitates fluid bypass to the glomerular basement membrane. To better define the gene expression signature specific to the adult GEC we compared their gene expression profile to those of kidney medullary and cortical (with glomeruli removed) enthothelial cells. The microarray data screen included subtraction of low expressing genes, where raw signal was not above at least 100 for three individual samples, an ANOVA analysis, P<0.05, and requiring at least a four fold elevated expression in endothelial cells of glomeruli compared to both cortical and medullary endothelia. This stringent screen identified twelve genes.
Scn7a showed the greatest fold change, with more than ten fold elevated expression in GEC compared to both cortex (with glomeruli removed) and medullary endothelial cells. This gene encodes a membrane bound voltage gated member of the sodium channel family. Endothelial cells are generally considered to be electrically unexcitable, although there have been reports that that this is not always the case , . In particular, it was shown that in hamster feed arteries electrical stimulation of endothelial cells can result in a vasodilation reponse . This suggests the possible presence of a novel electrical signaling pathway in the glomerulus.
The microarray data also showed the Ehd3 gene to be strongly up regulated in GEC. Ehd3 encodes a protein involved in endosome to golgi transport . Of interest, this gene has been previously shown to be expressed very specifically in the GEC, providing additional historical validation of the microarray data . Indeed, this was the only gene, to our knowledge, previously shown to be expressed by GEC and not other endothelial cells of the kidney.
Another gene up regulated in GEC was Gata5, encoding a transcription factor previously shown to be required for the differentiation of cardiac endothelial cells . We also observed a dramatic up regulation of Sema5a, which has been shown to play a critical role in branching patterning of the vascular system . It has also been shown to promote endothelial cell proliferation and to protect against apoptosis . Of further interest, the SEMA5A protein includes seven thrombospondin repeats.
We also found elevated GEC expression of the Adamts5 gene, which encodes a disintegrin like and metalloprotease with thrombospondin domains. This gene has previously been shown to be expressed in the endothelial cells of the adult cornea . The first thrombospondin repeat, but not the second, functions as an inhibitor of angiogenesis . Another GEC elevated gene, Gimap3, encodes a GTPase previously implicated in the control of cell survival .
Nostrin also showed much higher expression in GEC than other endothelial cells of the kidney. It encodes a protein that binds the enzyme responsible for NO synthesis, endothelial NO synthase, and triggers its translocation from the plasma membrane to vesicle-like subcellular structures, thus attenuating NO production. For a complete list of genes up regulated in GEC see Supplementary Data S7.
It is perhaps surprising that so few genes are strongly GEC specific in expression. In this regard it is interesting to note that the formation of fenestrae has been clearly linked to VEGF signaling, PI3 kinase activation and actin rearrangements , in a pathway that might involve relatively little de novo gene expression.
Medullary specific endothelial genes
The renal medulla presents extreme conditions, with low oxygen tension and high concentrations of the solutes NaCl and urea in antidiuresis. The cells of the medulla employ a variety of mechanisms to survive this hostile environment . We specifically examined the gene expression profile of the medullary endothelial cells in comparison to the glomerulus and cortex. Using the same microarray data screening procedure described for the glomerular compartment, only requiring five fold upregulation instead of four, fourteen genes were identified with elevated expression in medullary endothelial cells, as described below.
Insulin-like growth factor 1 (Igf1) expression was the most specific to medullary endothelial cells, elevated 15 fold and 28 fold compared to cortical and glomerular compartments, respectively. Igf1 is implicated in neovasculartization , migration and angiogenesis of endothelial cells . Of interest, it induces hypoxia-inducible factor 1 mediated VEGF expression in colon cancer cells . Other elevated genes were Tll1, required for normal heart development and vasculogenesis , and Tmem195, encoding a transmembrane protein. In addition there was medullary endothelial cell specific expression of the Cd36 receptor gene, whose encoded protein interacts with a large variety of ligands, including collagen types I and IV, thrombospondin, platelet-agglutinating protein p37, oxidized low density lipoprotein, and long-chain fatty acids.
It is interesting to note that Pde7b and Agtrl1 both normally showed restricted expression in the medullary endothelial cells, but were observed to be upregulated in the diabetic nephropathy GEC, as discussed later.
Other genes with medullary elevated expression included Mmp-11, encoding a matrix metalloproteinase, previously reported localized surrounding endothelial cells of glioblastomas , We also observed elevated medullary endothelial cell expression of Angpt2, which is normally expressed at sites of vascular remodeling, and functions as an antagonist of the angiogenic functions of angiopoietin1 and TIE2 . See Supplementary Data S8 for a complete gene list.
Cortical endothelial cells
Of interest, while relatively few genes showed glomerular or medullary endothelial cell specific expression with the stringent screen employed, a similar screen for cortical endothelial cell specific gene expression resulted in a much larger number, 125 genes (see Supplemental Data S9). Further analysis of this gene set gave a surprising result, with the gene expression signature resembling that previously described for proximal tubules . For example, there were twenty five transporter genes, with almost all previously shown to have very strong proximal tubule specific expression (GUDMAP.org). The data, therefore, indicated that there was a minor contamination of the cortical endothelial cells and that when the expression patterns of the medulla and glomerular endothelial cells were subtracted the remainder was primarily a proximal tubule profile. Even a small contamination would be revealed by the comparative analysis performed, with genes showing high expression in contaminating cells showing up when the endothelial gene expression pattern was removed. Nevertheless, the cortical endothelial data set was useful for the purpose of screening the glomerular and medulla profiles for compartment specific gene expression. It served to subtract cortical endothelial expressed genes, even though some additional proximal tubule expressed genes were also represented.
We examined the other data sets for signs of similar contamination. For example GEC might be particularly prone to contamination with podocytes and mesangial cells, the remaining two major cell types of the glomerulus. Other cell varieties would be effectively removed by the initial sieving procedure used to purify the glomeruli. Two specific markers of podocytes and mesangial cells are Mafb and Meis1, respectively. These genes showed low expression levels in the GEC samples, indicating a high level of purity.
Comparison of glomerular endothelial cells of normal and db/db mice
To better understand the molecular basis of diabetic nephropathy we compared the wild type and db/db GEC gene expression profiles. The db/db mice, with loss of function of the leptin receptor gene, suffer obesity, diabetes, and diabetic nephropathy. The db/db mice show many similarities to human diabetic nephropathy, including elevated glucose levels, glomerular hypertrophy, mesangial matrix expansion and albuminuria , . We evaluated the db/db mice when seven months of age, at which point they exhibited profound obesity (63.1±2.6 grams compared to 39.1±2.4 grams for non db/db littermates), elevated blood sugar (7302±5258 mg/dL versus 47±4.2 for controls), and albuminuria (3911±1288.5 µg/ml/24 hr versus 32.3±5.3 for controls). At this point the glomeruli showed significant enlargement (Fig. 4). We analyzed the relatively early stages of the disease process to better understand the initiating events. The glomeruli were, as before, first purified by sieving, followed by cell dissociation and FACS, to isolate the Tie2-GFP positive endothelial cells.
Panels A and C are controls, and panels B and D are from db/db mice. Panels A and B are lower magnification views showing multiple glomeruli, while panels C and D are higher magnification, more clearly showing the size difference. Sections were hematoxylin and eosin stained.
We initially used a relatively low stringency screen of the resulting microarray data, performing an unpaired t-test, P<0.05, finding a total of 267 probesets with greater than 1.5 fold change in expression (Supplemental Data S10). ToppGene was then used for functional analysis, with the following interesting results.
The three gene ontology molecular functions listed with the lowest P-values were all related to phosphodiesterase activity (P = 0.0001–0.0002), suggesting altered cAMP levels in the db/db endothelial cells. The biological processes that emerged with lowest P values were cell adhesion and biological adhesion, with 26 genes each (P = 0.00003). Additional biological processes identified were response to external stimulus, cellular extravasation, heterophilic cell adhesion, cell adhesion, biological adhesion, leukocyte adhesion, inflammatory response, and leukocyte tethering and rolling. ToppGene also identified several conserved transcription factor binding sites within the promoters of genes with altered expression, including V$STST5B_01 upstream of Klf4, Pcolce, Adamts9, Nfil3, Ndst1, Pdlim1 and Icam1. In addition, micro RNAs that target significant numbers of genes changed in expression in db/db GEC were found, including for example mir-26a, which is a potential regulator of 18 of the 267 genes. For complete lists of genes associated with specific biological processes and functions, as well as targets of transcription factors and microRNAs see Supplementary Data S11.
The top 22 genes
A more stringent screen of the data, requiring at least three fold change in expression in db/db GEC, reduced the list of genes to twenty two (Fig. 5). The observed differences in expression levels were highly reproducible. Of interest, several of the genes on this list have been previously shown to be endothelial cell type specific and/or connected to the diabetic nephropathy disease process, in either a protective or pathologenic role. Some of these genes, and others with smaller fold change yet of particular interest, are described below.
Red indicates high level of expression, and blue low expression, with yellow intermediate. C, control samples. DN, diabetic nephropathy db/db mice. Nineteen of the genes were up regulated in db/db mice, and three genes were down regulated.
Cell adhesion molecules
Macrophages appear to play a key role in the pathogenesis of diabetic nephropathy , . In particular, in the db/db mouse glomerular macrophage accumulation was previously shown to correlate well with the progression of glomerular damage . Cell adhesion molecules expressed by endothelial cells can contribute to the pathogenesis of diabetic nephropathy by promoting the binding and infiltration of leukocytes. We observed elevated Icam, and Vcam1 in the DB glomerular endothelial cells. This likely contributes to diabetic nephropathy pathogenesis since Icam1 deficient mice have been reported resistant to diabetes induced renal injury , as a result of suppressed macrophage infiltration. It has also been shown that db/db mice with Icam deficiency have significantly reduced level of albuminuria, fewer glomerular and interstitial macrophages, and less glomerular hypetrophy, hypercellularity and tubular damage . Two other cell adhesion molecules, p-selectin and e-selectin, also involved in leukocyte recruitment, have been reported elevated in the endothelial cells of patients with diabetic nephropathy , . We observed an approximate two fold increase in p-selectin transcript levels in the endothelial cells of the db/db mice, and a nine fold elevation for e-selectin.
One of the hallmarks of diabetic nephropathy is a reduction in the number of podocytes and expression of podocyte markers . Decreased BMP signaling has been proposed to play a key role in podocyte injury and loss. In particular, in diabetic nephropathy podocytes produce connective tissue growth factor (CTGF), an inhibitor of BMP signaling . Furthermore, BMP7 has been shown to provide protection against diabetic nephropathy in streptozotocin treated rats  and mice , .
The microarray data showed significant expression of Bmp6 in the normal GECs, with high raw expression values of over 1000. Furthermore, the expression level was elevated about 1.6 fold in the db/db mouse (P = 0.03). This increased BMP expression might afford the podocytes some level of protection.
Another gene showing significant up regulation (3.4 fold) in the db/db endothelial cells was BMP binding endothelial regulator, Bmper, which is a secreted modulator of BMP signaling . It is expressed in endothelial cells, as the name suggests, and can bind BMP2, BMP4 and BMP6 . In the developing mouse BMPER appears to have primarily a “pro-BMP” function, with the knockout mouse showing developmental defects resembling those of BMP knockouts, including a smaller kidney with reduced nephron counts . The elevated BMPER expression of the diabetic nephropathy GECs, combined with the increased Bmp6 expression, would be predicted to promote health and survival of the neighboring podocytes.
While BMP expression is considered protective, increased TGFβ expression plays a central role in the pathogenesis of diabetic nephropathy. TGFβ promotes renal cell hypertrophy and extracellular matrix accumulation, two key features of diabetic nephropathy. Indeed, although perhaps extreme, it has been stated that “TGFβ has been shown to mediate virtually all of the pathologic changes of diabetic kidney disease.” . Furthermore, treatment with anti TGFβ antibody has been shown to reduce or prevent hypertrophy and extracellular matrix expansion in both strptozotocin-induced diabetic mice , and db/db mice .
We observed a 1.5 fold increase of TGFβ1 expression in db/db endothelial cells, with raw expression levels of around 375 in wild type (uncorrected P = 0.03) in GEC, while there was no significant change in TGFβ 2 or 3. Of interest, we also observed a modest upregulation (1.4 fold, uncorrected P = 0.006) of Smad3, a mediator of TGFβ signaling, suggesting a possible autocrine effect.
Glomerular endothelial cells express thrombomodulin, a receptor for thrombin. The binding of thrombin to thrombomodulin creates a complex that activates protein C, which in turn has anti-inflammatory and anti-apoptotic protective properties. Isermann et al (2007) reported that mice with streptozotocin induced diabetes showed reduced glomerular endothelial cell expression of thrombomodulin . Further, they showed that genetic reduction of thrombomodulin function resulted in more severe proteinuria and extracellular matrix accumulation, while transgene expression of activated protein C protected against diabetic nephropathy. Consistent with these findings we observed high expression levels of thrombomodulin in wild type glomerular endothelial cells, with raw expression levels of about 1900, and a 1.5 fold down-regulation of expression in the db/db mice. This could in part account for reduced levels of activated protein C observed in diabetic nephropathy, and could contribute to pathogenesis.
Apelin and APJ
The gene showing the second greatest fold change (7.8 fold up regulated) in the db/db glomerular endothelium was Agtrl1, angiotensin receptor like 1, also known as the APJ receptor. Apelin is an ang II homologue and is the ligand for the G-coupled receptor APJ.
APJ mutant mice show an enhanced vasopressor response to angiotensin II, suggesting that apelin-APJ counteracts renin-angiotensin . AngII has been thought an important mediator of diabetic kidney damage, promoting vascular contraction, stimulating growth factor, cytokine and reactive oxygen synthesis (ROS) synthesis through the AT1 receptor. APJ has been localized to both vascular smooth muscle and endothelial cells , . In particular apelin-APJ has been shown to play a role in renal hemodynamics, with apelin having a vasodilator effect that reverses that of AngII in both afferent and efferent arterioles , . In addition, the apelin mechanism was shown to require endothelial APJ, to be mediated through NOS, and to result in calcium concentration drops in arteriole smooth muscle , similar to what was previously shown as a role for apelin in the regulation of aortic vascular tone .
In the db/db endothelial cells APJ raw expression levels were elevated about eight fold, to an extremely robust 3000. In some cases the apelin-APJ pathway has been reported to be autocrine in nature . We observed low level apelin expression in wild type glomerular endothelial cells, with raw expression levels of about 150, which was unchanged in db/db mice. While the cardiac endothelium appears to be the major source of apelin , these results show that it is not the exclusive source.
The overwhelming body of data argues that apelin-APJ provides beneficial effects. APJ expression was previously shown reduced in renal arteries of db/db mice by western blot , but we show here, by microarray analysis of purified glomerular endothelial cells, and by immunohistochemistry of glomeruli (see below), that there is actually a considerably elevated level of APJ specifically within the endothelial cells of the glomerulus.
Apelin could be considered a potential therapeutic for diabetic nephropathy, reversing AngII effects. In addition it might be possible to identify a small molecule agonist of the APJ receptor, which could also provide therapeutic benefit.
Apelin-APJ has been shown to be a regulator of nitric oxide (NO) synthesis , with both RNA and protein levels of NO elevated in apelin treated rat aortas . Altered NO levels in turn have been strongly associated with diabetic nephropathy, although the many reports do not provide a completely consistent clarification of the pathogenic and/or protective roles of NO . Of interest we observed no statistically significant change in expression levels of nitrogen oxide synthase 1 (NOS1) (neuronal), NOS2 (inducible) or NOS3 (endothelial) in the db/db glomerular endothelial cells. Nevertheless, we cannot rule out the possibility that APJ could be driving increased NO production through altered NOS phosphorylation .
CD55 showed a very robust five fold elevation of expression in the endothelial cells of db/db mice, going from a significant raw expression level of 230 to over a thousand. CD55 is normally expressed on essentially all cells that come into contact with plasma complement proteins, and affords a protective effect. It interrupts the complement cascade and thereby helps to prevent complement mediated cell injury in inflammation. It is up regulated by a number of cytokines, including Il1a, by VEGF and by thrombin. Its increased expression in db/db endothelial cells likely provides a shielding consequence.
Esm1 (endothelial specific molecule 1) showed an up regulation of about five fold in db/db endothelial cells, very similar to that observed for CD55. Also, like CD55, it has been shown to be up regulated by cytokines . Of interest this elevated Esm1 expression does not appear to be restricted to the kidney, with a similar 4 fold increase previously reported in the diaphragm of db/db mice . ESM1 has been implicated in lymphangiogenesis and is potently induced by VEGF-A and VEGF-C . ESM1 is a proteoglycan secreted by endothelial cells, and although its precise role is not known it has been proposed to inhibit the interaction between ICAM-1 and the LFA-1 integrin on lymphocytes and monocytes, thereby blocking cell adhesion .
ADAMTS9 is a secreted disintegrin and metalloprotease carrying 15 thrombospondin type 1 repeats. The Adamts9 gene is unusual in that the Affymetrix Mouse Gene 1.0 ST array used in this study carries six independent probesets, with a total of over 150 independent 25mer oligonucleotide probes assaying expression. All six probesets showed a statistically significant up regulation in db/db glomerular endothelial cells, with an average fold change of 3.8. Members of the ADAMTS family have previously been shown to be induced by inflammatory cytokines and TGFbeta1 , . The elevated Adamts9 expression could provide a disintegrin anticoagulant function, and it could help counteract extracellular matrix accumulation, both protective functions. But it could also contribute to glomerular basement membrane breakdown and/or effacement of podocytes, both pathologic functions. Of particular interest, ADAMTS9 has been shown to have anti-angiogenic activity, with Adamts9 +/− heterozygous mice showing spontaneous corneal neovascularization . Because of the importance of neovasculariztion in diabetic nephropathy this suggests that Adamts9 elevated expression provides a protective function.
Fatty acid binding protein 7 (Fabp7) expression showed a four fold up regulation in db/db GECs. It is interesting to note that Fabp7 was previously found expressed in a high percentage of clear renal cell carcinomas . Perhaps related, Gpihbp1 expression was also up regulated about 4 fold. It has previously been shown to encode an endothelial protein that plays a critical role in the lipolytic processing of chylomicrons .
The Serpina3g gene encodes a serine protease inhibitor and has been shown to provide protective effect against caspase independent cell death . It is interesting to note that while serpina3g expression was elevated 4.3 fold in the db/db mouse, its expression level in the wild type mouse was relatively low. Serpine2, another serine protease inhibitor, showed only a 2.5 fold increase in db/db mice, but basal levels in wild type mice were higher, and as a result so was the db/db expression level.
As mentioned previously, one of the most significantly altered molecular functions in the db/db GECs was phophodiesterase activity. Pde7b encodes a cAMP specific phosphodiesterase and was upregulated 3.3 fold in the db/db glomerulus endothelial cells. Two other cAMP specific phosphodiesterase genes, Pde4b and Pde4d, are also upregulated, to a lesser extent, about 1.5 fold. Elevated expression of these genes would work to drive down levels of cAMP, which could contribute to a breakdown of endothelial barrier properties, and modify responses to inflammatory mediators , .
We performed immunostains to further examine the microarray predicted changes in gene expression. The products of five genes, Esm1, Agtrl1 (APJ), Bmper, Adamts9 and Gpihbp1, with up regulation in the db/db GECs were selected. As shown in Fig. 6, the proteins encoded by these five genes all showed significant increases in abundance in the db/db glomerulus. It is interesting to note that four of these proteins (ESM1, BMPR, ADAMTS9, GPIHPB1) can be secreted, so their final localizations may not necessarily coincide with the endothelial compartment. In each case, however, we observed consistent elevated expression in the db/db glomeruli.
Protein levels were examined in C (control) kidneys, panels A, C, E, G and K, as well as DN (diabetic nephropathy) kidneys, panels B, D, F, H, and K. Elevated expression was observed in each case. Arrows in panels D, H and K show striking signal in the vascular pole region for AGTRL1, ADAMTS9 and GPIHBP1. Arrowhead in panel D marks elevated AGTRL1 expression also observed in tubules.
It is also interesting to note that for three of the proteins, AGTRL1, ADAMTS9 and GPIHBP1, there was a dramatic increase at the vascular pole, as marked by the arrows in Fig. 6 panels D, H and K. This was highly reproducible, and not observed in the control glomeruli from non db/db mice. This correlates well with long standing observations demonstrating neovascularization at the vascular pole of diabetic nephropathy glomeruli , , , . This neovascularization has been found even in diabetic patients during the first two years of disease, indicating that it is an early event . Our combined microarray and immunostaining results suggest that this is a key region for endothelial gene expression changes in diabetic nephropathy.
In summary, we defined the gene expression profiles of the endothelial cells of the kidney during development, in distinct adult compartments, and in the glomeruli of the db/db mouse, which represents an important animal model for human diabetic nephropathy. The results provide a comprehensive and quantitative analysis of gene use in these multiple endothelial cell populations. They define all of the growth factors, receptors and transcription factors expressed, and begin to explain the diverse properties of these divergent endothelial cell types.
The observed gene expression changes in the glomerular endothelial cells of the db/db mouse are perhaps of particular interest. Diabetic nephropathy is a devastating disease that occurs in approximately one third of diabetic patients . A number of important previous studies have used microarrays to begin to dissect out the molecular mechanisms driving pathogenesis. Early pioneering work used whole kidneys from db/db or streptozotocin treated mice , , , and in two cases isolated glomeruli from human samples , . In this report we were able to focus the analysis to glomerular endothelial cells, to better define the gene expression changes that occur in this precise compartment. The results identified 267 genes with greater than 1.5 fold change in gene expression, with molecular processes and biological functions including phosphodiesterase activity and cell adhesion. In addition 22 genes showed a greater than three fold change in expression, many of which could be related to either pathogenic or protective roles in the disease process. These results give a deeper understanding of diabetic nephropathy, and provide a valuable resource to facilitate further investigations.
Material and Methods
Endothelial cell purification
Endothelial cells were purified from Tie2-GFP transgenic mice using a previously described fluorescent activated cell sorting procedure  (http://www.gudmap.org/Research/Protocols/Potter.html). In brief, cells were quickly dissociated by a combination of enzymatic digestion and trituration. For the isolation of glomerular endothelial cells the glomeruli were first purified using a sieving procedure (see below).
RNA Purification, Target Amplification, and Microarray Hybridization
RNA was purified using a Qiagen RNeasy Micro kits and used for a single round or RiboSpia target amplification using the Nugen WT-Pico kit according to Nugen protocols. Hybridization, washing and scanning of Affymetrix Mouse Gene 1.0 ST arrays were performed according to standard Affymetrix procedures.
Microarray data analysis
Microarray data was analyzed as previously described , primarily using GeneSpring software, version GX 11.0. Other software used included ToppGene and DAVID. A standard analysis used either ANOVA for multiple sample types, or an unpaired t-test for two sample type comparisons. We removed probsets with low raw expression levels, requiring at least 100 in three samples. Probesets with low expression are particularly prone to artifact difference calls. We then used a combination of FDR, P value and fold change to adjust the stringency of the screen, with specific criteria described for each example in the text.
Isolation of glomeruli
Kidneys were isolated in ice-cold PBS, bisected, and the medullary region was removed. The remaining cortical region was minced into very small pieces and digested with 1.0% collagenase at 37°C for 15 min, followed by vigorous trituration. An equal volume of ice-cold 5% FBS/PBS was added and the mixture was filtered through a 100 µm mesh. The flow-through was collected, triturated vigorously and filtered through a 40 µm mesh. The glomeruli trapped on the filter were isolated by turning the filter over and rinsing with ice-cold 0.1% FBS/PBS. The collected glomeruli were vigorously triturated and re-filtered through 40 µM mesh. This process was repeated three times. After the final collection, the glomeruli were pelleted, washed with ice-cold PBS and resuspended in 0.5% trypsin. The glomeruli were incubated at 37°C for 10–15 min. During incubation, the glomeruli were triturated every five min. A portion of the sample was observed under a microscope to monitor cell dissociation. After incubation, ice-cold 5% FBS/PBS was added, the cells were pelleted, washed with ice-cold PBS and filtered before FACS analysis.
Kidneys were isolated in ice-cold PBS, fixed overnight in 4% PFA/PBS, and then cryo-preserved at 4°C in 30% sucrose overnight. Tissue was frozen in OCT (Tissue-Tek) for cryo-sectioning. Slide mounted sections were incubated in PBS for 5 min, and blocked for 60 min in PBS containing 10% donkey serum and 0.25% Triton X-100. The sections were washed 3X in PBS containing 1% donkey serum and 0.25% Triton X-100 (PBST). The sections were incubated in PBST containing primary antibody overnight at room temperature. After incubation, the sections were washed in PBST 3 times, secondary antibody in PBST was added, and incubated for 3 hours at room temperature. Sections were washed 3X in PBST for 5 min, coverslipped in Vectashield (Vector Labs) and imaged on a Zeiss AX10 microscope (Zeiss). All primary antibodies in this study were obtained from Santa Cruz Biotechnology, Inc. (Santa Cruz CA.) and secondary antibodies were obtained from Invitrogen (Carlsbad, CA). All dilutions used were according to manufacturers recommendations.
All mouse experiments were conducted in an AAALACS approved animal facility in accordance with the Cincinnati Children's Hospital Medical Center Institutional Animal Care and Use Committee policies, approved protocol number OD02013.
Microarray data is available at the genitourinary development atlas project web site (GUDMAP.ORG), and also through GEO (GSE21324, GSE20004, GSE 11232, GSE 22561, GSE 22464, GSE 20991). Experiments were conducted in a MIAME compliant manner.
Differentially expressed endothelial genes. 786 genes with most distinct expression patterns across all endothelial cell samples.
(0.15 MB XLS)
Embryonic endothelia versus adult endothelia elevated expression genes. 340 genes with elevated expression in embryonic endothelia compared to adult endothelia.
(0.09 MB XLSX)
Functional analysis of genes with elevated embryonic endothelia expression, compared to adult endothelia. ToppGene functional analysis of list of genes with elevated expression in embryonic endothelia vs adult endothelia, showing the overwhelming difference is related to cell division.
(1.08 MB XLS)
207 genes with elevated expression in embryonic endothelia compared to other kidney embryonic compartments.
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DAVID functional groupings of the 207 embryonic endothelia elevated expression genes.
(0.07 MB XLS)
ToppGene functional analysis of the 207 genes with elevated expression in embryonic endothelia, compared to other developing kidney compartments.
(1.62 MB XLS)
List of twelve genes with over 4 fold elevated expression in glomerular endothelial cells.
(0.04 MB XLS)
List of fourteen genes with over 5 fold elevated expression in medullary endothelial cells.
(0.04 MB XLS)
List of genes with elevated expression in cortical endothelial cells.
(0.06 MB XLS)
List of 267 genes with over 1.5 fold change in gene expression level in db/db glomerular endothelial cells, compared to wild type.
(0.02 MB XLS)
Conceived and designed the experiments: EWB SSP. Performed the experiments: EWB. Analyzed the data: EWB SSP. Wrote the paper: SSP.
- 1. Stewart PA, Wiley MJ (1981) Developing nervous tissue induces formation of blood-brain barrier characteristics in invading endothelial cells: a study using quail–chick transplantation chimeras. Dev Biol 84: 183–192.PA StewartMJ Wiley1981Developing nervous tissue induces formation of blood-brain barrier characteristics in invading endothelial cells: a study using quail–chick transplantation chimeras.Dev Biol84183192
- 2. Stainier DY, Fouquet B, Chen JN, Warren KS, Weinstein BM, et al. (1996) Mutations affecting the formation and function of the cardiovascular system in the zebrafish embryo. Development 123: 285–292.DY StainierB. FouquetJN ChenKS WarrenBM Weinstein1996Mutations affecting the formation and function of the cardiovascular system in the zebrafish embryo.Development123285292
- 3. Lammert E, Cleaver O, Melton D (2001) Induction of pancreatic differentiation by signals from blood vessels. Science 294: 564–567.E. LammertO. CleaverD. Melton2001Induction of pancreatic differentiation by signals from blood vessels.Science294564567
- 4. Matsumoto K, Yoshitomi H, Rossant J, Zaret KS (2001) Liver organogenesis promoted by endothelial cells prior to vascular function. Science 294: 559–563.K. MatsumotoH. YoshitomiJ. RossantKS Zaret2001Liver organogenesis promoted by endothelial cells prior to vascular function.Science294559563
- 5. Abrahamson DR (2009) Development of kidney glomerular endothelial cells and their role in basement membrane assembly. Organogenesis 5: 275–287.DR Abrahamson2009Development of kidney glomerular endothelial cells and their role in basement membrane assembly.Organogenesis5275287
- 6. Cleaver O, Melton DA (2003) Endothelial signaling during development. Nat Med 9: 661–668.O. CleaverDA Melton2003Endothelial signaling during development.Nat Med9661668
- 7. Goligorsky MS, Chen J, Brodsky S (2001) Workshop: endothelial cell dysfunction leading to diabetic nephropathy: focus on nitric oxide. Hypertension 37: 744–748.MS GoligorskyJ. ChenS. Brodsky2001Workshop: endothelial cell dysfunction leading to diabetic nephropathy: focus on nitric oxide.Hypertension37744748
- 8. Yoon KH, Lee JH, Kim JW, Cho JH, Choi YH, et al. (2006) Epidemic obesity and type 2 diabetes in Asia. Lancet 368: 1681–1688.KH YoonJH LeeJW KimJH ChoYH Choi2006Epidemic obesity and type 2 diabetes in Asia.Lancet36816811688
- 9. Atkins RC, Zimmet P (2010) Diabetic kidney disease: act now or pay later. Nephrol Dial Transplant 25: 331–333.RC AtkinsP. Zimmet2010Diabetic kidney disease: act now or pay later.Nephrol Dial Transplant25331333
- 10. Galkina E, Ley K (2006) Leukocyte recruitment and vascular injury in diabetic nephropathy. J Am Soc Nephrol 17: 368–377.E. GalkinaK. Ley2006Leukocyte recruitment and vascular injury in diabetic nephropathy.J Am Soc Nephrol17368377
- 11. Zent R, Pozzi A (2007) Angiogenesis in diabetic nephropathy. Semin Nephrol 27: 161–171.R. ZentA. Pozzi2007Angiogenesis in diabetic nephropathy.Semin Nephrol27161171
- 12. Isermann B, Vinnikov IA, Madhusudhan T, Herzog S, Kashif M, et al. (2007) Activated protein C protects against diabetic nephropathy by inhibiting endothelial and podocyte apoptosis. Nat Med 13: 1349–1358.B. IsermannIA VinnikovT. MadhusudhanS. HerzogM. Kashif2007Activated protein C protects against diabetic nephropathy by inhibiting endothelial and podocyte apoptosis.Nat Med1313491358
- 13. Stuart RO, Bush KT, Nigam SK (2001) Changes in global gene expression patterns during development and maturation of the rat kidney. Proc Natl Acad Sci U S A 98: 5649–5654.RO StuartKT BushSK Nigam2001Changes in global gene expression patterns during development and maturation of the rat kidney.Proc Natl Acad Sci U S A9856495654
- 14. Challen G, Gardiner B, Caruana G, Kostoulias X, Martinez G, et al. (2005) Temporal and spatial transcriptional programs in murine kidney development. Physiol Genomics 23: 159–171.G. ChallenB. GardinerG. CaruanaX. KostouliasG. Martinez2005Temporal and spatial transcriptional programs in murine kidney development.Physiol Genomics23159171
- 15. Stuart RO, Bush KT, Nigam SK (2003) Changes in gene expression patterns in the ureteric bud and metanephric mesenchyme in models of kidney development. Kidney Int 64: 1997–2008.RO StuartKT BushSK Nigam2003Changes in gene expression patterns in the ureteric bud and metanephric mesenchyme in models of kidney development.Kidney Int6419972008
- 16. Schwab K, Hartman HA, Liang HC, Aronow BJ, Patterson LT, et al. (2006) Comprehensive microarray analysis of Hoxa11/Hoxd11 mutant kidney development. Dev Biol 293: 540–554.K. SchwabHA HartmanHC LiangBJ AronowLT Patterson2006Comprehensive microarray analysis of Hoxa11/Hoxd11 mutant kidney development.Dev Biol293540554
- 17. Brunskill EW, Aronow BJ, Georgas K, Rumballe B, Valerius MT, et al. (2008) Atlas of gene expression in the developing kidney at microanatomic resolution. Dev Cell 15: 781–791.EW BrunskillBJ AronowK. GeorgasB. RumballeMT Valerius2008Atlas of gene expression in the developing kidney at microanatomic resolution.Dev Cell15781791
- 18. De Val S, Black BL (2009) Transcriptional control of endothelial cell development. Dev Cell 16: 180–195.S. De ValBL Black2009Transcriptional control of endothelial cell development.Dev Cell16180195
- 19. Goldie LC, Nix MK, Hirschi KK (2008) Embryonic vasculogenesis and hematopoietic specification. Organogenesis 4: 257–263.LC GoldieMK NixKK Hirschi2008Embryonic vasculogenesis and hematopoietic specification.Organogenesis4257263
- 20. Guo Y, Chan R, Ramsey H, Li W, Xie X, et al. (2003) The homeoprotein Hex is required for hemangioblast differentiation. Blood 102: 2428–2435.Y. GuoR. ChanH. RamseyW. LiX. Xie2003The homeoprotein Hex is required for hemangioblast differentiation.Blood10224282435
- 21. Broxmeyer HE, Sehra S, Cooper S, Toney LM, Kusam S, et al. (2007) Aberrant regulation of hematopoiesis by T cells in BAZF-deficient mice. Mol Cell Biol 27: 5275–5285.HE BroxmeyerS. SehraS. CooperLM ToneyS. Kusam2007Aberrant regulation of hematopoiesis by T cells in BAZF-deficient mice.Mol Cell Biol2752755285
- 22. Lacorazza HD, Yamada T, Liu Y, Miyata Y, Sivina M, et al. (2006) The transcription factor MEF/ELF4 regulates the quiescence of primitive hematopoietic cells. Cancer Cell 9: 175–187.HD LacorazzaT. YamadaY. LiuY. MiyataM. Sivina2006The transcription factor MEF/ELF4 regulates the quiescence of primitive hematopoietic cells.Cancer Cell9175187
- 23. Sequeira Lopez ML, Chernavvsky DR, Nomasa T, Wall L, Yanagisawa M, et al. (2003) The embryo makes red blood cell progenitors in every tissue simultaneously with blood vessel morphogenesis. Am J Physiol Regul Integr Comp Physiol 284: R1126–1137.ML Sequeira LopezDR ChernavvskyT. NomasaL. WallM. Yanagisawa2003The embryo makes red blood cell progenitors in every tissue simultaneously with blood vessel morphogenesis.Am J Physiol Regul Integr Comp Physiol284R11261137
- 24. Sumanas S, Lin S (2006) Ets1-related protein is a key regulator of vasculogenesis in zebrafish. PLoS Biol 4: e10.S. SumanasS. Lin2006Ets1-related protein is a key regulator of vasculogenesis in zebrafish.PLoS Biol4e10
- 25. Valdembri D, Serini G, Vacca A, Ribatti D, Bussolino F (2002) In vivo activation of JAK2/STAT-3 pathway during angiogenesis induced by GM-CSF. FASEB J 16: 225–227.D. ValdembriG. SeriniA. VaccaD. RibattiF. Bussolino2002In vivo activation of JAK2/STAT-3 pathway during angiogenesis induced by GM-CSF.FASEB J16225227
- 26. Niu G, Wright KL, Huang M, Song L, Haura E, et al. (2002) Constitutive Stat3 activity up-regulates VEGF expression and tumor angiogenesis. Oncogene 21: 2000–2008.G. NiuKL WrightM. HuangL. SongE. Haura2002Constitutive Stat3 activity up-regulates VEGF expression and tumor angiogenesis.Oncogene2120002008
- 27. Emerson GG, Segal SS (2001) Electrical activation of endothelium evokes vasodilation and hyperpolarization along hamster feed arteries. Am J Physiol Heart Circ Physiol 280: H160–167.GG EmersonSS Segal2001Electrical activation of endothelium evokes vasodilation and hyperpolarization along hamster feed arteries.Am J Physiol Heart Circ Physiol280H160167
- 28. Bossu JL, Elhamdani A, Feltz A (1992) Voltage-dependent calcium entry in confluent bovine capillary endothelial cells. FEBS Lett 299: 239–242.JL BossuA. ElhamdaniA. Feltz1992Voltage-dependent calcium entry in confluent bovine capillary endothelial cells.FEBS Lett299239242
- 29. Naslavsky N, McKenzie J, Altan-Bonnet N, Sheff D, Caplan S (2009) EHD3 regulates early-endosome-to-Golgi transport and preserves Golgi morphology. J Cell Sci 122: 389–400.N. NaslavskyJ. McKenzieN. Altan-BonnetD. SheffS. Caplan2009EHD3 regulates early-endosome-to-Golgi transport and preserves Golgi morphology.J Cell Sci122389400
- 30. Patrakka J, Xiao Z, Nukui M, Takemoto M, He L, et al. (2007) Expression and subcellular distribution of novel glomerulus-associated proteins dendrin, ehd3, sh2d4a, plekhh2, and 2310066E14Rik. J Am Soc Nephrol 18: 689–697.J. PatrakkaZ. XiaoM. NukuiM. TakemotoL. He2007Expression and subcellular distribution of novel glomerulus-associated proteins dendrin, ehd3, sh2d4a, plekhh2, and 2310066E14Rik.J Am Soc Nephrol18689697
- 31. Nemer G, Nemer M (2002) Cooperative interaction between GATA5 and NF-ATc regulates endothelial-endocardial differentiation of cardiogenic cells. Development 129: 4045–4055.G. NemerM. Nemer2002Cooperative interaction between GATA5 and NF-ATc regulates endothelial-endocardial differentiation of cardiogenic cells.Development12940454055
- 32. Sadanandam A, Rosenbaugh EG, Singh S, Varney M, Semaphorin SinghRK (2009) 5A promotes angiogenesis by increasing endothelial cell proliferation, migration, and decreasing apoptosis. Microvasc Res 79: 1–9.A. SadanandamEG RosenbaughS. SinghM. VarneySinghRK Semaphorin20095A promotes angiogenesis by increasing endothelial cell proliferation, migration, and decreasing apoptosis.Microvasc Res7919
- 33. McCulloch DR, Le Goff C, Bhatt S, Dixon LJ, Sandy JD, et al. (2009) Adamts5, the gene encoding a proteoglycan-degrading metalloprotease, is expressed by specific cell lineages during mouse embryonic development and in adult tissues. Gene Expr Patterns 9: 314–323.DR McCullochC. Le GoffS. BhattLJ DixonJD Sandy2009Adamts5, the gene encoding a proteoglycan-degrading metalloprotease, is expressed by specific cell lineages during mouse embryonic development and in adult tissues.Gene Expr Patterns9314323
- 34. Sharghi-Namini S, Fan H, Sulochana KN, Potturi P, Xiang W, et al. (2008) The first but not the second thrombospondin type 1 repeat of ADAMTS5 functions as an angiogenesis inhibitor. Biochem Biophys Res Commun 371: 215–219.S. Sharghi-NaminiH. FanKN SulochanaP. PotturiW. Xiang2008The first but not the second thrombospondin type 1 repeat of ADAMTS5 functions as an angiogenesis inhibitor.Biochem Biophys Res Commun371215219
- 35. Krucken J, Schroetel RM, Muller IU, Saidani N, Marinovski P, et al. (2004) Comparative analysis of the human gimap gene cluster encoding a novel GTPase family. Gene 341: 291–304.J. KruckenRM SchroetelIU MullerN. SaidaniP. Marinovski2004Comparative analysis of the human gimap gene cluster encoding a novel GTPase family.Gene341291304
- 36. Satchell SC, Braet F (2009) Glomerular endothelial cell fenestrations: an integral component of the glomerular filtration barrier. Am J Physiol Renal Physiol 296: F947–956.SC SatchellF. Braet2009Glomerular endothelial cell fenestrations: an integral component of the glomerular filtration barrier.Am J Physiol Renal Physiol296F947956
- 37. Neuhofer W, Beck FX (2005) Cell survival in the hostile environment of the renal medulla. Annu Rev Physiol 67: 531–555.W. NeuhoferFX Beck2005Cell survival in the hostile environment of the renal medulla.Annu Rev Physiol67531555
- 38. Kondo T, Vicent D, Suzuma K, Yanagisawa M, King GL, et al. (2003) Knockout of insulin and IGF-1 receptors on vascular endothelial cells protects against retinal neovascularization. J Clin Invest 111: 1835–1842.T. KondoD. VicentK. SuzumaM. YanagisawaGL King2003Knockout of insulin and IGF-1 receptors on vascular endothelial cells protects against retinal neovascularization.J Clin Invest11118351842
- 39. Shigematsu S, Yamauchi K, Nakajima K, Iijima S, Aizawa T, et al. (1999) IGF-1 regulates migration and angiogenesis of human endothelial cells. Endocr J. 46. pp. S59–62.S. ShigematsuK. YamauchiK. NakajimaS. IijimaT. Aizawa1999IGF-1 regulates migration and angiogenesis of human endothelial cells.Endocr J46SupplS5962
- 40. Fukuda R, Hirota K, Fan F, Jung YD, Ellis LM, et al. (2002) Insulin-like growth factor 1 induces hypoxia-inducible factor 1-mediated vascular endothelial growth factor expression, which is dependent on MAP kinase and phosphatidylinositol 3-kinase signaling in colon cancer cells. J Biol Chem 277: 38205–38211.R. FukudaK. HirotaF. FanYD JungLM Ellis2002Insulin-like growth factor 1 induces hypoxia-inducible factor 1-mediated vascular endothelial growth factor expression, which is dependent on MAP kinase and phosphatidylinositol 3-kinase signaling in colon cancer cells.J Biol Chem2773820538211
- 41. Clark TG, Conway SJ, Scott IC, Labosky PA, Winnier G, et al. (1999) The mammalian Tolloid-like 1 gene, Tll1, is necessary for normal septation and positioning of the heart. Development 126: 2631–2642.TG ClarkSJ ConwayIC ScottPA LaboskyG. Winnier1999The mammalian Tolloid-like 1 gene, Tll1, is necessary for normal septation and positioning of the heart.Development12626312642
- 42. Stojic J, Hagemann C, Haas S, Herbold C, Kuhnel S, et al. (2008) Expression of matrix metalloproteinases MMP-1, MMP-11 and MMP-19 is correlated with the WHO-grading of human malignant gliomas. Neurosci Res 60: 40–49.J. StojicC. HagemannS. HaasC. HerboldS. Kuhnel2008Expression of matrix metalloproteinases MMP-1, MMP-11 and MMP-19 is correlated with the WHO-grading of human malignant gliomas.Neurosci Res604049
- 43. Maisonpierre PC, Suri C, Jones PF, Bartunkova S, Wiegand SJ, et al. (1997) Angiopoietin-2, a natural antagonist for Tie2 that disrupts in vivo angiogenesis. Science 277: 55–60.PC MaisonpierreC. SuriPF JonesS. BartunkovaSJ Wiegand1997Angiopoietin-2, a natural antagonist for Tie2 that disrupts in vivo angiogenesis.Science2775560
- 44. Breyer MD, Bottinger E, Brosius FC 3rd, Coffman TM, Harris RC, et al. (2005) Mouse models of diabetic nephropathy. J Am Soc Nephrol 16: 27–45.MD BreyerE. BottingerFC Brosius 3rdTM CoffmanRC Harris2005Mouse models of diabetic nephropathy.J Am Soc Nephrol162745
- 45. Cohen MP, Clements RS, Hud E, Cohen JA, Ziyadeh FN (1996) Evolution of renal function abnormalities in the db/db mouse that parallels the development of human diabetic nephropathy. Exp Nephrol 4: 166–171.MP CohenRS ClementsE. HudJA CohenFN Ziyadeh1996Evolution of renal function abnormalities in the db/db mouse that parallels the development of human diabetic nephropathy.Exp Nephrol4166171
- 46. Furuta T, Saito T, Ootaka T, Soma J, Obara K, et al. (1993) The role of macrophages in diabetic glomerulosclerosis. Am J Kidney Dis 21: 480–485.T. FurutaT. SaitoT. OotakaJ. SomaK. Obara1993The role of macrophages in diabetic glomerulosclerosis.Am J Kidney Dis21480485
- 47. Sassy-Prigent C, Heudes D, Mandet C, Belair MF, Michel O, et al. (2000) Early glomerular macrophage recruitment in streptozotocin-induced diabetic rats. Diabetes 49: 466–475.C. Sassy-PrigentD. HeudesC. MandetMF BelairO. Michel2000Early glomerular macrophage recruitment in streptozotocin-induced diabetic rats.Diabetes49466475
- 48. Chow F, Ozols E, Nikolic-Paterson DJ, Atkins RC, Tesch GH (2004) Macrophages in mouse type 2 diabetic nephropathy: correlation with diabetic state and progressive renal injury. Kidney Int 65: 116–128.F. ChowE. OzolsDJ Nikolic-PatersonRC AtkinsGH Tesch2004Macrophages in mouse type 2 diabetic nephropathy: correlation with diabetic state and progressive renal injury.Kidney Int65116128
- 49. Okada S, Shikata K, Matsuda M, Ogawa D, Usui H, et al. (2003) Intercellular adhesion molecule-1-deficient mice are resistant against renal injury after induction of diabetes. Diabetes 52: 2586–2593.S. OkadaK. ShikataM. MatsudaD. OgawaH. Usui2003Intercellular adhesion molecule-1-deficient mice are resistant against renal injury after induction of diabetes.Diabetes5225862593
- 50. Chow FY, Nikolic-Paterson DJ, Ozols E, Atkins RC, Tesch GH (2005) Intercellular adhesion molecule-1 deficiency is protective against nephropathy in type 2 diabetic db/db mice. J Am Soc Nephrol 16: 1711–1722.FY ChowDJ Nikolic-PatersonE. OzolsRC AtkinsGH Tesch2005Intercellular adhesion molecule-1 deficiency is protective against nephropathy in type 2 diabetic db/db mice.J Am Soc Nephrol1617111722
- 51. Hirata K, Shikata K, Matsuda M, Akiyama K, Sugimoto H, et al. (1998) Increased expression of selectins in kidneys of patients with diabetic nephropathy. Diabetologia 41: 185–192.K. HirataK. ShikataM. MatsudaK. AkiyamaH. Sugimoto1998Increased expression of selectins in kidneys of patients with diabetic nephropathy.Diabetologia41185192
- 52. Pall AA, Garner CM, Richards GM, Howie AJ, Adu D, et al. (1993) Expression of E-selectin in the human kidney. Nephrol Dial Transplant 8: 1429–1430.AA PallCM GarnerGM RichardsAJ HowieD. Adu1993Expression of E-selectin in the human kidney.Nephrol Dial Transplant814291430
- 53. Shankland SJ (2006) The podocyte's response to injury: role in proteinuria and glomerulosclerosis. Kidney Int 69: 2131–2147.SJ Shankland2006The podocyte's response to injury: role in proteinuria and glomerulosclerosis.Kidney Int6921312147
- 54. Nguyen TQ, Roestenberg P, van Nieuwenhoven FA, Bovenschen N, Li Z, et al. (2008) CTGF inhibits BMP-7 signaling in diabetic nephropathy. J Am Soc Nephrol 19: 2098–2107.TQ NguyenP. RoestenbergFA van NieuwenhovenN. BovenschenZ. Li2008CTGF inhibits BMP-7 signaling in diabetic nephropathy.J Am Soc Nephrol1920982107
- 55. Wang S, Chen Q, Simon TC, Strebeck F, Chaudhary L, et al. (2003) Bone morphogenic protein-7 (BMP-7), a novel therapy for diabetic nephropathy. Kidney Int 63: 2037–2049.S. WangQ. ChenTC SimonF. StrebeckL. Chaudhary2003Bone morphogenic protein-7 (BMP-7), a novel therapy for diabetic nephropathy.Kidney Int6320372049
- 56. Sugimoto H, Grahovac G, Zeisberg M, Kalluri R (2007) Renal fibrosis and glomerulosclerosis in a new mouse model of diabetic nephropathy and its regression by bone morphogenic protein-7 and advanced glycation end product inhibitors. Diabetes 56: 1825–1833.H. SugimotoG. GrahovacM. ZeisbergR. Kalluri2007Renal fibrosis and glomerulosclerosis in a new mouse model of diabetic nephropathy and its regression by bone morphogenic protein-7 and advanced glycation end product inhibitors.Diabetes5618251833
- 57. Wang S, de Caestecker M, Kopp J, Mitu G, Lapage J, et al. (2006) Renal bone morphogenetic protein-7 protects against diabetic nephropathy. J Am Soc Nephrol 17: 2504–2512.S. WangM. de CaesteckerJ. KoppG. MituJ. Lapage2006Renal bone morphogenetic protein-7 protects against diabetic nephropathy.J Am Soc Nephrol1725042512
- 58. Moser M, Binder O, Wu Y, Aitsebaomo J, Ren R, et al. (2003) BMPER, a novel endothelial cell precursor-derived protein, antagonizes bone morphogenetic protein signaling and endothelial cell differentiation. Mol Cell Biol 23: 5664–5679.M. MoserO. BinderY. WuJ. AitsebaomoR. Ren2003BMPER, a novel endothelial cell precursor-derived protein, antagonizes bone morphogenetic protein signaling and endothelial cell differentiation.Mol Cell Biol2356645679
- 59. Ikeya M, Kawada M, Kiyonari H, Sasai N, Nakao K, et al. (2006) Essential pro-Bmp roles of crossveinless 2 in mouse organogenesis. Development 133: 4463–4473.M. IkeyaM. KawadaH. KiyonariN. SasaiK. Nakao2006Essential pro-Bmp roles of crossveinless 2 in mouse organogenesis.Development13344634473
- 60. Chen S, Jim B, Ziyadeh FN (2003) Diabetic nephropathy and transforming growth factor-beta: transforming our view of glomerulosclerosis and fibrosis build-up. Semin Nephrol 23: 532–543.S. ChenB. JimFN Ziyadeh2003Diabetic nephropathy and transforming growth factor-beta: transforming our view of glomerulosclerosis and fibrosis build-up.Semin Nephrol23532543
- 61. Sharma K, Jin Y, Guo J, Ziyadeh FN (1996) Neutralization of TGF-beta by anti-TGF-beta antibody attenuates kidney hypertrophy and the enhanced extracellular matrix gene expression in STZ-induced diabetic mice. Diabetes 45: 522–530.K. SharmaY. JinJ. GuoFN Ziyadeh1996Neutralization of TGF-beta by anti-TGF-beta antibody attenuates kidney hypertrophy and the enhanced extracellular matrix gene expression in STZ-induced diabetic mice.Diabetes45522530
- 62. Ziyadeh FN, Hoffman BB, Han DC, Iglesias-De La Cruz MC, Hong SW, et al. (2000) Long-term prevention of renal insufficiency, excess matrix gene expression, and glomerular mesangial matrix expansion by treatment with monoclonal antitransforming growth factor-beta antibody in db/db diabetic mice. Proc Natl Acad Sci U S A 97: 8015–8020.FN ZiyadehBB HoffmanDC HanMC Iglesias-De La CruzSW Hong2000Long-term prevention of renal insufficiency, excess matrix gene expression, and glomerular mesangial matrix expansion by treatment with monoclonal antitransforming growth factor-beta antibody in db/db diabetic mice.Proc Natl Acad Sci U S A9780158020
- 63. Ishida J, Hashimoto T, Hashimoto Y, Nishiwaki S, Iguchi T, et al. (2004) Regulatory roles for APJ, a seven-transmembrane receptor related to angiotensin-type 1 receptor in blood pressure in vivo. J Biol Chem 279: 26274–26279.J. IshidaT. HashimotoY. HashimotoS. NishiwakiT. Iguchi2004Regulatory roles for APJ, a seven-transmembrane receptor related to angiotensin-type 1 receptor in blood pressure in vivo.J Biol Chem2792627426279
- 64. Kleinz MJ, Skepper JN, Davenport AP (2005) Immunocytochemical localisation of the apelin receptor, APJ, to human cardiomyocytes, vascular smooth muscle and endothelial cells. Regul Pept 126: 233–240.MJ KleinzJN SkepperAP Davenport2005Immunocytochemical localisation of the apelin receptor, APJ, to human cardiomyocytes, vascular smooth muscle and endothelial cells.Regul Pept126233240
- 65. Hus-Citharel A, Bouby N, Frugiere A, Bodineau L, Gasc JM, et al. (2008) Effect of apelin on glomerular hemodynamic function in the rat kidney. Kidney Int 74: 486–494.A. Hus-CitharelN. BoubyA. FrugiereL. BodineauJM Gasc2008Effect of apelin on glomerular hemodynamic function in the rat kidney.Kidney Int74486494
- 66. Zhong JC, Huang Y, Yung LM, Lau CW, Leung FP, et al. (2007) The novel peptide apelin regulates intrarenal artery tone in diabetic mice. Regul Pept 144: 109–114.JC ZhongY. HuangLM YungCW LauFP Leung2007The novel peptide apelin regulates intrarenal artery tone in diabetic mice.Regul Pept144109114
- 67. Zhong JC, Yu XY, Huang Y, Yung LM, Lau CW, et al. (2007) Apelin modulates aortic vascular tone via endothelial nitric oxide synthase phosphorylation pathway in diabetic mice. Cardiovasc Res 74: 388–395.JC ZhongXY YuY. HuangLM YungCW Lau2007Apelin modulates aortic vascular tone via endothelial nitric oxide synthase phosphorylation pathway in diabetic mice.Cardiovasc Res74388395
- 68. Kalin RE, Kretz MP, Meyer AM, Kispert A, Heppner FL, et al. (2007) Paracrine and autocrine mechanisms of apelin signaling govern embryonic and tumor angiogenesis. Dev Biol 305: 599–614.RE KalinMP KretzAM MeyerA. KispertFL Heppner2007Paracrine and autocrine mechanisms of apelin signaling govern embryonic and tumor angiogenesis.Dev Biol305599614
- 69. Kleinz MJ, Davenport AP (2005) Emerging roles of apelin in biology and medicine. Pharmacol Ther 107: 198–211.MJ KleinzAP Davenport2005Emerging roles of apelin in biology and medicine.Pharmacol Ther107198211
- 70. Tatemoto K, Takayama K, Zou MX, Kumaki I, Zhang W, et al. (2001) The novel peptide apelin lowers blood pressure via a nitric oxide-dependent mechanism. Regul Pept 99: 87–92.K. TatemotoK. TakayamaMX ZouI. KumakiW. Zhang2001The novel peptide apelin lowers blood pressure via a nitric oxide-dependent mechanism.Regul Pept998792
- 71. Jia YX, Lu ZF, Zhang J, Pan CS, Yang JH, et al. (2007) Apelin activates L-arginine/nitric oxide synthase/nitric oxide pathway in rat aortas. Peptides 28: 2023–2029.YX JiaZF LuJ. ZhangCS PanJH Yang2007Apelin activates L-arginine/nitric oxide synthase/nitric oxide pathway in rat aortas.Peptides2820232029
- 72. Prabhakar SS (2004) Role of nitric oxide in diabetic nephropathy. Semin Nephrol 24: 333–344.SS Prabhakar2004Role of nitric oxide in diabetic nephropathy.Semin Nephrol24333344
- 73. Lassalle P, Molet S, Janin A, Heyden JV, Tavernier J, et al. (1996) ESM-1 is a novel human endothelial cell-specific molecule expressed in lung and regulated by cytokines. J Biol Chem 271: 20458–20464.P. LassalleS. MoletA. JaninJV HeydenJ. Tavernier1996ESM-1 is a novel human endothelial cell-specific molecule expressed in lung and regulated by cytokines.J Biol Chem2712045820464
- 74. van Lunteren E, Moyer M (2009) Gene expression profiling in the type 1 diabetes rat diaphragm. PLoS One 4: e7832.E. van LunterenM. Moyer2009Gene expression profiling in the type 1 diabetes rat diaphragm.PLoS One4e7832
- 75. Shin JW, Huggenberger R, Detmar M (2008) Transcriptional profiling of VEGF-A and VEGF-C target genes in lymphatic endothelium reveals endothelial-specific molecule-1 as a novel mediator of lymphangiogenesis. Blood 112: 2318–2326.JW ShinR. HuggenbergerM. Detmar2008Transcriptional profiling of VEGF-A and VEGF-C target genes in lymphatic endothelium reveals endothelial-specific molecule-1 as a novel mediator of lymphangiogenesis.Blood11223182326
- 76. Bechard D, Scherpereel A, Hammad H, Gentina T, Tsicopoulos A, et al. (2001) Human endothelial-cell specific molecule-1 binds directly to the integrin CD11a/CD18 (LFA-1) and blocks binding to intercellular adhesion molecule-1. J Immunol 167: 3099–3106.D. BechardA. ScherpereelH. HammadT. GentinaA. Tsicopoulos2001Human endothelial-cell specific molecule-1 binds directly to the integrin CD11a/CD18 (LFA-1) and blocks binding to intercellular adhesion molecule-1.J Immunol16730993106
- 77. Demircan K, Hirohata S, Nishida K, Hatipoglu OF, Oohashi T, et al. (2005) ADAMTS-9 is synergistically induced by interleukin-1beta and tumor necrosis factor alpha in OUMS-27 chondrosarcoma cells and in human chondrocytes. Arthritis Rheum 52: 1451–1460.K. DemircanS. HirohataK. NishidaOF HatipogluT. Oohashi2005ADAMTS-9 is synergistically induced by interleukin-1beta and tumor necrosis factor alpha in OUMS-27 chondrosarcoma cells and in human chondrocytes.Arthritis Rheum5214511460
- 78. Koo BH, Coe DM, Dixon LJ, Somerville RP, Nelson CM, et al. ADAMTS9 is a cell–autonomously acting, anti–angiogenic metalloprotease expressed by microvascular endothelial cells. Am J Pathol 1494–1504.BH KooDM CoeLJ DixonRP SomervilleCM NelsonADAMTS9 is a cell–autonomously acting, anti–angiogenic metalloprotease expressed by microvascular endothelial cells.Am J Pathol14941504
- 79. Skubitz KM, Zimmermann W, Kammerer R, Pambuccian S, Skubitz AP (2006) Differential gene expression identifies subgroups of renal cell carcinoma. J Lab Clin Med 147: 250–267.KM SkubitzW. ZimmermannR. KammererS. PambuccianAP Skubitz2006Differential gene expression identifies subgroups of renal cell carcinoma.J Lab Clin Med147250267
- 80. Beigneux AP, Davies BS, Gin P, Weinstein MM, Farber E, et al. (2007) Glycosylphosphatidylinositol-anchored high-density lipoprotein-binding protein 1 plays a critical role in the lipolytic processing of chylomicrons. Cell Metab 5: 279–291.AP BeigneuxBS DaviesP. GinMM WeinsteinE. Farber2007Glycosylphosphatidylinositol-anchored high-density lipoprotein-binding protein 1 plays a critical role in the lipolytic processing of chylomicrons.Cell Metab5279291
- 81. Liu N, Wang Y, Ashton-Rickardt PG (2004) Serine protease inhibitor 2A inhibits caspase-independent cell death. FEBS Lett 569: 49–53.N. LiuY. WangPG Ashton-Rickardt2004Serine protease inhibitor 2A inhibits caspase-independent cell death.FEBS Lett5694953
- 82. He P, Zeng M, Curry FE (2000) Dominant role of cAMP in regulation of microvessel permeability. Am J Physiol Heart Circ Physiol 278: H1124–1133.P. HeM. ZengFE Curry2000Dominant role of cAMP in regulation of microvessel permeability.Am J Physiol Heart Circ Physiol278H11241133
- 83. Waschke J, Drenckhahn D, Adamson RH, Barth H, Curry FE (2004) cAMP protects endothelial barrier functions by preventing Rac-1 inhibition. Am J Physiol Heart Circ Physiol 287: H2427–2433.J. WaschkeD. DrenckhahnRH AdamsonH. BarthFE Curry2004cAMP protects endothelial barrier functions by preventing Rac-1 inhibition.Am J Physiol Heart Circ Physiol287H24272433
- 84. Min W, Yamanaka N (1993) Three-dimensional analysis of increased vasculature around the glomerular vascular pole in diabetic nephropathy. Virchows Arch A Pathol Anat Histopathol 423: 201–207.W. MinN. Yamanaka1993Three-dimensional analysis of increased vasculature around the glomerular vascular pole in diabetic nephropathy.Virchows Arch A Pathol Anat Histopathol423201207
- 85. Osterby R, Asplund J, Bangstad HJ, Nyberg G, Rudberg S, et al. (1999) Neovascularization at the vascular pole region in diabetic glomerulopathy. Nephrol Dial Transplant 14: 348–352.R. OsterbyJ. AsplundHJ BangstadG. NybergS. Rudberg1999Neovascularization at the vascular pole region in diabetic glomerulopathy.Nephrol Dial Transplant14348352
- 86. Osterby R, Nyberg G (1987) New vessel formation in the renal corpuscles in advanced diabetic glomerulopathy. J Diabet Complications 1: 122–127.R. OsterbyG. Nyberg1987New vessel formation in the renal corpuscles in advanced diabetic glomerulopathy.J Diabet Complications1122127
- 87. Stout LC, Whorton EB (2007) Pathogenesis of extra efferent vessel development in diabetic glomeruli. Hum Pathol 38: 1167–1177.LC StoutEB Whorton2007Pathogenesis of extra efferent vessel development in diabetic glomeruli.Hum Pathol3811671177
- 88. Kato H, Si H, Hostetter T, Susztak K (2008) Smad1 as a biomarker for diabetic nephropathy. Diabetes 57: 1459–1460.H. KatoH. SiT. HostetterK. Susztak2008Smad1 as a biomarker for diabetic nephropathy.Diabetes5714591460
- 89. Susztak K, Bottinger E, Novetsky A, Liang D, Zhu Y, et al. (2004) Molecular profiling of diabetic mouse kidney reveals novel genes linked to glomerular disease. Diabetes 53: 784–794.K. SusztakE. BottingerA. NovetskyD. LiangY. Zhu2004Molecular profiling of diabetic mouse kidney reveals novel genes linked to glomerular disease.Diabetes53784794
- 90. Wada J, Zhang H, Tsuchiyama Y, Hiragushi K, Hida K, et al. (2001) Gene expression profile in streptozotocin-induced diabetic mice kidneys undergoing glomerulosclerosis. Kidney Int 59: 1363–1373.J. WadaH. ZhangY. TsuchiyamaK. HiragushiK. Hida2001Gene expression profile in streptozotocin-induced diabetic mice kidneys undergoing glomerulosclerosis.Kidney Int5913631373
- 91. Knoll KE, Pietrusz JL, Liang M (2005) Tissue-specific transcriptome responses in rats with early streptozotocin-induced diabetes. Physiol Genomics 21: 222–229.KE KnollJL PietruszM. Liang2005Tissue-specific transcriptome responses in rats with early streptozotocin-induced diabetes.Physiol Genomics21222229
- 92. Wu Y, Liu Z, Xiang Z, Zeng C, Chen Z, et al. (2006) Obesity-related glomerulopathy: insights from gene expression profiles of the glomeruli derived from renal biopsy samples. Endocrinology 147: 44–50.Y. WuZ. LiuZ. XiangC. ZengZ. Chen2006Obesity-related glomerulopathy: insights from gene expression profiles of the glomeruli derived from renal biopsy samples.Endocrinology1474450
- 93. Baelde HJ, Eikmans M, Doran PP, Lappin DW, de Heer E, et al. (2004) Gene expression profiling in glomeruli from human kidneys with diabetic nephropathy. Am J Kidney Dis 43: 636–650.HJ BaeldeM. EikmansPP DoranDW LappinE. de Heer2004Gene expression profiling in glomeruli from human kidneys with diabetic nephropathy.Am J Kidney Dis43636650