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Department of Physiology, Medical College of Wisconsin, Milwaukee, Wisconsin 53226
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ABSTRACT |
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The present study was designed to
determine whether nonhypertensive elevations of plasma ANG II would
modify the expression of genes involved in renal injury that could
influence oxidative stress and extracellular matrix formation in the
renal medulla using microarray, Northern, and Western blot techniques.
Sprague-Dawley rats were infused intravenously with either ANG II (5 ng · kg
1 · min
1)
or vehicle for 7 days (n = 6/group). Mean arterial
pressure averaged 110 ± 0.6 mmHg during the control period and
113 ± 0.4 mmHg after ANG II. The mRNA of 1,751 genes (~80% of
all currently known rat genes) that was differentially expressed (ANG
II vs. saline) in renal outer and inner medulla was determined. The
results of 12 hybridizations indicated that in response to ANG II, 11 genes were upregulated and 25 were downregulated in the outer medulla,
while 11 were upregulated and 13 were downregulated in the inner
medulla. These differentially expressed genes, most of which were not
known previously to be affected by ANG II in the renal medulla, were
found to group into eight physiological pathways known to influence
renal injury and kidney function. Particularly, expression of several
genes would be expected to increase oxidative stress and interstitial
fibrosis in the outer medulla. Western blot analyses confirmed
increased expression of transforming growth factor-
1 and collagen
type IV proteins in the outer medulla. Results demonstrate that
nonhypertensive elevations of plasma ANG II can significantly alter the
expression of a variety of genes in the renal outer medulla and
suggested the vulnerability of the renal outer medulla to the injurious effect of ANG II.
renal inner medulla; cDNA microarray
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INTRODUCTION |
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THE ROLE OF THE KIDNEY in the long-term regulation of arterial blood pressure is well recognized (4), and it is firmly established that the renin-angiotensin system is one of the most important hormonal pathways involved in the regulation of renal blood flow, glomerular filtration, and tubular function. It is evident that sufficient elevation of circulating ANG II resets the pressure-natriuresis relationship to higher operating levels, leading to renal sodium retention and hypertension (4, 6).
Most studies evaluating the effects of ANG II, however, have been directed either at whole kidney function or the function of renal cortical structures. The effects of ANG II on the function of the renal medulla have remained relatively obscure despite numerous studies having now established that medullary blood flow and tubular function can importantly influence sodium excretion and long-term blood pressure regulation (4-6). There are also data indicating that the renal medulla is protected in large measure from the vasoconstrictor actions of ANG II due to stimulation and release of large amounts of nitric oxide (40, 49). This could be further buffered by ANG II-induced increases of prostaglandin E (31, 41) and kinins (23, 42). It has also been observed that ANG II administered intravenously in low concentrations significantly reduces renal medullary blood flow only when medullary production of nitric oxide is inhibited (45).
It is now well established that ANG II is a renal growth factor that modulates cell growth and extracellular matrix synthesis and degradation (10, 37, 47). However, until this time, studies have utilized doses of ANG II that exceed those seen even under extreme pathophysiological conditions, and in studies in which this peptide has been administered chronically into experimental animals for several weeks, it has been difficult to ascertain whether changes in kidney function and end-organ pathology were a result of the high levels of renal perfusion pressure associated with hypertension or direct effects of high levels of circulating ANG II.
To reveal the diversified physiological influences of small sustained elevations of ANG II in renal medulla, cDNA microarray studies were designed to identify pathways that could be changed in response to ANG II stimulation. We hypothesized that even nonhypertensive elevations of plasma ANG II would modify the expression of genes involved in renal injury that could influence oxidative stress, extracellular matrix formation, and functional aspects of the renal medulla. Toward this end, a nonhypertensive dose of ANG II was utilized that has been shown to raise plasma ANG II from 11.3 to 19.7 pg/ml in the absence of chronic elevations of mean arterial pressure (MAP; Refs. 27, 45, 49).
The application of cDNA microarray techniques enabled us to examine changes in the expression of thousands of genes at one time. Although it is now possible to stamp nearly 20,000 cDNAs or expressed sequence tags (ESTs) of many genes on a single glass microscope slide (17), at this time the specific genes related to these ESTs have been annotated for only ~2,000 rat genes. Furthermore, the cost of amplifying and stamping custom arrays or purchasing large arrays (~20-30,000) is considerable. It is also difficult to relate the expression of unknown ESTs to physiological significance. The analysis and interpretation of such large datasets are also problematic. For this reason, in the present study we chose to evaluate the effects of ANG II on the expression of genes within the renal medulla using a relatively small and more affordable microarray containing 1,751 rat genes, which include nearly 80% of all rat genes annotated with some known function in some tissue. This set of cDNAs was recently used to study gene expressions in the renal medulla of Dahl salt-sensitive rats (20, 21). The other important aspect of the present study was related to the replication of data based on results obtained from the kidneys of six individual rats chronically infused with ANG II and compared with six vehicle-infused rats.
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METHODS |
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Chronic intravenous infusion of ANG II and blood pressure measurements. Experiments were performed on adult male Sprague-Dawley rats (Harlan, Madison, WI). The rats were housed in the Animal Resource Center at the Medical College of Wisconsin, with food and water provided ad libitum throughout the experimental protocol. All procedures were approved by the Medical College of Wisconsin Animal Care Committee and followed the guiding principles of Institutional Laboratory Animal Resources Guide for Care and Use of Laboratory Animals.
At 11 wk of age, the rats were anesthetized with ketamine (10 mg/100 g) and acepromazine (0.5 mg/100 g). The femoral artery and vein were catheterized as described previously (7) for the chronic measurement of blood pressure and intravenous infusion. The animals were allowed 7 days to recover from the surgery. Rats were maintained on a normal sodium diet throughout the study (~1% NaCl, Purina Rat Chow). Arterial pressure was then measured for 3 h daily (9:00- 12:00 PM) for 5 control days while receiving an intravenous infusion (6 ml/day) of 0.9% NaCl solution. In six rats, the solution was then switched to a subpressor dose of ANG II (5 ng · kg
1 · min
1)
that was infused intravenously continuously for 7 days during which
time arterial pressure was measured daily. Another six rats continued
to receive normal saline and served as vehicle controls.
Construction of rat known gene cDNA microarrays.
Microarrays of 1,751 cDNA clones were constructed as described
previously (20) using 1,687 rat gene cDNA clones purchased from Research Genetics (Huntsville) and 64 rat genes cloned previously in our department. Each clone was amplified by PCR using T7/T3 universal primers. Each PCR product was analyzed by agarose gel electrophoresis. Approximately 90% of the PCR products appeared as
single bands. The PCR products were then diluted in 50% DMSO and
spotted in duplicate on glass microscope slides (Corning Glass Works,
Corning, NY) coated with poly-L-lysine using a four-pin arrayer (Affymetrix, Santa Clara, CA). Several negative controls such
as PCR buffer with primers and empty vectors were spotted at 372 various places on the slide. Housekeeping genes such as
-actin and
GAPDH PCR products were diluted in a series dilution and then spotted
in various places on the slide. Slides were blocked after the procedure
described previously (20) and stored at room temperature
in the dark.
Tissue preparation, cDNA labeling, and microarray hybridization.
On completion of ANG II or saline infusion, rats were anesthetized, and
kidneys were removed as described previously (48). Renal
inner medulla and outer medulla were selectively dissected and
snap-frozen. Total RNA was isolated from these tissues using TRIzol
Reagent (Life Technologies, NY) following the manufacturer's protocol.
The quality of the RNA was determined by a total absorbance scan from
200- to 450-nm wavelength to ensure that the absorbance ratio of
260/280 was
1.8. The absorbance reading of the RNA was required to
give a smooth peak at ~260-nm wavelength, indicating elimination of
phenol contamination from extractions. The total RNA samples from the
kidneys of the control and ANG II-infused rats were randomly paired in
labeling and hybridization. Two micrograms of total RNA from each
sample was reverse-transcribed and labeled with either fluorescein- or
biotin-dCTP using TSA Labeling and Detection Kit (MICROMAX, NEN Life
Science Products, Boston, MA). The two cDNA samples (control and ANG II
infused) were then pooled and hybridized to one microarray slide at
65°C overnight. The slide was then washed three times at 5 min each
in 0.5× standard saline citrate (SSC), 0.01% SDS; 0.06× SSC,
0.01% SDS; and 0.06× SSC solution, respectively. After washing, the
slide was incubated with anti-fluorescein conjugated with horseradish
peroxidase (HRP), which catalyzed the deposition of Cyanine 3 (Cy3)-labeled tyramide reagent. HRP was then inactivated before the
second streptavidin-HRP application, which catalyzed the deposition of
Cyanine 5 (Cy5)-labeled tyramide reagent. Slides were washed once with
0.06× SSC solution and scanned using the ScanArray 5000 (Packard
Bioscience, Meriden, CT) to quantify the fluorescent intensity of Cy3
and Cy5 in each spot.
Microarray data analysis.
The fluorescent intensities from both Cy3 and Cy5 were extracted from
the microarray images using ImaGene 4.20 software (BioDiscovery, Los
Angeles, CA) and analyzed as described previously with modifications (20, 21). Negative controls such as PCR buffer mix, clone vectors, and DMSO solution were included in each microarray. A total of
372 spots including replicates were pooled, and the mean and SD of
their signal intensity were calculated for both Cy3 and Cy5. A spot was
defined as "nondetectable" if its mean signal intensity was less
than the mean of the negative control signal intensities plus two times
the negative control SD for the same slide. A spot was defined as
"low quality" if its mean signal intensity was less than its local
background mean intensity plus two times the local background SD. If
the spots were not designated as low quality or nondetectable, they
were used in the analysis. The resulting dataset, designated as the
defined raw data, underwent further analysis using Student's
t-test after normalization with the intensities from Cy3 and
Cy5 channels of the housekeeping gene
-actin. Specifically,
normalization was carried out using the average intensities of 310
-actin spots that were stamped on each slide. After the initial data
selection as described above, an average of 290
-actin spots was
utilized from each of the six slides hybridized from tissue obtained
from the total RNA of both the renal outer medulla and inner medulla.
The individual intensities of all six slides were averaged. A ratio was
then calculated between the average overall intensity of the six slides and the average intensity of each slide. This ratio was used to correct
the individual intensity of each hybridized slide. Student's t-test was performed for each individual gene by comparing
the intensities from saline-infused samples with the ANG II-infused samples using the normalized intensities from both channels. A gene was
considered differentially expressed significantly if its P
value was
0.05.
Validation of microarray results with Northern blot analysis and resequencing cDNA clones. Eighteen and 13 genes were randomly selected from outer medulla and inner medulla, respectively, for Northern blot analysis. Twenty and 15 µg of total RNA from outer and inner medulla, respectively, were denatured and electrophoresed on 1.5% agarose gel containing 10% formaldehyde. The RNA was transferred onto positively charged nylon membrane and UV-crosslinked as described previously (48). The specific probes were generated by PCR using the specific clones as the templates. The blot was hybridized following the protocol described previously (48). After hybridization, the probe was stripped by boiling with 5% SDS solution. The blot was then hybridized using another probe. This protocol enabled us to use the same RNA membrane to hybridize with five different specific probes. The data were expressed as the ratio of the intensities of ANG II-infused total RNA to saline-infused total RNA.
After the differentially expressed genes were identified from the microarray analysis, the corresponding original cDNA clones obtained from Research Genetics were amplified with PCR. The PCR products were then purified and sequenced using BDT chemistry (Applied Biosystems, Foster City, CA) to verify their identity. Sequence homologies were identified using the BLAST search algorithm. Those clones that did not sequence on this first pass and were of greatest interest were sent to Seqwright (Houston, TX) for sequencing, and the sequence homologies were identified in the same way as the initial clone sequences.Western blot analysis of transforming growth factor-
1 and
collagen type IV protein levels in the outer medulla.
Another two groups of rats were catheterized, and ANG II (5 ng · kg
1 · min
1)
was infused for 7 days following the protocol described above. After 7 days of either ANG II (n = 6 rats) or saline infusion (n = 6 rats), the rats were anesthetized, and the
kidneys were dissected. The renal outer medulla was then isolated, and
protein extracts were prepared using a modified protocol described
previously (19). Briefly, tissues were homogenized in
sucrose buffer containing 20 mM HEPES, 1 mM EDTA, 255 mM sucrose, 0.4 mM phenylmethylsulfonyl fluoride, and 2 µg/ml leupeptin (all obtained
from Sigma). The homogenate was then centrifuged at 1,500 g
for 15 min, and the supernatant containing the protein was then
aliquoted and stored at
80°C until use.
1 antibody (Santa Cruz
Biotechnology, Santa Cruz, CA) and subsequently with 1:4,000 goat
anti-rabbit IgG conjugated with HRP. This antibody recognized a
specific protein with a size of 12.5 kDa
corresponding to TGF-
1. To detect the immunoblotting signal, 8 ml of
chemiluminescence detection solution (ECL solution, Pierce, Rockford,
IL) was added, and the membrane was wrapped and exposed to Kodak film.
The antibody was then stripped off by incubation in reprobing solution
(62.5 mM Tris · HCl, 2% SDS, and 100 mM
2-mercaptoethanol, pH 6.7) for 30 min, 50°C. The membrane was then
blocked and probed with 1:50 specific monoclonal mouse anti-human
collagen type IV antibody (DakoCytomation, Carpinteria, CA), which
recognized a band at 105 kDa corresponding to collagen type IV. This
antibody shows a distinct cross-reactivity with bovine and rat collagen
IV. The membrane was subsequently incubated with 1:3,000 goat
anti-mouse IgG conjugated with HRP. After the chemiluminescence
detection, the membrane was stripped again and probed with specific
anti-
-actin antibody (42 kDa) to verify the loading equivalence
among samples.
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RESULTS |
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Effects of chronic infusion of ANG II at a subpressor dose on blood
pressure.
The MAP did not change significantly in either saline- or ANG
II-infused (5 ng · kg
1 · min
1)
rats (Fig. 1). MAP averaged 110 ± 0.6 mmHg during control period and 113 ± 0.4 mmHg in rats
receiving ANG II. In saline-infused rats, MAP averaged 111 ± 0.3 mmHg during the control period and 109 ± 0.5 mmHg during the
7-day experimental period corresponding to the ANG II infusion.
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Changes in mRNA expression profiles in the renal outer medulla.
Total RNAs from six ANG II- and six saline-infused rats were randomly
paired for hybridization on microarray slides (Fig. 2). To ensure equal labeling of the two
dyes, RNAs from three pairs of rats were labeled with the two dyes
switched between saline- and ANG II-infused rats. As the result of six
hybridizations, 603 genes (34% of total genes) in the outer medulla
passed the data selection process and yielded ratios from six
hybridizations that were used for identification of differential
expressions. Table 1 lists the
differentially expressed genes in the outer medulla in response to ANG
II infusion and categorizes them into eight potentially important
mechanistic pathways in which they might be involved. A total of 36 genes were differentially expressed in the outer medulla in response to
small elevations of plasma ANG II. Among them, 25 genes were
downregulated, and 12 genes were upregulated based on the Student's
t-test statistical analysis. Figure
3 summarizes the association of four of
these pathways, based on the limited annotation available for
these genes, and as hypothesized for their relationship to renal
injury, extracellular matrix restructuring, and fluid and electrolyte
homeostasis. As we had hypothesized, a number of these genes
(n = 18) have been associated with oxidative stress,
fibrosis, cell growth, and apoptosis. The differentially
expressed genes related to oxidative stress responses in the outer
medulla included copper-zinc-containing superoxide dismutase,
D-dopachrome tautomerase,
glutathione-S-transferase, metallothionein,
NAD+-isocitrate dehydrogenase, and platelet-activating
factor acetylhydrolase
1, all of which were downregulated.
Differentially expressed genes involved in fibrosis and cell
apoptosis pathways were also identified. Specifically,
cathepsin K, Tamm-Horsfall protein gene, thymosin beta-4 gene, tissue
inhibitor of metalloproteinase-1, tissue-nonspecific alkaline
phosphatase, and dipeptidyl peptidase 4 were all downregulated by ANG
II.
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1 and
3,
which were upregulated by ANG II stimulation. Furthermore, the gene for
the amiloride-sensitive Na+ channel was downregulated by
ANG II in the outer medulla. These and other genes that could alter
either blood flow or tubular transport in the outer medulla were
influenced by ANG II. Medullary vascular tone may have been influenced
by changes in expression of genes such as epoxide hydrolase 1, cytochrome P-450 4A8 enzyme, and inositol
1,4,5-trisphosphate receptor type 1, which were downregulated, and the
cyclophilin gene, thought to be involved in hypertension in
spontaneously hypertensive rats (16), which was upregulated.
Northern blot analyses were performed using mRNA extracted from the
outer medulla for 18 randomly selected genes to determine differential
expression. Expression ratios obtained from the microarray analysis
(see Table 3) were highly consistent with those from Northern blot
analysis. The log of these ratios exhibited a correlation coefficient
equal to 0.855 (P < 0.0001) between the two methods.
Changes in mRNA expression profiles in the renal inner medulla.
Six hundred forty two genes (37% of total genes) in the inner medulla
passed the selection process and were analyzed for the expression
differences. A total of 24 genes were differentially expressed in the
inner medulla in response to small elevations of ANG II. Specifically,
11 genes were upregulated and 13 were downregulated in response to ANG
II (Table 2). Again, these differentially expressed genes were found to be generally related to the physiological pathways similar to those in the outer medulla. Specifically, ANG II
resulted in the differential expression of several genes that appear to
be involved in formation and degradation of the extracellular matrix.
Among these were cathepsin B, matrix gla protein, and cystatin beta.
Cathepsin B gene was upregulated and cystatin beta gene was
downregulated; both were thought to be involved in extracellular matrix
breakdown. Genes associated with cell growth and proliferation were
differentially expressed, including cofilin, insulin-like growth
factor-binding protein 5, and nucleolin gene. Others related to
oxidative stress were upregulated, such as aldehyde reductase I and
betaine-homocysteine methyl transferase (BHMT). Some genes involved in
the apoptotic processes, such as growth arrest- and DNA
damage-inducible gene 153 (GADD153), were downregulated; others such as
prosaposin (sulfated glycoprotein, sphingolipid hydrolase
activator) gene were upregulated.
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Resequencing of cDNA clones. The original cDNA clones showing differential expression in microarray hybridizations in response to ANG II were examined by resequencing. Among 58 genes that differentially expressed in renal medulla (36 genes in the outer medulla; 24 in the inner medulla; with 2 of the same genes expressed in both the inner and outer), 49 have been sequence verified and are indicated with an asterisk after the gene name in Tables 1 and 2. Of the 50 clones sequenced, one did not match the identity given by Research Genetics.
Effects of intravenous ANG II (5 ng · kg
1 · min
1)
on TGF-
1 and collagen type IV protein expression in renal outer
medulla.
Western blot analysis revealed that chronic administration of a
subpressor dose of ANG II caused a significant increase in TGF-
1 and
collagen type IV protein in the outer medulla compared with the outer
medulla of saline-infused rats. As shown in Fig. 4, after 7 days of ANG II infusion, the
normalized ratio of TGF-
1 protein was increased 25.9% over the
response seen with saline infusion (1.259 ± 0.088 vs. 0.988 ± 0.077, respectively). The collagen type IV protein was increased
18.3% compared with the response of the saline-infused controls
(1.183 ± 0.048 vs. 1.00 ± 0.060, respectively).
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DISCUSSION |
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Microarray technology provides a powerful tool for physiologists to study the interplay of signals and transcriptional responses in complex biological systems. Although ANG II has been studied intensively for more than 40 years and is known to be of great physiological importance, the methods available until this time have restricted the measurement of RNA to only one or several elements of the signaling pathways. The present study enabled the screening of nearly 80% of all rat genes that have been identified at this time (i.e., DNA known to transcribe a known protein). The known genes were chosen for this analysis for two reasons. First, in many cases there is knowledge of the function(s) of the expressed proteins of these genes and varying degrees of understanding of the biological pathways into which they fit. Second, in our effort to custom design a chip that could be affordably used for the desired replication studies, it made sense to choose those rat genes about which we currently had the greatest knowledge.
Emphasis in the present study was placed on evaluating the effects of elevations of ANG II that occur under physiological conditions, such as a low-salt diet (27). Genes that were differentially expressed within the renal medulla were of special interest because it has been shown that changes in medullary blood flow or tubular reabsorption can importantly influence sodium and water homeostasis and chronic levels of arterial pressure (5). Although renin production occurs exclusively in the cortical juxtaglomerular cells, studies have shown that circulating ANG II, as well as the locally produced renal ANG II (29), may act acutely on the renal medullary vasa recta vessels (26, 33) and tubules of this kidney region. There is little known, however, about the chronic effects of small elevations of ANG II on the structure and function of the renal medulla of the adult kidney. This region was divided into outer (red) and inner (white) medulla and analyzed separately in the present study. The outer medulla is generally understood to be an important site of sodium reabsorption (medullary thick ascending limb), and the inner medullary collecting duct participates importantly in urine-concentrating mechanisms and volume regulation.
Evidence for activation of pathways that enhance oxidative stress
and modify medullary extracellular matrix.
The results support the hypothesis that sustained nonhypertensive
elevations of circulating ANG II results in activation of pathways that
increase oxidative stress and modify the extracellular matrix of the
renal medulla. Johnson et al. (15) reported that hypertension produced by chronic administration of very large doses of
ANG II (~ 400 ng · kg
1 · min
1)
for 14 days induced marked vascular, glomerular, and tubulointerstitial injury with cell proliferation. There was increased expression of
smooth muscle actin by mesangial cells and desmin by visceral glomerular epithelial cells. Most relevant to the present study, the
kidneys of these Sprague-Dawley rats developed focal tubulointerstitial injury as well as tubular atrophy and dilation. Cast formation and
interstitial monocytic infiltrate and mild interstitial fibrosis with
increased type IV collagen deposition were observed. As recently reviewed by Mezzano et al. (24), some of these effects are
mediated by growth factors, such as TGF-
. Other effects appear to be
due to ANG II acting as a proinflammatory cytokine, participating in
various steps of the inflammatory process. Taken together, these
studies have shown that high, nonphysiological elevations of ANG II can
activate mononuclear cells and increase proinflammatory mediators, such
as cytokines, chemokines, adhesion molecules, and NF-
B, and
influence matrix degradation.
Direct evidence for increased matrix protein in the outer medulla
by Western blot analysis.
To examine whether the ANG II-induced differential expression of genes
within these pathways may indeed be leading to changes in protein
indexes of medullary fibrosis, two additional groups of rats were
studied to obtain sufficient medullary tissue to carry out Western blot
analysis of TGF-
1 and collagen type IV proteins. Both proteins have
been shown to be increased in tissues that have undergone fibrosis. The
results of this study indicated that nonhypertensive elevations of ANG
II can lead to detectable changes in the structural proteins of the
renal medulla. However, the mRNA of these two genes was not
significantly changed in the present analysis, suggesting
posttranscriptional modifications that may have increased the
expression of these proteins. Detailed studies will be required to
identify the specific mediators of these changes and to localize the
cells responsible for the release of the growth factors related to such changes.
ANG II effects on ion transporter pathways in the renal medulla. The results of the present study revealed a number of unexpected and novel pathways whereby ANG II may alter the expression of genes and tubular transport function within the renal medulla. Although expression differences do not ensure that changes also occurred in the steady-state expression of the associated enzymes or proteins, when multiple genes within a functional pathway are changed together it is more likely that these pathways were indeed modified.
A particularly interesting observation (Tables 1 and 2) was that ANG II resulted in the differential expression of genes involved in sodium reabsorption within the renal medulla. Effects of ANG II on sodium reabsorption in the renal cortex have been known since the late 1970s; however, it has remained unclear and controversial (1, 22) whether ANG II can influence Na+ reabsorption in the medullary thick ascending limb of the loop of Henle. This nephron segment, which is responsible for the reabsorption of 20-25% of the filtered sodium load, plays a key role in sodium and water homeostasis (12). As seen in Tables 1 and 2, ANG II upregulated the Na-K-2Cl (NKCC2) transporter mRNA and Na-K-ATPase
1 mRNA in both the outer and inner medulla.
Na+-K+-ATPase
3 subunit was also
upregulated, but only in the outer medulla. Conversely, the
amiloride-sensitive Na+ channel (eNaC) mRNA was
downregulated in the outer medulla. Although previous studies have
shown that ANG II directly stimulates eNaC activity in the cortical
collecting duct (35), the present results indicate
opposite effects on eNaC mRNA in the renal medulla. These observations
suggest a number of followup studies that should be carried out to
determine the functional relevance of these responses. Given the
localization of the mRNA for Na+ channels in the medulla,
the data indicate that subpressor elevations of ANG II may increase the
transport mechanisms for Na+ reabsorption in the thick
ascending limb by increasing apical sodium entry (through
NKCC2) and basolateral extrusion of sodium (through
Na+-K+-ATPase), while reducing Na+
reabsorption in the collecting ducts of the outer medulla (through eNaC).
Cysteine deoxygenase (CDO) is another gene that was differentially
expressed in the outer medulla that may participate indirectly in
sodium reabsorption. It was downregulated in response to ANG II
stimulation. CDO catalyzes the conversion of cysteine to cysteine sulfinic acid and controls the rate-limiting step of sulfate
production, which is an osmolyte in the renal medulla
(34). It is also involved in the biosynthesis of the
osmolyte taurine from cysteine through the so-called cysteine sulfinate
pathway (3). The downregulation of CDO in combination with
the upregulation of Na+ transporters would suggest that
small elevations of ANG II may have reduced intracellular osmolyte
content while increasing tubular sodium reabsorption.
Analytical assessment of the microarray data.
A conservative yet robust analytical approach was used in the present
study to analyze the dataset. The defined raw data as described in
METHODS represented the basic dataset used to calculate the
actual ratio for each gene in the experiment, thereby eliminating low-intensity and poor-quality signals. Importantly, microarrays were
carried out in tissues obtained from six replicate animals, and, in
addition, genes were stamped in duplicate on each array. In any
physiological microarray study there are inherent variations between
experimental animals and between stamped microarrays. Replicate studies
are essential to establish the statistical significance, and in the
present study the differentially expressed genes were identified using
six replicates of each group and by applying the Student's
t-test. These analyses were carried out only after normalization using the average intensities of
-actin in both channels, a necessary step when trying to make comparisons between multiple hybridizations because variations in experimental conditions clearly contribute to quantitative differences observed between samples. Data-analysis techniques for microarray data continue to
evolve. In our previous studies (20, 21), data were
normalized by adjusting the mean ln(ratio) of Cy3 and Cy5 signals to be
zero, based on the assumption that the expression levels of the vast majority of genes did not differ between the two samples being compared. In the present study, we used the expression of
-actin, the housekeeping gene, as the normalization factor. This method also
assumes similarities about the behavior of analyzed parameters and
assumes that the distribution of genes is normal or unchanged by the
ANG II. If the expression of these control genes is significantly altered by the experimental conditions, this would lead to
misinterpretation of the results. However, based on previous studies,
-actin gene expression has been shown to be stable under many
conditions in a variety of different tissues, suggesting that it is a
reasonable standard control for most molecular techniques, including
RT-PCR and Northern blotting.
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ACKNOWLEDGEMENTS |
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We thank G. R. Slocum for help with scanning microarray slides, R. Berdan and SPS Productions for assistance with computer program development for compiling gene identification files, and R. Cole for assistance with the sequencing. We also thank Drs. A.-P. Zou and A. S. Greene for critical discussion of the experimental protocol and statistical analysis and M. M. Skelton for review of the manuscript.
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FOOTNOTES |
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This study was supported by National Heart, Lung, and Blood Institute Grants HL-66579, HL-54998, HL-29587, and HL-49219. B. Yuan was supported by American Heart Association Postdoctoral Fellowship 20517Z.
Address for reprint requests and other correspondence: A. W. Cowley, Jr., Dept. of Physiology, Medical College of Wisconsin, 8701 Watertown Plank Rd., Milwaukee, WI 53226 (E-mail: cowley{at}mcw.edu).
The costs of publication of this article were defrayed in part by the payment of page charges. The article must therefore be hereby marked "advertisement" in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.
First published January 23, 2003;10.1152/ajpregu.00257.2002
Received 10 May 2002; accepted in final form 8 January 2003.
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