Abstract
The percentage of the U.S. population over 65 is rapidly increasing, as is the incidence of chronic kidney disease (CKD). The kidney is susceptible to age-dependent alterations in structure, specifically tubulointerstitial fibrosis that leads to CKD. Matrix metalloproteinases (MMPs) were initially characterized as extracellular matrix (ECM) proteinases; however, it is clear that their biological role is much larger. We have observed increased gene expression of several MMPs in the aging kidney, including MMP-7. MMP-7 overexpression was observed starting at 16 months, with over a 500-fold upregulation in 2-year-old animals. Overexpression of MMP-7 is not observed in age-matched, calorically restricted controls that do not develop fibrosis and renal dysfunction, suggesting a role in the pathogenesis. In order to delineate the contributions of MMP-7 to renal dysfunction, we overexpressed MMP-7 in NRK-52E cells. High-throughput sequencing of the cells revealed that two collagen genes, Col1a2 and Col3a1, were elevated in the MMP-7 overexpressing cells. These two collagen genes were also elevated in aging rat kidneys and temporally correlated with increased MMP-7 expression. Addition of exogenous MMP-7, or conditioned media from MMP-7 overexpressing cells also increased Col1A2 expression. Inhibition of protein kinase A (PKA), src, and MAPK signaling at p38 and ERK was able to attenuate the MMP-7 upregulation of Col1a2. Consistent with this finding, increased phosphorylation of PKA, src, and ERK was seen in MMP-7 overexpressing cells and upon exogenous MMP-7 treatment of NRK-52E cells. These data suggest a novel mechanism by which MMP-7 contributes to the development of fibrosis leading to CKD.
Keywords: Aging, collagen, fibrosis, MMP-7
Introduction
More than 10% of the adult population in the United States suffers from chronic kidney disease (CKD) (Levey and Coresh 2012), and the prevalence increases with age with more than 35% of those over 60 affected. CKD is associated with various disease states, primarily old age, diabetes, hypertension, obesity, and cardiovascular disease, but can also result from infections and exposure to drugs or toxins. In the early stage, CKD is mostly asymptomatic, although associated with risk of cardiovascular morbidity and mortality. As kidney function deteriorates through more extensive damage to the organ it becomes impossible to reverse the progression to end-stage kidney failure, which is defined by glomerular filtration rate (GFR) of less than 15 mL/min per 1.73 m2. Complications of such low GFR include an increased risk of cardiovascular disease, acute kidney injury, infection, cognitive impairment, and impaired physical function (Levey and Coresh 2012), and require intervention in the form of dialysis or kidney transplantation. It is thus critical to find targets for intervention in the progression of CKD to end-stage kidney failure.
Collagens are extracellular matrix (ECM) proteins, which play a role in organ formation, growth, and homeostasis. Fibrosis results from abnormal accumulation of matrix, predominantly collagen, which is associated with loss of organ function as normal tissue is replaced by scar tissue (Wynn 2007). CKD is a prototypical example of progressive fibrosis leading to organ failure (Hewitson 2009; Boor et al. 2010; Zeisberg and Neilson 2010). Both glomerulosclerosis and tubulointerstitial fibrosis are involved in CKD, however, the latter is the better histological predictor of progression (Bohle et al. 1987). Increased expression of Col1a2 and Col3a1 have been previously described to correlate with aging, injury, and fibrotic changes in the kidney (Bielesz et al. 2010; Gaikwad et al. 2010; Fragiadaki et al. 2011), as well as in other systems (Wu and Chakravarti 2007; van Almen et al. 2011).
Numerous animal models have been described to study age-related alterations in the kidney (Baylis and Corman 1998). Many of the structural changes in the aged human kidney are observed in rats, such as degenerative changes in the proximal tubules and thickening of the glomerular basement membrane. Other notable functional deficits in the rat include proteinuria and reduced urine concentration (Haley and Bulger 1983; Sands 2003). Of note, the development of renal disease is more severe in males as compared to females (Baylis 1994; Sasser et al. 2012), and that nutrition affects age-related renal dysfunction (Zawada et al. 1997). In male Fischer 344 rats, we observe a progression of kidney deterioration similar to end-stage renal disease including severe glomerulosclerosis and interstitial fibrosis (Corman and Owen 1992). Lifelong caloric restriction will ameliorate this effect (Stern et al. 2001). Rat models present a well-characterized and invaluable tool to investigate age-related changes in the kidney, including consequences of glomerulosclerosis and fibrosis.
Given the development of glomerulosclerosis and tubulointerstitial fibrosis in the aging kidney, both of which are associated with increased ECM deposition, it was suggested that MMP activity would decrease during aging. In aging male Wistar kidneys, proximal tubules have been shown to have lower cysteine and metalloproteinase activity (Schaefer et al. 1994); similar results were seen in brush border–enriched fractions of male Sprague–Dawley rats (Reckelhoff and Baylis 1992). In both studies, however, the activities of specific MMPs were not characterized. However, in a microarray analysis of kidney samples from 74 patients between 27 and 92 years indicated a 2.90-fold increase in MMP-7 expression with increasing age (Rodwell et al. 2004). Interestingly, the fold change was the second largest. This finding has been confirmed in a separate study (Melk et al. 2005). Previous studies from our laboratory have indicated that MMP-7 is overexpressed in the aging rat kidney (Chen et al. 2007).
MMP-7 is the smallest member of the metalloproteinase family and has gained attention in the recent years for its role in abnormal tissue remodeling (Nagase and Woessner 1999). The secreted protein is minimally expressed in the adult, with the notable exceptions of the small intestine and bladder. MMP-7 is not detected in normal human renal tubular epithelium, but significant expression was seen in a number of pathologic states including polycystic kidney disease in humans and unilateral ureteral obstruction or acute folic acid nephropathy in mice (Surendran et al. 2004). It has been proposed as a new screening marker for kidney damage (Reich et al. 2011), cardiovascular complications in patients with CKD (Musial and Zwolinska 2012), and possibly for the prediction of kidney transplant rejection (Jovanovic et al. 2008; Rodder et al. 2010). In addition, MMP-7 may be involved in the development of fibrosis in the lung (Zuo et al. 2002; Rosas et al. 2008) and liver (Huang et al. 2005). There have been reports of MMP inhibitors, specifically doxycycline, successfully reducing proteinuria in patients with diabetic nephropathy (Aggarwal et al. 2010) and glomerulonephritis (Ahuja 2003), suggesting that MMPs play a pathogenic role in the development of chronic renal dysfunction. In this study, we investigated the mechanistic link between MMP-7 overexpression and fibrosis in the aging kidney.
Material and Methods
Animals
Male Fisher 344 rats were obtained from the National Institute of Aging, Bethesda, MD, and housed in the Animal Facilities at the College of Medicine, Texas A&M Health Science Center or the University of Missouri School of Medicine. All animal protocols were submitted and approved by the Texas A&M and University of Missouri Animal Care and Use Committee in accordance with the NIH.
Animals were purchased at the indicated ages and housed for a week before being placed in metabolic cages (Tecniplast, Exton, PA) 18 h prior to sacrifice. Animals were fed ad libitum (AL) or calorie restricted (CR); CR was initiated at 14 weeks of age at 10% restriction, increased to 25% restriction at 15 weeks, and to 40% restriction at 16 weeks, which was subsequently maintained throughout the remaining life of the animal. The animal room was temperature controlled and maintained on a 12:12 h light:dark cycle. Following anesthesia (ketamine 87 mg/kg and xylazine 13 mg/kg body weight), rats were sacrificed by heart puncture, the abdominal cavity was opened, and the kidneys were removed and weighed. Kidneys were sliced into 1-mm-thick sections and either snap frozen in liquid nitrogen or frozen in liquid nitrogen–cooled optimal cutting temperature compound (Tissue-Tek; Sakura Finetek, Torrance, CA) for cryosectioning or fixed in formalin and paraffin embedded for immunohistochemistry.
MMP-7 clones
The full-length wild-type human MMP7 (NM_002423) clone in pCMV6-Neo was purchased from OriGene (Rockville, MD). The sequence was altered by oligonucleotide-directed mutagenesis exchange reactions as described previously (Geiser et al. 2001) using QuickChange II Site-Directed Mutagenesis Kit (Stratagene/Agilent Technologies, Santa Clara, CA). The active mutant with a substitution of valine to glycine at amino acid 92 (Witty et al. 1994) was generated using the following oligonucleotides: antisense 5′- CAG ATG TGG AGG GCC AGA TGT TG-3′, and sense 5′- CAA CAT CTG GCC CTC CAC ATC TG-3′. The inactive mutant with a substitution of glutamic acid to glutamine at amino acid 216 was generated using the following oligonucleotides: antisense 5′- ATG GCC AAG TTG ATG AGT TGC-3′ and sense 5′- GCA ACT CAT CAA CTT GGC CAT-3′. Mutations were confirmed by sequencing.
Cell culture
NRK-52E cells were obtained from the ATCC (catalog # CRL-1571; Manassas, VA) and maintained in DMEM/F12 1:1 (Dubelcco's modified, Eagle medium/Ham's F-12 Nutrient Mix; Gibco, Life Technologies, Grand Island, NY) supplemented with 5% FBS (fetal bovine serum; Hyclone, Thermo Fisher Scientific), penicillin/streptomycin, and gentamicin (Gibco, Life Technologies). The cells were transfected with the full-length human wild-type MMP7 (NM_002423), active and inactive mutants and control vector pCMV6-Neo (OriGene) using Lipofectamine 2000 (Invitogen, Life Technologies) and subjected to selection with 350 μg/mL Geneticin (Gibco, Life Technologies) in DMEM/F12 with 10% FBS and no other antibiotics. In certain experiments, conditioned medium was collected after 24 h and concentrated using Vivaspin columns with a molecular weight cut-off of 10 kDa (Sartorius, Bohemia, NY).
Western blot
Subconfluent cells were washed twice with ice-cold PBS (phosphate buffered saline; Gibco, Life Technologies) and lysed with 10-mmol\L Tris-1% sodiumdodecyl sulphate (SDS) buffer with Halt Protease/Phosphatase inhibitor. Cells were scraped and incubated for 15 min at 4°C on a rocker. Cells were further disrupted by passing through a 20-gauge needle and spun at 12,000g for 15 min at 4°C. Tissue lysates were isolated using a 10-mmol\L Tris-1% SDS buffer supplemented with Halt Protease Inhibitor Cocktail (Thermo Fisher-Pierce, Rockford, IL). Protein concentration was determined by absorbance readings at 280 nm on a Nanodrop 2000c spectrophotometer (Thermo Fisher Scientific).
The following antibodies were used: anti-MMP7: GTX104658 1:1000 (GeneTex, Irvine, CA), anti-β actin A2228 1:2000 (Sigma, St. Louis, MO), ERK (4695), P-ERK (4370), src (2102), P-src (6943), protein kinase A (PKA) (4782), and P-PKA (4781) 1:1000 (all Cell Signaling Technology, Beverly, MA). Goat anti-rabbit horseradish peroxidase (HRP) conjugate and goat anti-mouse HRP conjugate (Jackson ImmunoResearch Laboratories, West Grove, PA) were used at 1:20,000 dilutions. Blots were developed using West Femto (Thermo Fisher-Pierce) and imaged using the ChemiDoc imaging system (Bio-Rad, Hercules, CA).
Immunohistochemistry
Kidneys were sliced with a razor blade into four sagittal sections and placed in 4% paraformaldehyde for 24 h. The sections were subsequently rinsed repeatedly with PBS, and placed in 70% ethanol for embedding. Sections were deparaffinized by xylene incubation for 12 min and rehydrated in a graded series of ethanol (95%, 80%, 70%, and 50% ethanol) for 5 min each, and then washed with PBS for 10 min. Slides were stained for collagen deposition using the NovaUltra Sirius Red Stain Kit, IHC WORLD, Woodstock, MD.
Immunofluorescence
NRK cells were grown on glass coverslips in 6-well plates. Cells were washed with PBS, fixed in 4% paraformaldehyde for 10 min, permeabilized with 1% Triton X-100 for 10 min, blocked with Background Sniper (Biocare Medical, Concord, CA) for 10 min, washed with tris buffered saline, and incubated with the following antibodies: MMP7 (SAB4501894, Sigma-Aldrich, St. Louis, MO; 1:100), src (2102, 1:100), P-src (6943, 1:100), ERK (4695, 1:100), P-ERK (4370, 1:200), PKA (4782, 1:100), and P-PKA (4781, 1:100) (Cell Signaling Technology) in 1% BSA (bovine serum albumin; Thermo Fisher Scientific) in PBS for 1 h at room temperature (RT). Negative control for secondary antibody was only incubated with Fluorescence Antibody Diluent (Biocare Medical). Coverslips were then washed with PBST (PBS with 0.2% Tween 20) and incubated with goat anti-rabbit secondary antibody DyLight 594 (Biocare Medical) 1:50 for 1 h at RT. Coverslips were then washed once and mounted on slides with Fluoroshield with 4′,6-diamidino-2-phenylindole (DAPI) (Sigma-Aldrich).
Cells were imaged on an Olympus IX51 microscope with a UC50 digital camera using cellSense software (Olympus, Center Valley, PA) at equal exposure times.
In-cell Western blot
Subconfluent cells grown in 96-well opaque clear bottom cell culture plates were washed with PBS and fixed with 4% paraformaldehyde for 20 min. Cells were permeabilized with 0.1% Triton X-100 and endogenous peroxidase was quenched with H2O2 and NaN3 for 20 min. Cells were blocked with normal goat serum for 1 h and incubated with primary antibody at a 1:100 dilution overnight followed by washing as above and addition of secondary antibody at 1:1000 for 1 h. Blots were developed using West Femto (Pierce, Thermo Fisher Scientific), and chemiluminescence was read using a Synergy HT microplate reader with Gen5 software (BioTek, Winooski, VT) and imaged with ChemiDoc imaging system (Bio-Rad). Cells were then washed with PBS, stained with Janus Green stain for 1 min, washed and eluted in 100% ethanol. Absorbance was read at 594 nm. Chemiluminescence signal was normalized per cell number, and the negative control (secondary antibody only) signal was subtracted from an average of three wells per antibody. Expression was then reported relative to the β-actin signal.
RNA isolation and cDNA synthesis
RNA was isolated using the RNeasy kit (Qiagen, Valencia, CA) for animal tissue analysis and sequencing samples, and with the Tissue/cell total RNA mini kit (EZ BioResearch, St. Louis, MO) for inhibitor studies. Snap-frozen kidney tissues were lysed with RNeasy lysis (RTL) buffer (Qiagen) supplemented with β-mercaptoethanol and homogenized using a motorized pellet pestle (Kontes, Vineland, NJ) followed by centrifugation in the Qiashredder (Qiagen). Cultured NRK-52E cells were trypsinized, pelleted, and lysed with RTL buffer (Qiagen) supplemented with β-mercaptoethanol and passed 5 times through a 20-gauge needle. On-column DNase digestion was performed for both tissues and cells. RNA concentration and quality was determined by spectrophotometry on a Nanodrop 2000c and confirmed by agarose gel electrophoresis. cDNA was generated using the iScript cDNA Synthesis Kit (Bio-Rad) for initial MMP and TIMP screening, and the High-Capacity cDNA Reverse Transcription kit (Applied Biosystems, Life Technologies) was used for later experiments.
Real-time polymerase chain reaction
Initial MMP and TIMP screening was performed using the iCycler iQ real-time polymerase chain reaction (PCR) detection system (Version 3.1; Bio-Rad) and iQ SYBR® Green Supermix (Bio-Rad). Genes of interest were targeted using specific RT² Real-Time PCR primer sets (SuperArray; SABiosciences, Qiagen). Relative quantitation was performed using the ΔΔCt method in which the quantity of target gene mRNA in each experimental sample (young, aged-AL or aged-CR) relative to an internal standard (ß-actin mRNA) is normalized to an arbitrary reference sample (Universal Rat Reference RNA; Stratagene) (Akintola et al. 2008). In subsequent experiments, we used custom primer/probe Taqman® Assays (Applied Biosystems, Life Technologies) and the Sso Fast mix (Bio-Rad) with the CFX96 Touch real-time PCR system (Bio-Rad). Analysis was performed using the ΔΔCt method relative to Casc3 and ß-actin.
Illumina sequencing
RNA from the normal rat kidney parent cell-line NRK-52E, as well as cells stably expressing wild-type MMP7, active mutant MMP7, and control vector, was submitted for high-throughput sequencing. A mRNA-focused, bar-coded library was generated using the TruSeq kit (Illumina, San Diego, CA) and analyzed using the HiSeq 2000 platform from Illumina at the DNA Core Facility at the University of Missouri. The sequencing reaction yielded ∼7.5 Gb of data, corresponding to around 30 million 50-base reads per sample across the whole transcriptome. The Informatics Research Core Facility at the University of Missouri aligned the reads against the rat genome (Rattus norvegicus RGSC3.4; Ensemble, Hinxton, UK) and analyzed them using Bowtie (Langmead and Salzberg 2012), TopHat and Cufflinks (Trapnell et al. 2012) software. Differential expression values defined as fragments per kilobase of transcript per million mapped reads with a false discovery–corrected P-value equal or lower than 0.05 were considered significant. The raw data from our Illumina high-throughput sequencing has been deposited in the Sequence Read Archive (SRA) with the National Center for Biotechnology Information (Bethesda, MD) under the project PRJNA213322, accession number SRP02851, experiment MMP7, accession number SRX327868, and will be made available upon publication of this manuscript.
Inhibitors
The inhibitors used in this study were all purchased from Calbiochem (Darmstadt, Germany): GM6001 (MMPs), LY294002 (PI3K), UO126 (MEK [mitogen-activated protein kinase kinase]), 4-amino-5-(4-chlorophenyl)-7-(dimethylethyl)pyrazolo[3,4-d]pyrimidine (PP2) (src), SB203580 (4-(4-Fluorophenyl)-2-(4-methylsulfinylphenyl)-5-(4-pyridyl)1H-imidazole) and 2-(4-Chlorophenyl)-4-(4-fluorophenyl)-5-pyridin-4-yl-1,2-dihydropyrazol-3-one (p38), FR180204 (ERK1/2), Staurosporine (PKA/protein kinase C [PKC]), KT5720 (PKA), and Bisindolylmaleimide I (PKC). Cells were grown in 6- or 12-well plates in full medium as described in Cell culture above. Upon reaching 90% confluency, cells were washed once with serum-free DMEM/F12 and treated with indicated concentrations of inhibitors in serum-free medium.
Statistics
For mRNA expression, in-cell Western, and enzymatic assay results, a two-tailed t-test assuming two-sample equal variance was performed with P-values <0.05 considered statistically significant.
Results
Age-related overexpression of MMP-7
Given the importance of MMPs in acute and chronic renal pathophysiologies (Catania et al. 2007), we examined the mRNA expression of all MMPs and TIMPs in young (4 month-old), aged, 24-month-old AL fed, and aged CR rat kidneys by quantitative PCR. Using rat-specific primers, we found expression of many MMPs that have not yet been linked to the kidney, including MMP-1, -16, -17, -20, -21, and -25 (Fig. 1A). In contrast to a previous report investigating human MMP-2 and MMP-24 (Romanic et al. 2001), expression of MMP-15 and -24 was not detected in the rat kidney. Importantly, we identified several MMPs whose gene expression was significantly changed as a function of aging, including MMP-2, -3, -7, -9, -12, -13, -14, -16, -17, -19, -20, -23, and -25, as well as TIMP-1. Of these, the increased expression of MMP-2, -7, -9, -12, -13, -14, -16, -20, -23, and -25 was attenuated by caloric restriction, as was TIMP-1. As MMP-7 exhibited the most dramatic increase in the aged animals and is overexpressed in the aging human kidney (Rodwell et al. 2004; Melk et al. 2005), we examined MMP-7 expression over an extensive time course. At 16 months expression was significantly upregulated, and increased to over 500-fold upregulation in 2-year-old animals (Fig. 1B). Importantly, increased gene expression correlated with increased protein expression as assessed by Western blot (Fig. 1C). The temporal pattern of MMP-7 overexpression, and the finding that it is not overexpressed in caloric restriction controls, suggests that MMP-7 may play a pathogenic role in the development of chronic renal dysfunction.
Figure 1.

Age-dependent changes in MMP/TIMP expression in the kidney. (A) Relative expression of MMPs and TIMPs in young (4 AL), old (24 AL), and calorie-restricted animals (24 CR) as determined by real-time PCR. ß-actin was used as the reference gene. Expression of MMP-2, -3, -7, -9, -12, -13, -14, -16, -17, -19, -20, -23, and -25, as well as TIMP-1 changed significantly as a function of age. Of these, the increased expression of MMP-2, -7, -9, -12, -13, -14, -16, -20, -23, and -25 was attenuated by caloric restriction, as was TIMP-1, with P < 0.05. (B) MMP-7 expression in aging rat kidneys is significantly increased as early as 16 months. *P < 0.05. (C) MMP-7 protein expression is increased in the 24-month-old rat kidney, but not CR controls. Each lane represents a lysate from an individual animal.
MMP-7 overexpression: collagen expression
In order to delineate the effects of MMP-7 overexpression in the kidney, we stably overexpressed MMP-7 in NRK-52E cells. As epithelial cells do not activate MMP-7 in vitro (Witty et al. 1994), we overexpressed wild-type MMP-7, an active mutant of MMP-7, and a catalytically inactive mutant. The active mutant has a point mutation resulting in a valine to glycine substitution at position 92 (Fig. 2). This mutation in the prodomain allows for an autocatalytic cleavage of the zymogen to produce a catalytically active MMP-7. The inactive mutant has a point mutation in the catalytic domain at position 216. Overexpressed MMP-7 was detectable in the NRK-52E cells and was secreted into the medium (Fig. 2). In conditioned medium from wild-type and the inactive mutant overexpressing NRK-52E cells, only the 30 kDa zymogen was visible on the Western blot. Expression of the active form was lower as determined by real-time PCR and Western blot, and bands representing both the 30 kDa pro- and a 18 kDa active form were detected. Each of the MMP-7 overexpressing cells exhibited comparable doubling times, which were shorter than those of the parent NRK-52E cell line, probably due to the strong cytomegalovirus promoter in the vector (data not shown). It is important to note that the relative expression of pro-MMP-7 appears to be higher in the wild-type and inactive mutant constructs than in the active mutant, which still expressed pro-MMP-7.
Figure 2.

Generation of MMP-7 overexpressing cell lines. Normal rat kidney cells (NRK-52E) were stably transfected with full-length human MMP-7 (WT), a catalytically active mutant and an inactive mutant form. Immunofluorescence staining with anti-MMP-7 antibody in vector and MMP-7 WT overexpressing cells, DAPI counterstain (bottom panels). Concentrated conditioned medium immunoblotted with anti-MMP-7 antibody shows bands for proform ∼30 kDa and active form ∼18 kDa (insert).
High-throughput sequencing of mRNA libraries generated from MMP-7 overexpressing cells yielded promising target genes, including Col1a2 and Col3a1, interestingly, in both the WT and active mutant MMP-7 overexpressing cells (Fig. 3A; Table1). While WT overexpressing cells had the largest increase in collagen expression, the catalytic activity of MMP-7 may be important given the findings that the active mutant cells also were characterized by collagen overexpression and that this effect was significantly decreased in the inactive mutant cells. Increased collagen deposition is characteristic of the aging rat kidney (Fig. 3B). As expected, expression of both collagens increased with age and paralleled the temporal changes in MMP-7 overexpression (Fig. 3C).
Figure 3.
Relationship between MMP-7 and collagen expression. (A) Col1a2 and Col3a1 expression changes in MMP-7 overexpressing cell as determined by real-time PCR. Casc3 was used as the reference gene. The upregulation determined by Illumina sequencing was 3.9- and 2.1-fold for Col1a2 and Col3a1 in WT cells, and 5.0 and 1.4 in active mutant MMP-7 cells (A1) compared to vector control. (B) Fibrotic changes are visualized by sirius red staining of collagen deposition. Caloric-restricted (CR) 24-month-old rats are comparable to young, 4-month control animals (top panels). Confirmation of increased collagen levels in older animals as determined by the hydroxyproline assay (bottom graph). *P < 0.05 relative to 4 AL, #relative to 24 AL. (C) Col1a2 and Col3a1 expression (left y-axis) correlates with MMP-7 expression (right y-axis) in individual F344 rats and increases with age as determined by real-time PCR. Casc3 was used as the reference gene.
Table 1.
Vector vs MMP-7 WT
| Test_id | Gene_id | Gene | Locus | Vector | WT | Log2 (fold_change) | Test_stat | P-value | q-value | Fold change | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ENSRNOT00000046954 | ENSRNOG00000034295 | – | 6:6947525–6995752 | 12.881 | 1.0758 | −3.58177 | 5.0234 | 5.08E−07 | 0.000179958 | 0.08 | no protein, pseudogene in Renal function QTL16 |
| ENSRNOT00000017623 | ENSRNOG00000012939 | ABCA7_RAT | 7:11203982–11222960 | 1.20463 | 3.87364 | 1.6851 | −3.89959 | 9.64E−05 | 0.0143744 | 3.22 | ATP-binding cassette sub-family A member 7 |
| ENSRNOT00000064886 | ENSRNOG00000012939 | ABCA7_RAT | 7:11203982–11222960 | 2.86713 | 0.324656 | −3.14262 | 3.83916 | 0.000123456 | 0.0175413 | 0.11 | ABC transporter, conserved site, ATPase, AAA+type, core, ABC transporter-like |
| ENSRNOT00000064572 | ENSRNOG00000001404 | Agfg2 | 12:19716014–19752171 | 0 | 3.67817 | 1.79769e+308 | 1.79769e+308 | 1.74E−05 | 0.0036515 | up | Arf-GAP domain and FG repeats-containing protein 2 |
| ENSRNOT00000025258 | ENSRNOG00000018598 | Ankrd1 | 1:240316122–240324804 | 40.6488 | 10.8954 | −1.89949 | 7.22162 | 5.14E−13 | 7.21E−10 | 0.27 | ankyrin repeat domain 1 (cardiac muscle) |
| ENSRNOT00000049698 | ENSRNOG00000006094 | Cd44 | 3:88022982–88110352 | 11.8848 | 1.42914 | −3.0559 | 3.65923 | 0.000252976 | 0.0303702 | 0.12 | CD44 |
| ENSRNOT00000036025 | ENSRNOG00000021285 | CELSR1 | 7:123900402–124036122 | 7.81533 | 13.788 | 0.819038 | −3.73805 | 0.00018545 | 0.0239456 | 1.76 | cadherin, EGF LAG seven-pass G-type receptor 1 (flamingo homolog, Drosophila) |
| ENSRNOT00000016423 | ENSRNOG00000011292 | Col1a2 | 4:29393550–29428568 | 2.90803 | 11.3761 | 1.96789 | −6.34732 | 2.19E−10 | 1.75E−07 | 3.91 | Collagen alpha-2(I) chain |
| ENSRNOT00000004956 | ENSRNOG00000003357 | Col3a1 | 9:44281581–44317827 | 115.743 | 243.059 | 1.07038 | −4.5815 | 4.62E−06 | 0.00121382 | 2.10 | collagen, type III, alpha 1 |
| ENSRNOT00000019501 | ENSRNOG00000014350 | Cyr61 | 2:243824302–243827262 | 331.587 | 183.356 | −0.854743 | 3.97211 | 7.12E−05 | 0.0113395 | 0.55 | Cysteine-rich angiogenic inducer 61 |
| ENSRNOT00000057522 | ENSRNOG00000030213 | D3ZEY5_RAT | 8:72196263–72365798 | 0.674155 | 0 | −1.79769e+308 | 1.79769e+308 | 0.00028722 | 0.0334497 | not expressed | SF-assemblin, Vacuolar protein sorting-associated protein |
| ENSRNOT00000047772 | ENSRNOG00000037380 | D3ZQW7_RAT | 1:88001743–88067218 | 101.201 | 7.59185 | −3.73663 | 9.86554 | 0 | 0 | 0.08 | Ribosomal protein S5 |
| ENSRNOT00000044096 | ENSRNOG00000006028 | D4A709_RAT | 7:127403424–127423259 | 3.1215 | 7.69981 | 1.30258 | −3.63814 | 0.00027461 | 0.0324075 | 2.47 | Tubulin gamma complex associated protein 6, Tubgcp6 |
| ENSRNOT00000051316 | ENSRNOG00000012209 | E9PTG4_RAT | 15:38658775–38687199 | 4.36822 | 0 | −1.79769e+308 | 1.79769e+308 | 6.25E−05 | 0.0101695 | not expressed | Cytidine deaminase-like, APOBEC/CMP deaminase, zinc-binding, CMP/dCMP deaminase, zinc-binding |
| ENSRNOT00000044776 | ENSRNOG00000018121 | E9PTW0_RAT | 2:58667033–58720040 | 0.746746 | 85.5269 | 6.83962 | −11.8052 | 0 | 0 | 114.53 | Ribosomal protein S5, N-terminal |
| ENSRNOT00000019361 | ENSRNOG00000014361 | Edn1 | 17:28303885–28309775 | 54.8802 | 23.6102 | −1.21687 | 4.88724 | 1.02E−06 | 0.000329694 | 0.43 | endothelin 1 |
| ENSRNOT00000013608 | ENSRNOG00000009439 | Eef1a1 | 8:83463586–83466816 | 3348.41 | 3292.51 | −0.0242881 | 4.72225 | 2.33E−06 | 0.000676657 | 0.98 | eukaryotic translation elongation factor 1 alpha 1 |
| ENSRNOT00000032780 | ENSRNOG00000001469 | Eln | 12:23033656–23076086 | 137.942 | 329.623 | 1.25675 | −4.73083 | 2.24E−06 | 0.000654139 | 2.39 | elastin |
| ENSRNOT00000023825 | ENSRNOG00000017719 | F1M599_RAT | 4:123811374–123820389 | 0.137075 | 13.1672 | 6.58584 | −7.86897 | 3.55E−15 | 6.95E−12 | 96.06 | novel protein, similar to glutamate receptor, ionotropic, N-methyl D-aspartate-like 1A (Grinl1a) |
| ENSRNOT00000052149 | ENSRNOG00000019579 | F1M6R5_RAT | 8:61472271–61516975 | 3.44162 | 0 | −1.79769e+308 | 1.79769e+308 | 0.000221007 | 0.0273718 | not expressed | YjeF-related protein, N-terminal |
| ENSRNOT00000005709 | ENSRNOG00000004290 | Grb10 | 14:92814796–92911442 | 0 | 3.04998 | 1.79769e+308 | 1.79769e+308 | 0.000286745 | 0.0334497 | up | Growth factor receptor-bound protein 10 |
| ENSRNOT00000064187 | ENSRNOG00000007000 | Grhl2 | 7:72742858–72872350 | 0.0605663 | 0.653535 | 3.43168 | −4.74934 | 2.04E−06 | 0.000605972 | 10.79 | CP2 transcription factor, grainyhead-like 2 (Drosophila) |
| ENSRNOT00000015894 | ENSRNOG00000011847 | Grk4 | 14:81648002–81722480 | 0 | 1.66054 | 1.79769e+308 | 1.79769e+308 | 0.000179469 | 0.023406 | uo | G protein-coupled receptor kinase 4 |
| ENSRNOT00000016174 | ENSRNOG00000012119 | LOC690209 | 8:14245341–14246673 | 20.9934 | 6.87195 | −1.61114 | 4.89442 | 9.86E−07 | 0.000319748 | 0.33 | similar to NIMA (never in mitosis gene a) -related exp NPR3 |
| ENSRNOT00000004684 | ENSRNOG00000003532 | Magea11 | X:144114831–144120816 | 1.28968 | 22.0279 | 4.09425 | −9.23241 | 0 | 0 | 17.08 | Melanoma-associated antigen 11 |
| ENSRNOT00000000169 | ENSRNOG00000000156 | Megf6 | 5:170848978–171078739 | 22.4684 | 40.0213 | 0.832874 | −3.78871 | 0.000151431 | 0.020509 | 1.78 | multiple EGF-like-domains 6 |
| ENSRNOT00000067408 | ENSRNOG00000006699 | Mlh3 | 6:109280909–109318893 | 0 | 0.941301 | 1.79769e+308 | 1.79769e+308 | 0.000154966 | 0.0208462 | up | DNA mismatch repair protein Mlh3 |
| ENSRNOT00000046803 | ENSRNOG00000007948 | Nf2 | 14:85415141–85508807 | 0 | 4.22702 | 1.79769e+308 | 1.79769e+308 | 6.89E−05 | 0.0110418 | up | neurofibromin 2 (merlin) |
| ENSRNOT00000046152 | ENSRNOG00000021996 | Nlrp4 | 1:66797942–66825101 | 0.336655 | 2.11805 | 2.6534 | −4.92581 | 8.40E−07 | 0.000277953 | 6.29 | NACHT, LRR and PYD domains-containing protein 4 |
| ENSRNOT00000010779 | ENSRNOG00000008141 | Nppb | 5:165062347–165063650 | 16.0836 | 3.25884 | −2.30316 | 4.49445 | 6.98E−06 | 0.00172925 | 0.20 | natriuretic peptide B |
| ENSRNOT00000060426 | ENSRNOG00000010477 | Pomt1 | 3:11348785–11366632 | 0 | 5.56385 | 1.79769e+308 | 1.79769e+308 | 0.000173499 | 0.0227703 | up | Protein O-mannosyl-transferase 1 |
| ENSRNOT00000055032 | ENSRNOG00000013267 | Pric285 | 3:170368820–170382086 | 0 | 0.57973 | 1.79769e+308 | 1.79769e+308 | 0.000232451 | 0.0285096 | up | Peroxisomal proliferator-activated receptor A interacting complex 285 |
| ENSRNOT00000052290 | ENSRNOG00000032703 | Rasgrp3 | 6:19808452–19871923 | 8.30593 | 4.20947 | −0.980502 | 3.51371 | 0.000441899 | 0.0463619 | 0.51 | Ras guanyl-releasing protein 3 |
| ENSRNOT00000059819 | ENSRNOG00000002144 | Sec3l1 | 14:33883343–33920857 | 8.24032 | 0.596241 | −3.78873 | 3.77394 | 0.00016069 | 0.0215016 | 0.07 | exocyst complex component 1 |
| ENSRNOT00000001916 | ENSRNOG00000001414 | Serpine1 | 12:20931995–20942374 | 62.8455 | 33.8617 | −0.892153 | 4.18393 | 2.87E−05 | 0.00547625 | 0.54 | Serpine 1 |
| ENSRNOT00000063959 | ENSRNOG00000020138 | Slc4a3 | 9:74823768–74835860 | 2.77433 | 0 | −1.79769e+308 | 1.79769e+308 | 1.44E−05 | 0.00314476 | not expressed | Anion exchange protein 3 |
| ENSRNOT00000039221 | ENSRNOG00000026607 | Tnfsf18 | 13:77136963–77145251 | 35.8281 | 8.85273 | −2.0169 | 4.69464 | 2.67E−06 | 0.000754331 | 0.25 | Tumor necrosis factor ligand superfamily member 18 |
| ENSRNOT00000011530 | ENSRNOG00000008717 | – | 6:127258746–127462319 | 68.0545 | 0.142029 | −8.90436 | 10.8992 | 0 | 0 | 479.16 | novel transcript within Urinary albumin excretion QTL 7 |
| ENSRNOT00000033844 | ENSRNOG00000021292 | – | 17:59022844–59275923 | 27.9701 | 6.97332 | −2.00397 | 5.82617 | 5.67E−09 | 3.33E−06 | 4.01 | retinoblastoma binding protein 4; similar to Chromatin assembly factor 1 subunit CG4236-PA |
| ENSRNOT00000034355 | ENSRNOG00000026168 | – | 8:125535679–125536042 | 25.0815 | 0 | −1.79769e+308 | −1.79769e+308 | 1.70E−05 | 0.00357667 | up | Novel retrotransposed, within Collagen induced arthritis QTL 6 |
| ENSRNOT00000017623 | ENSRNOG00000012939 | ABCA7_RAT | 7:11203982–11222960 | 3.5788 | 1.20463 | −1.57089 | 3.58895 | 0.000332008 | 0.0372815 | 2.97 | ATP-binding cassette sub-family A member 7 |
| ENSRNOT00000064572 | ENSRNOG00000001404 | Agfg2 | 12:19716014–19752171 | 2.82724 | 0 | −1.79769e+308 | −1.79769e+308 | 0.000109477 | 0.0159041 | up | arf-GAP domain and FG repeats-containing protein 2 |
| ENSRNOT00000025258 | ENSRNOG00000018598 | Ankrd1 | 1:240316122–240324804 | 19.6078 | 40.6488 | 1.05179 | −4.35548 | 1.33E−05 | 0.00294741 | 0.48 | Ankyrin repeat domain-containing protein 1 |
| ENSRNOT00000026058 | ENSRNOG00000019253 | Bcar1 | 19:41646189–41669234 | 24.8368 | 53.8451 | 1.11634 | −3.54057 | 0.00039926 | 0.0429581 | 0.46 | Breast cancer anti-estrogen resistance protein 1 |
| ENSRNOT00000049698 | ENSRNOG00000006094 | Cd44 | 3:88022982–88110352 | 2.12927 | 11.8848 | 2.48069 | −3.68657 | 0.000227297 | 0.0280383 | 0.18 | CD44 antigen |
| ENSRNOT00000016423 | ENSRNOG00000011292 | Col1a2 | 4:29393550–29428568 | 14.5862 | 2.90803 | −2.32649 | 7.61096 | 2.73E−14 | 4.69E−11 | 5.02 | Collagen alpha-2(I) chain |
| ENSRNOT00000068558 | ENSRNOG00000033169 | Cpeb4 | 10:15968781–16026700 | 2.62906 | 0 | −1.79769e+308 | −1.79769e+308 | 5.69E−05 | 0.00947819 | up | cytoplasmic polyadenylation element-binding protein 4 |
| ENSRNOT00000029132 | ENSRNOG00000030213 | D3ZEY5_RAT | 8:72196263–72365798 | 1.86717 | 0.48052 | −1.95819 | 3.49363 | 0.000476492 | 0.0491335 | 3.89 | similar to SF-assemblin, Vacuolar protein sorting-associated protein |
| ENSRNOT00000057522 | ENSRNOG00000030213 | D3ZEY5_RAT | 8:72196263–72365798 | 0 | 0.674155 | 1.79769e+308 | 1.79769e+308 | 0.00028722 | 0.0334497 | not expressed | similar to vsp13c, SF-assemblin, Vacuolar protein sorting-associated protein |
| ENSRNOT00000067052 | ENSRNOG00000027569 | D3ZJK6_RAT | 7:110316544–110793515 | 1.4168 | 9.28808 | 2.71274 | −3.55196 | 0.000382373 | 0.0415763 | 0.15 | trafficking protein particle complex 9 |
| ENSRNOT00000047364 | ENSRNOG00000000922 | D3ZTR4_RAT | 12:28003490–28028905 | 48.1732 | 22.6988 | −1.08561 | 3.77329 | 0.000161109 | 0.0215162 | 2.12 | similar to SUMF2 sulfatase modifying factor 2 |
| ENSRNOT00000013608 | ENSRNOG00000009439 | Eef1a1 | 8:83463586–83466816 | 3263.17 | 3348.41 | 0.0371986 | −7.19883 | 6.07E−13 | 8.36E−10 | 0.97 | Elongation factor 1-alpha 1 |
| ENSRNOT00000023825 | ENSRNOG00000017719 | F1M599_RAT | 4:123811374–123820389 | 12.497 | 0.137075 | −6.51047 | 7.7679 | 7.99E−15 | 1.47E−11 | 91.17 | similar to polymerase (RNA) II (DNA directed) polypeptide M |
| ENSRNOT00000056983 | ENSRNOG00000006738 | Fbxo32 | 7:94909567–94942444 | 0 | 1.83838 | 1.79769e+308 | 1.79769e+308 | 0.000205778 | 0.02596 | not expressed | F-box only protein 32 |
| ENSRNOT00000018788 | ENSRNOG00000014029 | Klhl13 | X:10344240–10424664 | 13.0508 | 4.89107 | −1.41592 | 3.49066 | 0.000481835 | 0.0494691 | 2.67 | kelch-like 13,BTB and kelch domain containing 2 |
| ENSRNOT00000063868 | ENSRNOG00000014029 | Klhl13 | X:10344240–10424664 | 0 | 3.17109 | 1.79769e+308 | 1.79769e+308 | 0.000349141 | 0.0387204 | not expressed | kelch-like 13 |
| ENSRNOT00000007696 | ENSRNOG00000005869 | LOC498453 | 15:11865466–12045333 | 8.80749 | 0 | −1.79769e+308 | −1.79769e+308 | 4.27E−07 | 0.000156012 | up | similar to transcription elongation factor A 1 isoform 2 |
| ENSRNOT00000016991 | ENSRNOG00000012495 | Podxl | 4:58611905–58658598 | 0.458957 | 0.0620132 | −2.88771 | 4.09568 | 4.21E−05 | 0.00742765 | 7.40 | Podocalyxin |
| ENSRNOT00000000725 | ENSRNOG00000000593 | Rev3l | 20:43870508–44042379 | 3.12343 | 0.529002 | −2.56179 | 4.99287 | 5.95E−07 | 0.000206406 | 5.90 | DNA polymerase zeta catalytic subunit, REV3-like |
| ENSRNOT00000063936 | ENSRNOG00000033389 | Susd2 | 20:13435256–13442683 | 2.35239 | 0 | −1.79769e+308 | −1.79769e+308 | 7.25E−07 | 0.000244074 | up | sushi domain-containing protein 2 |
| ENSRNOT00000046954 | ENSRNOG00000034295 | – | 6:6947525–6995752 | 11.0197 | 1.0758 | −3.35661 | 4.66138 | 3.14E−06 | 0.000872923 | 10.24 | novel transcript, within intron of Potassium voltage-gated channel subfamily G member 3, Kcng3 |
| ENSRNOT00000034355 | ENSRNOG00000026168 | – | 8:125535679–125536042 | 25.0815 | 0.409245 | −5.93751 | 5.19284 | 2.07E−07 | 8.40E−05 | 61.29 | novel transcript, retrotransposed, no protein prouct |
| ENSRNOT00000033844 | ENSRNOG00000021292 | – | 17:59022844–59275923 | 27.9701 | 8.30695 | −1.75149 | 5.35403 | 8.60E−08 | 3.87E−05 | 3.37 | retinoblastoma binding protein 4; similar to Chromatin assembly factor 1 subunit CG4236-PA |
| ENSRNOT00000011530 | ENSRNOG00000008717 | – | 6:127258746–127462319 | 68.0545 | 0.146856 | −8.85614 | 11.2454 | 0 | 0 | 463.41 | novel transcript within Urinary albumin excretion QTL 7 |
| ENSRNOT00000068558 | ENSRNOG00000033169 | Cpeb4 | 10:15968781–16026700 | 2.62906 | 0 | −1.79769e+308 | −1.79769e+308 | 5.69E−05 | 0.00947819 | up | cytoplasmic polyadenylation element-binding protein 4 |
| ENSRNOT00000018888 | ENSRNOG00000014048 | CYLD_RAT | 19:19617011–19644586 | 0 | 4.1787 | 1.79769e+308 | 1.79769e+308 | 1.65E−05 | 0.00350119 | not expressed | Ubiquitin carboxyl-terminal hydrolase CYLD |
| ENSRNOT00000012501 | ENSRNOG00000030213 | D3ZEY5_RAT | 8:72196263–72365798 | 1.60088 | 3.96778 | 1.30946 | −4.14081 | 3.46E−05 | 0.00634453 | 0.40 | similar to VPS13C, vacuolar protein sorting 13 homolog C (S. cerevisiae) |
| ENSRNOT00000067052 | ENSRNOG00000027569 | D3ZJK6_RAT | 7:110316544–110793515 | 1.4168 | 9.74414 | 2.7819 | −3.62734 | 0.000286351 | 0.0334497 | 0.15 | trafficking protein particle complex 9 |
| ENSRNOT00000047772 | ENSRNOG00000037380 | D3ZQW7_RAT | 1:88001743–88067218 | 104.886 | 7.59185 | −3.78823 | 10.0102 | 0 | 0 | 13.82 | Uncharacterized protein, similar to ribosomal protein S5 |
| ENSRNOT00000042105 | ENSRNOG00000032471 | D3ZYV8_RAT | 14:112127247–112174996 | 1.08329 | 7.32505 | 2.75741 | −3.49259 | 0.000478367 | 0.0492765 | 0.15 | ankyrin repeat and SOCS box protein 3 |
| ENSRNOT00000044096 | ENSRNOG00000006028 | D4A709_RAT | 7:127403424–127423259 | 3.01893 | 7.69981 | 1.35079 | −3.71936 | 0.000199731 | 0.0253235 | 0.39 | tubulin, gamma complex associated protein 6 |
| ENSRNOT00000065458 | ENSRNOG00000002152 | Dcun1d4 | 14:37051132–37128945 | 1.84175 | 6.03693 | 1.71274 | −3.94183 | 8.09E−05 | 0.0125547 | 0.31 | DCN1-like protein 4; defective in cullin neddylation 1, domain containing 4 |
| ENSRNOT00000051316 | ENSRNOG00000012209 | E9PTG4_RAT | 15:38658775–38687199 | 5.20533 | 0 | −1.79769e+308 | −1.79769e+308 | 1.18E−05 | 0.00268048 | up | cytidine and dCMP deaminase domain containing 1 |
| ENSRNOT00000044776 | ENSRNOG00000018121 | E9PTW0_RAT | 2:58667033–58720040 | 0.305094 | 85.5269 | 8.13098 | −10.5805 | 0 | 0 | 0.00 | Ribosomal protein S5 |
| ENSRNOT00000020573 | ENSRNOG00000015133 | F1M0L3_RAT | 8:47759174–47834586 | 2.13606 | 5.07054 | 1.24719 | −4.08208 | 4.46E−05 | 0.00781665 | 0.42 | Myeloid/lymphoid or mixed-lineage leukemia (Mapped)Uncharacterized protein |
| ENSRNOT00000064187 | ENSRNOG00000007000 | Grhl2 | 7:72742858–72872350 | 0.106551 | 0.653535 | 2.61672 | −3.99644 | 6.43E−05 | 0.0104084 | 0.16 | grainyhead-like protein 2 homolog |
| ENSRNOT00000004460 | ENSRNOG00000003345 | LOC302762 | X:77009878–77012222 | 0.088109 | 0.749615 | 3.08879 | −3.83252 | 0.000126838 | 0.017912 | 0.12 | PREDICTED: DDB1- and CUL4-associated factor 8-like, similar to plasmacytoma expressed transript 2 |
| ENSRNOT00000007696 | ENSRNOG00000005869 | LOC498453 | 15:11865466–12045333 | 8.80749 | 0 | −1.79769e+308 | −1.79769e+308 | 4.27E−07 | 0.000156012 | up | similar to transcription elongation factor A 1 isoform 2; transcription elongation factor A (SII) 1 |
| ENSRNOT00000016174 | ENSRNOG00000012119 | LOC690209 | 8:14245341–14246673 | 20.3598 | 6.87195 | −1.56693 | 4.74563 | 2.08E−06 | 0.000614553 | 2.96 | similar to NIMA (never in mitosis gene a) -related expressed kinase 2 |
| ENSRNOT00000004684 | ENSRNOG00000003532 | Magea11 | X:144114831–144120816 | 2.56517 | 22.0279 | 3.1022 | −7.82805 | 4.88E−15 | 9.30E−12 | 0.12 | melanoma-associated antigen 11, similar to mage-k1 |
| ENSRNOT00000060426 | ENSRNOG00000010477 | Pomt1 | 3:11348785–11366632 | 0 | 5.56385 | 1.79769e+308 | 1.79769e+308 | 0.000173499 | 0.0227703 | not expressed | Protein O-mannosyl-transferase 1 |
| ENSRNOT00000049814 | ENSRNOG00000004819 | Porcn | X:26317406–26330171 | 0 | 3.49927 | 1.79769e+308 | 1.79769e+308 | 0.000282208 | 0.0330933 | not expressed | porcupine homolog |
| ENSRNOT00000055971 | ENSRNOG00000021780 | Rad51l3 | 10:71092821–71107418 | 1.99246 | 0 | −1.79769e+308 | −1.79769e+308 | 0.000300691 | 0.0346468 | up | DNA repair protein RAD51 homolog 4 |
| ENSRNOT00000066106 | ENSRNOG00000008340 | RGD1309779 | 8:67558903–67563530 | 0 | 8.1175 | 1.79769e+308 | 1.79769e+308 | 0.000454238 | 0.0474384 | not expressed | Antifreeze protein, type I |
| ENSRNOT00000063936 | ENSRNOG00000033389 | Susd2 | 20:13435256–13442683 | 2.35239 | 0 | −1.79769e+308 | −1.79769e+308 | 7.25E−07 | 0.000244074 | up | sushi domain-containing protein 2 |
| ENSRNOT00000009762 | ENSRNOG00000007428 | Ypel4 | 3:67945701–67947571 | 0 | 2.48631 | 1.79769e+308 | 1.79769e+308 | 9.47E−05 | 0.0141986 | not expressed | Protein yippee-like 4 |
| ENSRNOT00000048322 | ENSRNOG00000029947 | – | 18:24386615–24444446 | 0.247115 | 285.439 | 10.1738 | −15.0338 | 0 | 0 | 1155.085689 | |
| ENSRNOT00000059785 | ENSRNOG00000027022 | – | 19:32261770–32521913 | 4.3896 | 40.097 | 3.19133 | −3.74977 | 0.000176997 | 0.0231596 | 9.134545289 | |
| ENSRNOT00000041892 | ENSRNOG00000031706 | – | 8:24852588–24853338 | 84.6196 | 39.8219 | −1.08743 | 4.25664 | 2.08E−05 | 0.00423136 | 0.47059901 | |
| ENSRNOT00000048837 | ENSRNOG00000033307 | – | 17:33352145–33352895 | 175.978 | 78.2828 | −1.16863 | 5.17046 | 2.34E−07 | 9.39E−05 | 0.444844242 | |
| ENSRNOT00000016040 | ENSRNOG00000011964 | Abcd4 | 6:108660718–108681707 | 6.94143 | 14.753 | 1.08771 | −3.61808 | 0.000296801 | 0.0343124 | 2.125354574 | |
| ENSRNOT00000024084 | ENSRNOG00000017786 | Acta1 | 19:54081497–54084508 | 2.69603 | 9.55081 | 1.82479 | −4.1097 | 3.96E−05 | 0.00709345 | 3.542545892 | |
| ENSRNOT00000013286 | ENSRNOG00000009951 | Aif1l | 3:11053195–11078079 | 31.4084 | 68.946 | 1.13432 | −5.28738 | 1.24E−07 | 5.35E−05 | 2.195145248 | |
| ENSRNOT00000029137 | ENSRNOG00000010877 | Alg9 | 8:54131721–54194200 | 5.6306 | 0 | −1.79769e+308 | −1.79769e+308 | 2.91E−06 | 0.000811706 | 0 | |
| ENSRNOT00000022585 | ENSRNOG00000016678 | Angptl2 | 3:12147164–12345170 | 34.3392 | 15.3835 | −1.15848 | 4.48941 | 7.14E−06 | 0.00175758 | 0.447986558 | |
| ENSRNOT00000025258 | ENSRNOG00000018598 | Ankrd1 | 1:240316122–240324804 | 8.98593 | 40.6488 | 2.17747 | −7.96134 | 1.78E−15 | 3.66E−12 | 4.523605236 | |
| ENSRNOT00000065912 | ENSRNOG00000007110 | Ankrd6 | 5:49098943–49238039 | 1.20956 | 3.2422 | 1.42249 | −3.50276 | 0.000460467 | 0.0478941 | 2.680478852 | |
| ENSRNOT00000027464 | ENSRNOG00000020270 | Anxa8 | 16:9715643–9730577 | 12.7852 | 25.2696 | 0.982934 | −3.70747 | 0.000209344 | 0.0262431 | 1.976472797 | |
| ENSRNOT00000002857 | ENSRNOG00000002095 | Arhgap24 | 14:8026135–8346326 | 0.169448 | 2.00403 | 3.56399 | −5.67541 | 1.38E−08 | 7.60E−06 | 11.82681413 | |
| ENSRNOT00000021801 | ENSRNOG00000016066 | Bambi | 17:62654079–62658885 | 32.1927 | 58.4287 | 0.859944 | −3.58421 | 0.000338099 | 0.0377975 | 1.814967368 | |
| ENSRNOT00000014267 | ENSRNOG00000010698 | Car1 | 2:88198729–88210693 | 1.61929 | 7.02468 | 2.11707 | −4.11301 | 3.91E−05 | 0.0070206 | 4.338123499 | |
| ENSRNOT00000014180 | ENSRNOG00000010079 | Car3 | 2:88105881–88114721 | 9.18183 | 20.6693 | 1.17064 | −3.76407 | 0.00016717 | 0.0221871 | 2.251108984 | |
| ENSRNOT00000008722 | ENSRNOG00000006411 | Cav2 | 4:42932126–42939501 | 20.3781 | 46.4948 | 1.19005 | −5.04677 | 4.49E−07 | 0.000162733 | 2.281606234 | |
| ENSRNOT00000027084 | ENSRNOG00000019939 | CCND2_RAT | 4:163524290–163546640 | 82.9549 | 153.687 | 0.889592 | −4.0537 | 5.04E−05 | 0.00861661 | 1.852657287 | |
| ENSRNOT00000023977 | ENSRNOG00000017819 | Cd14 | 18:29374596–29376328 | 69.2244 | 34.7166 | −0.995653 | 4.34566 | 1.39E−05 | 0.00304593 | 0.501508139 | |
| ENSRNOT00000021268 | ENSRNOG00000015821 | Cd2 | 2:196332589–196346221 | 1.12977 | 4.9592 | 2.13408 | −3.51066 | 0.00044699 | 0.0468076 | 4.389566018 | |
| ENSRNOT00000038016 | ENSRNOG00000027456 | Cdc42bpg | 1:209083956–209103885 | 2.00095 | 5.28006 | 1.39987 | −4.52326 | 6.09E−06 | 0.00154558 | 2.638776581 | |
| ENSRNOT00000000628 | ENSRNOG00000000521 | Cdkn1a | 20:7379385–7385595 | 229.484 | 392.911 | 0.77581 | −3.70105 | 0.000214713 | 0.0268193 | 1.712149867 | |
| ENSRNOT00000035930 | ENSRNOG00000026604 | Cercam | 3:8857698-−-8871398 | 0 | 0.866262 | 1.79769e+308 | 1.79769e+308 | 0.000195831 | 0.0249543 | #DIV/0! | |
| ENSRNOT00000028440 | ENSRNOG00000020952 | Cgn | 2:189644802–189663203 | 8.43665 | 18.6037 | 1.14085 | −4.70097 | 2.59E−06 | 0.000736554 | 2.205105107 | |
| ENSRNOT00000048519 | ENSRNOG00000000463 | Col11a2 | 20:4924451–4953310 | 0.459021 | 0 | −1.79769e+308 | −1.79769e+308 | 5.68E−05 | 0.0094764 | 0 | |
| ENSRNOT00000016423 | ENSRNOG00000011292 | Col1a2 | 4:29393550–29428568 | 15.5644 | 2.90803 | −2.42013 | 7.94696 | 2.00E−15 | 4.08E−12 | 0.186838555 | |
| ENSRNOT00000009985 | ENSRNOG00000007234 | CP51A_RAT | 4:26752355–26770318 | 47.6671 | 24.0287 | −0.988237 | 4.40456 | 1.06E−05 | 0.00244674 | 0.504094019 | |
| ENSRNOT00000068389 | ENSRNOG00000016752 | Crispld2 | 19:50283063–50378028 | 0.540175 | 0 | −1.79769e+308 | −1.79769e+308 | 0.000151645 | 0.020509 | 0 | |
| ENSRNOT00000025222 | ENSRNOG00000018659 | Csf1 | 2:203292764–203307965 | 21.2806 | 38.8832 | 0.869608 | −4.00455 | 6.21E−05 | 0.0101341 | 1.827166527 | |
| ENSRNOT00000017310 | ENSRNOG00000012896 | Cyp2c11 | 1:243281319–243320945 | 0.956294 | 3.95536 | 2.04828 | −3.9791 | 6.92E−05 | 0.0110682 | 4.136133867 | |
| ENSRNOT00000057522 | ENSRNOG00000030213 | D3ZEY5_RAT | 8:72196263–72365798 | 0 | 0.674155 | 1.79769e+308 | 1.79769e+308 | 0.00028722 | 0.0334497 | #DIV/0! | |
| ENSRNOT00000045362 | ENSRNOG00000028910 | D3ZKN0_RAT | 3:105260698–105266080 | 15.4701 | 31.0881 | 1.00688 | −3.9696 | 7.20E−05 | 0.0114333 | 2.009560378 | |
| ENSRNOT00000047772 | ENSRNOG00000037380 | D3ZQW7_RAT | 1:88001743–88067218 | 8.48807 | 101.201 | 3.57565 | −9.66754 | 0 | 0 | 11.92273391 | |
| ENSRNOT00000067423 | ENSRNOG00000019770 | D4A0X9_RAT | 1:138189344–138202803 | 11.3313 | 22.6131 | 0.996847 | −3.53674 | 0.000405097 | 0.0434354 | 1.995631569 | |
| ENSRNOT00000022899 | ENSRNOG00000031743 | D4A6I2_RAT | 2:240527532–240541078 | 2.47696 | 0 | −1.79769e+308 | −1.79769e+308 | 3.74E−05 | 0.00678173 | 0 | |
| ENSRNOT00000007750 | ENSRNOG00000005887 | D4A6I7_RAT | 7:112829665–112831373 | 19.5637 | 67.7496 | 1.79203 | −4.05538 | 5.01E−05 | 0.00856585 | 3.46302591 | |
| ENSRNOT00000044096 | ENSRNOG00000006028 | D4A709_RAT | 7:127403424–127423259 | 7.54706 | 3.1215 | −1.27368 | 3.6294 | 0.000284081 | 0.0332428 | 0.413604768 | |
| ENSRNOT00000019301 | ENSRNOG00000014293 | D4AAV5_RAT | 19:19757067–19833022 | 4.45908 | 0.611558 | −2.86619 | 6.42977 | 1.28E−10 | 1.09E−07 | 0.137148919 | |
| ENSRNOT00000035977 | ENSRNOG00000025883 | D4AEE6_RAT | 20:5379965–5391529 | 0.622497 | 2.91801 | 2.22885 | −3.51577 | 0.000438474 | 0.0460199 | 4.687588856 | |
| ENSRNOT00000009402 | ENSRNOG00000006787 | Dhcr24 | 5:127637375–127662621 | 61.0847 | 26.911 | −1.18261 | 4.89884 | 9.64E−07 | 0.000313358 | 0.440552217 | |
| ENSRNOT00000012532 | ENSRNOG00000009291 | Dnase1l3 | 15:18909362–18935342 | 2.46494 | 0.376542 | −2.71067 | 4.16631 | 3.10E−05 | 0.00581839 | 0.152759094 | |
| ENSRNOT00000044776 | ENSRNOG00000018121 | E9PTW0_RAT | 2:58667033–58720040 | 95.2285 | 0.746746 | −6.99463 | 12.0933 | 0 | 0 | 0.007841623 | |
| ENSRNOT00000013608 | ENSRNOG00000009439 | Eef1a1 | 8:83463586–83466816 | 3935.43 | 3348.41 | −0.233048 | 47.2063 | 0 | 0 | 0.850837139 | |
| ENSRNOT00000026303 | ENSRNOG00000019422 | Egr1 | 18:27343566–27347352 | 7.64836 | 1.50755 | −2.34294 | 5.79267 | 6.93E−09 | 3.97E−06 | 0.197107615 | |
| ENSRNOT00000032780 | ENSRNOG00000001469 | Eln | 12:23033656–23076086 | 314.631 | 137.942 | −1.18959 | 4.48949 | 7.14E−06 | 0.00175758 | 0.438424694 | |
| ENSRNOT00000003615 | ENSRNOG00000002664 | Emp2 | 10:5311156–5348037 | 21.5151 | 44.9042 | 1.0615 | −4.72352 | 2.32E−06 | 0.000673162 | 2.087101617 | |
| ENSRNOT00000005612 | ENSRNOG00000004078 | Eno3 | 10:57536964–57542311 | 32.2663 | 74.9383 | 1.21568 | −5.23498 | 1.65E−07 | 6.89E−05 | 2.322494367 | |
| ENSRNOT00000019519 | ENSRNOG00000013994 | Enpp1 | 1:21223677–21287411 | 72.8494 | 33.2307 | −1.1324 | 5.25403 | 1.49E−07 | 6.29E−05 | 0.456156125 | |
| ENSRNOT00000025663 | ENSRNOG00000018982 | Entpd3 | 8:125542933–125573945 | 0.250548 | 1.19274 | 2.25112 | −3.66302 | 0.000249263 | 0.0299892 | 4.760524929 | |
| ENSRNOT00000019720 | ENSRNOG00000014367 | Ephb6 | 4:69316599–69331856 | 1.05752 | 0.0547861 | −4.27073 | 3.85539 | 0.000115546 | 0.0166214 | 0.051806207 | |
| ENSRNOT00000000737 | ENSRNOG00000000599 | F1LTF8_RAT | 20:43180812–43260729 | 0.0531117 | 0.35923 | 2.7578 | −3.771 | 0.000162597 | 0.0216734 | 6.763669775 | |
| ENSRNOT00000040881 | ENSRNOG00000015133 | F1M0L3_RAT | 8:47759174–47834586 | 2.94978 | 1.10333 | −1.41874 | 3.57262 | 0.000353423 | 0.0390706 | 0.374038064 | |
| ENSRNOT00000059887 | ENSRNOG00000039146 | F1M2U4_RAT | 11:53424952–53653313 | 11.4671 | 0.699976 | −4.03405 | 4.7502 | 2.03E−06 | 0.00060442 | 0.061042112 | |
| ENSRNOT00000002814 | ENSRNOG00000002053 | F1M3H3_RAT | 14:14309716–14565184 | 2.77457 | 5.27226 | 0.926158 | −3.78463 | 0.00015394 | 0.0207583 | 1.90020796 | |
| ENSRNOT00000007876 | ENSRNOG00000005986 | F1M5X9_RAT | 4:37617356–37880157 | 0.456827 | 6.47324 | 3.82477 | −5.07286 | 3.92E−07 | 0.000146385 | 14.17000309 | |
| ENSRNOT00000052149 | ENSRNOG00000019579 | F1M6R5_RAT | 8:61472271–61516975 | 0 | 3.44162 | 1.79769e+308 | 1.79769e+308 | 0.000221007 | 0.0273718 | #DIV/0! | |
| ENSRNOT00000003320 | ENSRNOG00000002403 | Fam129a | 13:66467072–66620137 | 4.96483 | 22.8277 | 2.20097 | −8.30368 | 0 | 0 | 4.597881498 | |
| ENSRNOT00000056983 | ENSRNOG00000006738 | Fbxo32 | 7:94909567–94942444 | 0 | 1.83838 | 1.79769e+308 | 1.79769e+308 | 0.000205778 | 0.02596 | #DIV/0! | |
| ENSRNOT00000004183 | ENSRNOG00000003136 | Fcrla | 13:86775184–86785281 | 1.44194 | 7.54945 | 2.38836 | −4.66781 | 3.04E−06 | 0.000848609 | 5.235620067 | |
| ENSRNOT00000065065 | ENSRNOG00000043377 | Fdps | 2:181168902–181177792 | 172.389 | 95.1902 | −0.856779 | 3.89786 | 9.70E−05 | 0.014446 | 0.552182564 | |
| ENSRNOT00000029284 | ENSRNOG00000016050 | Fgfr1 | 16:70869973–70910045 | 5.33782 | 1.3706 | −1.96145 | 3.61352 | 0.000302063 | 0.0347329 | 0.256771491 | |
| ENSRNOT00000023144 | ENSRNOG00000016818 | Fgfr3 | 14:82683190–82697229 | 17.3903 | 61.7206 | 1.82747 | −4.63187 | 3.62E−06 | 0.000987366 | 3.549139463 | |
| ENSRNOT00000006454 | ENSRNOG00000004874 | Flrt3 | 3:128922732–128934866 | 13.5093 | 37.2757 | 1.46429 | −6.1661 | 7.00E−10 | 4.96E−07 | 2.759262138 | |
| ENSRNOT00000004382 | ENSRNOG00000003183 | Fmod | 13:46987713–46998330 | 2.95122 | 0.329223 | −3.16417 | 5.81051 | 6.23E−09 | 3.61E−06 | 0.111554882 | |
| ENSRNOT00000010712 | ENSRNOG00000008015 | Fos | 6:109559134–109562001 | 43.9474 | 14.1807 | −1.63185 | 6.18678 | 6.14E−10 | 4.48E−07 | 0.322674379 | |
| ENSRNOT00000045765 | ENSRNOG00000018500 | Frmd4a | 17:84783243–85068101 | 3.93629 | 1.40724 | −1.48396 | 3.55715 | 0.000374898 | 0.0409076 | 0.357504147 | |
| ENSRNOT00000004725 | ENSRNOG00000003512 | Gabra1 | 10:27258816–27313725 | 29.5779 | 12.5073 | −1.24175 | 5.32286 | 1.02E−07 | 4.53E−05 | 0.422859635 | |
| ENSRNOT00000018252 | ENSRNOG00000013090 | Gadd45g | 17:19230895–19232641 | 56.8067 | 113.132 | 0.993874 | −4.31728 | 1.58E−05 | 0.00338489 | 1.991525648 | |
| ENSRNOT00000047019 | ENSRNOG00000004290 | Grb10 | 14:92814796–92911442 | 30.2417 | 15.0891 | −1.00304 | 4.47503 | 7.64E−06 | 0.00186894 | 0.498950125 | |
| ENSRNOT00000023554 | ENSRNOG00000016552 | Hmgcs1 | 2:51737089–51753895 | 46.0965 | 21.5714 | −1.09554 | 4.82166 | 1.42E−06 | 0.000438176 | 0.467961776 | |
| ENSRNOT00000028066 | ENSRNOG00000020679 | Icam1 | 8:20040164–20051949 | 56.3622 | 100.403 | 0.833005 | −3.97193 | 7.13E−05 | 0.0113414 | 1.781388945 | |
| ENSRNOT00000020144 | ENSRNOG00000014835 | Il1rl1 | 9:39577878–39624781 | 0.470228 | 5.58205 | 3.56936 | −6.50577 | 7.73E−11 | 6.89E−08 | 11.87094346 | |
| ENSRNOT00000009233 | ENSRNOG00000006859 | Insig1 | 4:2577468–2585691 | 39.7394 | 20.5991 | −0.947991 | 4.01374 | 5.98E−05 | 0.00982828 | 0.51835458 | |
| ENSRNOT00000026706 | ENSRNOG00000019711 | Isoc1 | 18:54471689–54491596 | 49.9354 | 28.9799 | −0.78501 | 3.52998 | 0.000415584 | 0.0443191 | 0.580347809 | |
| ENSRNOT00000015113 | ENSRNOG00000043167 | Itga9 | 8:123526903–123837993 | 8.67236 | 3.18275 | −1.44615 | 4.45441 | 8.41E−06 | 0.00202076 | 0.366999294 | |
| ENSRNOT00000054983 | ENSRNOG00000036703 | Itgax | 1:187396183–187416231 | 1.04124 | 3.27593 | 1.6536 | −3.81958 | 0.000133681 | 0.0186697 | 3.146181476 | |
| ENSRNOT00000049292 | ENSRNOG00000001706 | Kalrn | 11:68195339–68611336 | 0.548461 | 0 | −1.79769e+308 | −1.79769e+308 | 0.000360543 | 0.039747 | 0 | |
| ENSRNOT00000006930 | ENSRNOG00000005206 | Kcnq3 | 7:103325195–103364021 | 0.826586 | 0.134832 | −2.616 | 4.16018 | 3.18E−05 | 0.00593781 | 0.163119143 | |
| ENSRNOT00000005382 | ENSRNOG00000026371 | Krt17 | 10:89185098–89189816 | 0.339747 | 2.42074 | 2.83291 | −4.41 | 1.03E−05 | 0.00239402 | 7.125125461 | |
| ENSRNOT00000010660 | ENSRNOG00000008057 | Krt7 | 7:140160828–140175532 | 4.53148 | 12.9118 | 1.51064 | −4.06718 | 4.76E−05 | 0.00823972 | 2.84935606 | |
| ENSRNOT00000012691 | ENSRNOG00000009581 | Lce1m | 2:186053049–186054252 | 0.261279 | 3.64129 | 3.80078 | −4.46855 | 7.88E−06 | 0.00190985 | 13.93640515 | |
| ENSRNOT00000013496 | ENSRNOG00000009946 | Ldlr | 8:20824039–20846920 | 54.0272 | 26.6554 | −1.01926 | 4.65674 | 3.21E−06 | 0.000888538 | 0.493370006 | |
| ENSRNOT00000022556 | ENSRNOG00000016811 | LOC100360880 | 1:78668540–78673167 | 7.47652 | 0.806406 | −3.21279 | 5.58109 | 2.39E−08 | 1.24E−05 | 0.107858469 | |
| ENSRNOT00000000048 | ENSRNOG00000000043 | LOC100361089 | 14:1572617–1587520 | 5.22379 | 15.9721 | 1.61238 | −3.89499 | 9.82E−05 | 0.014564 | 3.057569313 | |
| ENSRNOT00000040325 | ENSRNOG00000021405 | LOC100361547 | 1:244517580–245149649 | 0.423691 | 2.12941 | 2.32937 | −3.66948 | 0.000243041 | 0.029496 | 5.025856107 | |
| ENSRNOT00000047694 | ENSRNOG00000028826 | LOC680161 | 4:151255240–151413220 | 2.72431 | 0.302578 | −3.17051 | 3.87099 | 0.000108395 | 0.0157559 | 0.111065921 | |
| ENSRNOT00000043427 | ENSRNOG00000031798 | LOC682793 | 16:10475768–11202166 | 0 | 129.85 | 1.79769e+308 | 1.79769e+308 | 2.34E−06 | 0.000679557 | #DIV/0! | |
| ENSRNOT00000050456 | ENSRNOG00000029211 | LOC685560 | 12:20872584–20874637 | 0.566721 | 2.99334 | 2.40104 | −3.53543 | 0.000407118 | 0.0436082 | 5.281858269 | |
| ENSRNOT00000000707 | ENSRNOG00000000579 | Marcks | 20:41306445–41309742 | 29.6393 | 14.8156 | −1.0004 | 3.60827 | 0.000308242 | 0.0352683 | 0.499863357 | |
| ENSRNOT00000002512 | ENSRNOG00000001827 | Masp1 | 11:79532503–79615077 | 0.68297 | 2.82874 | 2.05027 | −3.55578 | 0.000376856 | 0.0410568 | 4.141821749 | |
| ENSRNOT00000007577 | ENSRNOG00000005695 | Mgp | 4:173910584–173913947 | 8.06788 | 1.58776 | −2.3452 | 3.76003 | 0.000169895 | 0.0224737 | 0.196800151 | |
| ENSRNOT00000038212 | ENSRNOG00000025764 | Mt1a | 19:11261630–11262647 | 92.2876 | 34.0727 | −1.43752 | 3.67491 | 0.000237938 | 0.0290288 | 0.369201279 | |
| ENSRNOT00000066331 | ENSRNOG00000028016 | Ncf2 | 13:67806515–67834105 | 1.00012 | 0 | −1.79769e+308 | −1.79769e+308 | 0.000353333 | 0.0390706 | 0 | |
| ENSRNOT00000026212 | ENSRNOG00000019322 | Notch1 | 3:4631807–4675880 | 4.55959 | 8.24001 | 0.853742 | −3.55739 | 0.000374551 | 0.0408858 | 1.807182225 | |
| ENSRNOT00000020532 | ENSRNOG00000029792 | Ogn | 17:20987028–21007525 | 15.8048 | 42.463 | 1.42585 | −6.04548 | 1.49E−09 | 1.00E−06 | 2.686715428 | |
| ENSRNOT00000060497 | ENSRNOG00000039476 | Pcdhb2 | 18:30104782–30107179 | 2.25469 | 0.482476 | −2.2244 | 3.93859 | 8.20E−05 | 0.0126831 | 0.213987732 | |
| ENSRNOT00000011057 | ENSRNOG00000008323 | Pitpnm3 | 10:58903761–59017640 | 0.682975 | 2.85989 | 2.06605 | −3.79939 | 0.000145053 | 0.0198391 | 4.18740071 | |
| ENSRNOT00000030329 | ENSRNOG00000025587 | Plagl1 | 1:7882673–7919508 | 68.9514 | 122.108 | 0.824511 | −3.93646 | 8.27E−05 | 0.0127749 | 1.770928509 | |
| ENSRNOT00000016768 | ENSRNOG00000011951 | Plk2 | 2:41800744–41806503 | 34.0069 | 69.2133 | 1.02522 | −4.82282 | 1.42E−06 | 0.00043661 | 2.035272254 | |
| ENSRNOT00000016991 | ENSRNOG00000012495 | Podxl | 4:58611905–58658598 | 0.386863 | 0.0620132 | −2.64118 | 3.70824 | 0.000208709 | 0.026187 | 0.160297573 | |
| ENSRNOT00000015972 | ENSRNOG00000011500 | Pou2af1 | 8:54534416–54561348 | 1.75792 | 5.39689 | 1.61826 | −3.5917 | 0.000328529 | 0.0370255 | 3.070043005 | |
| ENSRNOT00000016628 | ENSRNOG00000012364 | Prickle2 | 4:126571460–126673011 | 2.17087 | 0.742499 | −1.54781 | 3.91705 | 8.96E−05 | 0.0135983 | 0.342028311 | |
| ENSRNOT00000021010 | ENSRNOG00000015643 | Prph | 7:137836151–137839931 | 20.8539 | 9.35111 | −1.15711 | 4.05215 | 5.07E−05 | 0.00866355 | 0.448410609 | |
| ENSRNOT00000030007 | ENSRNOG00000027839 | Ptk2b | 15:45589212–45718044 | 20.1607 | 37.1933 | 0.883494 | −3.88276 | 0.000103278 | 0.015227 | 1.844841697 | |
| ENSRNOT00000052158 | ENSRNOG00000008150 | RGD1310552 | 8:79740524–79817585 | 4.21296 | 1.10341 | −1.93286 | 3.54479 | 0.000392919 | 0.0423988 | 0.261908492 | |
| ENSRNOT00000051376 | ENSRNOG00000018366 | RGD1310819 | 9:36546065–36585558 | 6.67413 | 2.12089 | −1.65391 | 3.75686 | 0.000172062 | 0.0226632 | 0.317777748 | |
| ENSRNOT00000022711 | ENSRNOG00000016538 | RGD1564327 | 17:86427198–86649274 | 0.438323 | 1.97388 | 2.17097 | −4.78272 | 1.73E−06 | 0.000521287 | 4.503254449 | |
| ENSRNOT00000051671 | ENSRNOG00000033358 | RGD1564380 | 1:79964554–79966591 | 3.01913 | 11.7295 | 1.95793 | −3.97989 | 6.89E−05 | 0.0110442 | 3.885059603 | |
| ENSRNOT00000047522 | ENSRNOG00000029141 | RGD1564942 | 5:134778160–134978965 | 1.09677 | 0.175426 | −2.64432 | 3.52447 | 0.000424329 | 0.0449815 | 0.159947847 | |
| ENSRNOT00000032690 | ENSRNOG00000023814 | Rimklb | 4:158901834–158936059 | 33.5082 | 14.199 | −1.23873 | 3.91219 | 9.15E−05 | 0.0138141 | 0.423747023 | |
| ENSRNOT00000012811 | ENSRNOG00000009656 | Rspo1 | 5:144332301–144353646 | 5.06805 | 24.8367 | 2.29297 | −6.96689 | 3.24E−12 | 3.86E−09 | 4.900642259 | |
| ENSRNOT00000028510 | ENSRNOG00000020992 | Selenbp1 | 2:189840449–189847639 | 2.66494 | 7.87451 | 1.56309 | −3.65014 | 0.000262102 | 0.0312097 | 2.954854518 | |
| ENSRNOT00000022202 | ENSRNOG00000016512 | Sema3b | 8:112845710–112852565 | 8.69307 | 21.0068 | 1.27292 | −4.64465 | 3.41E−06 | 0.000936421 | 2.41649958 | |
| ENSRNOT00000001916 | ENSRNOG00000001414 | Serpine1 | 12:20931995–20942374 | 157.284 | 62.8455 | −1.32349 | 6.23914 | 4.40E−10 | 3.29E−07 | 0.399567025 | |
| ENSRNOT00000020043 | ENSRNOG00000014870 | Slc13a5 | 10:59133557–59157617 | 0.621104 | 0.100966 | −2.62097 | 3.58963 | 0.000331143 | 0.0371994 | 0.162558927 | |
| ENSRNOT00000027234 | ENSRNOG00000019996 | Slc16a1 | 2:199860320–199880639 | 87.5322 | 147.855 | 0.756294 | −3.58662 | 0.00033499 | 0.0375052 | 1.689149821 | |
| ENSRNOT00000022383 | ENSRNOG00000016147 | Slc17a6 | 1:101425974–101466022 | 12.3913 | 5.21561 | −1.24842 | 4.49859 | 6.84E−06 | 0.00169895 | 0.420909025 | |
| ENSRNOT00000012683 | ENSRNOG00000009480 | Slc24a3 | 3:134018774–134249326 | 14.6178 | 27.4457 | 0.908851 | −3.87998 | 0.000104463 | 0.0153448 | 1.877553394 | |
| ENSRNOT00000066904 | ENSRNOG00000004928 | Sntg2 | 6:48059245–48263991 | 1.05054 | 0.185487 | −2.50175 | 3.62119 | 0.000293248 | 0.0340006 | 0.176563482 | |
| ENSRNOT00000044424 | ENSRNOG00000038091 | Sohlh2 | 2:144406047–144428501 | 0.659867 | 3.37749 | 2.3557 | −4.51754 | 6.26E−06 | 0.00158404 | 5.118440534 | |
| ENSRNOT00000038572 | ENSRNOG00000023551 | Sp6 | 10:85741420–85745602 | 0.0552052 | 0.65799 | 3.57519 | −3.58626 | 0.000335459 | 0.0375326 | 11.91898589 | |
| ENSRNOT00000002499 | ENSRNOG00000001823 | St6gal1 | 11:79723268–79765638 | 4.20366 | 1.53518 | −1.45324 | 3.61795 | 0.000296947 | 0.0343149 | 0.365200801 | |
| ENSRNOT00000007977 | ENSRNOG00000006076 | Steap2 | 4:25034175–25053800 | 13.3337 | 26.5595 | 0.994148 | −4.18796 | 2.81E−05 | 0.00540252 | 1.991907723 | |
| ENSRNOT00000028675 | ENSRNOG00000026951 | Susd5 | 8:118701743–118739369 | 8.45529 | 2.62644 | −1.68675 | 4.23269 | 2.31E−05 | 0.00460034 | 0.310626838 | |
| ENSRNOT00000019406 | ENSRNOG00000014296 | Syt10 | 7:128115442–128174488 | 0.159915 | 1.38967 | 3.11936 | −4.32541 | 1.52E−05 | 0.00328267 | 8.690054091 | |
| ENSRNOT00000027474 | ENSRNOG00000020279 | Syt11 | 2:180873774–180897784 | 21.1451 | 9.49918 | −1.15445 | 4.33742 | 1.44E−05 | 0.00314493 | 0.449237885 | |
| ENSRNOT00000024030 | ENSRNOG00000017628 | Tagln | 8:48902208–48907693 | 599.341 | 1341.02 | 1.16188 | −4.8862 | 1.03E−06 | 0.000330673 | 2.237490844 | |
| ENSRNOT00000055134 | ENSRNOG00000026364 | Tanc2 | 10:95145439–95318292 | 10.3312 | 5.12396 | −1.01168 | 3.95866 | 7.54E−05 | 0.0118549 | 0.49596949 | |
| ENSRNOT00000027202 | ENSRNOG00000020057 | Tex101 | 1:79946338–79949053 | 5.06684 | 21.4094 | 2.07908 | −5.08618 | 3.65E−07 | 0.000137773 | 4.225394921 | |
| ENSRNOT00000002867 | ENSRNOG00000002093 | Tgfbr3 | 14:3051038–3334311 | 2.74353 | 6.72919 | 1.2944 | −3.92853 | 8.55E−05 | 0.0130724 | 2.452748831 | |
| ENSRNOT00000039221 | ENSRNOG00000026607 | Tnfsf18 | 13:77136963–77145251 | 11.558 | 35.8281 | 1.63221 | −3.95677 | 7.60E−05 | 0.0119248 | 3.099852916 | |
| ENSRNOT00000025606 | ENSRNOG00000018943 | Tnnc1 | 16:6639356–6642331 | 38.374 | 109.038 | 1.50663 | −5.00048 | 5.72E−07 | 0.000199665 | 2.841455152 | |
| ENSRNOT00000049000 | ENSRNOG00000016731 | Tpm2 | 5:59994101–60003261 | 239.823 | 427.958 | 0.835497 | −3.59391 | 0.000325755 | 0.0368024 | 1.784474383 | |
| ENSRNOT00000028633 | ENSRNOG00000021091 | Trank1 | 8:115701553–115781013 | 0.208895 | 0.718386 | 1.78198 | −3.53981 | 0.000400422 | 0.0430338 | 3.438981306 | |
| ENSRNOT00000017892 | ENSRNOG00000013053 | Trpm6 | 1:222382666–222502266 | 1.76725 | 4.12424 | 1.22262 | −3.84319 | 0.000121444 | 0.0172997 | 2.333704909 | |
| ENSRNOT00000044425 | ENSRNOG00000031707 | Tuba3a | 4:161396176–161405066 | 1.50508 | 8.84785 | 2.55549 | −5.44118 | 5.29E−08 | 2.54E−05 | 5.878657613 | |
| ENSRNOT00000052352 | ENSRNOG00000032967 | Tuba3b | 4:183289129–183294677 | 3.12467 | 18.4248 | 2.55987 | −6.40278 | 1.53E−10 | 1.28E−07 | 5.896558677 | |
| ENSRNOT00000048874 | ENSRNOG00000029071 | Unc5c | 2:239568541–239721231 | 0.429189 | 1.47456 | 1.7806 | −4.09813 | 4.17E−05 | 0.00736355 | 3.435689172 | |
| ENSRNOT00000026559 | ENSRNOG00000019598 | Vegfa | 9:10520729–10536068 | 3.82035 | 12.4068 | 1.69935 | −3.81477 | 0.000136307 | 0.0189129 | 3.247555852 | |
| ENSRNOT00000013682 | ENSRNOG00000010042 | Wdfy2 | 15:42095911–42222222 | 0.698329 | 2.76484 | 1.98522 | −3.49609 | 0.00047213 | 0.0488149 | 3.959222659 |
MMP-7 regulates collagen expression via src, PKA, and ERK1/2
Given the importance of collagen overexpression and deposition in chronic kidney dysfunction, we investigated the relationship between MMP-7 and collagen expression, focusing on Col1a2 regulation, as the overexpression in the MMP-7 cell lines is higher, that is, a fourfold upregulation in the Col1a2 as compared to twofold in Col3a1. Treatment with exogenous MMP-7 as well as conditioned medium from MMP-7 overexpressing cells caused upregulation of Col1a2 expression in vector control cells (Fig. 4A), further supporting the conclusion that MMP-7 increases collagen expression. To identify a pathway by which MMP-7 upregulates collagen, a range of signaling pathway inhibitors were used. Inhibition of PKA, PKC, PI3K, src, and MEK signaling both via p38 and ERK1/2 abrogated the MMP-7-induced stimulation of Col1a2 expression (Fig. 4B). Of two p38 inhibitors used, only SB203580 (4-(4-Fluorophenyl)-2-(4-methylsulfinylphenyl)-5-(4-pyridyl)1H-imidazole) abrogated Col1a2 upregulation, but not the structurally similar 2-(4-Chlorophenyl)-4-(4-fluorophenyl)-5-pyridin-4-yl-1,2-dihydropyrazol-3-one. The PI3K inhibitor LY294002 had a more pronounced effect on Col3a1 than Col1a2 suggesting that the two collagens are regulated via different pathways (Fig. 5). Treatment with exogenous MMP-7 has been reported to induce activation by phosphorylation of Akt and ERK1/2 (p44/42 MAPK [mitogen activated protein kinase]) (Varro et al. 2007), as well as epithelial growth factor receptor (EGFR) and MEK (Tan et al. 2005). Increased src, PKA, and ERK1/2 phosphorylation was seen in the MMP-7 overexpressing cells compared to vector controls as assessed by immunofluorescence or in-cell Western blot analysis (Fig. 4C). Importantly, phosphorylation was induced upon treatment with exogenous MMP-7 in vector control cells (Fig. 4D). Taken together, these data suggest that MMP-7 regulates Col1a2 expression via activation of ERK, p38, PKA, and src pathways.
Figure 4.
: MMP-7 activates src, PKA, and ERK1/2. (A) Col1a2 is upregulated in NRK-52E vector control cells after 24-h treatment with exogenous human MMP-7 and conditioned medium (CM) from WT MMP-7 overexpressing cells. *P < 0.05. (B) Col1a2 upregulation in NRK-52E MMP-7 overexpressing cells is attenuated by inhibition of PI3K (LY294002, 25 μmol\L), src (PP2, 1 μmol\L), p38 (SB203580, 10 μmol\L), ERK1/2 (FR180204, 5 μmol\L), PKA/PKC (Staurosporine, 100 nmol\L), and PKA (KT5720, 1 μmol\L) at 24-h exposure. A second p38 inhibitor (2-(4-Chlorophenyl)-4-(4-fluorophenyl)-5-pyridin-4-yl-1,2-dihydropyrazol-3-one) failed to reproduce the inhibition of SB203508. *P < 0.05. (C) Phosphorylation of ERK, src, and PKA increased in WT MMP-7 overexpressing NRK-52E cells compared to vector control cells as determined by immunofluorescent staining (top panels) and in-cell Western blot (bottom graph). *P < 0.05. (D) Transient (2 h) MMP-7 treatment activates ERK, src, and PKA in vector control NRK-52E cells as determined by immunofluorescent staining for phosphospecific antibodies.
Figure 5.

MMP-7 induced up-regulation of Col1a2 and Col3a1 is regulated by distinct pathways as visible by differential responses to selected pathway inhibitors, specifically the PI3K inhibitor LY294002 and the src inhibitor PP2.
Discussion
Chronic kidney disease is accompanied by excessive accumulation of extracellular matrix resulting in renal fibrosis. Fibrosis is a slow and incremental process resulting from repeated injury events accumulating over time. The process, which takes several decades in the human, is accelerated in the rat. As with the individual variability across the human population, the aging process between rat strains varies in respect to the kidney (Baylis and Corman 1998). The male F344 rat used in this study represents a population prone to developing CKD; we detected increased collagen deposition in these animals by 18 months.
MMP-7 [aka matrilysin (Abramson et al. 1995), matrilysin-1, pump – punctuated metalloproteinase (Woessner and Taplin 1988), pump-1 – putative metalloproteinase 1 (Muller et al. 1988; Quantin et al. 1989), matrin (Miyazaki et al. 1990)] is the smallest member of the matrix metalloproteinase family. It is structurally different from other members of the MMP family in that it lacks the C-terminal hemopexin domain, and has instead an atypical sixth exon (Gaire et al. 1994). The protease is synthesized as a 30 kDa (267aa) inactive proform and is then stepwise activated to a final 18 kDa (177aa) form. MMP-7 is fully activated by trypsin and MMP-3, and is partially activated by plasmin, leukocyte elastase (Imai et al. 1995), or aminophenylmercuric acetate (APMA) in vitro. MMP-7 is expressed at very low levels in the adult, and only in a few tissues; however, it has gained attention due to its presence in a variety of disease states including cancer (Ramankulov et al. 2008) and CKD (Musial and Zwolinska 2012). In aging male Fisher 344 rats, MMP-7 was upregulated by over 500-fold in old animals compared to young. MMP-7 activity has been previously reported in association with fibrotic changes in the kidney (Catania et al. 2007) and other fibrotic conditions, such as idiopathic pulmonary fibrosis (Zuo et al. 2002; Rosas et al. 2008) and liver fibrosis (Huang et al. 2005). In these studies, we demonstrate a link between MMP-7 and collagen expression, suggesting a mechanistic link to fibrosis that is counterintuitive given the role of MMP-7 in degradation of the extracellular matrix (Fig. 5).
We found that upregulation of MMP-7 in a normal rat cell-line NRK-52E results in upregulation of two collagen genes, Col1a2 and Col3a1. Both genes are also upregulated in aging Fisher 344 rat kidneys. As Col1a2 was upregulated fourfold and Col3a1 only twofold, we focused our inhibitor experiments on type I collagen. In the MMP-7 overexpressing NRK-52E cells, we were able to inhibit the MMP-7-induced upregulation of Col1a2 by using inhibitors against PKA, PI3K, src, p38, and ERK. When analyzing sequencing data, we were surprised to find no significant changes in expression in any of the major pathway members identified by the inhibitor screen (data not shown). However, it has been reported that inhibiting PI3K and MEK1/2 reversed the proliferative effects of MMP-7 in human gastric myofibroblasts by inhibiting phosphorylation of Akt and ERK1/2 (Varro et al. 2007). Exogenous MMP-7 treatment has also been reported to promote EGFR-activated MEK signaling, as demonstrated by increase in p-EGFR, p-MEK, and p-ERK in pancreatic cancer cells (Tan et al. 2005). We therefore investigated the effect of MMP-7 overexpression on activating phosphorylation status of ERK, src, and PKA. We found increased phosphorylation of each of these proteins in the MMP-7 overexpressing cells compared to vector control cells and we were also able to induce phosphorylation by exogenous MMP-7 treatment of vector control cells.
The human COL1A2 promoter has been described previously (Ramirez et al. 2006). Stimulation of transforming growth factor beta (TGFβ) signaling results in upregulation of Col1A2, via transmembrane serine/threonine kinases and intracellular Smad proteins (Massague et al. 2005). This requires the interactions of Sp1, Smad3/4 (Zhang et al. 2000), and p300/CREB-binding protein (Ghosh et al. 2000) on the COL1A2 promoter. MMP-7 has been implicated in the activation of EGFR and upregulation of TGFβ (Mimori et al. 2004). In the MMP-7 overexpressing cells, however, TGFβ expression was not altered, nor was that of any of the Smad proteins (data not shown). Thus, MMP-7 may be regulating Col1A2 via a non-TGF pathway.
While a paradoxical relationship between expression of MMP-7 and fibrosis has been demonstrated, putatively due to an aberrant wound healing response, (Huang et al. 2005; Wu and Chakravarti 2007; Rodder et al. 2010), a mechanistic link has not been delineated. Our data suggest that MMP-7 increases collagen expression in an autocrine fashion, independent of inflammation. This is consistent with the autocrine activation of ERK1/2 induced by MMP-2 (Xue and Jackson 2008). Our data suggest that the proteolytic activity of MMP-7 may not be required for induction of collagen expression, as the WT MMP-7, which is not processed to an active form in vitro results in elevated Col1a2 and Col3a1 expression. The fact that the collagen expression is higher in the WT than in the active mutant could result from the fact that there is significantly more total MMP-7 in the WT that in the active mutant, both at mRNA and secreted protein level. However, the fact that we do not see similar increases in collagen expression in the inactive mutant cell line does suggest a role for activation. Interestingly, in whole kidney lysates from the aging kidney, we have only observed pro-MMP-7 and not the active form, and we have not detected active MMP-7 by zymography in either kidney lysates or urine (data not shown). We conclude, based on the inability to detect active MMP-7 in the aging kidney, that pro-MMP-7 is upregulating collagen expression and, therefore, has a pathophysiological role in renal fibrosis. In addition, MMP-7 has not been reported to degrade Col1a2 and Col3a1. The only collagens demonstrated to be MMP-7 targets are collagen type 4 (Kraft et al. 2001) and collagen type 18 (Lin et al. 2001). However, MMP-7 activates the gelatinases MMP-2 and -9 (von Bredow et al. 1998), and the collagenases MMP-1 and -8, which in turn degrade collagen, but we have not detected MMP-8 expression in the rat kidneys, and MMP-1 expression decreases with age. We have also observed decreased total collagenase and increased gelatinase activity in the aging kidney (24 month) in whole kidney lysates (data not shown). Interestingly this effect is only observed in the presence of APMA to activate latent MMPs. Recent studies have shown that noncatalytic domains of MMPs have signaling effects (Correia et al. 2013; Mori et al. 2013; Vandooren et al. 2013), suggesting that noncatalytic functions of MMPs may have important implications. Although MMP-7 lacks many domains common to other MMPs, future studies will focus on identifying specific MMP-7 domains that mediate collagen overexpression.
In this study we demonstrate a mechanistic link between MMP-7 and fibrosis. The early upregulation of MMP-7 causes increased transcription of Col1a2 and Col3a1 genes primarily via PIK3, p38, ERK, src, and PKA signaling, leading to subsequent collagen deposition in the kidney.
Conflict of Interest
None declared.
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