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. 2020 Jul 7;10:11143. doi: 10.1038/s41598-020-68113-z

Humanized GPRC6AKGKY is a gain-of-function polymorphism in mice

Min Pi 1,, Fuyi Xu 2, Ruisong Ye 1, Satoru K Nishimoto 3, Robert A Kesterson 4, Robert W Williams 2, Lu Lu 2, L Darryl Quarles 1,
PMCID: PMC7341878  PMID: 32636482

Abstract

GPRC6A is proposed to regulate energy metabolism in mice, but in humans a KGKY polymorphism in the third intracellular loop (ICL3) is proposed to result in intracellular retention and loss-of-function. To test physiological importance of this human polymorphism in vivo, we performed targeted genomic humanization of mice by using CRISPR/Cas9 (clustered regularly interspaced short palindromic repeats-CRISPR associated protein 9) system to replace the RKLP sequence in the ICL3 of the GPRC6A mouse gene with the uniquely human KGKY sequence to create Gprc6a-KGKY-knockin mice. Knock-in of a human KGKY sequence resulted in a reduction in basal blood glucose levels and increased circulating serum insulin and FGF-21 concentrations. Gprc6a-KGKY-knockin mice demonstrated improved glucose tolerance, despite impaired insulin sensitivity and enhanced pyruvate-mediated gluconeogenesis. Liver transcriptome analysis of Gprc6a-KGKY-knockin mice identified alterations in glucose, glycogen and fat metabolism pathways. Thus, the uniquely human GPRC6A-KGKY variant appears to be a gain-of-function polymorphism that positively regulates energy metabolism in mice.

Subject terms: Molecular biology, Endocrinology

Introduction

GPRC6A is a family C G-protein coupled receptor (GPCR) that is reported to be capable of sensing multiple ligands. There is a consensus that GPRC6A is activated by basic amino acid, including l-arginine, l-ornithine, and l-lysine13. Several laboratories have shown that GPRC6A is activated by the bone-derived peptide, osteocalcin (Ocn)410. and testosterone (T)1,1113, and natural products in green tea14. In contrast, other investigators have failed to show that either testosterone or Ocn activates GPRC6A15,16. GPRC6A is expressed in several tissues, including β-cells, liver hepatocytes, skeletal muscle, fat, and Leydig cells where it is reported to regulate glucose and fat metabolism and hormone production.

Gprc6a−/− mice exhibit complex metabolic derangements that resemble metabolic syndrome (MetS), including glucose intolerance, insulin resistance, and fatty liver1,9,1720. Conditional deletion of Gprc6a in Leydig cells attenuates Ocn induced T production by the testes21, in pancreatic β-cells regulates insulin secretion9,19, and in skeletal muscle regulates muscle glucose and fatty acid utilization and IL-6 production independent of insulin during exercise20,22,23. The similar phenotypes of Gprc6a−/− and Ocn−/− mice and the additive phenotypic effects in compound Gprc6a+/−/Ocn+/− mice support the physiological importance of Ocn as the cognate GPRC6A ligand24. The GPRC6A endocrine network appears to be strongly influenced by genetic, sex-dependent and environmental factors, since the phenotype of Ocn and GPRC6A deficiencies are variable3,15,16,2428.

The clinical significance of GPRC6A in regulating energy metabolism in humans remains to be established. The ancestral RKLP polymorphism in the 3rd intracellular loop found in mice and all other species is a minor variant in humans, most commonly found in African Americans (40%)15,16,28,29. Rather a GPRC6A-KGKY variant, which replaces the RKLP sequence in the 3rd intracellular loop with the KGKY insertion/deletion, evolved uniquely in humans25,30 and is present in 91% of Europeans, and 99% of Asians, but only 60% of people of African descent. While the ancestral GPRC6A-RKLP variant is located on the cell surface and undergoes ligand-dependent recycling like classical G-protein coupled receptors, the newly evolved GPRC6A-KGKY variant is predominantly located intracellularly in the early endosomes13,26. The GPRC6A-KGKY variant is inconsistently reported to be either a loss-of-function26,31, or a gain-of-function polymorphism13,32 using in vitro cell culture model systems.

To understand the function of this uniquely human KGKY polymorphism in vivo, we have knocked-in the KGKY sequence to replace the ancestral RKLP sequence in the 3rd intracellular loop of the mouse gene. The transgenic mouse model establishes the KGKY insertion/deletion as a gain-of-function polymorphism in vivo.

Results

“Humanized” Gprc6a-KGKY-knockin transgenic mice have enhanced metabolic functions

Our previous data found that the insertion of the KGKY sequence in the mouse GPRC6A (i.e., humanized mouse GPRC6AICL3_KGKY) acquires characteristics of the human GPRC6AICL3_KGKY, namely predominate location to endosome-like intracellular punctuate structures and gain-of-function of mTOR signaling, an evolutionarily conserved pathway in endosomal nutrient signaling13,32. We extend these data, by showing that osteocalcin induces an increase in the magnitude and duration of mTOR signaling in cells transfected with the mGPRC6AICL3_KGKY mutant compared to the wild-type mouse GPRC6AICL3_RKLP cDNA in vitro (Figure S1A). In contrast, activation of ERK signaling by osteocalcin was not different between transfected mGPRC6AICL3_KGKY mutant compared to the wild-type GPRC6AICL3_RKLP (Figure S1B).

To test the function of this insertion/deletion in vivo, we “humanized” the mouse Gprc6a gene by using CRISPR/Cas9 system to replace the ICL3_RKLP sequence in the mouse with the ICL3_KGKY sequence (Fig. 1a). Gprc6a-KGKY-knockin mice had similar body weights as Gprc6a-RKLP wild type controls (Fig. 1b). Gprc6a-KGKY-knockin male mice had significantly lower inguinal and epididymal white fat mass, but no change in intrascapular brown fat in 20 week-old of age (Fig. 1c).

Figure 1.

Figure 1

Creation of Gprc6a-KGKY-knockin mice. (a) Structure of Gprc6a exon 6, knockin sequence and genotype primers and Dra I restricted enzyme location. The orange box shows the KY location in blue arrow. The yellow arrow shows the ssOBD-HDR location. The green arrow shows sgRNA location. (b) Comparison of the body weight in wild type and Gprc6a-KGKY-knockin mice at age from 8 to 54 weeks. (c) Site specific brown and white fat content in 20 week-old male mice. Interscapular brown fat (iBAT) and white inguinal fat (iFAT) and epididymal fat (eFAT). Values represent the mean ± SEM. *Significant difference between wild type mouse Gprc6a-RKLP and Gprc6a-KGKY-knockin mice (P < 0.05, Student’s t test; n = 6).

Gprc6a-KGKY-knockin mice had significantly lower fasting blood glucose concentrations (P ≤ 0.05, Fig. 2a) and a significant increase in basal serum insulin levels (P < 0.05; Fig. 2b). Gprc6a-KGKY-knockin mice also exhibited significantly increased serum FGF-21 levels (P < 0.05, Fig. 2c). We found no significant changes in serum cholesterol, triglycerides or free fatty acid concentrations in the serum of Gprc6a-KGKY-knockin mice compared to controls (Fig. 2d–f).

Figure 2.

Figure 2

Characterization of Gprc6a-KGKY-knockin mice. Comparison of the fasting blood glucose (a), serum insulin (b) and serum FGF-21 levels (c), serum levels of cholesterol (d), triglyceride (e) and free fatty acid (f) in wild type and Gprc6a-KGKY-knokin male mice at age of 10 week-old. Values represent the mean ± SEM. *Significant difference between wild type and Gprc6a-KGKY-knockin mice (P < 0.05, Student’s t test; n = 6).

Gprc6a-KGKY-knockin mice also had an improved glucose tolerance test (GTT) as shown by lower blood glucose concentrations compared to controls at different time points after glucose injection (Fig. 3a). Accordingly, the net area under the curve, which represents the variation in glucose concentration from baseline over the test duration, was smaller in Gprc6a-KGKY-knockin mice.

Figure 3.

Figure 3

Tolerance tests in Gprc6a-KGKY-knockin mice. Blood glucose (mg/ml) during GTT (a), ITT (b) and PTT (c) in 10-week-old wild type and Gprc6a-KGKY-knockin mice. Data represent the mean ± SEM from more than 5 male mice in each group. *Difference from wild type and Gprc6a-KGKY-knockin mice at P < 0.05, two-way ANOVA with Tukey’s multiple comparisons test.

Gprc6a-KGKY-knockin mice lowered blood glucose in response to insulin, but they maintained a higher blood glucose compared to controls throughout most of the insulin tolerance test33 (Fig. 3b). The pyruvate tolerance test (PTT) assesses the effects of glucose production through gluconeogenesis. Gprc6a-KGKY-knockin mice had a greater increase in blood glucose in response to pyruvate (Fig. 3c) compared to wild-type (Gprc6a-RKLP) mice, consistent with higher gluconeogenesis in Gprc6a-KGKY-knockin mice.

Next, we compared the serum insulin and FGF-21 response in Gprc6a-KGKY-knockin mice with the pharmacological effects of GPRC6A activation by its ligand Ocn. We found that Ocn administration resulted in increases in both insulin and FGF-21 circulating levels (Fig. 4a, b). In addition, Ocn stimulated FGF-21 message levels in the liver (Fig. 4c).

Figure 4.

Figure 4

Effects of Ocn administration on insulin and FGF-21 in wild-type mice. Effect of Ocn administration to increase serum insulin (a) and FGF-21 (b) concentrations and liver message levels (c) in wild-type male mice. Values represent the mean ± SEM. *Significant difference between control group and Ocn-treated mice (P < 0.05, Student’s t test; n = 5).

Since FGF-21 is produced by the liver, we next examined additional hepatic parameters in Gprc6a-KGKY-knockin mice. We found slight reductions in liver cholesterol content but no differences in liver triglyceride or glycogen content in Gprc6a-KGKY-knockin mice (Fig. 5a–c). Liver glucose-6-P levels were significantly elevated in in Gprc6a-KGKY-knockin mice compared to wild-type mice (Fig. 5d), consistent with GPRC6A regulating glucose metabolism in the liver.

Figure 5.

Figure 5

Characterization of additional liver parameters in Gprc6a-KGKY-knockin mice. Comparison of the contents of cholesterol (a), triglyceride (b) and glycogen (c), and glucose-6-phosphate (Glucose-6-P) (d) in liver from control group and Gprc6a-KGKY-knokin male mice at age of 10 week-old. Values represent the mean ± SEM. *Significant difference between control group and Gprc6a-KGKY-knockin mice (P < 0.05, Student’s t test; n = 6).

Liver transcriptome in Gprc6a-KGKY-knockin mice

Finally, we examined the liver transcriptome in Gprc6a-KGKY-knockin mice (Fig. 6). Volcano plot (Fig. 6a) and heat map visualization (Fig. 6b) of the hepatic transcriptome demonstrated distinct differences between wild-type and Gprc6a-KGKY-knockin mice. A total of 359 (197 upregulated and 162 downregulated) genes were identified to be differentially expressed in livers from Gprc6a-KGKY-knockin mice and controls (adjusted P < 0.05) (see Table S1 for genes shown in the heat map in Fig. 6b). Biological process (GO), KEGG and mammalian phenotype enrichment analysis of the DEGs revealed that Gprc6a-KGKY-knockin in liver resulted in differences in lipid and glucose metabolism (Fig. 6c–e). Genes induced in Gprc6a-KGKY-knockin mice included genes involved in lipid homeostasis (6 genes), localization (20 genes), modification (7 genes), transport (14 genes), storage (10 genes), and fatty metabolic process (13 genes) (Fig. 6c). The complete list of up and down regulated genes are shown in Tables S2 and S3 in Supplemental materials.

Figure 6.

Figure 6

Hepatic gene expression in the liver of Gprc6a-KGKY-knockin mice. (A and B) Volcano plot (a); Heat map (b) of regulated genes between WT and Gprc6a-KGKY-knockin mice. Blue and red colors indicate high and low gene expression, respectively. Volcano plot and heat map visualization of the hepatic transcriptome demonstrated distinct differences between WT and Gprc6a-KGKY-knockin mice. (ce) Gene ontology (c), the Kyoto Encyclopedia of Genes and Genomes pathway (KEGG) (d) and Mammalian phenotype (e) in the liver of Gprc6a-KGKY-knockin mice. The top rank ordered processes, maps and networks are based on statistical significance.

Discussion

In the current studies, we used fine-scale genomic humanization of the GPRC6A mouse 3rd ICL to create a transgenic mouse with knock-in of the uniquely human KGKY polymorphism (Gprc6a-KGKY-knockin mice) to determine if this polymorphism has a critical impact on the function of this G-protein coupled receptor in vivo. We found that Gprc6a-KGKY-knockin mice differed from wild type mice expressing the ancestral RKLP variant by the presence of a lower circulating blood glucose, improved glucose tolerance test, increased serum insulin and FGF-21 concentrations. We also observed higher glucose levels in Gprc6a-KGKY-knockin after either pyruvate or insulin administration. Thus, the GPRC6A-KGKY polymorphism may enhance liver gluconeogenesis and glucose production as well as increase peripheral glucose utilization. We also observed a decrease white fat mass in Gprc6a-KGKY-knockin mice, consistent with either direct or indirect effects of GPRC6A to regulate adipocyte function. Overall, these findings are consistent with the KGKY variant being a gain-of-function polymorphism.

Indeed, many of these phenotypic features mimic the effects of pharmacological activation of GPRC6A by Ocn treatment, which has been shown to stimulate insulin production by pancreatic β-cells, to enhance glucose and FGF-21 production by hepatocytes, to enhance glucose uptake by skeletal muscle without affecting insulin sensitivity, and to attenuate high fat diet induced hepatosteatosis in mice2123,29, 3436. A gain-of-function is also consistent with the recent in vitro findings showing that both hGPRC6AICL3_KGKY and humanized mouse mGPRC6AICL3_KGKY are retained intracellularly in ligand naive cells, but exhibit enhanced signaling responses in response to ligand stimulation13,32,36.

GPRC6A is expressed in several tissues, including β-cells, skeletal muscle, adipocytes and liver17,29, where it has direct effects to regulate glucose and fat metabolism. In this regard, GPRC6A is shown to have function in β-cell8,9,18,19, skeletal muscle19, testes21, skin11, adipocytes6,19, and fibroblasts37. Expression of the GPRC6A-KGKY variant in the Gprc6a-KGKY-knockin mouse under control of the endogenous promoter would be expected to express the gain-of-function polymorphism in multiple tissues. Our data suggests that GPRC6A also has important functions in the liver. Though additional studies in hepatocytes are needed, the hepatic transcriptome analysis suggests that the GPRC6A-KGKY variant may directly affect hepatic glucose metabolism by decreasing glycolysis and increasing gluconeogenesis. GPRC6A also likely regulates hepatic glycogen metabolism by increasing glycogenesis and glycogenolysis. Our findings also implicate GPRC6A in hepatic fat metabolism where the alterations in gene expression suggests an effect to decrease fatty acid uptake and fatty acid synthesis, and to increase β-oxidation. Overall, these changes on glucose and lipid metabolism in the liver are consistent with the effects of Ocn activation of GPRC6A in the liver to prevent high-fat diet induced hepatosteatosis17,29,36,38 and effects of Ocn to stimulate hepatic glucose production and skeletal muscle glucose uptake and utilization through GPRC6A-dependent mechanisms22.

Another mechanism whereby GPRC6A regulates systemic energy homeostasis is through the release of an ensemble of hormones, including insulin secretion in pancreatic β-cells3,7,9,1719, testosterone (T) production in Leydig cells2,4,21,32, IL-6 secretion in skeletal muscle20,22, adiponectin6 and lipocalin 2 from adipocytes39 and glucagon-like peptide 1 (GLP-1) production from intestinal cells7,40,41. The increased circulating levels of insulin in Gprc6a-KGKY-knockin are consistent with GPRC6A stimulation of insulin secretion. In addition, we show for the first time that the hormone FGF-21 is regulated by GPRC6A. We have the novel finding of elevated FGF-21 levels in Gprc6a-KGKY-knockin mice. Moreover, treatment of wild type mice with the GPRC6A ligand Ocn resulted increased FGF-21. Since Ocn is purported to be the cognate ligand for GPRC6A49,21, these findings are consistent with direct hepatic effects of GPRC6A to regulate FGF-21 production. Some of the metabolic alterations in Gprc6a-KGKY-knockin mice may be due to FGF-21. FGF-21 has paracrine effects in the liver to regulate hepatic lipid oxidation, triglyceride clearance, ketogenesis, and gluconeogenesis42,43, as well as systemic effects to increase fat browning, glucose and fatty acid utilization and insulin sensitivity in muscle, to increase insulin synthesis44, and central nervous system actions to regulated energy intake and sugar consumption38. Limitations of our studies include the lack of information on the effects of dietary fat and calorie intake on the observed phenotype in Gprc6a-KGKY-knockin mice.

The current study also addresses the controversy surrounding the function of the ICL3_KGKY polymorphism in GPRC6A in humans, which has been reported to be a hypomorphic by some investigators26,31. Our findings showing a gain-of-function in GPRC6A-KGKY mice are consistent with in vitro data showing that the endogenous human GPRC6A containing the KGKY variant in the 3rd intracellular loop is a gain-of-function polymorphism in PC-3 cells in vitro13,32. The GPRC6A-KGKY variant as a risk factor for metabolic syndrome, however, has not been well studied in human populations, and case controlled genetic associative studies have been inadequately powered to reach a definitive conclusion26; although the P91S (rs2274911) SNP is associated with insulin resistance30,45. Clinical association studies, however, showing that levels of Ocn, are inversely associated with glycemic status and insulin46, body mass index, fasting glucose and insulin, triglycerides, and leptin, and positively correlated with adiponectin in humans33,47, suggest that GPRC6A is functional in humans. Additional studies are needed to understand the differential functions of GPRC6A-KGKY GPRC6A-RKLP variants in humans. If GPRC6A is an important regulator of glucose and fat metabolism in humans, the unequally distributed RKLP and KGKY polymorphisms may impact racial differences in energy metabolism and help to explain the large variations in serum FGF-21 levels48.

In conclusion, the emerging direct functions of GPRC6A in the liver and other tissues, its ability to coordinate the release of an ensemble of metabolically active hormones, and the ability of multiple ligands, including amino acids, cations, Ocn, T and certain natural products to activate GPRC6A, suggests activation of this G-protein coupled receptor provides a new schema for understanding and manipulating energy metabolism. Collectively, the functions of GPRC6A may be to directly and indirectly coordinate the anabolic responses of liver, muscle, fat in response to diverse hormonal and environmental factors. If so, activation of GPRC6A may provide a target to treat metabolic syndrome (MetS), type 2 diabetes (T2D), and non-alcoholic fatty liver disease (NAFLD). To this end, small molecule agonists for GPRC6A have recently been developed that lower glucose in mice49 that may serve as therapeutic leads to develop GPRC6A agonists.

Methods

Animals

Gprc6a-KGKY-knockin mice were generated by sgRNA/CRISPR-Cas9 target site in proximity to the RKLP → KY mutation site in The University of Alabama at Birmingham. A sgRNA targeting the site immediately preceding the RKLP region (GCTTTGTATTTGCATT-CAAG<GGG>) was selected for co-injection with Cas9 protein and a single stranded DNA oligonucleotide (ssODN-HDR; MmGprc6aHDRssODN: GGTAGTATAGACAGGGATGAATGTGATCCAAGCTATGAAGTAAATCAGCATCCCAAAGGTCAGAACTTGGCTTCGTTGTAATTCTCgtaTTTCCCtTTaAATGCAAATACAAAGCAAATGAAGGCCAGAACTGTGATGTAGCCCAGCATGGTACCAAATGCCAGTGCTGACCCCTCCTCACATTCCAGGAT) repair template. The ssODN was modified to replace the mouse-specific RKLP coding sequence to the human-specific KGKY coding sequence in ICL3, and also to ensure that the modified sequence is not targeted by the CRISPR/sgRNA. PCR genotyping using MmGprc6a-gen-F2 and MmGprc6a-gen-R1 primer set. The knockin of the human GPRC6A KY polymorphism PCR product cut by Dra I resulted in 335 and 242 bp bands.

Mice were maintained and used in accordance with recommendations as described (National Research Council. 1985; Guide for the Care and Use of Laboratory Animals DHHS Publication NIH 86-23, Institute on Laboratory Animal Resources, Rockville, MD, USA) and following guidelines established by the University of Tennessee Health Science Center Institutional Animal Care and Use Committee. The animal study protocol was approved by the institutional review boards at University of Tennessee Health Science Center Institutional Animal Care and Use Committee.

Site-directed mutagenesis

Site-directed mutagenesis was conducted using the QuickChange mutagenesis kit (Stratagene) according to the protocols of the manufacturer using a primer set including mGPRC6A.KYfor: gcattcaagggcaaatatgagaattacaacgaagcc and mGPRC6A.KYrev: ggcttcgttgtaattctcatatttgcccttgaatgc. Mutant was constructed on wild type mouse GPRC6A (mGPRC6AICL3_KGRKLP in pcDNA3 vector) background. The mGPRC6AICL3_KGKY was confirmed by DNA sequencing. HEK-293 cells were transfected with mGPRC6AICL3_KGRKLP or mGPRC6AICL3_KGKY plasmids using TransFast Transfection Reagent (Promega) for 48 h, then the transfected cells were selected by G418.

Measurement of total and phospho‐ERK and -mTOR by Elisa analysis

Briefly, HEK‐293 cells transfected with wild type mouse GPRC6A (mGPRC6AICL3_KGRKLP) and mGPRC6AICL3_KGKY mutant cDNA plasmids were starved by overnight incubation in serum‐free DMEM/F12 containing 0.1% bovine serum albumin (BSA) and stimulated with various ligands at different doses. ERK activation were assessed the time as indicated after treatment by using ERK1/2 (phospho‐T203/Y204) ELISA Kit (Invitrogen) corrected for the amount of total ERK using ERK1/2 (Total) ELISA Kit (Invitrogen) to measure ERK levels. mTOR activation were assessed by using mTOR ELISA Kit (abcam).

Metabolic studies

The glucose tolerance test (GTT) was performed by injecting glucose (2 g/kg body weight) intraperitoneally50 after a 5 h fast, and monitoring blood glucose using glucose strips and the Accu-Check glucometer at the indicated times51. For the insulin tolerance test33, mice were fasted for 5 h, injected IP with insulin (0.75 U/kg body weight, Sigma; St. Louis, MO, USA), and blood glucose levels were measured at indicated times as described24. For the pyruvate tolerance test (PTT), samples were collected following IP injection with pyruvate sodium (2 g/kg bodyweight) to 5 h fasted mice. Insulin (mouse) ultrasensitive ELISA kit was obtained from ALPCO Immunoassays (Salem, NH, USA). Glycogen assay and cholesterol quantitation kits were purchased from Sigma (St. Louis, MO, USA). Triglyceride colorimetric assay kit was obtained from Cayman chemical (Ann Arbor, MI, USA). Free fatty acid assay kit was purchased from Fisher Scientific (Pittsburgh, PA, USA). Rat/Mouse FGF-21 Elisa kit purchased from EMD Millipore (Burlington, MA, USA).

RNA extraction

Total RNA was extracted from mouse liver tissue (~ 30 mg for each sample) using QIAGEN RNeasy Mini Kit (Frederick, MD, USA). QIAGEN RNase-free DNase Set (Frederick, MD, USA) were used for RNA cleanup. RNA quantity was determined by Qubit fluorometer and RNA integrity were determined by Agilent 2100 bioanalyzer (Santa Clara, CA, USA). The qualified samples (RNA integrity number, RIN > 9) were subjected to RNA-seq analysis.

Real-time RT-PCR

We used 2.0 μg of total RNAs for reverse transcription using cDNA synthesis kit (Bio-Rad). PCR reactions were described in previously publications9,17. The primers for mouse Fgf21 (NM_020013) consisted of mFGF21-F67: CTGCTGGGGGTCTACCAAG and mFGF21-R220: CTGCGCCTACCACTGTTCC, and for the Cyclophilin A (NM_008907) consisted of CycA.For: CTGCACTGCCAAGACTGAAT and CycA.Rev: CCACAATGTTCAT-GCCTTCT.

Library preparation and sequencing

The library preparation and sequencing were carried out by Novogene Co., Ltd. (Chula Vista, CA, USA). Briefly, mRNA was first enriched using oligo52 beads and fragmented randomly by adding fragmentation buffer. Then the cDNA was synthesized by using mRNA template and random hexamers primer, after which a custom second-strand synthesis buffer (Illumina; Mountain View, CA, USA), dNTPs, RNase H, and DNA polymerase I were added to initiate the second-strand synthesis. Second, after terminal repair, a ligation and sequencing adaptor ligation, the double-stranded cDNA library was completed through size selection and PCR enrichment. The library quality was accessed by Qubit 2.0, Agilent 2100, and Q-PCR. The DNA from the qualified libraries are fed into Illumina sequencers at an average depth of 42 million reads per sample.

RNA-seq data analysis

Raw reads were quality filtered with NGS QC Toolkit version 2.353 to remove adaptor contaminated reads or reads containing > 20% low-quality (Q < 20) bases. Filtered reads were aligned to the mouse reference sequence (GRCm38/mm10) using STAR aligner version 2.5.0a54. Raw read count was quantified across all annotated mm10 transcript using FeatureCounts version 1.6.3 implemented in Subread package55, then submitted to DeSeq2 version 1.10.156 to identify the differentially expressed genes between Gprc6a-KGKY-knockin and WT groups (three replicates for each group). Differentially expressed genes were defined as having an adjusted P value < 0.05. Gene set enrichment analysis for Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and Mammalian Phenotype Ontology were analyzed with WebGestalt57 (https://www.webgestalt.org/) with default parameters. A threshold of FDR < 0.05 was used to determine the significant enriched terms. Volcano plot and heatmaps were drawn using R program.

Statistics

We evaluated differences between groups by Student’s t test, and for multiple groups by two-way ANOVA, followed by a post-hoc Tukey's test. Significance was set at P < 0.05. All values are expressed as means ± SEM. All computations were performed using the Statgraphic statistical graphics system (STSC Inc., Rockville, MD, USA).

Supplementary information

Acknowledgements

This work was supported by grants from NIH grant R01 AR37308 and ADA grant 1-13-BS-149-BR (to LDQ), and NIH grant R01 DK120567 (to LDQ and LL). The authors would like to thank members of the University of Alabama at Birmingham Transgenic and Genetically Engineered Models (TGEMS) facility for creating the Gprc6a knockin animals. TGEMs is supported by NIH National Cancer Institute Grant P30CA13148, NIH National Institute of Arthritis and Musculoskeletal and Skin Diseases Grant P30AR048311, and NIH NIDDK Grants P30 DK074038, P30 DK05336, and P60 DK079626 (to RAK).

Author contributions

M.P., F.X., L.L. and L.D.Q. contributed to study design. M.P., F.X., S.K.N., L.L. and L.D.Q. wrote the manuscript with input from all authors and contributed discussion and data analysis. M.P. and R.Y. performed all experiments related to mouse phenotypic characterization and RNA sample preparation. F.X. L.L., and R.W.W. contributed to bioinformatics analysis. R.A.K. generated the Gprc6a-KGKY-knockin mice.

Competing interests

The authors declare no competing interests.

Footnotes

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Contributor Information

Min Pi, Email: mpi@uthsc.edu.

L. Darryl Quarles, Email: dquarles@uthsc.edu.

Supplementary information

is available for this paper at 10.1038/s41598-020-68113-z.

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