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Scientific Reports logoLink to Scientific Reports
. 2019 Feb 13;9:1931. doi: 10.1038/s41598-018-38453-y

L-PGDS-produced PGD2 in premature, but not in mature, adipocytes increases obesity and insulin resistance

Ko Fujimori 1,, Kosuke Aritake 2, Yo Oishi 3, Nanae Nagata 4, Toko Maehara 1, Michael Lazarus 3, Yoshihiro Urade 5,6
PMCID: PMC6374461  PMID: 30760783

Abstract

Lipocalin-type prostaglandin (PG) D synthase (L-PGDS) is responsible for the production of PGD2 in adipocytes and is selectively induced by a high-fat diet (HFD) in adipose tissue. In this study, we investigated the effects of HFD on obesity and insulin resistance in two distinct types of adipose-specific L-PGDS gene knockout (KO) mice: fatty acid binding protein 4 (fabp4, aP2)-Cre/L-PGDS flox/flox and adiponectin (AdipoQ)-Cre/L-PGDS flox/flox mice. The L-PGDS gene was deleted in adipocytes in the premature stage of the former strain and after maturation of the latter strain. The L-PGDS expression and PGD2 production levels decreased in white adipose tissue (WAT) under HFD conditions only in the aP2-Cre/L-PGDS flox/flox mice, but were unchanged in the AdipoQ-Cre/L-PGDS flox/flox mice. When fed an HFD, aP2-Cre/L-PGDS flox/flox mice significantly reduced body weight gain, adipocyte size, and serum cholesterol and triglyceride levels. In WAT of the HFD-fed aP2-Cre/L-PGDS flox/flox mice, the expression levels of the adipogenic, lipogenic, and M1 macrophage marker genes were decreased, whereas those of the lipolytic and M2 macrophage marker genes were enhanced or unchanged. Insulin sensitivity was improved in the HFD-fed aP2-Cre/L-PGDS flox/flox mice. These results indicate that PGD2 produced by L-PGDS in premature adipocytes is involved in the regulation of body weight gain and insulin resistance under nutrient-dense conditions.

Introduction

Obesity is a critical health problem worldwide and is now reaching pandemic levels1. Obesity occurs due to an imbalance between energy intake and energy expenditure, and is associated with various health problems including type 2 diabetes, atherosclerosis, hypertension, and cardiovascular diseases2,3. Adipose cells are a major energy storage site for lipids in mammals, and are involved in the control of energy homeostasis4. Moreover, adipose tissue has been identified as the endocrine organ that secretes a variety of adipocytokines5.

Adipocyte differentiation (adipogenesis) occurs via the multiple and complex processes. Transcription regulatory mechanism in adipocyte differentiation has been extensively studied, and a number of transcription factors involved in this regulation have been identified. Among them, CCAAT/enhancer-binding proteins (C/EBPs), peroxisome proliferator-activated receptor (PPAR) γ, and sterol regulatory element-binding protein-1c (SREBP-1c) are critical in the regulation of adipogenesis68. These transcription factors regulate gene expression for various adipogenic proteins, which are involved in the regulation of adipogenesis68.

Prostaglandins (PGs) are members of the lipid mediators, some of which are involved in the regulation (activation or suppression) of adipogenesis9,10. PGD2 enhances the progression of adipogenesis11, and its metabolites, 15-deoxy-Δ12,14-PGJ2 (15d-PGJ2)12,13 and Δ12-PGJ214 activate adipogenesis via a nuclear receptor, PPARγ. In contrast, PGE2 and PGF are involved in the suppression of adipogenesis. PGE2 is produced by microsomal PGE synthase-1 in adipocytes15 and represses adipogenesis through the EP4 receptors16 by increasing the synthesis of anti-adipogenic PGE2 and PGF in mouse embryonic fibroblasts (MEFs)17 and mouse adipocytic 3T3-L1 cells18. PGF is synthesized by aldo-keto reductase 1B319 and 1B720 in adipocytes, and represses the progression of the early stage of adipogenesis via the FP receptors2123.

There are two distinct types of PGD synthase (PGDS). One is lipocalin-type PGDS (L-PGDS) and the other is hematopoietic PGDS (H-PGDS). The L-PGDS gene is highly expressed in the brain, heart, and male genital organs24. Whereas H-PGDS is responsible for the synthesis of PGD2 in inflammatory and immune cells, i.e., macrophages, mast cells, and Th2 cells25,26. PGD2 exerts its physiological effects through two G protein-coupled receptors, the PGD2 receptors (DP), DP1 receptors and chemoattractant receptor-homologous molecule expressed on Th2 cells (CRTH2), DP2 receptors27.

L-PGDS-produced PGD2 enhances lipid accumulation in 3T3-L1 cells11,14 through suppression of lipolysis via the DP2 receptors28. In vivo studies have been carried out using the gene-manipulated mice of the L-PGDS gene. PGD2-overproducing mice fed a high-fat diet (HFD) became obese29. L-PGDS gene knockout (KO) mice showed glucose intolerance and insulin resistance, and increased fat mass in the aorta under HFD conditions30. Adipose cells of the L-PGDS KO mice were larger than those of mice fed low-fat diet (LFD)30. L-PGDS KO mice showed no change in body weight, but improved glucose tolerance under HFD conditions31. In contrast, no glucose or insulin intolerance was observed in L-PGDS KO mice, but body weight gain and atherosclerotic lesions in the aorta were increased32. Thus, the roles of L-PGDS in obesity and obesity-related phenotypes in the L-PGDS gene-manipulated mice remain controversial. PGD2 is involved in the regulation of various physiological events and L-PGDS is widely expressed in the body33. The disruption of the L-PGDS gene throughout the whole body may cause the unexpected effects and/or the unexplained phenotypes.

To address these concerns, we investigated the adipose-specific functions of L-PGDS and PGD2 by the use of adipose-specific L-PGDS KO mice under the control of fatty acid binding protein 4 (Fabp4, aP2)-Cre transgene (aP2-Cre/L-PGDS flox/flox) or adiponectin (AdipoQ)-Cre transgene (AdipoQ-Cre/L-PGDS flox/flox) through the Cre-loxP system. The aP2-Cre/L-PGDS flox/flox mice exhibited decreased body weight gain with the reduction of fat mass, and improved insulin sensitivity under HFD conditions. Therefore, L-PGDS may be a target for the development of anti-obesity medicine and the treatment of obesity-mediated insulin resistance.

Results

Expression profile of the L-PGDS gene

For the various tissues of LFD- and HFD-fed mice, the expression of the L-PGDS gene was the highest in the brain, followed by the heart in both LFD- and HFD-fed mice and in white adipose tissue (WAT) in HFD-fed mice (Fig. 1a). The mRNA level of the L-PGDS gene in WAT of HFD-fed mice was selectively enhanced approximately 2.3-fold as compared with LFD and was almost unchanged in other tissues (Fig. 1a).

Figure 1.

Figure 1

Expression profiles of L-PGDS gene in mice and adipocytes. (a) Tissue distribution of L-PGDS gene expression in mice. Mice (C57BL/6N, 5-week-old; n = 3) were fed LFD (gray columns) or HFD (black columns) for 8 weeks. RNA was prepared from various tissues, and the mRNA levels of the L-PGDS gene were measured by qPCR. Data are shown as means ± S.D. *p < 0.01, as indicated by the brackets. (b) Comparison of expression profiles of L-PGDS (blue columns), aP2 (red circles), and AdipoQ (black circles) genes during adipogenesis of mouse 3T3-L1 cells. 3T3-L1 cells were differentiated into adipocytes for 6 days. RNA was prepared and qPCR analysis was performed to measure the transcription levels of the L-PGDS, aP2, and AdipoQ genes. Data are represented as means ± S.D.

We then examined the expression of the L-PGDS gene and two adipogenic marker genes, aP2 (Fabp4) and adiponectin (AdipoQ) during adipogenesis of mouse adipocyte 3T3-L1 cells (Fig. 1b). The transcription of the aP2 gene was induced in premature adipocytes even at 2 days after the initiation of adipogenesis and was gradually enhanced during adipogenesis, whose profile closely resembled that of the L-PGDS gene. On the other hand, the expression of the AdipoQ gene was very low at 2 days in premature adipocytes and was induced at 4 days in the mature stage of adipogenesis, indicating that the AdipoQ gene was selectively expressed in mature adipocytes and that its expression came later than those of the L-PGDS and aP2 genes.

Generation and molecular characterization of adipose-specific L-PGDS KO mice

To study the roles of L-PGDS and PGD2 in obesity, we generated the experimental mice by breeding the L-PGDS flox/flox mice with either of two distinct types of adipose-specific L-PGDS gene knockout (KO) mice: aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox mice (Fig. 2a).

Figure 2.

Figure 2

Adipose-specific L-PGDS KO mice. (a) Strategy to generate the aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox mice. Wild-type, targeted, floxed, and null L-PGDS gene loci were shown. Primers used for genotyping by PCR were indicated as arrows. Exons were shown as boxes, and the number of exons were shown above boxes. Neo means the gene for neomycin phosphotransferase. FRT means the flippase recognition target. (b) Expression of the Cre and L-PGDS genes in the HFD-fed wild-type (W; white columns), L-PGDS flox/flox (C; gray columns), aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox (LKO; black columns) mice. Mice (7-week-old; n = 5) were fed an HFD for 11 weeks and the mRNA levels of both genes in the brain, liver, and vWAT was measured by qPCR. n.d. means not detected. Data are shown as means ± S.D. #p < 0.01, as indicated by the bracket. (c) Western blot analysis of L-PGDS expression in the brain, liver, and vWAT of the HFD-fed L-PGDS flox/flox (C), aP2-Cre/L-PGDS flox/flox, and AdipoQ-Cre/L-PGDS flox/flox (LKO). Protein (20 μg) was applied in each lane. Data are the representative of each of the three mice.

The null L-PGDS allele was detected in visceral WAT (vWAT) of the HFD-fed aP2-Cre/L-PGDS flox/flox mice, but not in the AdipoQ-Cre/L-PGDS flox/flox mice (513-bp), although the floxed L-PGDS was detected in all tissues of both L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice (2513-bp; Supplemental Fig. S1). The body weight gains of wild-type and L-PGDS flox/flox mice were almost the same under LFD or HFD conditions (Supplemental Fig. S2a). Moreover, the expression levels of the L-PGDS mRNA in the brain, liver, and vWAT of the L-PGDS flox/flox mice were almost the same as those of wild-type mice under LFD or HFD conditions (Supplemental Fig. S2b).

The Cre transgene was abundantly expressed in vWAT under the control of the aP2 promoter/enhancer or AdipoQ promoter, but not in the brain and liver (Fig. 2b). In addition, the mRNA for the Cre transgene was not detected in wild-type mice (Fig. 2b). The mRNA level of the L-PGDS gene was significantly reduced in vWAT of the HFD-fed aP2-Cre/L-PGDS flox/flox mice, but unchanged in their brains and livers, as compared with that of the control L-PGDS flox/flox mice (Fig. 2b). In contrast, the adipose-specific decrease in the L-PGDS mRNA level was not detected in vWAT of the AdipoQ-Cre/L-PGDS flox/flox mice, although the Cre transgene was expressed in WAT in these mice under the control of the AdipoQ promoter (Fig. 2b). Furthermore, to confirm a decrease in L-PGDS protein, we carried out Western blot analysis. The expression of L-PGDS protein in the brain and liver of the HFD-fed aP2-Cre/L-PGDS flox/flox or AdipoQ-Cre/L-PGDS flox/flox mice was almost the same as those in the L-PGDS flox/flox mice (Fig. 2c). In contrast, L-PGDS expression was clearly lowered in vWAT of HFD-fed aP2-Cre/L-PGDS flox/flox mice, but not in vWAT of the HFD-fed AdipoQ-Cre/L-PGDS flox/flox mice (Fig. 2c).

These results reveal that the HFD-fed aP2-Cre/L-PGDS flox/flox mice exhibited the adipose-specific decrease in L-PGDS gene expression.

Decrease of body weight gain in the HFD-fed aP2-Cre/L-PGDSflox/flox mice

We then measured body weight gains in the aP2-Cre/L-PGDS flox/flox, AdipoQ-Cre/L-PGDS flox/flox, and control L-PGDS flox/flox mice (7-week-old; n = 5) following 11 weeks of either LFD or HFD. At the start of the experiment, average body weight was not significantly different among the aP2-Cre/L-PGDS flox/flox, AdipoQ-Cre/L-PGDS flox/flox, and control L-PGDS flox/flox mice (Fig. 3a). Under LFD conditions for 11 weeks, no significant changes in body weight gain were found among the aP2-Cre/L-PGDS flox/flox, AdipoQ-Cre/L-PGDS flox/flox, or control L-PGDS flox/flox mice (Fig. 3a,b). In contrast, the aP2-Cre/L-PGDS flox/flox mice fed an HFD gained significantly less body weight, as compared with those in the control L-PGDS flox/flox mice (Fig. 3a,b). On the other hand, body weight gain was not altered in the AdipoQ-Cre/L-PGDS flox/flox mice even under HFD conditions, as compared with those of the control L-PGDS flox/flox mice (Fig. 3a,b). Food intake rates were similar between L-PGDS flox/flox (control) and either aP2-Cre/L-PGDS flox/flox or AdipoQ-Cre/L-PGDS flox/flox mice under both LFD and HFD conditions (Fig. 3c).

Figure 3.

Figure 3

Change of body weight gain in the aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox mice. (a) Body weight change in the aP2-Cre/L-PGDS flox/flox, AdipoQ-Cre/L-PGDS flox/flox, and control L-PGDS flox/flox mice (7-week-old; n = 5–6) under LFD or HFD conditions for 11 weeks. Body weight was measured every week. Data are representative of 4 independent experiments (n = 4–6) and shown as means ± S.D. #p < 0.01, as compared with the HFD-fed L-PGDS flox/flox mice. (b) Photographs of the representative 18-week-old control L-PGDS flox/flox (C), aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox (LKO) mice under LFD or HFD conditions. (c) Daily food intake per gram body weight. Data are shown as means ± S.D. (n = 4–6).

We further characterized the phenotype of the aP2-Cre/L-PGDS flox/flox mice under HFD conditions. PGD2 level was lowered in vWAT of the HFD-fed aP2-Cre/L-PGDS flox/flox mice to be about 53% of that of the control L-PGDS flox/flox mice (Fig. 4a). Computed tomography (CT) analysis (Fig. 4b) revealed that the weights of vWAT and subcutaneous WAT (sWAT) were decreased in the HFD-fed aP2-Cre/L-PGDS flox/flox mice to be about 64% and 73%, respectively, of those of the control L-PGDS flox/flox mice (Fig. 4c). Moreover, the ratio of fat in body mass {Fat (%)} was reduced in the HFD-fed aP2-Cre/L-PGDS flox/flox mice under HFD conditions to be approximately 73% of those of the control L-PGDS flox/flox mice (Fig. 4c). While, the body fat mass (vWAT and sWAT) and the ratio of fat in body mass {Fat (%)} were similar between L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice under LFD conditions (Fig. 4c).

Figure 4.

Figure 4

Decrease of body fat in the HFD-fed aP2-Cre/L-PGDS flox/flox mice. (a) PGD2 level in vWAT of the HFD-fed L-PGDS flox/flox (C; gray column) and aP2-Cre/L-PGDS flox/flox (LKO; black column) mice. Data are shown as means ± S.D. #p < 0.01, as indicated by the bracket. (b) CT analysis. Abdominal cross-section of the LFD- or HFD-fed control L-PGDS flox/flox (C) and aP2-Cre/L-PGDS flox/flox (LKO) mice (18-week-old). vWAT, sWAT, and internal organs were shown by pink, yellow, and light blue, respectively. (c) Quantification of fat (vWAT and sWAT) in the whole body of the LFD- or HFD-fed control L-PGDS flox/flox (C) and aP2-Cre/L-PGDS flox/flox (LKO) mice (18-week-old) by using of LaTheta software (Aloka). Fat (%) means the ratio of the weights of total fat per body weight. Data are shown as means ± S.D. *p < 0.01, as indicated by the brackets. Significant difference between aP2-Cre/L-PGDS flox/flox (LKO) mice and control L-PGDS flox/flox (C) under HFD conditions was shown as #p < 0.01 with the brackets. (d) Adipose size of vWAT in the 18-week-old control L-PGDS flox/flox (C) and aP2-Cre/L-PGDS flox/flox (LKO) mice under LFD or HFD conditions, stained with hematoxylin and eosin. Bar = 50 μm. (e) Quantification of adipocyte area shown in (d) was performed on hematoxylin and eosin-stained sections using ImageJ software. At least 200 adipocytes from five mice in each group were measured. Data are shown as means ± S.D. *p < 0.01, as indicated by the brackets. Significant difference between aP2-Cre/L-PGDS flox/flox (LKO) mice and control L-PGDS flox/flox (C) under HFD conditions was shown as #p < 0.01 with the brackets.

Histological analysis showed that HFD increased adipocyte size approximately 3.9-fold in the L-PGDS flox/flox mice, but only about 1.8-fold in the aP2-Cre/L-PGDS flox/flox mice (Fig. 4d,e). These results indicate that body weight gain and fat mass increases by HFD were reduced in the aP2-Cre/L-PGDS flox/flox mice.

Change in the expression level of the genes involved in the PG synthetic pathway and PG receptors in vWAT and sWAT of the aP2-Cre/L-PGDSflox/flox mice

In the L-PGDS flox/flox (control) mice, HFD increased the transcription levels of the L-PGDS gene about 3.5- and 1.8-fold in vWAT (Fig. 5a) and sWAT (Supplemental Fig. S3a), respectively, as compared with those in LFD-fed condition. In contrast, in the aP2-Cre/L-PGDS flox/flox mice, HFD decreased the L-PGDS mRNA levels to approximately 13% and 34% in vWAT (Fig. 5a) and sWAT (Supplemental Fig. S3a), respectively, of those of the L-PGDS flox/flox mice.

Figure 5.

Figure 5

Changes of gene expression levels in vWAT of the LFD- or HFD-fed mice. (a) Expression of the PG synthetic genes in vWAT of the LFD- or HFD-fed control L-PGDS flox/flox (C: gray columns) and aP2-Cre/L-PGDS flox/flox mice (L: black columns; 18-week-old; n = 5–6) under LFD or HFD. The expression levels of the indicated genes were measured by qPCR. Data are present as means ± S.D. *p < 0.01, as indicated by the brackets. Significant difference between aP2-Cre/L-PGDS flox/flox (LKO) mice and control L-PGDS flox/flox (C) under HFD conditions was shown as #p < 0.01 with the brackets. (b) Expression of the adipogenic, lipogenic, and lipolytic genes in vWAT of LFD- or HFD-fed control L-PGDS flox/flox (C: gray columns) and aP2-Cre/L-PGDS flox/flox mice (L: black columns; 18-week-old; n = 5–6) under LFD or HFD conditions. The expression levels of the indicated genes were measured by qPCR. Data are present as means ± S.D. *p < 0.01, as indicated by the brackets. Significant difference between aP2-Cre/L-PGDS flox/flox (LKO) mice and control L-PGDS flox/flox (C) under HFD conditions was shown as #p < 0.01 with the brackets.

In addition, HFD also elevated gene expression of H-PGDS, another PGDS; cPLA2, and COX-2, both are upstream enzymes in PGD2 biosynthesis; and DP2 (CRTH2) receptors; one of PGD2 receptors, about 2.3- and 1.8-, 2.3- and 1.4-, 2.1- and 2.0-, and 1.5-fold, respectively, but unchanged the expression level of the COX-1 gene in vWAT (Fig. 5a) and sWAT (Supplemental Fig. S3a), as compared with those of the control L-PGDS flox/flox mice under LFD conditions. However, in the aP2-Cre/L-PGDS flox/flox mice, the mRNA levels of those genes were not changed in vWAT (Fig. 5a) and sWAT (Supplemental Fig. S3a). These results indicate that the mRNA levels of the PGD2 synthetic genes, except for the L-PGDS gene were not changed in WAT of the aP2-Cre/L-PGDS flox/flox mice under HFD conditions.

Decreased expression of the adipogenic and lipogenic genes in the HFD-fed aP2-Cre/L-PGDSflox/flox mice

Next, we investigated the expression levels of the adipogenic genes in vWAT and sWAT of the LFD- or HFD-fed aP2-Cre/L-PGDS flox/flox and control L-PGDS flox/flox mice using qPCR. Under LFD conditions, the transcription levels of the adipogenic genes such as PPARγ, C/EBPα, aP2, and lipoprotein lipase (LPL) were similar between L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice (Fig. 5b and Supplemental Fig. S3a). HFD increased the mRNA levels of the PPARγ, C/EBPα, aP2, and LPL genes, approximately 6.2- and 5.2-, 5.6- and 4.6-, 4.3- and 2.0-, and 4.2- and 1.6-fold, respectively in vWAT (Fig. 5b) and sWAT (Supplemental Fig. S3a) of the L-PGDS flox/flox mice, and about 2.6- and 3.0-, 2.4- and 3.3-, 1.8- and 2.1-, and 3.7- and 1.2-fold, respectively in vWAT (Fig. 5b) and sWAT (Supplemental Fig. S3a) of the aP2-Cre/L-PGDS flox/flox mice. The HFD-induced increases in the mRNA levels of these adipogenic genes were clearly lower in the aP2-Cre/L-PGDS flox/flox mice than the control L-PGDS flox/flox mice. The transcription levels of these genes in HFD-fed aP2-Cre/L-PGDS flox/flox mice were decreased about 51% and 37%, 56% and 50%, 53% and 28%, and 18% and 42%, respectively, in vWAT (Fig. 5b) and sWAT (Supplemental Fig. S3b), as compared with each of the L-PGDS flox/flox mice.

The mRNA levels of the lipogenic genes: e.g., fatty acid synthase (FAS), stearoyl-CoA desaturase (SCD), and SREBP-1c were mostly unchanged in both vWAT and sWAT between L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice under LFD conditions (Fig. 5b and Supplemental Fig. S3b). In contrast, HFD enhanced the mRNA levels in vWAT and sWAT of the FAS, SCD, and SREBP-1c genes approximately 4.3- and 3.4-, 7.3- and 6.0-, and 8.1- and 5.2-fold, respectively, of the L-PGDS flox/flox mice, and about 1.8- and 2.3-, 3.7- and 2.6-, and 3.1- and 4.3-fold, respectively, in vWAT and sWAT of the aP2-Cre/L-PGDS flox/flox mice (Fig. 5b, Supplemental Fig. S3b). The transcription levels of these genes under HFD in vWAT (Fig. 5b) and sWAT (Supplemental Fig. S3b) of the aP2-Cre/L-PGDS flox/flox mice were reduced approximately 51% and 37%, 37% and 57%, 50% and 36%, respectively, of the L-PGDS flox/flox mice. HFD also increased the expression levels of the ACC gene in vWAT and sWAT (Fig. 5b and Supplemental Fig. S3b), but its gene expression was not altered between aP2-Cre/L-PGDS flox/flox mice and L-PGDS flox/flox mice. These results suggest that the expression levels of the adipogenic and lipogenic genes were lowered in WAT of the aP2-Cre/L-PGDS flox/flox mice under HFD conditions.

Effect to lipolysis in the HFD-fed aP2-Cre/L-PGDSflox/flox mice

We investigated the effects of L-PGDS and PGD2 in the lipolysis in WAT of the LFD- or HFD-fed aP2-Cre/L-PGDS flox/flox and control L-PGDS flox/flox mice. The expression levels of the adipose triacylglyceride (TG) lipase (ATGL), HSL, and monoacylglyceride lipase (MGL) genes involved in TG metabolism (lipolysis) were similar in vWAT and sWAT of the L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice under LFD conditions (Fig. 5b and Supplemental Fig. S3b). In contrast, the mRNA levels of the ATGL and MGL genes were elevated in HFD-fed mice by approximately 3.2- and 9.4-, and 4.3- and 7.6-fold, respectively, in vWAT (Fig. 5b) and sWAT (Supplemental Fig. S3b) in the L-PGDS flox/flox mice. Moreover, the transcription levels of the ATGL and MGL genes in vWAT and sWAT were approximately 2.5- and 1.4-, and 4.8- and 1.5-fold higher, respectively, in the aP2-Cre/L-PGDS flox/flox mice than those in the L-PGDS flox/flox mice (Fig. 5b and Supplemental Fig. S3b). Whereas, the mRNA levels of the HSL gene in vWAT and sWAT were unchanged in both groups of mice, although HFD induced the transcription levels of this gene when compared with those of the L-PGDS flox/flox mice (Fig. 5b and Supplemental Fig. S3b). These results reveal that lipolysis may be enhanced in WAT of the aP2-Cre/L-PGDS flox/flox mice under HFD conditions.

Serum metabolic markers in the aP2-Cre/L-PGDSflox/flox mice

After LFD- or HFD-feeding for 11 weeks, serum non-esterified fatty acid (NEFA) levels were not significantly altered in the aP2-Cre/L-PGDS flox/flox and L-PGDS flox/flox mice either by LFD or HFD, although the level was slightly higher in the HFD-fed aP2-Cre/L-PGDS flox/flox mice than the HFD-fed L-PGDS flox/flox mice (Table 1). Under LFD conditions, serum levels of total cholesterol and total lipid were significantly decreased in the aP2-Cre/L-PGDS flox/flox mice (Table 1). Further investigation is needed to understand the reason why these levels were decreased in the LFD-fed aP2-Cre/L-PGDS flox/flox mice. Moreover, the levels of total cholesterol, HDL-cholesterol, LDL-cholesterol, glucose, and TG were significantly lower in the aP2-Cre/L-PGDS flox/flox mice than in the L-PGDS flox/flox mice under HFD conditions (Table 1). These results indicate that serum levels of cholesterols, glucose, and TG were lowered in the HFD-fed aP2-Cre/L-PGDSflox/flox mice.

Table 1.

Serum biochemical parameters in L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice.

LFD HFD
C LKO C LKO
NEFA (μEq/L) 1283.3 ± 66.1 1254.8 ± 97.7 1332.0 ± 74.2 1849.8 ± 301.2
Total cholesterol (mg/dL) 135.0 ± 6.7 *112.8 ± 4.6 210.0 ± 3.9 *106.4 ± 3.9
LDL-cholesterol (mg/dL) 12.6 ± 1.9 9.0 ± 1.3 14.8 ± 2.3 8.2 ± 0.6
HDL-cholesterol (mg/dL) 79.8 ± 8.7 67.8 ± 2.8 87.2 ± 2.3 *57.6 ± 2.3
Total lipid (mg/dL) 451.5 ± 8.7 *369.2 ± 11.5 555.0 ± 13.7 *393.2 ± 22.9
Glucose (mg/dL) 115.8 ± 11.9 105.0 ± 8.9 164.2 ± 17.6 *132.4 ± 14.5
TG (mg/dL) 110.3 ± 6.8 114.8 ± 17.6 161.3 ± 13.3 *78.3 ± 5.6

C and LKO mean control L-PGDS flox/flox and aP2-Cre/L-PGDS flox/flox mice (n = 5), respectively. Data are present as means ± S.E. *p < 0.01, vs. control (C).

Improvement of inflammation in the HFD-fed aP2-Cre/L-PGDSflox/flox mice

When the expression levels of the macrophage marker genes were measured in vWAT and sWAT of the LFD- and HFD-fed aP2-Cre/L-PGDS flox/flox and control L-PGDS flox/flox mice, the transcription levels of the M1 macrophage marker genes such as F4/80 and CD11c, were similar in both aP2-Cre/L-PGDS flox/flox and L-PGDS flox/flox mice under LFD conditions (Fig. 6 and Supplemental Fig. S4). In contrast, HFD elevated the mRNA levels of the F4/80 and CD11c genes in vWAT and sWAT, about 6.3- and 5.0-, and 5.6- and 4.7-fold, respectively, in the L-PGDSflox/flox mice. However, the mRNA levels of the F4/80 and CD11c genes were not significantly increased in vWAT and sWAT of the aP2-Cre/L-PGDS flox/flox mice by HFD feeding (Fig. 6 and Supplemental Fig. S4). The mRNA levels of the F4/80 and CD11c genes were decreased to about 44% and 62%, and 56% and 46%, respectively, in vWAT and sWAT of the aP2-Cre/L-PGDS flox/flox mice, as compared with the L-PGDS flox/flox mice (Fig. 6 and Supplemental Fig. S4). In contrast, the mRNA levels of the M2 macrophage marker genes; e.g., CD163, CD204, and CD206 were not significantly altered or rather increased in the aP2-Cre/L-PGDS flox/flox mice as compared with the L-PGDS flox/flox mice in the HFD-fed condition (Fig. 6 and Supplemental Fig. S4). These results suggest that adipose-specific L-PGDS is associated with the elevation of inflammation in WAT.

Figure 6.

Figure 6

Expression of inflammatory genes in vWAT of LFD- or HFD-fed mice. Expression of the macrophage (M1 and M2) marker genes in vWAT of the LFD- or HFD-fed control L-PGDS flox/flox (C: gray columns) and aP2-Cre/L-PGDS flox/flox mice (L: black columns; 18-week-old; n = 5–6) under LFD or HFD conditions. The expression levels of the indicated genes were measured by qPCR. Data are present as means ± S.D. *p < 0.01, as indicated by the brackets.

Improvement of insulin sensitivity in the HFD-fed aP2-Cre/L-PGDSflox/flox mice

Next, we investigated insulin sensitivity in the LFD- and HFD-fed aP2-Cre/L-PGDS flox/flox and control L-PGDS flox/flox mice. Serum insulin levels were not significantly different between aP2-Cre/L-PGDS flox/flox and control L-PGDS flox/flox mice under both LFD and HFD conditions (Fig. 7a). However, serum insulin levels in the HFD-fed aP2-Cre/L-PGDS flox/flox mice were slightly higher than those of the L-PGDS flox/flox mice (Fig. 7a).

Figure 7.

Figure 7

HFD-fed aP2-Cre/L-PGDS flox/flox mice exhibited increased insulin sensitivity. (a) Measurement of serum insulin level. Control L-PGDS flox/flox (C: gray columns) and aP2-Cre/L-PGDS flox/flox (LKO: black columns) mice (7-week-old; n = 5) were fed LFD or HFD for 11 weeks. Data are shown as means ± S.D. (b) Insulin tolerance test. Control L-PGDS flox/flox (gray circles; n = 5) and aP2-Cre/L-PGDS flox/flox (black circles; n = 5) mice (7-week-old) were fed LFD or HFD for 11 weeks, and fasted for 16 h before receiving an i.p. injection of 0.75 U/kg insulin. Serum glucose concentrations were measured at indicated time points. Data are shown as means ± S.D. The area under the curve (AUC) was compared by student’s t-test. #p < 0.01, as compared with the HFD-fed L-PGDS flox/flox mice.

An intraperitoneal insulin tolerance test was carried out to elucidate insulin sensitivity of the LFD- and HFD-fed aP2-Cre/L-PGDS flox/flox and L-PGDS flox/flox mice. After injection of insulin, glucose levels in the aP2-Cre/L-PGDS flox/flox and L-PGDS flox/flox mice were similar under LFD conditions (Fig. 7b). In contrast, when fed an HFD, serum glucose levels in the aP2-Cre/L-PGDS flox/flox mice were lower than those of the L-PGDS flox/flox mice (Fig. 7b). These results reveal that adipose L-PGDS is associated with the impairment of insulin sensitivity in mice.

Discussion

L-PGDS is widely expressed in various mouse tissues (Fig. 1a) and likely plays many different types of physiological and pathological functions33. L-PGDS is a bifunctional protein: one is to act as a PGD2-producing enzyme that catalyzes the isomerization of PGH2 to produce PGD234, and the other is as a carrier protein for small lipophilic molecules such as retinal and retinoic acid35, biliverdin36 and bilirubin37, and gangliosides38. In adipocytes, PGD2 and its metabolites, Δ12-PGJ2 and 15-deoxy-Δ12,14-PGJ2, accelerate lipid accumulation through the DP2 receptors28 and PPARγ1214, respectively. As shown in Fig. 4a, the PGD2 content is decreased in WAT of the aP2-Cre/L-PGDS flox/flox mice to about 50% of the L-PGDS flox/flox mice. Moreover, AT-56, an L-PGDS inhibitor, suppresses adipogenesis in mouse 3T3-L1 cells14. These results, taken together, indicate that L-PGDS acts as a PGD2-producing enzyme in adipocytes. The other half of PGD2 in WAT is considered to be produced by L-PGDS in non-adipocytes, such as endothelial cells39 of the blood vessels, or by H-PGDS in mast cells and other inflammatory cells25 within WAT.

Under HFD conditions, WAT was the third most enriched organ for L-PGDS mRNA expression followed by the brain and heart (Fig. 1a), and was the largest organ in the body. Thus, WAT is the most active organ in the total amount of L-PGDS gene expression under HFD conditions. The roles of L-PGDS in obesity have been identified by several in vivo studies2932. PGD2-overproducing mice become obese under HFD conditions29. L-PGDS gene KO mice showed glucose intolerance and insulin resistance, and increased fat mass in the aorta under HFD conditions30. L-PGDS-ablated mice showed an improvement in glucose tolerance under HFD conditions31. In contrast, glucose intolerance or insulin resistance was not observed in the L-PGDS KO mice, but body weight gain and atherosclerotic lesions were increased in the aorta32. The roles of L-PGDS and/or PGD2 in obesity are controversial, because L-PGDS and PGD2 carry various functions in the body. Therefore, ablation of the L-PGDS gene or overproduction of PGD2 in the whole body may not be suitable for the evaluation of their roles in peripheral adipose tissue. Therefore, we employed the adipose-specific L-PGDS KO mice through the Cre-loxP system to find the functions of adipose L-PGDS and PGD2, and finally demonstrated that L-PGDS-produced PGD2 in premature adipocytes regulates body weight gain and insulin resistance under HFD conditions.

In this study, we used two distinct types of Cre-expressing mice under the control of adipocyte-specific promoters to generate the adipose-specific KO mice, aP2-Cre/L-PGDS flox/flox and AdipoQ-Cre/L-PGDS flox/flox mice. Between these two adipocyte-specific conditional KO mice, the aP2-Cre/L-PGDS flox/flox mice showed HFD-induced depletion of L-PGDS in adipocytes, whereas the AdipoQ-Cre/L-PGDS flox/flox mice did not show such a phenotype. When we examined the time course of L-PGDS expression in 3T3-L1 cells during their development from fibroblasts to adipocytes, the L-PGDS expression was similar to that of aP2 and earlier than that of AdipoQ (Fig. 1b). These results are supported by previous reports that showed the expression of the AdipoQ mRNA occurred slightly later than that of the aP2 mRNA in 3T3-F442A and 3T3-L1 cells40. Thus, L-PGDS and aP2 are expressed even in preadipocytes but AdipoQ was only expressed in mature adipocytes. Therefore, the aP2-Cre/L-PGDS flox/flox mice may be useful to delete L-PGDS under HFD conditions. In fact, we succeeded to disrupt the L-PGDS gene in adipose tissue under HFD conditions only by the use of the aP2 promoter-driven Cre, but not, of the AdipoQ promoter-driven one (Fig. 2b,c).

The HFD-fed aP2-Cre/L-PGDS flox/flox mice showed decreased body weight gain with the reduction of fat mass (Fig. 3a,b). The WAT of the aP2-Cre/L-PGDS flox/flox mice were smaller in size than the control L-PGDS flox/flox mice (Fig. 4d,e), suggesting that adipose L-PGDS and PGD2 are associated with the enhancement of obesity, together with the enlargement of adipose cells. However, the loss of the L-PGDS gene in WAT and decreased body weight gain were not observed in the HFD-fed AdipoQ-Cre/L-PGDS flox/flox mice (Fig. 3a,b), although the Cre transgene was expressed in WAT in these mice (Fig. 2b). Further expression profile analysis demonstrated that induction of the expression of the AdipoQ gene came later than those of the L-PGDS and aP2 genes in mouse adipocytic 3T3-L1 cells (Fig. 1b). These results suggest that the delayed induction of AdipoQ gene expression did not disrupt the L-PGDS gene in WAT of the HFD-fed AdipoQ-Cre/L-PGDS flox/flox mice and that L-PGDS in WAT had already been produced in premature adipocytes. Mature adipocytes with active gene expression of AdipoQ did not induce L-PGDS by the HFD feeding and were not mainly involved in L-PGDS-mediated increases in body weight and fat mass caused by HFD. L-PGDS in mature adipocytes may be involved in other functions, such as the transport of various lipophilic ligands.

The aP2 gene is also expressed in macrophages3,41, liver, and brain. However, the expression level of the aP2 gene in macrophages is about 10−4-fold lower than that in adipocytes3. In the HFD-fed aP2-Cre/L-PGDS flox/flox mice, the transcription level of the Cre transgene was negligible in brain and liver. (Fig. 2b). The expression of L-PGDS was not affected by HFD in those organs of the aP2-Cre/L-PGDS flox/flox mice (Fig. 2b,c). The expression level of the L-PGDS gene was very low in the stromal vascular fraction (SVF) of obese adipose tissue and peritoneal macrophages prepared from LFD- and HFD-fed wild type mice (data not shown). All of these results, taken together, indicate that the HFD-induced upregulation of L-PGDS occurs not in macrophages, but predominantly in adipocytes. In this study, we have not yet identified the cells that express L-PGDS in obese adipose tissue. As SVF consists of a heterogeneous population that includes endothelial cells, erythrocytes, fibroblasts, and lymphocytes as well as pre-adipocytes, and adipocyte progenitor cells, we will undertake further analyses using pure SVF to identify the L-PGDS-expressing cells in obese adipose tissue. Moreover, we will investigate the function of L-PGDS in adipose macrophages by using macrophage-specific L-PGDS gene KO mice, lysozyme M (LysM)-Cre/L-PGDS flox/flox mice.

Another important finding in this study was that the adipose-specific disruption of the L-PGDS gene showed an anti-inflammatory effect. In obese adipose tissue, at least two different macrophages, M1 and M2, are found42. M1 macrophages make up the majority of adipose macrophages that exist in WAT of obese42. However, it is still unclear whether obesity induces the recruitment of monocytes that become M1 macrophages, or if HFD changes the phenotype of the tissue contianing M2 macrophages. In WAT of the HFD-fed aP2-Cre/L-PGDS flox/flox mice, the expression levels of the M1 macrophage marker genes were all decreased (Fig. 6 and Supplementary Fig. S4), whereas the transcription levels of the M2 macrophage marker genes were either enhanced or not altered under HFD conditions (Fig. 6 and Supplementary Fig. S4). The loss of adipose L-PGDS during obesity prevents HFD-induced inflammation. Obesity and insulin resistance are closely associated with inflammation in adipose tissue4345. Accelerated de novo adipogenesis and lipogenesis with repressed lipolysis are closely associated with insulin sensitivity3. M1 macrophages in adipose tissue produce pro-inflammatory cytokines such as TNFα, which induces insulin resistance and suppresses the expression of PPARγ3. PGD2 may be involved in enhancing inflammation in WAT of the HFD-fed mice. The HFD-fed aP2-Cre/L-PGDS flox/flox mice showed improved insulin sensitivity (Fig. 7b) with lowered expression of TNFα in WAT (Fig. 6 and Supplementary Fig. S4). In a previous study, when COX activity was inhibited by indomethacin in the HFD-fed mice, insulin resistance was prevented by the decreased plasma PGD2 level and reduced expression of the macrophage marker genes in adipose tissue46. Thus, the absence of adipose L-PGDS and PGD2 may prevent the phenotypic pro-inflammatory state that is induced under HFD. Macrophages express H-PGDS and infiltrate into the enlarged adipose tissue26. Thus, PGD2 may be produced by H-PGDS in macrophages that have infiltrated the enlarged adipose tissue. The roles of H-PGDS-produced PGD2 in macrophages that have infiltrated obese adipose tissue should be further elucidated.

As summarized in Fig. 8, adipose L-PGDS enhances body weight gain with the elevation of fat mass under HFD conditions. Adipose-specific disruption of the L-PGDS gene in the aP2-Cre/L-PGDS flox/flox mice under HFD shows an improvement in insulin sensitivity. The molecular mechanism for the decrease of adiposity in the HFD-fed aP2-Cre/L-PGDS flox/flox mice is still unclear. An in vitro study demonstrated that PGD2 suppressed the lipolysis through the DP2 receptors in adipocytes28. Thus, adipocyte PGD2 might be related to the regulation of lipolysis in vivo. Further in vivo studies are needed to elucidate the whole molecular mechanism of PGD2-regulated adiposity. In this study, we conclude that adipocyte-specific inhibition of L-PGDS or the DP2 receptors is potentially useful for the treatment of obesity and obesity-mediated insulin resistance.

Figure 8.

Figure 8

Summary of activation of obesity by L-PGDS-produced PGD2 through DP2 receptors in adipocytes under HFD conditions. DG: diacylglyceride, MG: monoacylglyceride. M1 marker means M1 macrophage marker. Arrowheads indicate the changes of the expression levels under HFD conditions.

Methods

Animals

L-PGDS flox/flox mice (C57BL/6 background) carrying a conditional L-PGDS deleted allele in which exon 2 to 7 including whole open reading frame of L-PGDS are flanked by two loxP sites. aP2-Cre and AdipoQ-Cre mice (C57BL/6 background; Jackson Laboratory, Bar Harbor, ME, USA) carry the Cre transgene driven by the aP2 promoter/enhancer or AdipoQ promoter, respectively, both of which are predominantly expressed in adipocytes47,48. The aP2-Cre/L-PGDS flox/flox or AdipoQ-Cre/L-PGDS flox/flox mice were generated by intercrossing mice bearing a conditional L-PGDS allele (L-PGDS flox/flox) with aP2-Cre/L-PGDS flox/flox or AdipoQ-Cre/L-PGDS flox/flox. Littermates lacking the aP2-Cre or AdipoQ-Cre transgene (L-PGDS flox/flox) were used as the control. In the present study, we used only male mice to exclude the effects of female hormonal imbalance.

Mice were maintained with a 12-h light/12-h dark photoperiod in a humidity- and temperature-controlled room (55% at 24 °C). Water and food were available ad libitum. The animals were fed either LFD (FR-2, 4.8% fat; Funabashi Farm, Chiba, Japan) or HFD (35% fat; Research Diets, New Brunswick, NJ, USA).

The animal study was approved by the Animal committee of Osaka University of Pharmaceutical Sciences. Animals were handled in accordance with the principles and guidelines established by the respective committee. Every effort was made to minimize the number of animals used in these studies and their suffering.

Cell culture

Mouse adipocytic 3T3-L1 cells (Human Science Research Resources Bank, Osaka, Japan) were grown in Dulbecco’s modified eagle medium (DMEM; Sigma, St. Louis, MO, USA) containing 10%(v/v) fetal bovine serum (CORNING, Corning, NY, USA) and antibiotics (Nacalai Tesque, Kyoto, Japan) at 37 °C in a humidified atmosphere of 5% CO2. For adipocyte differentiation, 3T3-L1 cells were cultured in DMEM containing insulin (10 μg/ml; Sigma), 1 μM dexamethasone (Sigma), and 0.5 mM 3-isobutyl-1-methylxanthine (Nacalai Tesque). On day 2, medium was exchanged to DMEM containing insulin (10 μg/ml) alone and subsequently changed every 2 days.

Measurement of RNA level

Extraction of RNA and synthesis of first-strand cDNAs were performed as described previously49. Measurement of the mRNA levels by qPCR was conducted using the LightCycler System (Roche Diagnostics, Mannheim, Germany) and ABI 7500 Real-Time PCR System (Thermo Fischer Scientific, Waltham, MA, USA) with THUNDERBIRD SYBR qPCR Mix (Toyobo, Osaka, Japan) and Power SYBR Green PCR Master Mix (Thermo Fischer Scientific), and primers (Supplemental Table S1). Transcription level of the desired gene was normalized to that of TATA-binding protein (TBP) as the internal control.

Western blot analysis

Proteins from tissues were prepared as follows. Tissues were disrupted in RIPA buffer {50 mM Tris-Cl (pH 8.0), 150 mM NaCl, 0.5%(w/v) sodium deoxycholate, 0.1%(v/v) SDS, 1% (v/v) NP-40}containing 1%(v/v) Triton X-100 and a protease inhibitor cocktail (Nacalai Tesque) by a Bead beater-type homogenizer (TAITEC, Saitama, Japan). After centrifugation to remove debris, protein concentrations of the supernatants (crude extracts) were determined by using a Pierce BCA Protein Assay Kit (Thermo Fisher Scientific). Proteins were separated by SDS-PAGE, followed by blotting onto the PVDF membranes (Immobilon; Merck, Kenilworth, NJ, USA). Further analysis by Western blotting was carried out as described previously50. Mouse L-PGDS polyclonal antibody and β-actin monoclonal antibody (Sigma), and anti-mouse or anti-rabbit IgG antibody conjugated with horseradish peroxidase (Santa Cruz Biotech., Dallas, TX, USA) were used in this study.

Enzyme immunoassay (EIA)

The PGs in WAT were extracted as described previously29. Production of PGD2 was measured by using a PGD2 MOX EIA Kit (Cayman Chemical, Ann Arbor, MI, USA) according to the manufacturer’s instructions.

Computed tomography (CT)

Mice were anesthetized with Nembutal (50 mg/kg of body weight, i.p.; Abbott Laboratories, North Chicago, IL, USA). CT analysis was carried out by a micro-CT scanner (LaTheta LCT-100; Hitachi, Tokyo, Japan). The analysis of CT data was carried out by the use of LaTheta software (Hitachi). The vWAT and sWAT, and muscle weights were measured from images at the level of the umbilicus. Subcutaneous WAT was defined as the extraperitoneal fat between skin and muscle. The intraperitoneal part with the same density as the subcutaneous fat layer was defined as vWAT. Proportions of vWAT and sWAT were determined by automatic planimetry as described previously29.

Histological analysis

Tissues were fixed in 4%(v/v) paraformaldehyde and embedded in Tissue-Tek O.C.T. Compound (Sakura Finetek, Torrance, CA, USA). Frozen sections (10 μm-thickness) were stained with hematoxylin and eosin. The sections were observed using an ECLIPSE E600 microscope (Nikon, Tokyo, Japan). At least three discontinuous sections were used for evaluation.

Serum biochemical parameter

Mice were fasted for 16 h prior to the collection of blood samples. Blood was collected from the abdominal aorta. Serum TG levels were determined by using Triglyceride Test Wako (Wako Pure Chemical, Osaka Japan), and insulin levels were measured by using ELISA kits (SHIBAYAGI, Gunma, Japan), according to the manufacturer’s instructions. Serum TG, NEFA, total cholesterol, low-density lipoprotein (LDL), and high-density lipoprotein (HDL) levels were determined by using L-Type TG M test, NEFA-C, Cholesterol M, L-Type LDL-C, and L-Type HDL-C Kits (Wako Pure Chemical) according to the manufacturer’s instructions.

Insulin tolerance test

Mice were fasted for 16 h prior to intraperitoneal (i.p.) injection of insulin (0.75 IU/kg of body weight; HUMULIN®; Eli Lilly, Indianapolis, IN, USA). Blood was collected from the tail vein and glucose levels were immediately measured by the use of a MEDISAFE MINI Blood Glucose Monitoring System (Terumo, Tokyo, Japan). Blood glucose levels were measured at 0, 15, 30, 60, 90, and 120 min after injection of insulin.

Statistical analysis

Data are presented as the means ± S.E. or S.D. Statistical significance was determined by using the paired Student’s t test. For comparison of more than two groups with comparable variances, one-way ANOVA and Tukey’s post-hoc test were carried out. p < 0.05 was considered significant.

Supplementary information

Acknowledgements

We acknowledge to Nobuko Uodome, Masumi Sakata, and Yumiko Hoshikawa for technical assistance, and Megumi Yamaguchi and Taeko Nishimoto for secretarial assistance (Osaka Bioscience Institute, Osaka, Japan). This work was supported in part by Grant-in-Aid for Scientific Research (16K08256, 16H01881) and Scientific Research on Innovative Areas (23116516) from The Ministry of Education, Culture, Sports, Science and Technology of Japan, and by grants from Japan Foundation for Applied Enzymology, The Research Foundation for Pharmaceutical Sciences, The Naito Foundation, Takeda Science Foundation, and Daiwa Securities Health Foundation.

Author Contributions

K.F., K.A., M.L., Y.U. conceived and coordinated the study, and wrote the manuscript. K.F., K.A., N.N., T.M. performed the experiments; Y.O. made L-PGDS floxed mice. K.F., K.A., Y.O., N.N., T.M., Y.U. analyzed and interpreted the data. All authors reviewed and approved the manuscript.

Data Availability

The data generated and analyzed during this study that are not included in the published article are available from the corresponding author upon request.

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.

Electronic supplementary material

Supplementary information accompanies this paper at 10.1038/s41598-018-38453-y.

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Data Availability Statement

The data generated and analyzed during this study that are not included in the published article are available from the corresponding author upon request.


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