Abstract
Background
Although Japanese–Americans and native Japanese share the same genetic predispositions, they live different lifestyles, resulting in insulin resistance in Japanese–Americans. We investigated whether the quantitative and qualitative changes in adiponectin (APN) due to differences in lifestyle contribute to the development of insulin resistance.
Methods
We evaluated 325 native Japanese in Hiroshima, Japan and 304 Japanese–Americans in Los Angeles, the United States, who were aged between 30 and 70 years and underwent medical examinations between 2009 and 2010. All participants underwent a 75-g oral glucose tolerance test (OGTT) to assess their glucose tolerance. The insulin response to oral glucose load, the Matsuda index, total APN levels, and C1q-APN/total-APN ratios were compared between native Japanese and Japanese–Americans.
Results
Compared with the native Japanese, the Japanese–Americans had significantly lower Matsuda index and higher area under the curve values for serum insulin concentration during OGTT in the normal glucose tolerance (NGT) and impaired glucose tolerance (IGT) groups, but not in the diabetes mellitus (DM) group. Furthermore, the Japanese–Americans had significantly lower total APN levels and higher C1q-APN/total-APN ratios than the native Japanese in the NGT and IGT groups, but not in the DM group.
Conclusions
This study suggested that, in Japanese people, the westernization of their lifestyle might affect quantitative and qualitative changes in APN and induce insulin resistance.
Electronic supplementary material
The online version of this article (doi:10.1186/s12933-017-0565-z) contains supplementary material, which is available to authorized users.
Keywords: Lifestyle westernization, Japanese migration, Insulin resistance, Total adiponectin, C1q-adiponectin
Background
Adiponectin (APN) is an adipose-specific protein which is exclusively secreted from adipose tissue into the peripheral blood. Circulating APN is considered to be a cardiometabolic marker associated with global cardiovascular risk [1]. Hypoadiponectinemia is closely associated with the risk for insulin resistance [2, 3], metabolic syndrome [4] and coronary artery disease [5, 6].
APN and complement C1q have homologous structures [7, 8]. A previous study showed that APN inhibits C1q-induced arthritis in murine arthritis models [9]. Although APN is known to bind with C1q and several other molecules in vitro [10, 11], the in vivo mechanism of APN action has not been sufficiently elucidated. Nakatsuji et al. discovered that APN forms a protein complex with C1q in human serum [12]. Furthermore, the ratio of C1q-APN complex to total APN (C1q-APN/total-APN ratio) may be a more sensitive marker of metabolic syndrome and arteriosclerotic diseases than the total APN level alone [12–14].
Since 1970, we have conducted a medical survey, the Hawaii–Los Angeles–Hiroshima Study, targeting Japanese immigrants from Japan to the United States and their descendants [15]. Because Japanese–Americans, while genetically equivalent to native Japanese, have a different lifestyle, they are an appropriate population for investigating the effects of environmental changes on lifestyle-related metabolic diseases among Japanese people. In comparison with native Japanese living a Japanese lifestyle in Hiroshima, insulin resistance is more severe [16], and the prevalence of diabetes mellitus (DM) and metabolic syndrome is higher [17, 18] in Japanese–Americans living an American lifestyle in Hawaii or Los Angeles. We also reported that a low level of serum APN was a significant risk factor for type 2 DM [19]. Because decreased APN is associated with insulin resistance [2, 3], APN may be involved in insulin resistance induced by the westernization of lifestyles in Japanese people.
We hypothesized that not only the serum APN concentration but also the C1q-APN/total-APN ratio contributes to the higher degree of insulin resistance in Japanese–Americans compared with native Japanese. In this study, we compared insulin response to an oral glucose load, total APN levels, and C1q-APN/total-APN ratios between native Japanese and Japanese–Americans in order to determine the impact of the environmental factor of lifestyle on the quantitative and qualitative changes in APN.
Methods
Study subjects
This study included 325 native Japanese living in Hiroshima, Japan and 304 Japanese–Americans living in Los Angeles, USA, who were aged between 30 and 70 years and underwent medical examinations between 2009 and 2010. Those under drug treatment for DM or dyslipidemia, those with renal failure (an estimated glomerular filtration rate of <30 mL/min/1.73 m2 according to the Japanese equation [20]), and those with a C-reactive protein (CRP) level ≥10 mg/L were excluded. All participants underwent a 75-g oral glucose tolerance test (OGTT). This study was conducted with the approval of the Ethics Committee of Hiroshima University.
Anthropometric data and laboratory tests
After overnight fasting, each participant was interviewed, provided written informed consent, and underwent a physical examination and venous blood collection. Body measurements were taken in the standing position. Body mass index (BMI) was calculated as weight (kg)/height (m2). Each blood sample was centrifuged, immediately frozen, and stored until measurement. Serum glucose levels were measured using the hexokinase method. Immunoreactive insulin (IRI) levels were measured using the double-antibody radioimmunoassay. Total cholesterol and triglyceride levels were measured using enzymatic assays. High-density lipoprotein (HDL) cholesterol levels were measured using a homogeneous assay. Low-density lipoprotein (LDL) cholesterol was calculated using the Friedewald equation [21]. CRP levels were measured using the highly sensitive latex agglutination method. Total APN levels were measured using an enzyme-linked immunosorbent assay (ELISA) (human adiponectin ELISA kit; Otsuka Pharmaceutical Co., Tokushima, Japan). C1q-APN levels were measured using a previously reported ELISA method developed in a joint study by Osaka University and Otsuka Pharmaceutical Co. [12]. DM was diagnosed as a fasting serum glucose level ≥126 mg/dL (7.0 mmol/L) or a serum glucose level ≥200 mg/dL (11.1 mmol/L) at 2 h after OGTT. Normal glucose tolerance (NGT) was defined as a fasting serum glucose level <110 mg/dL (6.1 mmol/L) and a serum glucose level <140 mg/dL (7.8 mmol/L) at 2 h after OGTT. Impaired glucose tolerance (IGT) was diagnosed in participants who did not meet the criteria of either NGT or DM [22]. Smoking status was assessed by self-report.
The Matsuda index and the area under the curve (AUC) for serum IRI during OGTT (OGTTAUC IRI) were used as insulin resistance indices. The Matsuda index was calculated using serum glucose and insulin levels at 0, 60, and 120 min after OGTT [23, 24]. The OGTTAUC IRI was determined according to the trapezoidal method from insulin levels at 0, 60, and 120 min after OGTT.
Statistical analyses
Because of the skewed distribution of data on triglycerides, CRP, Matsuda index, OGTTAUC IRI, total APN, and C1q-APN/total-APN ratios, these parameters were logarithmically transformed and analyzed. Continuous variables were compared by Student’s t test between two categories, or analysis of variance (ANOVA) among three categories; if they were found to be significant, the Tukey–Kramer method was used to assess the association between categories. Categorical variables were analyzed using χ 2 tests. Pearson’s correlation analysis and multiple regression analysis were performed to determine the associations between insulin resistance and the total APN level or the C1q-APN/total-APN ratio. P values <0.05 were considered statistically significant. All analyses were performed using IBM SPSS Statistics for Windows, version 20.0 (IBM Corp., Armonk, NY, USA).
Results
The baseline characteristics of the participants are shown in Table 1. The male-to-female ratio, age, and BMI were comparable between native Japanese and Japanese–Americans. The systolic blood pressure, diastolic blood pressure, and triglyceride and CRP levels were significantly higher, whereas the Matsuda index was significantly lower in the Japanese–Americans than in the native Japanese. Furthermore, the total APN levels were significantly lower, whereas the C1q-APN/total-APN ratios were significantly higher in the Japanese–Americans than those in the native Japanese.
Table 1.
Native Japanese | Japanese–Americans | |
---|---|---|
N (male/female) | 325 (124/201) | 304 (134/170) |
Age (years) | 55.3 ± 11.5 | 55.5 ± 10.8 |
BMI (kg/m²) | 23.0 ± 2.99 | 23.2 ± 3.22 |
Smoking (none/ex/current) | 226/53/46 | 172/81/51* |
SBP (mmHg) | 124.4 ± 17.7 | 129.2 ± 18.1* |
DBP (mmHg) | 77.6 ± 11.1 | 82.5 ± 11.7* |
Total cholesterol (mg/dL) | 208.8 ± 34.4 | 212.8 ± 36.1 |
HDL cholesterol (mg/dL) | 62.0 ± 14.5 | 61.1 ± 16.2 |
LDL cholesterol (mg/dL) | 127.7 ± 31.5 | 129.7 ± 33.7 |
Triglyceride (mg/dL)a | 88.0 (62.0‒124.0) | 109.5 (77.3‒156.8)* |
CRP (mg/L)a | 0.31 (0.17‒0.65) | 0.46 (0.24‒1.06)* |
Glucose category (NGT/IGT/DM) | 247/67/11 | 237/39/28* |
Fasting glucose (mg/dL) | 94.1 ± 11.4 | 91.8 ± 20.1 |
2-h glucose (mg/dL) | 119.6 ± 35.4 | 118.8 ± 57.3 |
Matsuda index (mU/L)a | 7.35 (4.84‒9.98) | 6.06 (3.93‒8.66)* |
Total APN (μg/mL)a | 8.84 (5.84‒11.6) | 8.15 (5.50‒11.3)* |
C1q-APN/total-APN ratioa | 8.96 (7.12‒11.6) | 10.2 (7.73‒13.2)* |
Data are presented as number, mean ± SD or median (25th‒75th percentile levels)
BMI body mass index, SBP systolic blood pressure, DBP diastolic blood pressure, HDL high-density lipoprotein, LDL low-density lipoprotein, CRP C-reactive protein, NGT normal glucose tolerance, IGT impaired glucose tolerance, DM diabetes mellitus, APN adiponectin
* P < 0.05 native Japanese vs. Japanese–Americans
aParameters were transformed logarithmically before analysis
The serum insulin concentrations at three points during OGTT according to glucose tolerance status are shown in Fig. 1. In the native Japanese (Fig. 1a), the fasting IRI (FIRI) value in the DM group and the 120-min IRI value after OGTT (120 min IRI) in the IGT group were significantly higher than those in the NGT group (FIRI in DM, P = 0.004; 120 min IRI in IGT, P < 0.001). In the Japanese–Americans (Fig. 1b), the FIRI values in the IGT and DM groups and 120 min IRI values in the IGT and DM groups were significantly higher than those in the NGT group (FIRI in IGT, P = 0.003; FIRI in DM, P = 0.008; 120 min IRI in IGT, P < 0.001; 120 min IRI in DM, P < 0.001). In order to quantify the insulin response to oral glucose load, OGTTAUC IRI values were compared between the native Japanese and the Japanese–Americans according to glucose tolerance status (Fig. 1c). In the NGT and IGT groups, but not in the DM group, OGTTAUC IRI values were significantly higher in the Japanese–Americans than in the native Japanese. Furthermore, in the NGT and IGT groups, but not in the DM group, the Matsuda index was significantly lower in the Japanese–Americans than in the native Japanese (Fig. 1d).
Next, the total APN levels and the C1q-APN/total-APN ratios were compared between native Japanese and Japanese–Americans according to glucose tolerance status (Fig. 2). In the NGT and IGT groups, but not in the DM group, the total APN levels were significantly lower in the Japanese–Americans than in the native Japanese (Fig. 2a), whereas the C1q-APN/total-APN ratios were significantly higher in the Japanese–Americans than in the native Japanese (Fig. 2b).
Finally, the associations between insulin resistance and the total APN level or the C1q-APN/total-APN ratio were investigated in each Japanese cohort. The Matsuda index was significantly correlated with the total APN level in the native Japanese (r = 0.391, P < 0.01) and in the Japanese–Americans (r = 0.326, P < 0.01) (Fig. 3a), and it was significantly correlated with the C1q-APN/total-APN ratio in the native Japanese (r = −0.363, P < 0.01) and in the Japanese–Americans (r = −0.306, P < 0.01) (Fig. 3b). Furthermore, multiple regression analyses revealed that the total APN level was a significantly positive explanatory factor for the Matsuda index after adjusting for age, sex, smoking status, BMI, and glucose tolerance status in the native Japanese (β = 0.305, P < 0.001) and in the Japanese–Americans (β = 0.218, P < 0.001), whereas the C1q-APN/total-APN ratio was a significantly negative explanatory factor for the Matsuda index after adjusting for the same variables in the native Japanese (β = −0.262, P < 0.001) and in the Japanese–Americans (β = −0.164, P = 0.002) (Additional file 1).
Discussion
In the 2009–2010 medical survey, insulin resistance, total APN level, and C1q-APN/total-APN ratio, which is a new potential biomarker based on C1q-APN levels, were compared between two cohorts of Japanese people who shared the same genetic predispositions but lived different lifestyles; that is, Japanese–Americans living an American lifestyle in Los Angeles and native Japanese living a Japanese lifestyle in Hiroshima. The results of this study indicate that the westernization of lifestyles in Japanese may be associated with insulin resistance through the influence of APN abnormalities.
Insulin resistance and APN abnormalities
At first, we investigated the patterns of insulin response to oral glucose load according to glucose tolerance status in both Japanese cohorts. Ethnic differences in insulin secretion and insulin sensitivity have been reported between Japanese and Caucasians [25]. In the present study, we revealed that the total serum insulin concentration during OGTT was significantly higher in the Japanese–Americans than in the native Japanese in the NGT and IGT groups but not in the DM group.
Subsequently, we measured serum concentrations of total APN and C1q-APN to investigate not only the quantity (total APN level) but also the quality (C1q-APN/total-APN ratio) of APN in both Japanese cohorts. As a result, both total APN levels and C1q-APN/total-APN ratios were significantly associated with the Matsuda index in the native Japanese and also in the Japanese–Americans. This indicates that the quantitative and qualitative changes in APN could relate insulin resistance in Japanese people regardless of their living countries.
However, compared with the native Japanese, the Japanese–Americans had lower total APN levels and higher C1q-APN/total-APN ratios. Furthermore, the analyses according to glucose tolerance status showed significant differences between these cohorts except for those in the DM group. The impact of the differences in lifestyles on insulin resistance and APN abnormalities appeared to have been clearly exhibited in the NGT and IGT groups. The possible reasons for the lack of a significant difference in the DM group include the potential difficulty in detecting changes in APN levels owing to lifestyle alone because APN are strongly affected by DM in both native Japanese and Japanese–Americans and the possibility that the lifestyle of native Japanese with DM is becoming similar to that of Japanese–Americans.
Inflammation and APN abnormalities
Next, the association between chronic low-grade inflammation and insulin resistance has been reported [26]. In fact, serum CRP levels were higher in the Japanese–Americans than in the native Japanese in the present study (Table 1). In addition, total APN levels are reportedly lower in severe inflammatory states [27]. Thus, inflammation is highly likely to be involved at least in part with APN abnormalities and insulin resistance. Because adipose tissue excessively produces complement C1 in obesity, the complement system may be associated with the inflammation of adipose tissue and insulin resistance [28]. The association with insulin resistance is also suggested by a finding that the C1q-APN/total-APN ratio is a useful marker for metabolic syndrome [12]. Accordingly, the high C1q-APN/total-APN ratios in Japanese–Americans may indicate that APN binds to the inflammatory molecule C1q and inhibits inflammation to play a protective role in the chronic inflammatory state resulting from an American lifestyle.
Study limitations
In this study, we did not evaluate high-molecular weight (HMW)-APN which is the most biologically active form of APN. A previous report showed that the serum HMW-APN level and the C1q/HMW-APN ratio were independent markers of coronary artery stenosis [29]. Another limitation of this study was that its cross-sectional study design does not clearly show causal relationships. To investigate the direct impact of westernized lifestyles, future prospective longitudinal studies are necessary. In addition to westernized lifestyles, APN characteristics may be influenced by various factors such as genetic [30] and so on. Furthermore, this study included only native Japanese and Japanese–Americans but did not examine other ethnic groups.
Conclusions
In Asians including Japanese, even mild obesity poses a risk of DM [31]. As one of the causes of the increased incidence of DM in Japanese, in whom the prevalence of obesity is lower than in Europeans and Americans, the results of this study suggest that the westernization of their lifestyles might have caused both quantitative and qualitative changes in APN, which might have resulted in the induction of insulin resistance and increased risk for the development of DM.
Authors’ contributions
MK collected, analyzed and interpreted the data, and wrote the manuscript. MY planned study design, evaluated and interpreted the data, and revised the manuscript. NM collected the data of C1q-adiponectin and total adiponectin, and edited the manuscript. HO and KO revised the manuscript. TF, IS, and NH reviewed the manuscript. All authors read and approved the final manuscript.
Acknowledgements
We thank the members of the Hiroshima Kenjin-kai Association of Southern California for their participation in this study. We are indebted to Drs. Kazufumi Ishida and Yuji Usui from the Hiroshima General Hospital and Ms. Kayoko Ohashi from the Department of Metabolic Medicine, Graduate School of Medicine, Osaka University for the sample assays. We also thank Dr. Maiko Kubota from the Department of Molecular and Internal Medicine, Graduate School of Biomedical & Health Sciences, Hiroshima University for her writing assistance on this manuscript.
Competing interests
NM and TF are members of the “Department of Metabolism and Atherosclerosis”, a sponsored course endowed by Kowa Co. Ltd. The company has a scientific officer who oversees the program. All other authors declare no competing interests. Human serum C1q-binding adiponectin complex assay is under patent application in Japan.
Availability of data and materials
The datasets used/or analysed during the current study available from the corresponding author on reasonable request.
Ethics approval and consent to participate
The study protocols were approved by the Ethics Committee of Hiroshima University, and written informed consent was provided by all subjects.
Funding
This research was supported in part by Osaka University’s academia–industry collaboration policy position the collaboration between Osaka University and Otsuka Pharmaceutical Co., Ltd.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Abbreviations
- APN
adiponectin
- C1q-APN
C1q-adiponectin complex
- DM
diabetes mellitus
- CRP
C-reactive protein
- OGTT
oral glucose tolerance test
- BMI
body mass index
- IRI
immunoreactive insulin
- HDL
high-density lipoprotein
- LDL
low-density lipoprotein
- ELISA
enzyme-linked immunosorbent assay
- NGT
normal glucose tolerance
- IGT
impaired glucose tolerance
- AUC
area under the curve
- HMW-APN
high-molecular weight adiponectin
Additional file
Footnotes
Electronic supplementary material
The online version of this article (doi:10.1186/s12933-017-0565-z) contains supplementary material, which is available to authorized users.
Contributor Information
Mitsunobu Kubota, Email: takubonx@kba.biglobe.ne.jp.
Masayasu Yoneda, Phone: +81-82-257-5198, Email: masayone17@hiroshima-u.ac.jp.
Norikazu Maeda, Email: norikazu_maeda@endmet.med.osaka-u.ac.jp.
Haruya Ohno, Email: haruyan711@gmail.com.
Kenji Oki, Email: kenjioki@hiroshima-u.ac.jp.
Tohru Funahashi, Email: momo10271122@gmail.com.
Iichiro Shimomura, Email: ichi@endmet.med.osaka-u.ac.jp.
Noboru Hattori, Email: nhattori@hiroshima-u.ac.jp.
References
- 1.Chiara TD, Argano C, Scaglione A, Corrao S, Pinto A, Scaglione R. Circulating adiponectin: a cardiometabolic marker associated with global cardiovascular risk. Acta Cardiol. 2015;70:33–40. doi: 10.1080/AC.70.1.3064591. [DOI] [PubMed] [Google Scholar]
- 2.Weyer C, Funahashi T, Tanaka S, Hotta K, Matsuzawa Y, Pratley RE, Tataranni PA. Hypoadiponectinemia in obesity and type 2 diabetes: close association with insulin resistance and hyperinsulinemia. J Clin Endocrinol Metab. 2001;86:1930–1935. doi: 10.1210/jcem.86.5.7463. [DOI] [PubMed] [Google Scholar]
- 3.Medina-Urrutia A, Posadas-Romero C, Posadas-Sánchez R, Jorge-Galarza E, Villarreal-Molina T, González-Salazar Mdel C, Cardoso-Saldaña G, Vargas-Alarcón G, Torres-Tamayo M, Juárez-Rojas JG. Role of adiponectin and free fatty acids on the association between abdominal visceral fat and insulin resistance. Cardiovasc Diabetol. 2015;14:20. doi: 10.1186/s12933-015-0184-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Ryo M, Nakamura T, Kihara S, Kumada M, Shibazaki S, Takahashi M, Nagai M, Matsuzawa Y, Funahashi T. Adiponectin as a biomarker of the metabolic syndrome. Circ J. 2004;68:975–981. doi: 10.1253/circj.68.975. [DOI] [PubMed] [Google Scholar]
- 5.Kumada M, Kihara S, Sumitsuji S, Kawamoto T, Matsumoto S, Ouchi N, Arita Y, Okamoto Y, Shimomura I, Hiraoka H, Nakamura T, Funahashi T, Matsuzawa Y. Association of hypoadiponectinemia with coronary artery disease in men. Arterioscler Thromb Vasc Biol. 2003;23:85–89. doi: 10.1161/01.ATV.0000048856.22331.50. [DOI] [PubMed] [Google Scholar]
- 6.Kawagoe J, Ishikawa T, Iwakiri H, Date H, Imamura T, Kitamura K. Association between adiponectin production in coronary circulation and future cardiovascular events in patients with coronary artery disease. Int Heart J. 2014;55:239–243. doi: 10.1536/ihj.13-287. [DOI] [PubMed] [Google Scholar]
- 7.Maeda K, Okubo K, Shimomura I, Funahashi T, Matsuzawa Y, Matsubara K. cDNA cloning and expression of a novel adipose specific collagen-like factor, apM1 (AdiPose Most abundant Gene transcript 1) Biochem Biophys Res Commun. 1996;221:286–289. doi: 10.1006/bbrc.1996.0587. [DOI] [PubMed] [Google Scholar]
- 8.Scherer PE, Williams S, Fogliano M, Baldini G, Lodish HF. A novel serum protein similar to C1q, produced exclusively in adipocytes. J Biol Chem. 1995;270:26746–26749. doi: 10.1074/jbc.270.45.26746. [DOI] [PubMed] [Google Scholar]
- 9.Ebina K, Oshima K, Matsuda M, Fukuhara A, Maeda K, Kihara S, Hashimoto J, Ochi T, Banda NK, Yoshikawa H, Shimomura I. Adenovirus-mediated gene transfer of adiponectin reduces the severity of collagen-induced arthritis in mice. Biochem Biophys Res Commun. 2009;378:186–191. doi: 10.1016/j.bbrc.2008.11.005. [DOI] [PubMed] [Google Scholar]
- 10.Peake PW, Shen Y, Walther A, Charlesworth JA. Adiponectin binds C1q and activates the classical pathway of complement. Biochem Biophys Res Commun. 2008;367:560–565. doi: 10.1016/j.bbrc.2007.12.161. [DOI] [PubMed] [Google Scholar]
- 11.Masaie H, Oritani K, Yokota T, Takahashi I, Shirogane T, Ujiie H, Ichii M, Saitoh N, Maeda T, Tanigawa R, Oka K, Hoshida Y, Tomiyama Y, Kanakura Y. Adiponectin binds to chemokines via the globular head and modulates interactions between chemokines and heparan sulfates. Exp Hematol. 2007;35:947–956. doi: 10.1016/j.exphem.2007.03.010. [DOI] [PubMed] [Google Scholar]
- 12.Nakatsuji H, Kobayashi H, Kishida K, Nakagawa T, Takahashi S, Tanaka H, Akamatsu S, Funahashi T, Shimomura I. Binding of adiponectin and C1q in human serum, and clinical significance of the measurement of C1q-adiponectin/total adiponectin ratio. Metabolism. 2013;62:109–120. doi: 10.1016/j.metabol.2012.06.006. [DOI] [PubMed] [Google Scholar]
- 13.Hirata A, Kishida K, Kobayashi H, Nakatsuji H, Funahashi T, Shimomura I. Correlation between serum C1q-adiponectin/total adiponectin ratio and polyvascular lesions detected by vascular ultrasonography in Japanese type 2 diabetics. Metabolism. 2013;62:376–385. doi: 10.1016/j.metabol.2012.08.009. [DOI] [PubMed] [Google Scholar]
- 14.Hirata A, Kishida K, Nakatsuji H, Kobayashi H, Funahashi T, Shimomura I. High serum C1q-adiponectin/total adiponectin ratio correlates with coronary artery disease in Japanese type 2 diabetics. Metabolism. 2013;62:578–585. doi: 10.1016/j.metabol.2012.10.011. [DOI] [PubMed] [Google Scholar]
- 15.Kawate R, Yamakido M, Nishimoto Y, Bennett PH, Hamman RF, Knowler WC. Diabetes mellitus and its vascular complications in Japanese migrants on the Island of Hawaii. Diabetes Care. 1979;2:161–170. doi: 10.2337/diacare.2.2.161. [DOI] [PubMed] [Google Scholar]
- 16.Nakanishi S, Okubo M, Yoneda M, Jitsuiki K, Yamane K, Kohno N. A comparison between Japanese–Americans living in Hawaii and Los Angeles and native Japanese: the impact of lifestyle westernization on diabetes mellitus. Biomed Pharmacother. 2004;58:571–577. doi: 10.1016/j.biopha.2004.10.001. [DOI] [PubMed] [Google Scholar]
- 17.Hara H, Egusa G, Yamakido M, Kawate R. The high prevalence of diabetes mellitus and hyperinsulinemia among the Japanese–Americans living in Hawaii and Los Angeles. Diabetes Res Clin Pract. 1994;24:S37–S42. doi: 10.1016/0168-8227(94)90225-9. [DOI] [PubMed] [Google Scholar]
- 18.Yoneda M, Yamane K, Jitsuiki K, Nakanishi S, Kamei N, Watanabe H, Kohno N. Prevalence of metabolic syndrome compared between native Japanese and Japanese–Americans. Diabetes Res Clin Pract. 2008;79:518–522. doi: 10.1016/j.diabres.2007.10.012. [DOI] [PubMed] [Google Scholar]
- 19.Nakashima R, Kamei N, Yamane K, Nakanishi S, Nakashima A, Kohno N. Decreased total and high molecular weight adiponectin are independent risk factors for the development of type 2 diabetes in Japanese–Americans. J Clin Endocrinol Metab. 2006;91:3873–3877. doi: 10.1210/jc.2006-1158. [DOI] [PubMed] [Google Scholar]
- 20.Matsuo S, Imai E, Horio M, Yasuda Y, Tomita K, Nitta K, Yamagata K, Tomino Y, Yokoyama H, Hishida A. Collaborators developing the Japanese equation for estimated GFR. Revised equations for estimated GFR from serum creatinine in Japan. Am J Kidney Dis. 2009;53:982–992. doi: 10.1053/j.ajkd.2008.12.034. [DOI] [PubMed] [Google Scholar]
- 21.Friedewald WT, Levy RI, Fredrickson DS. Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge. Clin Chem. 1972;18:499–502. [PubMed] [Google Scholar]
- 22.Genuth S, Alberti KG, Bennett P, Buse J, Defronzo R, Kahn R, Kitzmiller J, Knowler WC, Lebovitz H, Lernmark A, Nathan D, Palmer J, Rizza R, Saudek C, Shaw J, Steffes M, Stern M, Tuomilehto J, Zimmet P. Expert Committee on the Diagnosis and Classification of Diabetes Mellitus. Follow-up report on the diagnosis of diabetes mellitus. Diabetes Care. 2003;26:3160–3167. doi: 10.2337/diacare.26.12.3331. [DOI] [PubMed] [Google Scholar]
- 23.Matsuda M, DeFronzo RA. Insulin sensitivity indices obtained from oral glucose tolerance testing: comparison with the euglycemic insulin clamp. Diabetes Care. 1999;22:1462–1470. doi: 10.2337/diacare.22.9.1462. [DOI] [PubMed] [Google Scholar]
- 24.DeFronzo RA, Matsuda M. Reduced time points to calculate the composite index. Diabetes Care. 2010;33:e93. doi: 10.2337/dc10-0646. [DOI] [PubMed] [Google Scholar]
- 25.Møller JB, Dalla Man C, Overgaard RV, Ingwersen SH, Tornøe CW, Pedersen M, Tanaka H, Ohsugi M, Ueki K, Lynge J, Vasconcelos NM, Pedersen BK, Kadowaki T, Cobelli C. Ethnic differences in insulin sensitivity, β-cell function, and hepatic extraction between Japanese and Caucasians: a minimal model analysis. J Clin Endocrinol Metab. 2014;99:4273–4280. doi: 10.1210/jc.2014-1724. [DOI] [PubMed] [Google Scholar]
- 26.Wellen KE, Hotamisligil GS. Inflammation, stress, and diabetes. J Clin Invest. 2005;115:1111–1119. doi: 10.1172/JCI25102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Ouchi N, Kihara S, Funahashi T, Nakamura T, Nishida M, Kumada M, Okamoto Y, Ohashi K, Nagaretani H, Kishida K, Nishizawa H, Maeda N, Kobayashi H, Hiraoka H, Matsuzawa Y. Reciprocal association of C-reactive protein with adiponectin in blood stream and adipose tissue. Circulation. 2003;107:671–674. doi: 10.1161/01.CIR.0000055188.83694.B3. [DOI] [PubMed] [Google Scholar]
- 28.Zhang J, Wright W, Bernlohr DA, Cushman SW, Chen X. Alterations of the classic pathway of complement in adipose tissue of obesity and insulin resistance. Am J Physiol Endocrinol Metab. 2007;292:E1433–E1440. doi: 10.1152/ajpendo.00664.2006. [DOI] [PubMed] [Google Scholar]
- 29.Hong ES, Lim C, Choi HY, Ku EJ, Kim KM, Moon JH, Lim S, Park KS, Jang HC, Choi SH. The amount of C1q-adiponectin complex is higher in the serum and the complex localizes to perivascular areas of fat tissues and the intimal-medial layer of blood vessels of coronary artery disease patients. Cardiovasc Diabetol. 2015;14:50. doi: 10.1186/s12933-015-0209-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Ortega Moreno L, Copetti M, Fontana A, De Bonis C, Salvemini L, Trischitta V, Menzaghi C. Evidence of a causal relationship between high serum adiponectin levels and increased cardiovascular mortality rate in patients with type 2 diabetes. Cardiovasc Diabetol. 2016;15:17. doi: 10.1186/s12933-016-0339-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Chan JC, Malik V, Jia W, Kadowaki T, Yajnik CS, Yoon K-H, Hu FB. Diabetes in Asia: epidemiology, risk factors, and pathophysiology. JAMA. 2009;301:2129–2140. doi: 10.1001/jama.2009.726. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used/or analysed during the current study available from the corresponding author on reasonable request.