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Fu X, Jia Y, Liu J, Lei Q, Li L, Li N, Hu Y, Wang S, Liu H, Yan S. The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study. J Diabetes Res 2021; 2021:3552080. [PMID: 34423045 PMCID: PMC8377476 DOI: 10.1155/2021/3552080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 06/25/2021] [Accepted: 07/29/2021] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND The incidence of diabetes mellitus (DM) was increasing in recent years, and it is important to screen those nondiabetic populations through health examination to detect the potential risk factors for DM. We aimed to find the predictive effect of health examination on DM. METHODS We used the public database from Rich Healthcare Group of China to evaluate the potential predictive effect of health examination in the onset of DM. The colinear regression was used for estimating the relationship between the dynamics of the health examination index and the incident year of DM. The time-dependent ROC was used to calculate the best cutoff in predicting DM in the follow-up year. The Kaplan-Meier method and Cox regression were used to evaluate the HR of related health examination. RESULTS A total of 211,833 participant medical records were included in our study, with 4,172 participants diagnosing as DM in the following years (among 2-7 years). All the initial health examination was significantly different in participants' final diagnosing as DM to those without DM. We found a negative correlation between the incidence of years of DM and the average initial FPG (r = -0.1862, P < 0.001). Moreover, the initial FPG had a strong predictive effect in predicting the future incidence of DM (AUC = 0.961), and the cutoff was 5.21 mmol/L. Participants with a higher initial FPG (>5.21 mmol/L) had a 2.73-fold chance to develop as DM in follow-up (95%CI = 2.65-2.81, P < 0.001). CONCLUSION Initial FPG had a good predictive effect for detecting DM. The FPG should be controlled less than 5.21 mmol/L.
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Affiliation(s)
- Xiaomin Fu
- Department of Endocrinology, The First Medical Center, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China
| | - Yingmin Jia
- Department of Nephrology, Shunyi Hospital, Beijing Traditional Chinese Medicine Hospital, No. 5 Zhanqian East Street, Shunyi District, Beijing 101300, China
| | - Jing Liu
- Clinics of Cadre, Department of Outpatient, The First Medical Center, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China
| | - Qinghua Lei
- Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China
| | - Lele Li
- Department of Endocrinology, Genetics, Metabolism and Adolescent Medicine, Beijing Children's Hospital, The Capital Medical University, National Center for Children's Health, No. 56 Nan Li Shi Road, West District, Beijing 100045, China
| | - Nan Li
- Department of Endocrinology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China
| | - Yanyan Hu
- Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China
| | - Shanshan Wang
- Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China
| | - Hongzhou Liu
- Department of Endocrinology, First Hospital of Handan City, No. 25 Congtai Road, Congtai District, Handan, Hebei Province 056002, China
| | - Shuangtong Yan
- Department of Endocrinology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China
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Huang LL, Guo DH, Xu HY, Tang ST, Wang XX, Jin YP, Wang P. Association of liver enzymes levels with fasting plasma glucose levels in Southern China: a cross-sectional study. BMJ Open 2019; 9:e025524. [PMID: 31630095 PMCID: PMC6803148 DOI: 10.1136/bmjopen-2018-025524] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Revised: 08/28/2019] [Accepted: 09/17/2019] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVE According to several studies, liver enzymes levels are associated with fasting plasma glucose (FPG) levels. However, the association stratified by body mass index (BMI) remains to be elucidated, especially in Southern China. Therefore, the aim of this study was to investigate the correlation between liver enzymes levels and FPG levels stratified by BMI in Southern China. DESIGN Cross-sectional study. PARTICIPANTS AND SETTING 3056 individuals participated in real-time interviews and blood tests in Southern China. Participants were divided into three groups (underweight, normal weight and overweight or obesity) based on BMI cut-offs. MAIN OUTCOME MEASURED Partial correlation analysis was performed to investigate the relationship between FPG levels and liver tests. Multivariate logistic regression analyses were applied to calculate the adjusted ORs for FPG levels based on liver enzymes levels. RESULTS There was no association between liver enzymes and FPG either in the underweight group or in the normal weight group; however, a significant correlation was observed in the overweight or obesity group (alanine transaminase (ALT), p<0.01; aspartate aminotransferase (AST), p<0.05). After adjusting for confounding factors, the highest tertiles of ALT still remained significantly positively related to FPG levels in the overweight or obesity group, with an OR of 2.205 (95% CI 1.442 to 3.371) for the 5.56≤FPG<7.00 mmol/L vs the FPG<5.56 mmol/L group and with an OR of 2.297 (95% CI 1.017 to 5.187) for the FPG≥7.00 mmol/L vs the FPG<5.56 mmol/L group, but this correlation was not found for AST. CONCLUSIONS The association of liver enzymes levels with FPG levels differed based on different BMI cut-offs. ALT levels were significantly positively associated with FPG levels in the overweight or obesity group, but not in the other two groups; AST levels were not associated with FPG levels in any group.
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Affiliation(s)
- Ling-Ling Huang
- School of Nursing and Health, Chronic Disease Risks Assessment, Henan University, Kaifeng, China
- School of Nursing and Health, Lida University, Shanghai, China
| | - Dong-Hui Guo
- Community Health Management Center, People's Hospital of Longhua New District, Shenzhen, China
| | - Hui-Yan Xu
- Community Health Services Center of Liwan, Guangzhou, China
| | - Song-Tao Tang
- Community Health Services Center of Liaobu, Dongguan, China
| | - Xiao Xiao Wang
- School of Nursing and Health, Chronic Disease Risks Assessment, Henan University, Kaifeng, China
| | - Yong-Ping Jin
- School of Nursing and Health, Institute of Laboratory, Henan University, Kaifeng, China
| | - Peixi Wang
- School of Nursing and Health, Chronic Disease Risks Assessment, Henan University, Kaifeng, China
- General Practice Center, Nanhai Hospital, Southern Medical University, Foshan, China
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Ghadge AA, Diwan AG, Harsulkar AM, Kuvalekar AA. Gender dependent effects of fasting blood glucose levels and disease duration on biochemical markers in type 2 diabetics: A pilot study. Diabetes Metab Syndr 2017; 11 Suppl 1:S481-S489. [PMID: 28431918 DOI: 10.1016/j.dsx.2017.03.041] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2017] [Indexed: 12/14/2022]
Abstract
AIM The impact of fasting blood glucose levels (FBG) and disease duration on type 2 diabetes in Indian population is still unclear. The present study examines gender-dependent effects of FBG and disease duration on lipid profile, adipocytokines and related biochemical parameters in diabetic individuals. METHODS Type 2 diabetic individuals (n=100) were classified depending on FBG: patients with normal FBG (Glucose<126mg/dl) and patients with high FBG (Glucose≥126mg/dl); and disease duration: ≥0-≤3yr, >3-≤7yr, >7yr. RESULTS Males with high FBG had significantly higher serum glucose, triglycerides, very low density lipoprotein (VLDL), serum glutamic oxaloacetic transaminase (SGOT), serum glutamic pyruvic transaminase (SGPT) and waist hip ratio (WHR) than males with normal FBG. Females with high FBG had significant increase in serum glucose, adiponectin and creatinine while decrease in leptin levels than females with normal FBG. Males with high FBG had higher WHR, superoxide dismutase, SGOT, SGPT and lower adiponectin, leptin than females with high FBG. Significant positive association was observed between glucose and cholesterol, triglyceride, VLDL and urea in males with high FBG. With chronic diabetes for >7yr, males had increased systolic blood pressure, glucose, LDL, urea and low catalase activity as compared to other disease duration groups. However, females had higher adiponectin, creatinine and lower body mass index and cholesterol. CONCLUSIONS High FBG in males adversely affects lipid profile, adipocytokines and liver function. Some of these effects exacerbate as disease progresses. Higher adiponectin may have desirable effects on metabolic markers in females.
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Affiliation(s)
- Abhijit A Ghadge
- Diabetes Laboratory, Interactive Research School for Health Affairs (IRSHA), Bharati Vidyapeeth Deemed University, Pune-Satara Road, Pune, Maharashtra, 411043, India
| | - Arundhati G Diwan
- Bharati Vidyapeeth Medical College and Hospital, Bharati Vidyapeeth Deemed University, Pune-Satara Road, Pune, Maharashtra, 411043, India
| | - Abhay M Harsulkar
- Diabetes Laboratory, Interactive Research School for Health Affairs (IRSHA), Bharati Vidyapeeth Deemed University, Pune-Satara Road, Pune, Maharashtra, 411043, India
| | - Aniket A Kuvalekar
- Diabetes Laboratory, Interactive Research School for Health Affairs (IRSHA), Bharati Vidyapeeth Deemed University, Pune-Satara Road, Pune, Maharashtra, 411043, India.
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Furukawa Y, Tamura Y, Takeno K, Funayama T, Kaga H, Suzuki R, Watanabe T, Kakehi S, Kanazawa A, Kawamori R, Watada H. Impaired peripheral insulin sensitivity in non-obese Japanese patients with type 2 diabetes mellitus and fatty liver. J Diabetes Investig 2017; 9:529-535. [PMID: 28836350 PMCID: PMC5934256 DOI: 10.1111/jdi.12731] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Revised: 08/02/2017] [Accepted: 08/20/2017] [Indexed: 01/09/2023] Open
Abstract
AIMS/INTRODUCTION Type two diabetes mellitus and fatty liver (FL) are not uncommon in Asians with normal body mass index. Previous studies reported a link between FL and insulin resistance. Thus, FL could coexist with insulin resistance in Asian type two diabetes mellitus patients with a normal body mass index. However, the clinical and metabolic features of such patients have not been characterized yet. MATERIALS AND METHODS We recruited 29 non-obese (body mass index <25 kg/m2 ) Japanese patients with early type two diabetes mellitus. Based on intrahepatic lipid level measured by H-magnetic resonance spectroscopy, the participants were divided into the FL (intrahepatic lipid ≥5%, n = 7) and non-FL groups (intrahepatic lipid <5%, n = 22). RESULTS Peripheral insulin sensitivity measured by hyperinsulinemic euglycemic clamp was ~25% lower in the FL group than in the non-FL group, whereas hepatic insulin sensitivity was comparable between the two groups. The subcutaneous fat area was larger, free fatty acid level was higher, C-reactive protein was higher and high molecular weight adiponectin was lower in the FL group than the non-FL group. CONCLUSIONS The present study showed that the metabolic features of non-obese Japanese type two diabetes patients with FL include impaired peripheral (mainly muscle) insulin sensitivity, fat accumulation and related metabolic disorders, such as elevated free fatty acid, low high molecular weight adiponectin and low-grade inflammation.
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Affiliation(s)
| | - Yoshifumi Tamura
- Department of Metabolism & EndocrinologyTokyoJapan
- Sportology CenterTokyoJapan
| | | | | | | | | | | | - Saori Kakehi
- Department of Metabolism & EndocrinologyTokyoJapan
- Sportology CenterTokyoJapan
| | | | - Ryuzo Kawamori
- Department of Metabolism & EndocrinologyTokyoJapan
- Sportology CenterTokyoJapan
| | - Hirotaka Watada
- Department of Metabolism & EndocrinologyTokyoJapan
- Sportology CenterTokyoJapan
- Center for Therapeutic Innovations in DiabetesTokyoJapan
- Center for Molecular DiabetologyJuntendo UniversityGraduate School of MedicineTokyoJapan
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Oka R, Aizawa T, Miyamoto S, Yoneda T, Yamagishi M. One-hour plasma glucose as a predictor of the development of Type 2 diabetes in Japanese adults. Diabet Med 2016; 33:1399-405. [PMID: 26482027 DOI: 10.1111/dme.12994] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/15/2015] [Indexed: 01/06/2023]
Abstract
AIMS To test the hypothesis that 1-h plasma glucose in an oral glucose tolerance test is a better predictor of the development of diabetes than 2-h plasma glucose, independently of indices of insulin secretion or action in Japanese adults. METHODS A historical cohort study was conducted in 1445 Japanese workers who did not have diabetes. The association between 1-h plasma glucose and the development of Type 2 diabetes was analysed. RESULTS Overall, 95 of the study participants developed Type 2 diabetes during a mean follow-up of 4.5 years. The area under the receiver-operating characteristic curve for 1-h plasma glucose for future diabetes [0.88 (95% CI 0.84-0.91)] was greater than that for 2-h plasma glucose [0.79 (95% CI 0.74-0.84)], and for insulinogenic [0.73 (95% CI 0.68-0.78)] and disposition indices [0.79 (95% CI 0.74-0.84); P < 0.05]. Compared with the first quartile, the hazard ratio for future diabetes in the fourth quartile of 1-h plasma glucose was 42.5 [95% CI 5.7-315.2 (P < 0.05)] and the hazard ratio in the fourth quartile of 2-h plasma glucose was 4.4 [95% CI 1.8-10.8 (P < 0.05)], after adjustments for covariates including fasting plasma glucose. The significance of the elevated hazard ratio in the fourth quartile of 1-h plasma glucose was maintained after adjustments for 2-h plasma glucose, insulinogenic index or disposition index, whereas the elevation of the hazard ratio in the fourth quartile of 2-h plasma glucose was diminished and was no longer significant after adjustments for 1-h plasma glucose. CONCLUSIONS One-hour plasma glucose had a greater association with the future development of Type 2 diabetes than did 2-h plasma glucose, independently of oral glucose tolerance test-derived indices of insulin action in a Japanese population.
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Affiliation(s)
- R Oka
- Department of Internal Medicine, Hokuriku Central Hospital, Toyama, Japan.
| | - T Aizawa
- Diabetes Centre, Aizawa Hospital, Matsumoto, Japan
| | - S Miyamoto
- Department of Internal Medicine, Hokuriku Central Hospital, Toyama, Japan
| | - T Yoneda
- Department of Internal Medicine, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan
| | - M Yamagishi
- Department of Internal Medicine, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan
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Ballestri S, Zona S, Targher G, Romagnoli D, Baldelli E, Nascimbeni F, Roverato A, Guaraldi G, Lonardo A. Nonalcoholic fatty liver disease is associated with an almost twofold increased risk of incident type 2 diabetes and metabolic syndrome. Evidence from a systematic review and meta-analysis. J Gastroenterol Hepatol 2016; 31:936-944. [PMID: 26667191 DOI: 10.1111/jgh.13264] [Citation(s) in RCA: 533] [Impact Index Per Article: 59.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Revised: 12/05/2015] [Accepted: 12/07/2015] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND AIM The magnitude of the risk of incident type 2 diabetes (T2D) and metabolic syndrome (MetS) among patients with nonalcoholic fatty liver disease (NAFLD) is poorly known. We gauged the risk of developing T2D and MetS in patients with NAFLD diagnosed by either serum liver enzymes (aminotransferases or gamma-glutamyltransferase [GGT]) or ultrasonography. METHODS Pertinent prospective studies were identified through extensive electronic database research, and studies fulfilling enrolment criteria were included in the meta-analysis. RESULTS Overall, in a pooled population of 117020 patients (from 20 studies), who were followed-up for a median period of 5 years (range: 3-14.7 years), NAFLD was associated with an increased risk of incident T2D with a pooled relative risk of 1.97 (95% confidence interval [CI], 1.80-2.15) for alanine aminotransferase, 1.58 (95% CI, 1.43-1.74) for aspartate aminotransferase, 1.86 (95% CI, 1.71-2.03) for GGT (last vs first quartile or quintile), and 1.86 (95% CI, 1.76-1.95) for ultrasonography, respectively. Overall, in a pooled population of 81411 patients (from eight studies) who were followed-up for a median period of 4.5 years (range: 3-11 years), NAFLD was associated with an increased risk of incident MetS with a pooled relative risk of 1.80 (95% CI, 1.72-1.89) for alanine aminotransferase (last vs first quartile or quintile), 1.98 (95% CI, 1.89-2.07) for GGT, and 3.22 (95% CI, 3.05-3.41) for ultrasonography, respectively. CONCLUSIONS Nonalcoholic fatty liver disease, as diagnosed by either liver enzymes or ultrasonography, significantly increases the risk of incident T2D and MetS over a median 5-year follow-up.
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Affiliation(s)
| | - Stefano Zona
- University of Modena and Reggio Emilia, Metabolic Clinic, Infectious and Tropical Disease Unit, Policlinico Hospital, Modena, Italy
| | - Giovanni Targher
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Verona and Azienda Ospedaliera Universitaria Integrata di Verona, Verona, Italy
| | - Dante Romagnoli
- Azienda USL, Outpatient Liver Clinic and Internal Medicine, NOCSAE, Modena, Italy
| | - Enrica Baldelli
- Azienda USL, Outpatient Liver Clinic and Internal Medicine, NOCSAE, Modena, Italy
| | - Fabio Nascimbeni
- Azienda USL, Outpatient Liver Clinic and Internal Medicine, NOCSAE, Modena, Italy
| | | | - Giovanni Guaraldi
- University of Modena and Reggio Emilia, Metabolic Clinic, Infectious and Tropical Disease Unit, Policlinico Hospital, Modena, Italy
| | - Amedeo Lonardo
- Azienda USL, Outpatient Liver Clinic and Internal Medicine, NOCSAE, Modena, Italy
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Barnard KD, Oliver N. Technological advancement in the treatment of diabetes-ignoring psychosocial impact at our peril. Diabetes Technol Ther 2015; 17:149-51. [PMID: 25719201 DOI: 10.1089/dia.2014.0294] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Katharine D Barnard
- 1 Human Development and Health Academic Unit, Faculty of Medicine, University of Southampton , Southampton, United Kingdom
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Aizawa T, Yamauchi K, Yamada M. Longitudinal changes in insulin sensitivity, insulin secretion, beta cell function and glucose effectiveness during development of non-diabetic hyperglycemia in a Japanese population. SPRINGERPLUS 2014; 3:252. [PMID: 24892003 PMCID: PMC4039663 DOI: 10.1186/2193-1801-3-252] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Accepted: 05/15/2014] [Indexed: 12/14/2022]
Abstract
Since there had been no previous studies of alterations in insulin sensitivity, glucose-stimulated insulin secretion, beta cell function and glucose effectiveness during the development of non-diabetic hyperglycemia in Asian populations, we conducted a longitudinal study of such changes in 244 Japanese adults with normal glucose tolerance (median BMI 23.3 kg/m2 and age 51 yrs). The median follow-up period was 3.3 yrs. One hundred and eighty-two subjects maintained normal glucose tolerance (nonprogressors). After excluding the 3 subjects who progressed to diabetes, we analyzed the 59 who developed non-diabetic hyperglycemia (progressors), of which 31 progressed to impaired fasting glucose and 28 to impaired glucose tolerance. Whole body insulin sensitivity was estimated by ISIMatsuda, glucose-stimulated insulin secretion by [δIRI0-30/δPG0-30] and Stumvoll indices, hepatic insulin sensitivity by quantitative insulin sensitivity check index (QUICKI) and 1/fasting IRI, beta cell function by oral disposition index (DIO) ([δIRI0-30/δPG0-30]∙[ISIMatsuda]), and glucose effectiveness by an OGTT-derived index (SgIO). ISIMatsuda (p <0.05), [δIRI0-30/δPG0-30], DIO and SgIO (both p <0.01), but not QUICKI, 1/fasting IRI, or Stumvoll-1st and -2nd phases, were lower in the progressors at baseline. This group was also characterized by the following: 1) ISIMatsuda, DIO and SgIO were reduced by 34%, 32% and 11%, respectively (all p <0.01); 2) QUICKI and 1/fasting IRI diminished by 21% and 5%, respectively (both p <0.01); and 3) no significant changes were found in [δIRI0-30/δPG0-30], Stumvoll-1st and -2nd phases or BMI during the follow-up. In the nonprogressors, no indices changed significantly during the follow-up. Our study concluded that during the transition from normal glucose tolerance to non-diabetic hyperglycemia in this non-obese population, whole body insulin sensitivity, hepatic insulin sensitivity, beta cell function, and glucose effectiveness were all attenuated, but no significant changes in glucose-stimulated insulin secretion occurred. Also of note is the fact that the transition took place without any accompanying increase in BMI.
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Affiliation(s)
- Toru Aizawa
- Diabetes Center, Aizawa Hospital, 2-5-1 Honjo, Matsumoto, Japan
| | - Keishi Yamauchi
- Diabetes Center, Aizawa Hospital, 2-5-1 Honjo, Matsumoto, Japan
| | - Masayuki Yamada
- Clinical Research Department, Kissei Pharmaceutical, Tokyo, Japan
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Oka R, Yagi K, Nakanishi C, Konno T, Kawashiri MA, Hayashi K, Nohara A, Inazu A, Yamagishi M. Relationships between Alanine Aminotransferase(ALT), Visceral Adipose Tissue(AT) and Metabolic Risk Factors in a Middle-Aged Japanese Population. J Atheroscler Thromb 2014. [DOI: 10.5551/jat.21790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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