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Zhou E, Hong F. Obesity indices and diabetes risk among hypertensive patients: insights from the China Multi-Ethnicity Cohort study. Front Endocrinol (Lausanne) 2025; 16:1518060. [PMID: 40130162 PMCID: PMC11930820 DOI: 10.3389/fendo.2025.1518060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2024] [Accepted: 02/14/2025] [Indexed: 03/26/2025] Open
Abstract
Background The atherogenic index of plasma (AIP) is recognized as a surrogate marker for dyslipidemia. It has been well-established that the AIP is significantly associated with diabetes, and obesity is a known risk factor for both dyslipidemia and diabetes. However, the relationship between obesity and diabetes, as well as the potential role of the AIP in hypertensive minority populations, remains unclear. This study aimed to assess the association between obesity index and diabetes in hypertensive people. Methods and results This cross-sectional study included 9,446 participants from the China Multi-Ethnicity Cohort (CMEC) study. Our study suggested that obesity indices were significantly higher in diabetic patients compared to those without. Moreover, logistic regression analysis suggested that higher quartiles of obesity indices were associated with an increased risk of diabetes whether in crude or adjusted models (p < 0.05). Mediation analysis revealed that the association between obesity and the risk of diabetes, mediated by body mass index (BMI), waist-to-hip ratio (WHR), waist-to-height ratio (WHtR), and body adiposity index (BAI), through the AIP was 17.2%, 15.3%, 15.8%, and 19.2%, respectively. Additionally, restricted cubic spline analysis revealed a non-linear relationship between obesity indices and diabetes. Conclusion In summary, obesity is significantly associated with diabetes in hypertensive minority Chinese, with the AIP partially mediating this relationship.
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Affiliation(s)
| | - Feng Hong
- School of Public Health, the Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, China
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2
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Tatsumi Y, Satoh M, Asayama K, Murakami T, Hirose T, Hara A, Tsubota-Utsugi M, Inoue R, Kikuya M, Nomura K, Metoki H, Hozawa A, Katagiri H, Imai Y, Ohkubo T. Association of home and office systolic and diastolic hypertension with glucose metabolism in a general population: the Ohasama study. J Hypertens 2022; 40:1336-1343. [PMID: 35762474 DOI: 10.1097/hjh.0000000000003145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE This study was performed to investigate the association of hypertension subtypes with glucose metabolism among the Japanese general population. METHODS The study involved 646 residents (mean age: 62.4 years) without treatment for hypertension or a history of diabetes from Ohasama, a rural Japanese community, who underwent an oral glucose tolerance test. Hypertension subtypes [normotension, isolated systolic hypertension (ISH), isolated diastolic hypertension (IDH), and systolic and diastolic hypertension (SDH)] were defined on the basis of home and office SBP and DBP (HBP and OBP, respectively). The estimated means of blood glucose related indices among the groups were compared by analysis of covariance adjusted for possible confounding factors. RESULTS Blood glucose related indices were not different among the morning HBP-defined hypertension subtypes. Participants with evening HBP-defined ISH had a significantly higher estimated mean BG at 120 min, higher homeostasis model assessment-insulin resistance (HOMA-IR) and lower Matsuda-DeFronzo index than participants with NT (all P < 0.021). Participants with OBP-defined SDH had a significantly higher estimated mean fasting blood glucose; blood glucose at 30, 60 and 120 min; and HOMA-IR and a lower Matsuda-DeFronzo index than participants with NT (all P < 0.0025). CONCLUSION The blood glucose related indices were different among hypertension subtypes. Participants with evening HBP-defined ISH and OBP-defined SDH had higher blood glucose levels and insulin resistance than participants with correspondingly defined normotension, while those with morning HBP did not. These findings suggest the importance of measuring evening HBP and office blood pressure for early detection of coexisting hypertension and diabetes.
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Affiliation(s)
- Yukako Tatsumi
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi.,Department of Preventive Cardiology, National Cerebral and Cardiovascular Center, Suita.,Department of Clinical Nursing, Shiga University of Medical Science, Otsu
| | - Michihiro Satoh
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University.,Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University
| | - Kei Asayama
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan
| | - Takahisa Murakami
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University.,Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University.,Division of Aging and Geriatric Dentistry, Department of Rehabilitation Dentistry, Tohoku University Graduate School of Dentistry
| | - Takuo Hirose
- Department of Endocrinology and Applied Medical Science, Tohoku University Graduate School of Medicine.,Division of Integrative Renal Replacement Therapy, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai
| | - Azusa Hara
- Division of Drug Development and Regulatory Science, Faculty of Pharmacy, Keio University, Tokyo
| | - Megumi Tsubota-Utsugi
- Department of Hygiene and Preventive Medicine, Iwate Medical University School of Medicine, Iwate
| | - Ryusuke Inoue
- Department of Medical Information Technology Center, Tohoku University Hospital, Sendai
| | - Masahiro Kikuya
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi.,Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University
| | - Kyoko Nomura
- Department of Public Health, Akita University Graduate School of Medicine, Akita
| | - Hirohito Metoki
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan.,Department of Community Medical Supports, Tohoku Medical Megabank Organization, Tohoku University
| | - Atsushi Hozawa
- Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University
| | - Hideki Katagiri
- Department of Metabolism and Diabetes, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Yutaka Imai
- Tohoku Institute for Management of Blood Pressure, Sendai, Japan
| | - Takayoshi Ohkubo
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan
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Qiu S, Cai X, Xie B, Yuan Y, Sun Z, Wu T. Normalized Creatinine-to-Cystatin C Ratio and Risk of Diabetes in Middle-Aged and Older Adults: The China Health and Retirement Longitudinal Study. Diabetes Metab J 2022; 46:476-485. [PMID: 35249274 PMCID: PMC9171165 DOI: 10.4093/dmj.2021.0074] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 06/13/2021] [Indexed: 11/08/2022] Open
Abstract
BACKGROUND Creatinine-to-cystatin C ratio is recently suggested to be a surrogate marker for sarcopenia. However, little is known about its association with diabetes. This study aimed to fill in this gap based on a large-scale prospective cohort. METHODS A population-based representative sample of 5,055 participants aged ≥45 years from the China Health and Retirement Longitudinal Study was enrolled between 2011 and 2012 and followed at least once during the subsequent surveys at 2013, 2015, or 2018. Creatinine-to-cystatin C ratio was calculated and normalized by body weight. Incident diabetes was ascertained by plasma glucose, glycosylated hemoglobin, self-reported history, or use of anti-diabetic drugs. Logistic regression analysis and mediation analysis were employed. RESULTS During follow-up, 634 participants developed diabetes. The risk of diabetes was gradually and significantly decreased with increased normalized creatinine-cystatin C ratio. The multivariable-adjusted odds ratio for diabetes was 0.91 (95% confidence interval, 0.83 to 0.99) per 1 standard deviation higher of normalized creatinine-to-cystatin C ratio, and this relationship remained significant after controlling for muscle strength. The risk reduction in diabetes was significantly larger in participants with normal-weight and high normalized creatinine-to-cystatin C ratio compared with those with overweight/obesity and high normalized creatinine-to-cystatin C ratio (Pinteraction=0.01). Insulin resistance and inflammation appeared to be key mediators accounting for the observed relationship between normalized creatinine-to-cystatin C ratio and risk of diabetes, with their mediating effect being 93.1% and 22.0%, respectively. CONCLUSION High normalized creatinine-to-cystatin C ratio is associated with reduced risk of diabetes in middle-aged and older adults.
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Affiliation(s)
- Shanhu Qiu
- Institute of Diabetes, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
- Department of Endocrinology, Shenzhen People’s Hospital, The Second Clinical Medical College of Jinan University and The First Affiliated Hospital of Southern University of Science and Technology, Shenzhen, China
| | - Xue Cai
- Institute of Diabetes, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
| | - Bo Xie
- Institute of Diabetes, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
| | - Yang Yuan
- Institute of Diabetes, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
- Department of Endocrinology, Zhongda Hospital, Southeast University, Nanjing, China
| | - Zilin Sun
- Institute of Diabetes, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, China
- Department of Endocrinology, Zhongda Hospital, Southeast University, Nanjing, China
| | - Tongzhi Wu
- Adelaide Medical School and Centre of Research Excellence (CRE) in Translating Nutritional Science to Good Health, The University of Adelaide, Adelaide, Australia
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Zhang Y, Nie J, Zhang Y, Li J, Liang M, Wang G, Tian J, Liu C, Wang B, Cui Y, Wang X, Huo Y, Xu X, Hou FF, Qin X. Degree of Blood Pressure Control and Incident Diabetes Mellitus in Chinese Adults With Hypertension. J Am Heart Assoc 2020; 9:e017015. [PMID: 32755254 PMCID: PMC7660809 DOI: 10.1161/jaha.120.017015] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Background The association between blood pressure (BP) control and incident diabetes mellitus remains unknown. We aim to investigate the association between degree of time‐averaged on‐treatment systolic blood pressure (SBP) control and incident diabetes mellitus in hypertensive adults. Methods and Results A total of 14 978 adults with hypertension without diabetes mellitus at baseline were included from the CSPPT (China Stroke Primary Prevention Trial). Participants were randomized double‐masked to daily enalapril 10 mg and folic acid 0.8 mg or enalapril 10 mg alone. BP measurements were taken every 3 months after randomization. The primary outcome was incident diabetes mellitus, defined as physician‐diagnosed diabetes mellitus, or use of glucose‐lowering drugs during follow‐up, or fasting glucose ≥126 mg/dL at the exit visit. Over a median of 4.5 years, a significantly higher risk of incident diabetes mellitus was found in participants with time‐averaged on‐treatment SBP 130 to <140 mm Hg (10.3% versus 7.4%; odds ratio [OR], 1.37; 95% CI, 1.15‒1.64), compared with those with SBP 120 to <130 mm Hg. Moreover, the risk of incident diabetes mellitus increased by 24% (OR, 1.24; 95% CI, 1.00‒1.53) and the incidence of regression to normal fasting glucose (<100 mg/dL) decreased by 29% (OR, 0.71; 95% CI, 0.57‒0.89) in participants with intermediate BP control (SBP/diastolic blood pressure, 130 to <140 and/or 80 to <90 mm Hg), compared with those with a tight BP control of <130/<80 mm Hg. Similar results were found when the time‐averaged BP were calculated using the BP measurements during the first 6‐ or 24‐month treatment period, or in the analysis using propensity scores. Conclusions In this non‐diabetic, hypertensive population, SBP control in the range of 120 to <130 mm Hg, compared with the 130 to <140 mm Hg, was associated with a lower risk of incident diabetes mellitus.
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Affiliation(s)
- Yuanyuan Zhang
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Jing Nie
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Yan Zhang
- Department of Cardiology Peking University First Hospital Beijing China
| | - Jianping Li
- Department of Cardiology Peking University First Hospital Beijing China
| | - Min Liang
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Guobao Wang
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Jianwei Tian
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | | | - Binyan Wang
- Institute of Biomedicine Anhui Medical University Hefei China
| | - Yimin Cui
- Department of Pharmacy Peking University First Hospital Beijing China
| | - Xiaobin Wang
- Department of Population, Family and Reproductive Health Johns Hopkins University Bloomberg School of Public Health Baltimore MD
| | - Yong Huo
- Department of Cardiology Peking University First Hospital Beijing China
| | - Xiping Xu
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Fan Fan Hou
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
| | - Xianhui Qin
- National Clinical Research Center for Kidney Disease State Key Laboratory for Organ Failure Research Division of Nephrology Nanfang HospitalSouthern Medical University Guangzhou China
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Qiu S, Du Z, Li W, Chen J, Wu H, Liu J, Cai M, Wang B, Guo H, Sun Z. Exploration and Validation of the Performance of Hemoglobin A1c in Detecting Diabetes in Community-Dwellers With Hypertension. Ann Lab Med 2020; 40:457-465. [PMID: 32539301 PMCID: PMC7295957 DOI: 10.3343/alm.2020.40.6.457] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 02/27/2020] [Accepted: 05/27/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Diabetes can complicate hypertension management by increasing the risk of cardiovascular disease (CVD) and all-cause mortality. Studies targeting diabetes detection in hypertensive individuals demonstrating an increased risk of diabetes are lacking. We aimed to assess the performance of hemoglobin A1c (HbA1c) and its cut-off point in detecting diabetes in the abovementioned population. METHODS Data from 4,096 community-dwellers with hypertension but without known diabetes were obtained from the Study on Evaluation of iNnovated Screening tools and determInation of optimal diagnostic cut-off points for type 2 diaBetes in Chinese muLti-Ethnic (SENSIBLE) study; these data were randomly split into exploration (70% of the sample) and internal validation (the remaining 30%) datasets. The optimal HbA1c cut-off point was derived from the exploration dataset and externally validated using another dataset from 2,431 hypertensive individuals. The oral glucose tolerance test was considered the gold-standard for confirming diabetes. RESULTS The areas under the ROC curves for HbA1c to detect diabetes were 0.842, 0.832, and 0.829 for the exploration, internal validation, and external validation datasets, respectively. An optimal HbA1c cut-off point of 5.8% (40 mmol/mol) yielded a sensitivity of 76.2% and a specificity of 74.5%. Individuals who were not diagnosed as having diabetes by HbA1c at 5.8% (40 mmol/mol) had a lower 10-year CVD risk score than those diagnosed as having diabetes (P=0.01). HbA1c≤5.1% (32 mmol/mol) and ≥6.4% (46 mmol/mol) could indicate the absence and presence of diabetes, respectively. CONCLUSIONS HbA1c could detect diabetes effectively in community-dwellers with hypertension.
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Affiliation(s)
- Shanhu Qiu
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Ziwei Du
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Wei Li
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Juan Chen
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Hang Wu
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Jingbao Liu
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Min Cai
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
| | - Bei Wang
- School of Public Health, Southeast University, Nanjing, China
| | - Haijian Guo
- Department of Integrated Services, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
| | - Zilin Sun
- Department of Endocrinology, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, China
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Tatsumi Y, Asayama K, Morimoto A, Satoh M, Sonoda N, Miyamatsu N, Ohno Y, Miyamoto Y, Izawa S, Ohkubo T. Hyperuricemia predicts the risk for developing hypertension independent of alcohol drinking status in men and women: the Saku study. Hypertens Res 2019; 43:442-449. [PMID: 31776471 DOI: 10.1038/s41440-019-0361-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 10/23/2019] [Accepted: 11/02/2019] [Indexed: 11/09/2022]
Abstract
Hyperuricemia has been reported to be a risk factor for hypertension, but this association may be affected by alcohol consumption. This study aimed to investigate whether hyperuricemia remains a risk factor for hypertension after eliminating the effect of alcohol consumption. This study comprised 7848 participants (4247 men and 3601 women) aged 30-74 years without hypertension who had undergone a medical checkup between April 2008 and March 2009 at Saku Central Hospital, Nagano Prefecture, Japan. Hyperuricemia was defined as uric acid >7.0 mg/dl in men, ≥6.0 mg/dl in women, and/or receiving treatment for hyperuricemia or gout. The incidence of hypertension was defined as the first diagnoses of blood pressure ≥140/≥ 90 mmHg and/or initiations of antihypertensive drug treatment. Multivariable-adjusted hazard ratios (HRs) of hyperuricemia for the incidence of hypertension after adjustment for and classification by alcohol consumption were estimated using the Cox proportional hazard model. During a mean of 4.0 years of follow-up, 1679 individuals developed hypertension. After adjustment for alcohol consumption, the HRs (95% confidence interval) associated with hyperuricemia were 1.37 (1.19-1.58) in men and 1.54 (1.14-2.06) in women. Among nondrinkers, the HR was 1.29 (0.94-1.78) in men with hyperuricemia compared with men without, and the corresponding HR was 1.57 (1.11-2.22) in women. The corresponding HR was 1.88 (1.27-2.86) in all participants with baseline blood pressure <120/80 mmHg. The interactions between hyperuricemia and sex (P = 0.534) and between drinking and sex (P = 0.713) were not significant. In conclusion, hyperuricemia predicts the risk for developing hypertension independent of alcohol drinking status.
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Affiliation(s)
- Yukako Tatsumi
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi, Japan. .,Department of Preventive Cardiology, National Cerebral and Cardiovascular Center, Suita, Japan. .,Department of Clinical Nursing, Shiga University of Medical Science, Otsu, Japan.
| | - Kei Asayama
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi, Japan.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan
| | - Akiko Morimoto
- Department of Fundamental Nursing, Graduate School of Nursing, Osaka Prefecture University, Habikino, Japan
| | - Michihiro Satoh
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan
| | - Nao Sonoda
- Department of Fundamental Nursing, Graduate School of Nursing, Osaka Prefecture University, Habikino, Japan
| | - Naomi Miyamatsu
- Department of Clinical Nursing, Shiga University of Medical Science, Otsu, Japan
| | - Yuko Ohno
- Department of Mathematical Health Science, Graduate School of Medicine, Osaka University, Suita, Japan
| | - Yoshihiro Miyamoto
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center, Suita, Japan
| | | | - Takayoshi Ohkubo
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Itabashi, Japan.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan
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