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Huang BX, Zhu MF, Wu T, Zhou JY, Liu Y, Chen XL, Zhou RF, Wang LJ, Chen YM, Zhu HL. Neck circumference, along with other anthropometric indices, has an independent and additional contribution in predicting fatty liver disease. PLoS One 2015; 10:e0118071. [PMID: 25679378 PMCID: PMC4334519 DOI: 10.1371/journal.pone.0118071] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2014] [Accepted: 01/04/2015] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND AND AIM Previous studies have indicated that neck circumference is a valuable predictor for obesity and metabolic syndrome, but little evidence is available for fatty liver disease. We examined the association of neck circumference with fatty liver disease and evaluated its predictive value in Chinese adults. METHODS This cross-sectional study comprised 4053 participants (1617 women and 2436 men, aged 20-88) recruited from the Health Examination Center in Guangzhou, China between May 2009 and April 2010. Anthropometric measurements were taken, abdominal ultrasonography was conducted and blood biochemical parameters were measured. Covariance, logistic regression and receiver operating characteristic curve analyses were employed. RESULTS The mean neck circumference was greater in subjects with fatty liver disease than those without the disease in both women and men after adjusting for age (P<0.001). Logistic regression analysis showed that the age-adjusted ORs (95% CI) of fatty liver disease for quartile 4 (vs. quartile 1) of neck circumference were 7.70 (4.95-11.99) for women and 12.42 (9.22-16.74) for men. After further adjusting for other anthropometric indices, both individually and combined, the corresponding ORs remained significant (all P-trends<0.05) but were attenuated to 1.94-2.53 for women and 1.45-2.08 for men. An additive interaction existed between neck circumference and the other anthropometric measures (all P<0.05). A high neck circumference value was associated with a much greater prevalence of fatty liver disease in participants with both high and normal BMI, waist circumference and waist-to-hip ratio values. CONCLUSIONS Neck circumference was an independent predictor for fatty liver disease and provided an additional contribution when applied with other anthropometric measures.
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Affiliation(s)
- Bi-xia Huang
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Ming-fan Zhu
- Health Examination Centre, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Ting Wu
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Jing-ya Zhou
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Yan Liu
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Xiao-lin Chen
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Rui-fen Zhou
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Li-jun Wang
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Yu-ming Chen
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
| | - Hui-lian Zhu
- Faculty of Nutrition, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong Province, The People’s Republic of China
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102
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Kang HH, Kang JY, Ha JH, Lee J, Kim SK, Moon HS, Lee SH. The associations between anthropometric indices and obstructive sleep apnea in a Korean population. PLoS One 2014; 9:e114463. [PMID: 25474257 PMCID: PMC4256422 DOI: 10.1371/journal.pone.0114463] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2014] [Accepted: 11/09/2014] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Obesity is a major risk factor for the development of obstructive sleep apnea (OSA). Although clinical and epidemiological studies have shown that OSA and obesity are strongly associated, few Asian studies have examined the associations between anthropometric obesity indices and OSA, especially in the Korean population. The purpose of this study was to evaluate the influence of anthropometric obesity indices on OSA in a Korean population. METHODS Anthropometric indices, including neck circumference, waist circumference, and body mass index, were assessed in 383 consecutive subjects with suspected OSA. RESULTS Of the 383 subjects assessed, 316 (82.5%) were diagnosed with OSA. Neck circumference (r = 0.518), waist circumference (r = 0.570), and body mass index (r = 0.512) were correlated with the apnea-hypopnea index (p<0.001, for all). After adjusting for age, sex, alcohol consumption, and smoking, a logistic regression model showed that neck circumference [odds ratio (OR), 1.414; p<0.001)], waist circumference (OR, 1.114; p<0.001), and body mass index (OR, 1.364; p<0.001) were associated with OSA. The linear regression model showed that neck circumference (β = 3.748, p<0.001), waist circumference (β = 1.272, p<0.001), and body mass index (β = 3.082, p<0.001) were associated with apnea-hypopnea index. The cut-off values for predicting OSA were determined as 34.5 cm for neck circumference, 76.5 cm for waist circumference, and 23.05 kg/m2 for body mass index for females, and 38.75 cm for neck circumference, 88.5 cm for waist circumference, and 24.95 kg/m2 for body mass index for males. CONCLUSION Increased anthropometric indices were significantly associated with the presence and severity of OSA in a Korean population. In addition, this study demonstrated the cut-off values for body mass index, waist circumference, and neck circumference for increased OSA risk.
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Affiliation(s)
- Hyeon Hui Kang
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Ji Young Kang
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jick Hwan Ha
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jongmin Lee
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Sung Kyoung Kim
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Hwa Sik Moon
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Sang Haak Lee
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
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103
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Abdolahi H, Iraj B, Mirpourian M, Shariatifar B. Association of neck circumference as an indicator of upper body obesity with cardio-metabolic risk factors among first degree relatives of diabetes patients. Adv Biomed Res 2014; 3:237. [PMID: 25538923 PMCID: PMC4260287 DOI: 10.4103/2277-9175.145740] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2013] [Accepted: 01/16/2014] [Indexed: 11/18/2022] Open
Abstract
Background: The aim of the present study was to determine the relation between neck circumferences (NC), as an indicator of upper body obesity, with anthropometric and cardio-metabolic factors among the first degree relatives of diabetes patients. Materials and Methods: This cross-sectional study was performed on first degree relatives of diabetes patients (n = 213). Weight, height, waist circumference (WC), hip circumference (HC), systolic blood pressure (SBP), diastolic blood pressure (DBP) and NC were measured. Laboratory data included oral glucose tolerance test (OGTT) results, high density lipoprotein (HDL), low density lipoprotein, triglyceride (TG) and total cholesterol. Results: There was no difference in NC among different results of OGTT in men or women. Factors including weight, body mass index (BMI), WC and HC were strongly associated with NC in both genders (r = 0.420-0.711). NC was weakly associated with SBP in women (r = 0.195) and moderately with DBP in men (r = 0.314). Regarding lipid profile, HDL and TG were associated with NC only in women (r = −0.268-0.325). Conclusions: NC has a significant correlation with gender and anthropometric variables including BMI, weight and waist and HCs in both men and women but it does not differ significantly in patients with different status in OGTT.
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Affiliation(s)
- Hadi Abdolahi
- Departments of Internal Medicine and Endocrinology, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Bijan Iraj
- Isfahan Endocrine and Metabolism Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Maryam Mirpourian
- Department of Internal Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Behzad Shariatifar
- Department of Internal Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
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104
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Saka M, Türker P, Ercan A, Kiziltan G, Baş M. Is neck circumference measurement an indicator for abdominal obesity? A pilot study on Turkish Adults. Afr Health Sci 2014; 14:570-5. [PMID: 25352874 DOI: 10.4314/ahs.v14i3.11] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Neck circumference (NC) measurement is one of the simple screening measurements which can be used as an index of upper body fat distribution to identify obesity. OBJECTIVES The aim of this study was to determine the relationship between neck circumferences and obesity. METHODS A total 411 volunteer adults participated in this study (174 men, 237 women). A questionnaire which consisted of anthropometric measurements and demographic features was used. Patients with NC ≥37 cm for men and ≥34 cm for women require evaluation of overweight status. RESULTS The percentages of the men and women with BMI ≥ 25 kg/m(2) were 55.2% and 27.0% respectively and with high neck circumferences were 85.1% and 38.8%, respectively. The percentages of the men and women with high waist circumference were 31.6% and 79.3%, respectively. In both gender there were positive significant correlations between neck circumference, body weight (men, r=0.576; women, r=0.702; p=0.000), waist circumferences (men, r=0.593; women r=0.667; p=0.000), hip circumferences (men, r=0.568; women, r=0.617; p=0.000) and BMI (men, r=0.587; women, r=0.688; p=0.000). CONCLUSIONS This study indicates that NC was associated with body weight, BMI, waist and hip circumferences and waist/hip ratio for men and women. A significant association was found between NC and conventional overweight and obesity indexes. NC was associated with waist/hip ratio for men and women.
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Affiliation(s)
- Mendane Saka
- Başkent University, Health Science Faculty, Department of Nutrition and Dietetics, Ankara, Turkey
| | - Perim Türker
- Başkent University, Health Science Faculty, Department of Nutrition and Dietetics, Ankara, Turkey
| | - Aydan Ercan
- Başkent University, Health Science Faculty, Department of Nutrition and Dietetics, Ankara, Turkey
| | - Gül Kiziltan
- Başkent University, Health Science Faculty, Department of Nutrition and Dietetics, Ankara, Turkey
| | - Murat Baş
- Başkent University, Health Science Faculty, Department of Nutrition and Dietetics, Ankara, Turkey
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105
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Kumar NV, Ismail MH, P M, M G, Tripathy M. Neck circumference and cardio- metabolic syndrome. J Clin Diagn Res 2014; 8:MC23-5. [PMID: 25177592 DOI: 10.7860/jcdr/2014/8455.4641] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2014] [Accepted: 05/19/2014] [Indexed: 11/24/2022]
Abstract
BACKGROUND Only few studies about neck circumference (NC) as a measure of cardio metabolic syndrome available from India. Study was conducted to establish an association between neck circumference and cardio metabolic syndrome. MATERIAL AND METHODS Cross-sectional study was conducted in a tertiary care hospital in South India. NCEP: ATPIII 2001 guideline was used for diagnosis of Cardio-metabolic syndrome among subjects. Neck circumference was measured and it was correlated with Cardio-metabolic syndrome. RESULTS Mean neck circumference was found to be 36.5 cms. Cardio-metabolic syndrome was present in 272 participants, of which 100 were females and 172 males. Among females 82(82%) had neck circumference >34cms, 18(18%) had <34cms and among males 117(68%)had NC >37cms and 55(32%) had NC<37cms. All individual parameter of cardio metabolic risk factor, i.e., BMI, waist circumference, hip circumference, systolic blood pressure, diastolic blood pressure, FBS, HDL & TG except waist/hip ratio were correlating with abnormal neck circumference when compared with those with normal neck circumference. CONCLUSION Neck circumference with metabolic syndrome correlated better among females than males. Men with NC >37 cm and women with NC >34 cm are more prone for cardio metabolic syndrome and require additional evaluation. Measurement of NC is a simple, time saving, and least invasive measurement tool.
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Affiliation(s)
- Nagendran Vijaya Kumar
- Senior Resident, Department of General Medicine, Kasturba Medical College Mangalore , Manipal University, India
| | - Mohammed H Ismail
- Professor and Head of Unit, Department of Medicine, Kasturba Medical College Mangalore , Manipal University, India
| | - Mahesha P
- Senior Resident, Department of General Medicine, Kasturba Medical College Mangalore , Manipal University, India
| | - Girish M
- Associate Professor, Department of General Medicine, Kasturba Medical College Mangalore , Manipal University, India
| | - Monica Tripathy
- Post Graduate, Department of General Medicine, Kasturba Medical College Mangalore , Manipal University, India
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106
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Wang XC, Liu H, Huang YY, Sun H, Bu L, Qu S. Head fat is a novel method of measuring metabolic disorder in Chinese obese patients. Lipids Health Dis 2014; 13:113. [PMID: 25015267 PMCID: PMC4107932 DOI: 10.1186/1476-511x-13-113] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Accepted: 07/08/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Body adiposity, especially ectopic fat accumulation, has a range of metabolic and cardiovascular effects. The aim of this study was to investigate the association between head fat and metabolic values in Chinese obese patients. METHODS Data of this cross-sectional study from 66 obese patients were collected. Fat distribution was measured by dual-energy X-ray absorptiometry, and data of body weight, body mass index (BMI), neck circumference (NC), waist circumference (WC), hip circumference (HC), visceral index, basal metabolism (BM), glucose metabolism, lipid levels, uric acid (UA) had been collected. RESULTS 1) Head fat was significantly associated with BMI, WC, HC, visceral index, BM, total fat and total fat excluding head fat in both males and females (p<0.05). Head fat was positively correlated with upper limb fat, trunk fat, weight, fasting plasma C peptide, fasting plasma insulin and UA in women(p<0.05), and the association was not statistically significant in male (p>0.05). Head fat was positively corrected with NC in males (p<0.05) but not females (p>0.05). There was no significant correlation between head fat and fasting plasma glucose, total choleslerolemia, triglyceridemia, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol and free fat acid in either gender (p>0.05). 2) Receiver operating characteristic analysis showed that a head fat of 1925.6 g and a head fat of 1567.85 g were the best cut-off values to determine subjects with low high-density lipoprotein cholesterol and hyperuricemia respectively. CONCLUSIONS Head fat accumulation was closely associated with increased body fat, hyperinsulinemia, hyperuricemia, and impared lipid profile, suggesting it might be used as an indicator for dyslipidemia and hyperuricemia.
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Affiliation(s)
| | | | | | | | | | - Shen Qu
- Department of Endocrinology and Metabolism, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China.
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107
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Liang J, Wang Y, Li H, Liu X, Qiu Q, Qi L. Neck circumference and early stage atherosclerosis: the cardiometabolic risk in Chinese (CRC) study. Cardiovasc Diabetol 2014; 13:107. [PMID: 25001365 PMCID: PMC4100564 DOI: 10.1186/s12933-014-0107-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Accepted: 06/24/2014] [Indexed: 02/07/2023] Open
Abstract
Background Neck circumference (NC) has been previously related to cardiometabolic risk factors. In this study we examined the association between NC and early stage atherosclerosis in Chinese adults. Methods The study samples were from a community-based health examination survey in central China. In total 2,318 men and women (18-64 y) were included in the final analyses. Carotid radial pulse wave velocity (crPWV), carotid femoral PWV (cfPWV), carotid artery dorsalis pedis PWV (cdPWV) and NC were measured. Results After adjustment for age, sex, lipids, glucose, blood pressure, heart rate, body mass index (BMI), high NC was significantly associated with an increasing trend of cfPWV, cdPWV and crPWV (P = 0.001, 0.049, and 0.038; respectively). In addition, we found significant interaction between hypertension status and NC level in relation to cfPWV, adjusted for age, sex, BMI, fasting glucose, lipids and heart rate(P for interaction = 0.034). The associations between NC and cfPWV were significant (P = 0.02) among those with hypertension, but not significant among those without hypertension. Conclusions Our data showed that high NC was associated with an increased risk of early stage atherosclerosis in Chinese adults, independent of other metabolic risk factors. Hypertension might modify the association between NC and cfPWV.
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108
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Pokharel Y, Macedo FY, Nambi V, Martin SS, Nasir K, Wong ND, Boone J, Roberts AJ, Ballantyne CM, Virani SS. Neck circumference is not associated with subclinical atherosclerosis in retired National Football League players. Clin Cardiol 2014; 37:402-7. [PMID: 24648005 DOI: 10.1002/clc.22270] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2013] [Revised: 02/07/2014] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND Neck circumference (NC) is associated with metabolic syndrome (MetS) in the general population. It is not known if NC is associated with MetS and subclinical atherosclerosis in retired National Football League (NFL) players. HYPOTHESIS We hypothesized that NC is associated with MetS and subclinical atherosclerosis (assessed as coronary artery calcium [CAC] and carotid artery plaque [CAP]) in retired NFL players. METHODS NC was measured midway between the midcervical spine and midanterior neck in 845 retired NFL players. CAC presence was defined as total CAC score >0. CAP was defined as carotid plaque of at least 50% greater than that of the surrounding vessel wall, with a minimal thickness of at least 1.2 mm on carotid ultrasound. Logistic regression analysis was used for the association of NC with CAC or CAP. RESULTS Of the participants, 21% had MetS. CAC and CAP were present in 62% and 56%, respectively. Those with MetS had a higher median NC than those without MetS (17 vs 16 inches, P < 0.0001). NC was not associated with the presence of CAC or CAP in an unadjusted model and after adjusting for age, race, and cardiometabolic risk factors (odds ratio [OR]: 1.11, 95% confidence interval [CI]: 0.94-1.31 for CAC; OR: 0.96, 95% CI: 0.82-1.12 for CAP per 1-standard deviation increase in NC [3.8 inches]). The results were similar when the predictor variable was NC indexed to body mass index. CONCLUSIONS In retired NFL players with a high prevalence of CAC and CAP, NC was not associated with coronary or carotid subclinical atherosclerosis. NC may not be the most appropriate risk marker for atherosclerosis.
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Affiliation(s)
- Yashashwi Pokharel
- Section of Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, Texas; Center for Cardiovascular Disease Prevention, Methodist DeBakey Heart and Vascular Center, Houston, Texas
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109
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Cizza G, de Jonge L, Piaggi P, Mattingly M, Zhao X, Lucassen E, Rother KI, Sumner AE, Csako G. Neck circumference is a predictor of metabolic syndrome and obstructive sleep apnea in short-sleeping obese men and women. Metab Syndr Relat Disord 2014; 12:231-41. [PMID: 24571423 DOI: 10.1089/met.2013.0093] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The constellation of metabolic syndrome, although controversial with regard to its clinical usefulness, is epidemiologically related to increased diabetes risk and cardiovascular mortality. Our goal was to investigate the associations among neck circumference (NC), obstructive sleep apnea syndromes (OSAS), and metabolic syndrome in obese men and women sleeping less than 6.5 hr per night. METHODS This was a cross-sectional study of obese men and premenopausal obese women sleeping less than 6.5 hr per night. We enrolled 120 individuals (92 women), age 40.5±6.9 years and body mass index (BMI) 38.6±6.5 kg/m(2). Metabolic syndrome severity was assessed by a score and OSAS was defined as a respiratory disturbance index (RDI) ≥5. Metabolic end endocrine parameters were measured, and sleep duration was determined by actigraphy and validated questionnaires. RESULTS Metabolic syndrome was found in 41% and OSAS in 58% (28% had both). Subjects with metabolic syndrome were 3 years older and more often Caucasian; they had higher RDI scores, larger NC, more visceral fat, lower serum adiponectin, higher 24-hr urinary norepinephrine (NE) excretion, and lower growth hormone concentrations. A NC of ≥38 cm had a sensitivity of 54% and 58% and a specificity of 70% and 79% in predicting the presence of metabolic syndrome and OSAS, respectively. RDI, adiponectin, and NC accounted for approximately 30% of the variability in the metabolic syndrome score, as estimated by an age-, gender-, and race-corrected multivariate model (R(2)=0.376, P<0.001). CONCLUSION Greater NC is associated with OSAS and metabolic syndrome in short-sleeping obese men and premenopausal obese women. Addition of NC to the definition of metabolic syndrome should be considered and needs to be validated in future studies.
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Affiliation(s)
- Giovanni Cizza
- 1 Section on Neuroendocrinology of Obesity, Diabetes, Endocrinology, and Obesity Branch/National Institute of Diabetes & Digestive & Kidney Diseases (DEOB/NIDDK) , Bethesda, Maryland
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110
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Lee BJ, Kim JY. A comparison of the predictive power of anthropometric indices for hypertension and hypotension risk. PLoS One 2014; 9:e84897. [PMID: 24465449 PMCID: PMC3900406 DOI: 10.1371/journal.pone.0084897] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2013] [Accepted: 11/19/2013] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND AND AIMS It is commonly accepted that body fat distribution is associated with hypertension, but the strongest anthropometric indicator of the risk of hypertension is still controversial. Furthermore, no studies on the association of hypotension with anthropometric indices have been reported. The objectives of the present study were to determine the best predictors of hypertension and hypotension among various anthropometric indices and to assess the use of combined indices as a method of improving the predictive power in adult Korean women and men. METHODS For 12789 subjects 21-85 years of age, we assessed 41 anthropometric indices using statistical analyses and data mining techniques to determine their ability to discriminate between hypertension and normotension as well as between hypotension and normotension. We evaluated the predictive power of combined indices using two machine learning algorithms and two variable subset selection techniques. RESULTS The best indicator for predicting hypertension was rib circumference in both women (p = <0.0001; OR = 1.813; AUC = 0.669) and men (p = <0.0001; OR = 1.601; AUC = 0.627); for hypotension, the strongest predictor was chest circumference in women (p = <0.0001; OR = 0.541; AUC = 0.657) and neck circumference in men (p = <0.0001; OR = 0.522; AUC = 0.672). In experiments using combined indices, the areas under the receiver operating characteristic curves (AUC) for the prediction of hypertension risk in women and men were 0.721 and 0.652, respectively, according to the logistic regression with wrapper-based variable selection; for hypotension, the corresponding values were 0.675 in women and 0.737 in men, according to the naïve Bayes with wrapper-based variable selection. CONCLUSIONS The best indicators of the risk of hypertension and the risk of hypotension may differ. The use of combined indices seems to slightly improve the predictive power for both hypertension and hypotension.
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Affiliation(s)
- Bum Ju Lee
- Medical Research Division, Korea Institute of Oriental Medicine, Yuseong-gu, Deajeon, Republic of Korea
| | - Jong Yeol Kim
- Medical Research Division, Korea Institute of Oriental Medicine, Yuseong-gu, Deajeon, Republic of Korea
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