Association of neck circumference with general and abdominal obesity in children and adolescents: the weight disorders survey of the CASPIAN-IV study.

OBJECTIVES: This study aimed to evaluate the association of neck circumference (NC) with obesity to determine the sex-specific and age-specific optimal cut-off points of this measure in association with obesity in a national sample of the Iranian paediatric population.
METHODS: This survey on weight disorders was conducted among a national sample of Iranian children and adolescents, aged 6-18 years. Using the area under the curve (AUC) of the receiver operator characteristic curves, we evaluated the association of NC with general and abdominal obesity.
RESULTS: This national survey was conducted among 23 043 school students (50.8% boys) with a mean age (SD) of 12.55 (3.31) years. A significant association was documented between NC and other anthropometric measures in both sexes and in the whole population. In all age groups and genders, NC performed relatively well in classifying participants to overweight (AUC: 0.67 to 0.75, p<0.001), general obesity (AUC: 0.81 to 0.85, p<0.001) and abdominal obesity (AUC: 0.73 to 0.78, p<0.001).
CONCLUSIONS: NC can be considered as a simple time-saving clinical tool for obesity detection in large population-based studies in children and adolescents. It is significantly correlated with indices of adiposity and can reliably identify children with general and abdominal obesity in the Iranian paediatric population. Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing/.

Limited experience exists on the appropriateness of neck circumference as an anthropometric index. To the best of our knowledge, this is the first study in the Middle East and North Africa (MENA) region that evaluated the association of neck circumference with obesity.

The large population-based sample size is a strength point of this study, and makes the results generalisable.

The cross-sectional design of the study prevents us from deducing any causal relations between our findings.

We were not able to measure fat mass as an indicator of obesity, so it was defined according to the body mass index.

Introduction

Childhood overweight and obesity has become a worldwide public health priority.1 2 An accumulating body of evidence reveals the worldwide rapid growing prevalence of overweight/obesity in the paediatric age group.3 4 These alarming patterns are now emerging in developing countries like Iran.5 6 Situation analyses of problems in Iranian children and adolescents have shown that the prevalence of overweight and obesity is about 5% and 10%, respectively.6

Body mass index (BMI) is the most widely used tool to assess the weight status in adults and children.7 Despite its advantages including ease of measurement and interpretation, BMI is associated with significant limitations as not representing the body fat distribution.8 9 Among other measures, wrist circumference is simple, easy to detect but not involved in the assessment of other parameters.10 Waist and hip circumferences have some difficulties in clinical measurements; clothing is one major disturbing factor complicating their measurement.11

Neck circumference (NC) has also been proposed as a potential proxy for obesity and cardiovascular disease in adults.6 12 13 NC measurement is a simple and time-saving screening measure that can be used to identify overweight and obese individuals.6 Some previous studies in adults documented that in various gender-age groups, NC, waist circumference (WC) and BMI are all highly correlated with each other.12 Some studies showed that NC performs well as an index of high BMI in young children and adolescents of both genders.12 14

Limited experience exists on using NC as a screening tool for obesity in children and adolescents, and studies are mostly limited to some specific groups.6 12 14 15 Considering the noticeable gaps in what is known about this topic,12 16 the objectives of this study are to evaluate the association of NC with obesity and to determine the sex-specific and age-specific optimal cut-off points of this measure that are associated with obesity in a national sample of the Iranian paediatric population.

Methods

Sampling

The data used in this study were obtained as part of a national survey on weight disorders conducted in 2011–2012 along with the fourth survey of a national school-based surveillance programme entitled the Childhood and Adolescence Surveillance and Prevention of Adult non-communicable disease (CASPIAN-IV) Study. We have previously described the methods of this study in detail;17 here, we briefly point to some details relevant to the current study.

Total sample size was calculated as 25 000 students who were followed through multistage cluster sampling from urban and rural areas of 30 provinces of Iran. Stratification was performed according to the school grade (elementary, middle and high school) and living area (urban, rural). Eligible schools were stratified according to the information bank of the Ministry of Education. Students with a chronic disease, history of chronic medication consumption and those who were on a specific diet were not enrolled in this study.

Physical examination

A team of trained healthcare experts recorded information based on standard approved checklists and performed the examinations under standard protocols by using calibrated instruments.18 Weight was measured in light clothing to the nearest 0.1 kg, and height was measured, without shoes, to the nearest 0.1 cm while the students were standing and with the shoulders in normal position. BMI was calculated as weight (kg) divided by height squared (m2).17 18

NC and WC were measured using a non-elastic tape to the nearest 0.1 cm over skin. NC measured by the tape underneath the Adam's apple contact with your skin at comfort position. WC detected midway between the iliac crest and the lowest rib in standing position. The maximum level of the hip without any pressure to the body surface to the nearest 0.5 cm was considered for measuring the hip circumference. We computed the waist-to-height ratio (WHtR) by dividing WC by height. Wrist circumference was measured with participants in a seated position from both wrists at distal to the prominences of the radial and ulnar and an average was taken.17 18

Definition of terms

Overweight was considered as BMI between the 85th and 94th centiles for age and sex, obesity as BMI equal to or greater than the sex-specific 95th centile19; and abdominal obesity was defined as WHtR >0.5.20

Statistical analysis

Results for continuous variables are shown as means and 95% CI; categorical data are presented as a percentage. Differences among means were assessed by t-test. Pearson's correlation test was used to investigate the correlation between NC and other anthropometric measures. The receiver operator characteristic (ROC) curve analysis was used with an estimation of the variable's sensitivity and specificity in each gender stratified by age and age categories to assess the usual approach of specifying the cut-off values of NC for predicting overweight, obesity and abdominal obesity. The optimal cut-off point of NC for predicting overweight, general and abdominal obesity was defined as value, which represents the maximum sum of sensitivity and specificity in each gender stratified by age.21 The area under curve (AUC) was used as an indicator of overall ability of using the NC cut-off point to discriminate participants with or without overweight, general and abdominal obesity. AUC: 0.5, AUC:0.5 to 0.65 and AUC: 0.65 to 1.0 were interpreted as equal to chance, moderately, highly accurate tests, respectively.21

Data were analysed using survey data analysis methods in the Stata software (Stata Statistical Software: Release 12. College Station, TX: Stata Corp LP. Package); p<0.05 was considered as statistically significant.

Ethical concerns

This study was conducted according to the declaration of Helsinki (Seoul, 2008). Ethical approval and any other required documents were given from the ethics committees and other relevant national and provincial regulatory organisations.

After complete explanation of the objectives and protocols for potential participants, they had the right to voluntarily participate in or withdraw from the study at any time. They were assured that their responses would remain anonymous and confidential. Written informed consent and oral assent were obtained from parents and students, respectively.

Results

In total, 23 043 school students (50.8% boys) completed the study. The mean age of participants was 12.55±3.31 years without significant difference in terms of gender. Overall, 73.4% of participants were from urban areas and 26.6% from rural areas. Table 1 presents the mean (95% CI) of anthropometric measures by age and sex. It shows that except for those aged 7–10 years (hip circumference), participants aged 10–14 years (height, BMI and hip circumference), as well as BMI in students aged 14–18 years, other measures were higher in boys than in girls.

Table 1

The mean (95% CI) of anthropometric characteristics of participants by age and sex: the CASPIAN-IV Study

Age (year)-sex group	Weight (kg)	Height (cm)	BMI (kg/m2)	WC (cm)	Neck (cm)	WHR	WHtR	Hip (cm)
Age group—boys
7	22.9 (22.4 to 23.4)	127.2 (122.8 to 131.5)	15.6 (15.3 to 15.9)	56.6 (55.9 to 57.3)	26.7 (26.4 to 27.0)	0.869 (0.860 to0.878)	0.468 (0.463 to 0.474)	65.4 (64.6 to 66.1)
8	25.1 (24.6 to 25.5)	124.7 (123.9 to 125.5)	16.1 (15.8 to 16.5)	57.6 (57.0 to 58.2)	27.4 (27.0 to 27.9)	0.859 (0.853 to0.865)	0.463 (0.457 to 0.468)	67.1 (66.6 to 67.7)
9	27.5 (26.9 to 28.2)	129.9 (129.2 to 130.6)	16.2 (16.0 to 16.5)	59.3 (58.6 to 60.1)	27.8 (27.3 to 28.2)	0.852 (0.843 to 0.860)	0.456 (0.451 to 0.462)	69.9 (69.0 to 70.7)
10	31.3 (30.5 to 32.0)	135.1 (134.3 to 135.9)	17.1 (16.8 to 17.4)	61.5 (60.7 to 62.3)	28.2 (28.0 to 28.5)	0.849 (0.841 to 0.858)	0.455 (0.450 to 0.460)	72.5 (71.6 to 73.3)
11	35.2 (34.4 to 36.1)	140.4 (139.8 to 141.1)	17.8 (17.4 to 18.0)	64.2 (63.5 to 65.0)	29.0 (28.8 to 29.3)	0.845 (0.839 to 0.851)	0.457 (0.452 to 0.462)	76.0 75.2 to 76.9)
12	39.7 (38.9 to 40.6)	145.5 (144.8 to 146.3)	18.7 (18.3 to 19.0)	67.5 (66.5 to 68.5)	29.9 (29.6 to 30.0)	0.850 (0.841 to 0.860)	0.463 (0.458 to 0.469)	79.5 78.6 to 80.5)
13	44.4 (43.3 to 45.4)	151.5 (150.5 to 152.4)	19.2 (18.9 to 19.5)	70.3 (69.2 to 71.5)	31.0 (30.5 to 31.3)	0.856 (0.845 to 0.867)	0.464 (0.458 to 0.470)	82.4 81.3 to 83.50)
14	49.6 (48.4 to 50.9)	157.9 (156.9 to 158.9)	19.8 (19.4 to 20.2)	71.9 (70.6 to 73.0)	31.5 (31.2 to 31.9)	0.839 (0.830 to 0.849)	0.455 (0.448 to 0.461)	85.6 (84.4 to 86.7)
15	55.7 (54.5 to 56.9)	164.6 (163.7 to 165.5)	20.4 (20.1 to 20.8)	73.6 (72.4 to 74.7)	32.9 (32.5 to 33.3)	0.834 (0.826 to 0.841)	0.446 (0.441 to 0.452)	88.3 (87.1 to 89.5)
16	60.7 (59.5 to 61.9)	169.9 (169.2 to 170.5)	21.0 (20.6 to 21.4)	75.8 (74.8 to 76.7)	34.4 (34.0 to 34.8)	0.831 (0.824 to 0.839)	0.446 (0.441 to 0.451)	91.3 (90.3 to 92.3)
17	64.6 (63.4 to 65.9)	172.4 (171.5 to 173.3)	21.6 (21.3 to 22.0)	76.9 (75.8 to 78.0)	35.5 (34.7 to 36.2)	0.837 (0.829 to 0.845)	0.446 (0.440 to 0.451)	91.9 (90.7 to 93.1)
18	65.5 (63.6 to 67.3)	173.2 (172.0 to 174.3)	21.8 (21.4 to 22.3)	77.3 (75.7 to 78.8)	35.8 (35.3 to 36.3)	0.845 (0.828 to 0.862)	0.446 (0.439 to 0.453)	92.0 (90.6 to 93.5)
7–10	26.6 (26.1 to 27.0)	127.5 (126.7 to 128.1)	16.2 (16.0 to 16.5)	58.7 (58.2 to 59.2)	27.5 (27.3 to 27.8)	0.857 (0.852 to 0.862)	0.461 (0.457 to 0.464)	68.6 (68.1 to 69.1)
10–14	41.7 (40.9 to 42.5)	148.2 (147.3 to 149.0)	18.7 (18.5 to 18.9)	68.2 (67.5 to 68.9)	30.2 (30.0 to 30.4)	0.848 (0.842 to 0.854)	0.460 (0.457 to 0.463)	80.55 (79.8 to 81.3)
14–18	61.2 (60.2 to 62.1)	169.6 (169.0 to 170.3)	21.1 (20.9 to 21.4)	75.7 (74.9 to 76.5)	34.5 (34.2 to 34.8)	0.836 (0.830 to 0.842)	0.452 (0.449 to 0.456)	90.8 (89.9 to 91.6)
Age group—girls
7	22.3 (21.7 to 22.9)	119.8 (118.8 to 120.8)	15.6 (15.2 to 16.0)	54.9 (54.0 to 55.8)	25.8 (25.5 to 26.2)	0.851 (0.842 to.860)	0.460 (0.452 to.468)	64.8 (63.7 to 66.0)
8	23.8 (23.3 to 24.3)	122.8 (121.8 to 123.8)	15.9 (15.4 to 16.3)	55.5 (54.6 to 56.3)	26.7 (26.1 to 27.4)	0.848 (0.839 to 0.858)	0.453 (0.445 to 0.461)	65.8 (64.8 to 66.9)
9	27.5 (26.9 to 28.1)	129.4 (128.7 to 130.0)	16.3 (16.1 to 16.6)	58.6 (57.8 to 59.3)	27.4 (27.0 to 27.7)	0.841 (0.832 to 0.849)	0.453 (0.448 to 0.458)	70.0 (69.2 to 70.9)
10	31.2 (30.5 to 32.0)	135.2 (134.4 to 135.9)	17.0 (16.7 to 17.3)	61.1 (60.3 to 61.9)	28.0 (27.7 to 28.4)	0.831 (0.823 to 0.840)	0.452 (0.446 to 0.457)	73.7 (72.7 to 74.7)
11	35.0 (34.0 to 35.9)	140.7 (139.7 to 141.7)	17.5 (17.2 to 17.9)	62.9 (62.0 to 63.7)	28.6 (28.3 to 29.0)	0.826 (0.817 to 0.834)	0.446 (0.441 to 0.452)	76.4 (75.3 to 77.5)
12	39.9 (38.9 to 40.9)	147.1 (146.2 to 148.0)	18.3 (18.0 to 18.7)	65.4 (64.6 to 66.3)	29.6 (29.2 to 30.1)	0.811 (0.804 to 0.818)	0.444 (0.439 to 0.449)	80.8 (79.8 to 81.8)
13	46.4 (45.2 to 47.5)	153.2 (152.4 to 153.9)	19.7 (19.2 to 20.1)	69.0 (68.0 to 70.0)	31.0 (30.5 to 31.4)	0.802 (0.794 to 0.809)	0.450 (0.444 to 0.456)	86.2 (85.3 to 87.1)
14	50.1 (49.1 to 51.2)	156.2 (155.7 to 156.8)	20.6 (20.1 to 21.0)	69.6 (68.9 to 70.4)	31.2 (30.9 to 31.5)	0.789 (0.782 to 0.796)	0.446 (0.441 to 0.451)	88.3 (87.5 to 89.0)
15	53.0 (52.4 to 53.8)	158.8 (158.2 to 159.3)	21.0 (20.7 to 21.3)	71.1 (70.3 to 72.0)	31.9 (31.5 to 32.2)	0.786 (0.777 to 0.794)	0.448 (0.443 to 0.453)	90.8 (90.0 to 91.6)
16	54.8 (52.0 to 55.5)	160.0 (159.5 to 160.5)	21.4 (21.1 to 21.6)	72.3 (71.5 to 73.0)	32.2 (31.9 to 32.5)	0.783 (0.776 to 0.789)	0.452 (0.447 to 0.456)	92.6 (91.9 to 93.3)
17	55.3 (54.4 to 56.1)	159.8 (159.1 to 160.3)	21.7 (21.4 to 22.0)	73.0 (72.2 to 73.9)	32.5 (32.0 to 32.9)	0.784 (0.777 to 0.791)	0.457 (0.452 to 0.463)	93.2 (92.4 to 94.1)
18	56.1 (55.0 to 57.3)	159.9 (159.2 to 160.5)	22.0 (21.5 to 22.3)	72.7 (71.6 to 73.9)	32.7 (32.0 to 33.3)	0.775 (0.764 to 0.786)	0.455 (0.448 to 0.462)	94.1 (92.9 to 95.3)
7–10	26.4 (25.9 to 27.0)	127.2 (126.4 to 128.0)	16.2 (15.9 to 16.4)	57.7 (57.1 to 58.2)	27.1 (26.8 to 27.4)	0.842 (0.837 to 0.848)	0.454 (0.450 to 0.458)	68.8 (68.0 to 69.6)
10–14	43.0 (42.2 to 43.9)	149.5 (148.7 to 150.3)	19.0 (18.8 to 19.3)	66.8 (66.3 to 67.4)	30.2 (29.9 to 30.4)	0.806 (0.802 to 0.811)	0.447 (0.444 to 0.450)	83.1 (82.3 to 83.84)
14–18	54.6 (54.0 to 55.0)	159.5 (159.2 to 159.9)	21.4 (21.2 to 21.6)	72.2 (71.6 to 72.7)	32.2 (32.0 to 32.5)	0.782 (0.778 to 0.787)	0.452 (0.449 to 0.456)	92.5 (91.9 to 93.0)

BMI, body mass index; WC, waist circumference; WHR, waist to hip ratio; WHtR, waist to height ratio.

The mean (SD) values of NC according to overweight, general and abdominal obesity are presented in table 2. Regardless of some aspects of exceptions in boys aged 8, 9, 17 and 18 years and girls aged 8 and 13 years, in both genders and in all age groups, the mean value of NC was significantly higher in those with overweight, general and abdominal obesity than in other participants.

Table 2

Mean (SD) of neck circumference according to overweight, general and abdominal obesity in Iranian children and adolescents by age and sex: the CASPIAN-IV Study

Age (year)-sex group	Overweight			General obesity			Abdominal obesity
	Yes	No	p Value	Yes	No	p Value	Yes	No	p Value
Age group—boys
7	28.2 (27.7, 28.7)	26.5 (26.3, 26.7)	<0.001	28.7 (28.1, 29.4)	26.5 (26.3, 26.7)	<0.001	28.0 (27.4, 28.6)	26.4 (26.2, 26.6)	<0.001
8	28.6 (28.2, 29.0)	27.3 (26.8, 27.8)	0.06	28.8 (28.2, 29.5)	27.3 (26.8, 27.7)	0.04	28.6 (28.2, 28.9)	27.2 (26.6, 27.7)	0.01
9	28.8 (28.1, 29.4)	27.7 (27.3, 28.0)	0.05	31.1 (29.4, 32.7)	27.5 (27.2, 27.8)	<0.001	29.9 (28.9, 31.1)	27.3 (27.0, 27.7)	<0.001
10	29.9 (29.4, 30.3)	28.0 (27.8, 28.3)	<0.001	30.9 (30.1, 31.6)	28.0 (27.7, 28.2)	<0.001	30.3 (29.8, 30.8)	27.8 (27.6, 28.0)	<0.001
11	30.6 (30.3, 31.0)	28.8 (28.6, 28.9)	<0.001	33.4 (32.7, 34.0)	28.5 (28.4, 28.7)	<0.001	31.7 (31.3, 32.2)	28.4 (28.2, 28.5)	<0.001
12	31.6 (31.3, 32.0)	29.5 (29.3, 29.7)	<0.001	33.4 (32.9, 34.0)	29.4 (29.2, 29.6)	<0.001	32.3 (31.9, 32.7)	29.0 (28.9, 29.2)	<0.001
13	33.1 (32.0, 34.1)	30.5 (30.2, 30.8)	<0.001	34.2 (33.2, 35.3)	30.6 (30.3, 30.9)	<0.001	33.2 (32.4, 34.0)	30.1 (29.8, 30.4)	<0.001
14	32.9 (32.2, 33.5)	31.4 (31.1, 31.6)	<0.001	34.6 (33.7, 35.5)	31.3 (31.1, 31.6)	<0.001	33.3 (32.8, 33.8)	31.0 (30.8, 31.2)	<0.001
15	34.6 (34.1, 35.1)	32.6 (32.3, 33.0)	<0.001	37.0 (36.1, 37.8)	32.6 (32.3, 33.0)	<0.001	35.5 (35.0, 36.0)	32.4 (32.0, 32.7)	<0.001
16	37.0 (36.0, 38.1)	33.9 (33.7, 34.1)	<0.001	39.0 (38.1, 39.9)	34.1 (33.9, 34.3)	<0.001	37.4 (36.7, 38.1)	33.7 (33.5, 34.0)	<0.001
17	36.5 (35.7, 37.3)	35.3 (34.5, 36.1)	0.26	39.1 (38.4, 39.8)	35.2 (34.4, 35.9)	<0.001	38.5 (37.5, 39.5)	34.9 (34.1, 35.7)	<0.001
18	36.9 (35.8, 37.9)	35.7 (35.3, 36.1)	0.04	39.3 (38.3, 40.4)	35.6 (35.3, 36.0)	<0.001	38.5 (37.5, 39.4)	35.3 (34.9, 35.7)	<0.001
7–10	28.8 (28.6, 29.1)	27.4 (27.2, 27.6)	<0.001	29.8 (29.3, 30.3)	27.3 (27.1, 27.5)	<0.001	29.1 (28.8, 29.5)	27.2 (27.0, 27.4)	<0.001
10–14	32.0 (31.6, 32.4)	29.9 (29.8, 30.0)	<0.001	33.8 (33.4, 34.2)	29.9 (29.7, 30.0)	<0.001	32.6 (32.3, 32.9)	29.5 (29.4, 29.6)	<0.001
14–18	36.20 (35.7, 36.6)	34.3 (34.0, 34.5)	<0.001	38.5 (38.1, 39.0)	34.3 (34.0, 34.5)	<0.001	37.3 (36.9, 37.70	34.0 (33.7, 34.2)	<0.001
Age group—girls
7	26.7 (26.1, 27.4)	25.7 (25.5, 26.0)	<0.001	28.9 (27.9, 29.9)	25.7 (25.5, 25.9)	<0.001	26.7 (26.1, 27.3)	25.7 (25.5, 25.9)	<0.001
8	27.2 (26.5, 27.9)	26.7 (26.1, 27.3)	0.62	29.4 (25.6, 33.3)	26.6 (26.0, 27.1)	0.01	29.1 (27.6, 30.6)	26.3 (25.7, 26.9)	<0.001
9	29.9 (28.5, 31.4)	27.0 (26.8, 27.2)	<0.001	29.6 (28.6, 30.6)	27.3 (27.0, 27.5)	<0.001	29.8 (28.6, 31.0)	26.9 (26.7, 27.1)	<0.001
10	29.7 (29.1, 30.4)	27.7 (27.4, 28.1)	<0.001	31.8 (31.1, 32.4)	27.7 (27.4, 28.0)	<0.001	30.2 (29.6, 30.8	27.5 (27.2, 27.9)	<0.001
11	31.3 (30.0, 32.6)	28.2 (28.0, 28.5)	<0.001	32.5 (31.4, 33.6)	28.5 (28.2, 28.7)	<0.001	31.7 (30.4, 33.1)	28.2 (28.0, 28.4)	<0.001
12	31.3 (30.8, 31.8)	29.4 (29.0, 29.8)	<0.001	33.8 (30.3, 37.2)	29.4 (29.1, 29.7)	<0.001	32.1 (30.8, 33.4)	29.2 (28.9, 29.5)	<0.001
13	32.4 (31.9, 32.9)	30.7 (30.3, 31.2)	0.002	33.6 (32.8, 34.3)	30.8 (30.4, 31.2)	0.002	33.8 (32.5, 35.1)	30.4 (30.0, 30.7)	0.002
14	33.4 (32.6, 34.3)	30.9 (30.7, 31.1)	<0.001	34.7 (34.1, 35.4)	30.9 (30.7, 31.1)	<0.001	34.0 (33.2, 34.8)	30.7 (30.5, 30.9)	<0.001
15	33.4 (32.9, 33.8)	31.6 (31.3, 31.9)	<0.001	36.2 (34.3, 38.0)	31.6 (31.4, 31.9)	<0.001	34.4 (33.6, 35.1)	31.4 (31.2, 31.6)	<0.001
16	34.2 (33.6, 34.9)	31.8 (31.6, 32.0)	<0.001	36.4 (35.7, 37.1)	32.0 (31.8, 32.2)	<0.001	35.0 (34.3, 35.7)	31.6 (31.4, 31.8)	<0.001
17	34.3 (33.8, 34.8)	32.2 (31.9, 32.6)	<0.001	36.1 (33.0, 39.2)	32.3 (32.0, 32.6)	<0.001	35.1 (33.7,)36.5	31.8 (31.6, 32.0)	<0.001
18	35.16 (33.9, 36.4)	32.3 (32.0, 32.6)	<0.001	35.2 (34.2, 36.3)	32.5 (32.2, 32.9)	<0.001	34.8 (33.84, 35.7)	32.1 (31.8, 32.47)	<0.001
7–10	28.8 (28.2, 29.3)	26.9 (26.6, 27.1)	<0.001	30.1 (29.0, 31.3)	26.9 (26.7, 27.1)	<0.001	29.3 (28.7, 29.9)	26.7 (26.5, 26.9)	<0.001
10–14	32.1 (31.8, 32.5)	29.9 (29.7, 30.0)	<0.001	33.8 (32.9, 34.6)	29.9 (29.8, 30.1)	<0.001	33.0 (32.4, 33.7)	29.7 (29.5, 29.8)	<0.001
14–18	34.1 (33.8, 34.5)	32.0 (31.8, 32.1)	<0.001	36.0 (35.1, 37.0)	32.0 (31.9, 32.2)	<0.001	34.8 (34.3, 35.3)	31.7 (31.6, 31.8)	<0.001

Table 3 presents the correlation of NC with other anthropometric measures. In both genders and in the whole population studied, wrist circumference had a strong positive correlation with all anthropometric measures. On the other hand, modelling of different situations of associations showed that wrist circumference, in crude modelling and models adjusted for age, sex and living area, had a statistically significant positive correlation with overweight, general and abdominal obesity (table 4).

Table 3

Pearson's correlation between neck circumference and anthropometric characteristics in Iranian children and adolescents by sex: the CASPIAN-IV study

	Neck circumference (cm)
	Sex
	Boys		Girls		Total
Anthropometric measures	Pearson's correlation	p Value	Pearson's correlation	p Value	Pearson correlation	p Value
Weight (cm)	0.546*	<0.001	0.481*	<0.001	0.519*	<0.001
Height (cm)	0.506*	<0.001	0.416*	<0.001	0.470*	<0.001
BMI (kg/m2)†	0.389*	<0.001	0.387*	<0.001	0.384*	<0.001
WC (cm)*	0.491*	<0.001	0.456*	<0.001	0.479*	<0.001
WHR‡	0.035*	<0.001	−0.020	<0.001	0.023*	<0.001
WHtR§	0.156*	<0.001	0.222*	<0.001	0.188*	<0.001
Hip (cm)	0.505*	<0.001	0.464*	<0.001	0.478*	<0.001
	Age group (year)
	7–10		11–14		15–18
Weight (cm)	0.232*	<0.001	0.451*	<0.001	0.366*	<0.001
Height (cm)	0.183*	<0.001	0.334*	<0.001	0.259*	<0.001
BMI (kg/m2)†	0.146†	<0.001	0.350*	<0.001	0.264*	<0.001
WC (cm)*	0.258*	<0.001	0.433*	<0.001	0.335*	<0.001
WHR‡	0.018	<0.001	0.084*	<0.001	0.139*	<0.001
WHtR§	0.163†	<0.001	0.302*	<0.001	0.238*	<0.001
Hip (cm)	0.253*	<0.001	0.407*	<0.001	0.260*	<0.001

*Waist circumference.

†BMI.

‡WHtR.

§WHR.

BMI, body mass index; WC, waist circumference; WHR, waist-to-hip ratio; WHtR, waist-to-height ratio.

Table 4

Association of neck circumference with overweight, general and abdominal obesity in a logistic regression model: the CASPIAN study

	Model	Overweight	General obesity	Abdominal obesity
		OR (95% CI)	OR (95% CI)	OR (95% CI)
Neck circumference (cm)	Model I	1.06 (1.05 to 1.07)*	1.07 (1.06 to 1.08)*	1.12 (1.11 to 1.13)*
	Model II	1.07 (1.06 to 1.08)*	1.10 (1.08 to 1.11)*	1.20 (1.18 to 1.21)*

Model I: without adjustment.

Model II: adjusted for age, sex and living area.

*Statistically significant.

As presented in table 5, in all age groups and in both genders, NC performed relatively well in classifying participants to overweight (AUC: 0.67 to 0.75, p<0.001), general obesity (AUC: 0.81 to 0.85, p<0.001) and abdominal obesity (AUC: 0.73 to 0.78, p<0.001). Figures 1–3 show the ROC curves of NC for predicting overweight, general and abdominal obesity by age categories. The AUC was statistically lower in students aged 14–18 years than in those aged 7–10 and 10–14 years in those participants with overweight, general and abdominal obesity.

Table 5

Area under curve (AUC) for detection of overweight, general and abdominal obesity based on the neck circumference in Iranian children and adolescents by sex and age: the CASPIAN-IV study

Age (year) sex group	Overweight			General obesity			Abdominal obesity
	AUC (95% CI)	SE	p Value	AUC (95% CI)	SE	p Value	AUC (95% CI)	SE	p Value
Age group—boys
7	0.774	0.024	<0.001	0.788	0.037	<0.001	0.682	0.026	<0.001
8	0.739	0.021	<0.001	0.715	0.031	<0.001	0.719	0.020	<0.001
9	0.713	0.030	<0.001	0.804	0.036	<0.001	0.745	0.025	<0.001
10	0.753	0.024	<0.001	0.817	0.034	<0.001	0.799	0.024	<0.001
11	0.762	0.018	<0.001	0.908	0.019	<0.001	0.838	0.018	<0.001
12	0.764	0.018	<0.001	0.866	0.020	<0.001	0.830	0.015	<0.001
13	0.761	0.019	<0.001	0.824	0.028	<0.001	0.790	0.017	<0.001
14	0.691	0.030	<0.001	0.787	0.038	<0.001	0.730	0.022	<0.001
15	0.714	0.023	<0.001	0.853	0.030	<0.001	0.785	0.021	<0.001
16	0.761	0.018	<0.001	0.866	0.028	<0.001	0.801	0.018	<0.001
17	0.676	0.026	<0.001	0.855	0.026	<0.001	0.779	0.021	<0.001
18	0.681	0.035	<0.001	0.824	0.037	<0.001	0.768	0.024	<0.001
7–10	0.730	0.013	<0.001	0.763	0.018	<0.001	0.718	0.012	<0.001
10–14	0.725	0.010	<0.001	0.837	0.012	<0.001	0.796	0.009	<0.001
14–18	0.693	0.012	<0.001	0.843	0.015	<0.001	0.772	0.011	<0.001
Age group—girls
7	0.627	0.040	<0.001	0.848	0.038	<0.001	0.632	0.036	<0.001
8	0.676	0.033	<0.001	0.722	0.045	<0.001	0.751	0.025	<0.001
9	0.796	0.018	<0.001	0.814	0.037	<0.001	0.793	0.021	<0.001
10	0.756	0.024	<0.001	0.889	0.023	<0.001	0.802	0.021	<0.001
11	0.781	0.023	<0.001	0.850	0.038	<0.001	0.791	0.025	<0.001
12	0.734	0.024	<0.001	0.784	0.039	<0.001	0.743	0.023	<0.001
13	0.722	0.021	<0.001	0.802	0.026	<0.001	0.763	0.020	<0.001
14	0.763	0.022	<0.001	0.852	0.022	<0.001	0.778	0.021	<0.001
15	0.741	0.018	<0.001	0.797	0.035	<0.001	0.755	0.020	<0.001
16	0.749	0.018	<0.001	0.895	0.020	<0.001	0.802	0.018	<0.001
17	0.773	0.021	<0.001	0.782	0.047	<0.001	0.761	0.022	<0.001
18	0.755	0.025	<0.001	0.770	0.042	<0.001	0.728	0.023	<0.001
7–10	0.731	0.014	<0.001	0.803	0.020	<0.001	0.753	0.013	<0.001
10–14	0.729	0.011	<0.001	0.822	0.015	<0.001	0.759	0.011	<0.001
1–18	0.748	0.010	<0.001	0.816	0.018	<0.001	0.766	0.010	<0.001

Figure 1

Receiver operating characteristic curve of neck circumference for predicting obesity in Iranian children and adolescents by age categories. ROC, receiver operating characteristic.

Figure 2

Receiver operating characteristic curve of neck circumference for predicting overweight in Iranian children and adolescents by age categories. ROC, receiver operating characteristic.

Figure 3

Receiver operating characteristic curve of neck circumference for predicting abdominal obesity in Iranian children and adolescents by age categories. ROC, receiver operating characteristic.

Table 6 presents the optimal cut-off point of NC to predict the presence of overweight, general and abdominal obesity with their corresponding specificity and sensitivity by gender.

Table 6

Threshold, sensitivity and specificity of neck circumference for detecting overweight, obesity and abdominal obesity in Iranian children and adolescents by sex and age groups: the CASPIAN IV study

Age (year)-sex group	Overweight			General obesity			Abdominal obesity
	Cut-off point	Sensitivity	Specificity	Cut-off point	Sensitivity	Specificity	cut-off point	Sensitivity	Specificity
Age group—boys
7	27.05	0.63	0.73	27.05	0.76	0.72	26.45	0.71	0.68
8	27.65	0.70	0.67	27.55	0.70	0.66	27.05	0.68	0.64
9	28.05	0.64	0.74	28.55	0.76	0.77	27.95	0.75	0.63
10	28.65	0.73	0.67	29.05	0.79	0.78	28.55	0.79	0.70
11	29.55	0.76	0.71	30.75	0.87	0.85	29.95	0.79	0.76
12	30.55	0.74	0.73	31.05	0.81	0.81	30.65	0.78	0.78
13	31.45	0.73	0.71	32.05	0.77	0.78	31.05	0.72	0.75
14	32.05	0.67	0.67	32.80	0.77	0.71	31.90	0.72	0.60
15	33.45	0.70	0.65	34.95	0.83	0.78	33.80	0.75	0.69
16	34.95	0.78	0.64	36.05	0.82	0.82	35.05	0.70	0.77
17	35.45	0.70	0.61	36.60	0.78	0.76	35.90	0.74	0.66
18	36.05	0.67	0.68	37.10	0.73	0.77	36.15	0.73	0.71
7–10	27.85	0.74	0.63	28.05	0.70	0.75	27.35	0.71	0.61
10–14	30.15	0.76	0.63	31.95	0.78	0.76	30.75	0.77	0.71
14–18	34.95	0.72	0.60	36.06	0.78	0.80	35.05	0.71	0.73
Age group—girls
7	25.90	0.70	0.61	27.05	0.81	0.81	25.90	0.67	0.62
8	26.25	0.69	0.63	27.15	0.67	0.76	26.55	0.70	0.69
9	27.95	0.82	0.70	28.05	0.77	0.77	27.95	0.79	0.71
10	28.55	0.76	0.73	29.90	0.89	0.84	28.45	0.75	0.72
11	29.05	0.76	0.72	30.25	0.82	0.82	29.05	0.76	0.72
12	30.05	0.69	0.71	30.90	0.78	0.73	30.05	0.67	0.72
13	31.10	0.65	0.68	32.05	0.71	0.79	31.25	0.72	0.71
14	31.90	0.78	0.67	32.25	0.78	0.76	31.65	0.72	0.68
15	32.05	0.62	0.71	32.90	0.78	0.72	32.05	0.68	0.73
16	32.60	0.70	0.69	34.10	0.81	0.86	32.75	0.76	0.72
17	32.85	0.80	0.68	33.05	0.73	0.74	32.95	0.72	0.71
18	32.96	0.75	0.66	33.25	0.73	0.73	32.20	0.72	0.64
7–10	27.45	0.71	0.69	27.95	0.78	0.70	27.05	0.73	0.70
10–14	30.45	0.75	0.64	31.35	0.76	0.75	30.90	0.73	0.68
14–18	32.85	0.70	0.70	33.45	0.77	0.77	32.55	0.71	0.72

Discussion

Our findings show a significant association between NC and other anthropometric measurements of obesity in both genders of a national sample of the Iranian paediatric population. These evidence from a large population-based study, proposed that measuring of NC can be considered as an easy-to-use clinical marker and novel predictor of obesity.

Obesity/overweight become most arguably serious chronic health problem of children in most populations.16 Many studies have linked increased adverse health outcomes of childhood obesity even as short-term or long-term consequences.1 2 4 Controlling the epidemic of childhood obesity, detection, early prevention and treatment of childhood obesity are important priorities that need accurate diagnostic measures.5 Screening and monitoring tools must be low-cost, quick and easy to use, and generally acceptable to both patients and health practitioners.12 14

Some studies conducted in adults revealed the value of NC as a simple screening tool for identifying individuals with high BMI6 or confirmed the association of NC with other obesity indexes.14 22 However, limited experiences exist on the potential value of NC measurement as an index of obesity in the paediatric age group.14 22 23 A limited number of studies exist on the reference data set of NC in children; the Canadian Health Measures Survey and Identification and Prevention of Dietary-and lifestyle-induced health Effects in Children and infants ‘IDEFICS’ have presented such data.24 25 No previous large study has been conducted in the paediatric population of the Middle East and North Africa region.

NC can be used as an additional measure to screen children with overweight and obesity as suggested by Nafiu et al.12 Previous studies have found that NC, as a single marker of the upper body subcutaneous fat, seems a novel identity of pathogenic fat deposit.26

NC above the 50th centile is also proposed as a sensitive, valid new tool and a sensitive predictor of overweight/obesity (BMI>85th centile).24 In one study, the cut-off values that showed higher sensitivity and specificity for NC to detect overweight in pre-pubertal and pubertal girls were 28.25 and 31.35 cm, respectively.27 Some other investigations revealed a significant association between NC and increased risk of adverse health consequences of excess weight.25 28

In some previous research, NC has been highly correlated with WC and BMI all in all gender-age groups. Our findings are consistent with a study in Brazilian adolescents that found a high prevalence of elevated NC and its association with BMI, WC and body fat percentages.29 It suggested that upper body subcutaneous fat, obtained through NC measurement, could possibly represent greater metabolic risk than visceral fat.27 A study of Han children aged 7–12 years also showed a significant correlation of NC with age, BMI and WC in both genders. These findings proposed NC as a simple, inexpensive and accurate tool for identifying overweight and obese children.30

Validation of NC against WC and BMI, which is reported by Hatipoglu et al,14 showed that NC could be served as an easy way to determine overweight and obesity in children, indicating good correlation with cardiovascular risk factors. Consistent with this study, NC also performed well as an index of high BMI in young children and adolescents of both genders, in previous research.10 12 14 Some studies also emphasised on predictive value of NC in detection of children who are at risk of central fat distribution, or even poor cardiovascular health.10 14 31 32 For instance, a cross-sectional study conducted among 1058 children aged 6–18 years revealed that the joint presence of wide NC and higher BMI was associated with a significantly higher prevalence of elevated blood pressure (BP).33 Another study in 324 Greek children aged 9–13 years found that NC was associated with most cardiovascular disease (CVD) risk factors. The study showed that the association of NC and CVD was comparable to the observed relations of BMI z-score, WC, hip circumference (HC), waist-to-hip ratio (WHR) and WHtR.34 In line with these studies, NC measurement was indicated as a reliable anthropometric index to predict children with cardiometabolic disease.32

NC measurement is a reliable and inexpensive index, with easier measurement than other indexes of adiposity, that is, WC and BMI.6 32 35 In addition, measurement of NC may be used as a predictor tool for obstructive sleep apnoea, especially in obese children.23 36 Furthermore, neck-to-waist ratio, as an index of body fat distribution, could predict obstructive sleep apnoea in older children and adolescents, especially in those who are overweight and/or obese.28

This study was the first of its kind to find the association of NC and anthropometric indices in the paediatrics in Iran. A nationwide survey and large sample size could serve the data representative in Iranian children and adolescents. These findings might be practical for health policymakers. Methodologically, using the best updated fitted methods on almost gathered qualified data led to more accurate estimations.

However, the study had some limitations that should be considered in interpreting the data. First, the cross-sectional nature of the study, to some extent, limits its interpretation as to causality of associations. Furthermore, in this study, we were not able to measure fat mass as an indicator of excess weight, and obesity was defined according to BMI. Moreover, as in ROC analyses, the predictive values and likelihood ratios depend on the overall outcome prevalence (childhood obesity/overweight), conclusions may not be applicable to other far different populations37 and these results are exclusively applicable at a national level, and possibly at a regional level.

Conclusion

Consistent with some previous studies in children and adolescents, the findings of the present investigation showed that NC could be proposed as an index of obesity/overweight in both genders of the paediatric age group. We propose that NC could be a useful screening measure for identifying overweight or obese children and adolescents at the population level.