clinically , abdominal obesity is identified by an increase in waist circumference ( wc ) . increased wc
it is unclear , however , whether this measure is a correlate of increased risk through its correlation with total abdominal fat ( taf ) or a specific , metabolically unhealthy depot of adipose tissue .
many investigators postulate that the key component of body fat underlying the metabolic syndrome is intraperitoneal fat ( ipf ) or visceral fat [ 27 ] . others nonetheless contend that abdominal subcutaneous fat ( asf ) is a more important pathogenic factor [ 814 ] .
since previous studies have shown that ipf and asf are intercorrelated , the more important adipose - tissue compartment underlying the metabolic syndrome is difficult to identify .
the primary aim of this study was to determine the strength of the correlations between wc and taf , and asf and ipf measured by magnetic resonance imaging ( mri ) .
these analyses were made for gender in whites , blacks , and hispanics of the dallas heart study .
we additionally correlated saf and ipf with plasma triglyceride ( tg ) and homeostatic model assessment of insulin resistance ( homa2-ir ) , both accompanying the metabolic syndrome .
details of dhs study recruitment have been published previously . the current cohort consisted of 1538 women ( 50% black , 29% white , and 21% hispanic ) and 1212 men ( 50% black , 36% white , and 16% hispanic ) that had measurement of asf , ipf , and retroperitoneal fat ( rpf ) .
all study volunteers gave written informed consent to participate in an institutional review - board - approved study .
body weight was measured with a portable scale ( ever weigh , lithium electronic scale no .
34067 , health o meter , bridgeview , il , usa ) to the nearest 0.1  kg .
subjects were in a standing position with arms on side , legs straight , and knees together , with feet flat pointed outward .
waist circumference was measured at the midpoint between the lower margin of the last palpable rib and the top of the ileal crest using a stretch - resistant tape with a spring providing constant tension .
insulin resistance was estimated with the homa2 computer model ( homa calculator version 2.2 ) .
three categories of wc were defined for this study : low , intermediate , and high .
low wc corresponded to < 90  cm in men and < 80  cm in women ; intermediate wcs were 90101  cm in men and 8089  cm in women ; and high wcs were 102  cm in men and 90  cm in women .
these cut points corresponded to dhs body mass index categories of < 25  kg / m , 2529.9  kg / m , and 30  kg / m .
zhu et al .   reported essentially the same ranges based on nhanes iii data .
measurements of abdominal compartments of body fat were performed using 1.5 tesla mri scanners ( intera ; philips medical systems , best , the netherlands ) .
the entire abdomen from the diaphragm to the pelvis was scanned using contiguous axial 10  mm slices , as previously described .
a single mri slice at the l2-l3 level was used to quantify total abdominal fat ( taf ) , asf , ipf , and retroperitoneal fat ( rpf ) as detailed by abate et al . .
briefly , the validation of this method to quantify total abdominal fat subregions involved mri measurements from the 12th thoracic to 1st sacral vertebra calculated from contiguous 10  mm thick slices that covered the entire abdomen .
regression functions were derived that predicted total fat masses in the respective compartments and that correlated best with the single slice measurement at l2-l3 level .
not normally distributed , results are given as medians ( with interquartiles ) , and data were log - transformed prior to parametric statistical comparisons .
comparisons of means of metabolic risk factors among ethnic groups within each gender were done for metabolic parameters using anova with bonferroni adjustments for multiplicity of testing or in selected cases using a posthoc fisher f test .
pearson 's correlation coefficients were determined for analyses of linear associations of waist girth to abdominal fat parameters measured by mri .
spearman 's and partial correlations were also calculated for relating adipose tissue compartments to triglycerides and homa2-ir .
the clinical characteristics of subjects according to ethnicity and gender are shown in table 1 .
mean wcs ranged from 99  cm to 101  cm for the three groups of men and from 91.4  cm to 100.7 in women ; wcs were higher in black women . in both men and women , blacks had the lowest tg and hispanics had the highest .
black men had higher mean hdl - c levels compared to whites and hispanics ; differences among the three groups of women were less .
black men had lower non - hdl - c levels than whites and hispanics , but they had higher systolic blood pressures .
pearson 's correlations ( r ) for linear regression analyses between wcs and different abdominal - fat compartments are shown in figure 1 .
the highest coefficients of correlation were noted for taf with progressively lower correlation coefficient with asf and ipf .
ipf was better correlated with wc in men than in women , but still , wc was not a good indicator of ipf .
the strength of the correlations was similar within each ethnic group at a p < 0.0001 .
absolute fat masses in ipf and asf for three categories of wc  low , intermediate , and high  according to ethnicity and gender are presented in figures 2(a ) and 2(b ) , respectively .
women of all ethnicities had much lower ipf masses than men . further , in both men and women , blacks had lower ipf masses than whites and hispanics at all levels of wc ( p < 0.02 ) ; white men with low and intermediate wc had lower ipf than hispanics ( p < 0.02 ) ; and white women at intermediate wc had lower ipf than hispanic women ( p < 0.02 ) .
in contrast , men and women had similar patterns of asf masses for each waist circumference category .
black men had significantly lower asf than white and hispanic for those with a low waist circumference , and they also had the highest asf for those in the highest waist circumference category
figure 3 displays the ipf as a percentage of taf . in all ethnicities , higher wcs matched with greater fat masses in each compartment ( figures 2(a ) and 2(b ) ) . although fat masses rose with increasing wcs , the percentage of ipf relative to taf did not rise for low , intermediate ( med ) , and high wcs for men or women ( figure 3 ) . in general , blacks had slightly lower percentages of ipf than both other groups . in figures 4(a ) and 4(b ) , ranges of ipf masses are given for quintiles of taf in men and women , respectively .
as taf rose , so did ipf , showing that most of ipf mass was determined by taf content . within each taf category ,
this range broadened with higher taf masses , suggesting heterogeneity of ipf response to obesity . in the most obese subjects , ipf masses varied over extremes of about 1.5  kg in men and 1.0  kg in women .
the means and distributions of the ipf / asf ratio are shown for men and women of the three ethnic groups ( table 2 ) .
the distributions were skewed so that mean and 50th percentiles ( medians ) are not identical .
although mean percentage ipf was relatively constant with increasing wcs , great individual variation was noted across the span of ipf / asf ratios . to examine whether differences in ipf / asf ratios affect plasma tg or homa2-ir , ratios were split into upper and lower halves and were related to these metabolic measures .
on the whole , for the three wc categories , greater ipf / asf ratios associated with higher tg levels .
in contrast , differences in ratios had little or no influence on homa2-ir . in women ,
a similar but less pronounced trend was noted for differences in ipf / asf ratios on tg levels ( figure 5(b ) ) .
differences in ratios again had little or no effect on homa2-ir . to determine whether a more sensitive analysis might identify an effect of ipf on homa2-ir , spearman 's correlation coefficients were determined on all men and all women , regardless of ethnicity or wc ( figure 6 ) . in both men and women
after cross - adjustment , asf lost its association with tg levels , whereas ipf did not . in both men and women , asf and ipf
after cross - adjustment , the strength of the correlation for each compartment diminished , but ipf remained significantly correlated .
first , wc correlated strongly with taf and asf , whereas wc less strongly predicted ipf ( figure 1 ) .
second , ipf constituted only about one - fourth of taf in men and one - fifth in women ( figure 4 ) .
third , for all groups , the distributions of ipf / asf ratios showed considerable variability among individuals ; this explains the relatively low correlations between wc and ipf ( table 2 ) .
fourth , ipf rose progressively with increasing taf , but at each step of increase , ipf masses varied considerably ( figures 4(a ) and 4(b ) ) .
fifth , for all wc categories , persons with higher ipf / asf ratios had higher plasma tg levels than did those with lower ratios ; this relationship was not observed for homa2-ir ( figures 5(a ) and 5(b ) ) .
even so when all ethnic groups were combined , a positive correlation was uncovered between ipf and homa2-ir , which persisted after adjustment for asf ( figure 6 ) .
ipf , asf , and the distribution of their ratios were compared to blacks , whites , and hispanic men and women .
both black men and women had lower median ipf / asf ratios compared to whites and hispanics ( table 2 ) .
in the three ethnic groups , taf , asf , and ipf were similarly correlated with waist girths ( figure 1 ) . in low , intermediate , and high wc categories ,
both black men and women had lower masses of ipf , compared to whites and hispanics ( figure 2(a ) ) .
in low and intermediate wc categories of men , hispanics had greater masses of ipf than whites as well as black ; at high wg , only black men were different from the other ethnicities . in women , only blacks
were consistently different from whites and hispanics in ifp masses ( figure 2(a ) ) .
black men and women had relatively low asf mass compared to whites and hispanics ; but in the high wg categories , blacks of both genders had higher asf mass than whites and hispanics ( figure 2(b ) ) .
a high wc clearly associates with all metabolic risk factors ; and it is commonly believed that wc is a surrogate measurement for visceral adipose tissue [ 2022 ] .
the current study revealed that amounts of ipf increased progressively through each category of increasing wc . in this sense , therefore , it can be said that wc is a surrogate for ipf .
the current data , nonetheless , indicate that wc is much more strongly correlated with taf and asf than with ipf .
this being the case , it can not be assumed that the relation between increased wc and metabolic syndrome is mediated predominantly through a higher ipf .
for all wc categories and in men and women , those with higher ipf / asf ratios had higher plasma tg levels .
in addition , partial correlation analysis indicated that ipf independently associates with tg levels . the mechanism for this relationship can be readily visualized .
since ipf drains its fatty acids directly into the splanchnic circulation , these fatty acids should add an excess load of lipid on the liver beyond what would be derived from subcutaneous adipose tissue beds .
for instance , carr et al .   reported that intra - abdominal fat is independently associated with insulin resistance , and others found a similar relationship [ 12 , 24 , 25 ] . it might be expected that if ipf causes insulin resistance , a high level of ipf should be a risk factor for type 2 diabetes .
such has been reported [ 6 , 25 , 26 ] . in the current study ,
this relationship could not be found when people with high and low ipf / asf ratios were compared .
but partial correlations suggest that higher levels of ipf associate with increased homa2-ir independently of asf . in the light of previous reports
, there seems to be little doubt that a positive correlation between ipf and insulin resistance exists .
the mechanisms whereby ipf per se could cause skeletal muscle insulin resistance are not readily apparent .
an increased release of fatty acids from ipf is one possibility ; but amounts must be relatively small compared to the total adipose tissue output of fatty acids .
it is thus unlikely that a relatively small increment in release of fatty acids from ipf could substantially worsen insulin resistance in skeletal muscle [ 2730 ] .
if ipf increases insulin resistance , it is more likely to be hepatic insulin resistance ; this condition is characterized by increased hepatic glucose output .
presumably an increased fatty acid influx into the liver suppresses insulin action , stimulates gluconeogenesis , and raises hepatic glucose output [ 31 , 32 ] .
a report suggests that homa2-ir reflects hepatic glucose output more than skeletal muscle insulin resistance .
the positive correlation between ipf and homa2-ir thus could be mediated through fatty acid stimulation of hepatic glucose output .
they found that the contribution of ipf to hepatic fatty acid delivery ranged from < 10% to approximately 50% depending on amounts of ipf . the remainder of fatty acid flux to liver derived from subcutaneous adipose tissue .
thus their findings suggest that excess fatty acids from ipf could drive gluconeogenesis and raise homa2-ir . in reference to the association between visceral obesity and metabolic risk factors
, it seems important to distinguish between the rise in ipf with total body obesity and the occurrence of excessive amounts of ipf with obesity .
the findings of nielsen et al .   suggest that with increasing obesity , a higher percentage of splanchnic flux of fatty acids is derived from ipf .
in addition , for any given level of obesity , there is heterogeneity in ipf content ; therefore , obese persons with the greatest ipf masses could have the highest splanchnic flux of fatty acids , worsening liver - associated risk factors . in summary
any given wc , ipf can vary greatly . the two factors affecting this variation are ethnicity and gender .
black men and women have lower median ipf masses than whites and hispanics . in the high wg category ,
blacks have both lower ipf and greater asf , which contributes to the overall variability between wc and ipf .
ipf was found to correlate with both serum triglyceride levels and homa2-ir , whereas asf correlated only with homa2-ir .
 this study examines intercorrelations among waist circumference ( wc ) , intraperitoneal fat ( ipf ) , and subcutaneous abdominal fat ( saf ) in ethnically diverse dallas heart study consisting of 1538 women and 1212 men ( 50% black ) . 
 correlations between fat depots and triglyceride or homa2-ir , biomarkers of metabolic syndrome , are also reported . 
 total abdominal fat ( taf ) , asf , and ipf masses were measured by magnetic resonance imaging . the highest correlations with wc according to ethnicity and gender 
 were noted for taf ( r2 = 0.81  0.88 ) with progressively lower correlations with asf ( 0.650.82 ) and ipf ( 0.290.85 ) . 
 the percentage of ipf relative to taf was not significantly correlated with wc . 
 for all wc categories , higher ipf / asf ratios were associated with higher triglyceride levels . 
 in contrast , differences in ratios had little or no association with homa2-ir . however , 
 when all data were pooled , ipf was positively correlated with both triglyceride ( r = 0.358 ( men ) and 0.363 ( women ) ) and homa2-ir ( r = 0.480 ( men ) and 0.517 ( women ) ) ; after adjustment for asf , ipf was still correlated with triglyceride ( r = 0.353 ( men ) and 0.348 ( women ) ) and homa2-ir ( r = 0.290 ( men ) and 0.221 ( women ) ) . 
 wc measures taf reliably , but its association with ipf depends on ipf / asf ratios that vary by gender and ethnicity . 
1. Introduction
2. Methods
3. Statistics
4. Results
5. Discussion