Atherosclerosis and Lipoproteins |
From the Department of Genetics, Southwest Foundation for Biomedical Research, San Antonio, Tex.
Correspondence to David L. Rainwater, PhD, Department of Genetics, Southwest Foundation for Biomedical Research, PO Box 760549, San Antonio, TX 78245-0549. E-mail david{at}darwin.sfbr.org
| Abstract |
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HDL and
LDL, to optimally reflect the size correlations. Confirming previous studies, we found that the 2 size phenotype variables were positively correlated (r=0.51). Quantitative genetic analysis indicated that nearly half (44%) of the variance in
HDL and in
LDL was explained by the additive effects of genes. Bivariate genetic analyses indicated that a positive genetic correlation (
G=0.56) exists between them and suggested that the pleiotropic effects of a gene or group of genes account for
31% [ie,
G2 =(0.56)2=0.31] of the genetic variance in the 2 traits. Triglyceride (TG) levels were negatively related to
HDL and
LDL, with phenotypic correlations of -0.48 and -0.58, respectively, and genetic correlations of -0.45 and -0.76, respectively, suggesting that genes exert significant pleiotropic effects on the covariation of TGs with each of the size variables. Finally, we evaluated a bivariate model for
HDL and
LDL in which TG level was included as a covariate. This analysis indicated that a small but significant genetic correlation remains for
HDL and
LDL, even after accounting for the effects of TGs. Thus, our study demonstrates that the phenotypic correlation of HDL and LDL sizes results in part from the pleiotropic actions of a set of genes, some of which also influence TG levels and some of which do not.
Key Words: LDL size distributions HDL size distributions genetics triglycerides Mexican Americans
| Introduction |
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There is growing evidence that HDL subpopulations differ in their abilities to protect against CVD.6,7 However, whether current methods of measuring HDL subpopulations provide a substantial increment in CVD-predictive power is more controversial. For example, 2 studies reported significant associations of small dense HDLs (ie, HDL3, separated by electrophoresis and density fractionation) and CVD, but they differed as to whether HDL3 improved the prediction.8,9 Using nuclear magnetic resonance methodology, Freedman et al10 found that lipoprotein subpopulation measures, for HDL and LDL, significantly increased the proportion of variation in the coronary artery occlusion score that could be predicted.
A number of studies have reported a positive correlation between LDL and HDL size phenotypes.1114 Although triglyceride (TG) concentrations are associated with LDL and HDL size variation, recent results suggest that at least a portion of the correlation between LDL and HDL sizes is independent of TG levels.15 These observations suggest the existence of a metabolic mechanism(s) that governs the coordinated covariation in the relative sizes of several classes of lipoproteins. The purpose of the present study was to investigate the nature of the relationship between LDL and HDL size phenotypes. To facilitate this investigation, we have developed new metrics for lipoprotein size,
HDL and
LDL, which reflect the correlation of HDL and LDL size fractions, respectively.
HDL and
LDL are size distribution variables that are based on subtracting the absorbance in smaller particles from the absorbance in larger particles. With these new size variables, we have tested the hypothesis that there are "lipoprotein size" genes responsible for the coordinated covariation between LDL and HDL.
| Methods |
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Measurement of Lipoprotein Phenotypes
Cholesterol and TG concentrations were measured enzymatically by using kits from Boehringer-Mannheim Diagnostics and Stanbio, respectively. HDL cholesterol (HDL-C) concentrations were determined19 in the supernatant after precipitating apoB-containing lipoproteins with dextran sulfateMg2+. Interassay coefficients of variation for control products in these assays were 2.1% for total plasma cholesterol, 4.6% for HDL-C, and 3.7% for TGs. LDL cholesterol (in millimoles per liter) was estimated as follows: total plasma cholesterol-[HDL-C+(0.42TG)], which has been validated for TG values <8 mmol/L.20,21
Composite gradient gels, which enable the evaluation of LDL and HDL phenotypes in the same lane, were made in the laboratory.22 Samples were subjected to electrophoresis at 3000 V · h, and cholesterol was stained with Sudan black B.23 Lipoprotein size distributions of cholesterol stain were measured with an LKB-Ultroscan XL laser densitometer. Calibrators, run on each gel, included albumin (diameter 7.1 nm), lactate dehydrogenase (8.16 nm), ferritin (12.2 nm), and thyroglobulin (17.0 nm) in the Pharmacia high molecular weight standards kit, 2 LDL bands in a lyophilized plasma standard (26.6 and 27.5 nm),24 and carboxylated polystyrene microspheres (38 nm). The first 4 standards were used as calibrators for HDLs, and the last 4 standards were used as calibrators for LDLs. To assess gel-to-gel variation, we determined LDL and HDL median diameters (half the absorbance is on larger particles and half is on smaller particles22) for a lyophilized plasma sample run on each gel; coefficients of variation were as follows: 2.59% for HDL (mean diameter was 9.69 nm, n=629 runs) and 0.54% for LDL (mean diameter was 27.78 nm, n=625 runs). To enable comparisons across gels, absorbance profiles were converted from units of migration distance to units of particle diameter (at 0.1-nm increments), as suggested previously,25 and the data were expressed in terms of fractional absorbancex1000 for HDLs (7.2 to 13 nm) and for LDLs (21 to 29 nm). Lipoprotein size distributions were estimated as absorbance in large size particles minus absorbance in small size particles (see text above). Thus, we calculated
HDL as [(fractional absorbance, 9.6 to 10.7 nm)-(fractional absorbance, 7.7 to 8.2 nm)]x1000 and
LDL as [(fractional absorbance, 27.2 to 28.4 nm)-(fractional absorbance, 24.4 to 26.0 nm)]x1000. Repeatability for split duplicates was estimated to be 94.2% for
HDL and 88.9% for
LDL (n=77 samples duplicated). Values subjected to analyses represented the average of all accepted runs of a sample (average 2.1 runs per sample).
Quantitative Genetic Analyses
We used well-established statistical genetic methods26,27 to partition the phenotypic correlations among
HDL,
LDL, and TG levels into correlations due to shared genetic effects (ie, pleiotropy) and those due to random environmental effects (designated as
G and
E, respectively); total phenotypic correlations (
P) were calculated as follows:
P=[
h12 ·
h22 ·
G]+[
(1-h12) ·
(1-h22) ·
E], where h12 and h22 are heritabilities of traits 1 and 2, respectively. We have described implementation of these methods in detail previously.28,29
| Results |
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HDL and
LDL
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Therefore, to generate a single variable representing coordinated size variation in each class of lipoproteins (ie,
HDL and
LDL), we subtracted absorbance in smaller particles from that in larger particles. When these variables were determined for all samples in the study, we found a strong positive phenotypic correlation between
HDL and
LDL (Figure 3). The phenotypic correlation coefficient for
HDL and
LDL was stronger than the correlation coefficient for HDL and LDL median diameters (r=0.54 versus r=0.46, respectively; data not shown), an alternate particle distribution metric used previously.
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Quantitative Genetic Analyses of
HDL and
LDL
HDL and
LDL were subjected to quantitative genetic analyses to determine whether a genetic component contributed to their variation. Table 1 gives the results of the analyses of samples from 1157 individuals in the present study. Covariates that satisfied an entry criterion of P<0.1 in preliminary univariate analyses included sex, age, diabetes status, contraceptive use, and hypertension medications, and their coefficients are given in Table 1. Covariates accounted for 14% and 12% of total variation in
HDL and
LDL, respectively. Heritabilities of both traits were highly significant (P<0.0000001); the additive effects of genes accounted for 45% and 44% of residual variation (39% of total variation) in
HDL and
LDL, respectively. TG level, a trait previously shown to be correlated with lipoprotein size, was also highly heritable (h2=0.47), and covariates explained
16% of total variation (Table 1).
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Pleiotropic Effects on
HDL and
LDL
Bivariate genetic analyses were used to evaluate the phenotypic correlations between
HDL and
LDL. The phenotypic correlation between the 2 traits was estimated to be 0.51 in the genetic analyses, which is similar to the simple correlation given in Figure 3, which did not account for the relatedness among individuals. At 0.56 (Table 2, model 1), the genetic correlation (
G) between the 2 traits was highly significant, implying that
31% of the genetic variance in the 2 traits is due to the pleiotropic actions of a gene or group of genes, ie,
G2=(0.56)2=0.31. The remainder of covariation was due to factors not specified in the model, which could include unmeasured covariates as well as residual genetic effects.
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Effect of TG Concentrations on the Correlation of
HDL and
LDL
Each of the lipoprotein size traits was strongly correlated with TG levels, with phenotypic correlations of -0.48 and -0.58 and genetic correlations of -0.45 and -0.76 for
HDL and
LDL, respectively (Table 2, models 2 and 3). Thus, shared genes accounted for 20% and 58%, respectively, of the genetic variance in each pair of traits, and this raised the possibility that the genetic correlation between
HDL and
LDL might be due exclusively to their common correlation with TG levels. After including TG level in the model as a covariate, we found that the phenotypic correlation decreased2 from 0.51 to 0.31 but that there remained a small, but significant, genetic correlation between
HDL and
LDL after the adjustment (Table 2, model 4).
| Discussion |
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HDL and
LDL were based on inspection of the pattern of correlations between HDL and LDL fractions. Potentially, the range of values can be -1000 (all absorbance in the small size interval) to 1000 (all absorbance in the large size interval).
LDL more closely approached that potential than did
HDL (-683 to 863 versus -424 to 356, respectively). Previously, we have used median diameter, the diameter, for which half the HDL (or LDL) absorbance is on larger and half is on smaller particles, to represent lipoprotein distribution.22 Our preliminary analyses indicated that HDL and LDL median diameters gave similar results to what we report in the present study but that their phenotypic correlations were not as strong as for
HDL and
LDL (r=0.457 versus r=0.540, respectively; data not shown).
Earlier investigations have noted that LDL and HDL sizes are significantly correlated,1114 and the present study of >1100 subjects confirms that very strong correlation, accounting for
25% of the variance. These findings suggest a common pathway(s) that influences relative particle size distribution within the spectrum of possible sizes for LDLs and HDLs and for Lp(a) as well.13 Our data also indicate that particle size phenotypes are under substantial genetic control, with both traits having heritabilities (h2) of
45%, consistent with previous estimates of 30% to 50% for LDL30 and HDL29,31 size variables.
The novel finding of the present study is that genes account for a substantial proportion of the coordinated variation in lipoprotein size phenotypes. In fact,
31% of the genetic variance in the 2 traits is influenced by a set of genes with pleiotropic effects. This suggests that at least 1 of the pathways responsible for coordinated variation in lipoprotein sizes is under genetic control.
What sort of genes might these be? On the basis of known metabolic pathways, a number of proteins might be invoked as candidates for the coordinated changes that we have detected in the present study. For example, cholesteryl ester transfer protein (CETP) facilitates exchange of neutral lipids among lipoproteins. Studies have demonstrated that CETP induces the net transfer of TGs from VLDL to LDL and HDL, which, coupled with lipase activity, is associated with the reduction of HDL and LDL sizes.3234 It is likely that this pathway would be influenced by TG levels, and recently, Pownall et al35 have shown that changes in TG levels and the attendant changes in CETP are determinants of HDL and LDL composition and structure. A number of polymorphisms in the CETP gene are associated with variation in CETP levels and with HDL measures.36 LIPC, which encodes hepatic lipase, is also a strong candidate for a lipoprotein size gene. Hepatic lipase activity is strongly associated with HDL size phenotype,3740 and several studies have reported an association with LDL size as well.4143 However, when it was investigated in the same study, HDL but not LDL size was associated with the C-514T polymorphism in the hepatic lipase gene previously reported to show differences in enzyme activities.44 Genetic studies have supported this association, with linkage of a locus affecting HDL size phenotype to the region on chromosome 15 containing the hepatic lipase gene45 and suggestive evidence for linkage of a gene for LDL peak diameter in the same region.46 Taken together, these data suggest hepatic lipase as a strong candidate for 1 of the genes globally affecting lipoprotein size distributions.
Our data help to delineate the nature of the relationship among TGs and LDL and HDL size variation. We found strong correlations of TGs with LDL and HDL size, as has been observed in numerous studies already cited, and we also noted that a substantial proportion of the correlation was due to pleiotropic effects of the genes. This suggested the possibility that the genetic correlation between LDL and HDL size might be due to genetic effects mediated through TGs. However, when TG level was included in the model as a covariate, we found that the genetic correlation between the LDL and HDL size remained significant, albeit small. Taken together, these observations suggest distinct sets of genes that influence lipoprotein size: those that influence TGs, a critical component of lipoprotein particles, and those that affect lipoprotein size independent of TGs (although we cannot exclude the possibility that a more direct measure of TG-rich lipoproteins might absorb the TG-independent correlation). This observation extends our earlier study, which suggested a significant TG-independent phenotypic correlation between HDL and LDL sizes.15 Thus, in addition to the factors uniquely influencing each trait, there appear to be genetic and nongenetic factors, TG-related and TG independent, that are responsible for covariation in lipoprotein size traits.
| Acknowledgments |
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Received August 8, 2001; accepted August 29, 2001.
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