Articles |
From the Institut National de la Santé et de la Recherche Médicale, Paris, France (J.M.A.B., L.T.); the National Public Health Institute, Helsinki, Finland (C.E.); the Institute for Medical Biology and Human Genetics, Innsbruck, Austria (H.-J.M.); Gaubius Laboratory TNO-PG, Leiden, Netherlands (L.M.H.); the Laboratory of Lipoprotein Chemistry, Ghent, Belgium (M.R.); and the Institute of Biochemistry, Glasgow, Scotland (D.S.J.O.).
Correspondence to Laurence Tiret, INSERM U258, Hôpital Broussais, 96 rue Didot, 75674 Paris Cedex 14, France. E-mail: tiret{at}hbroussais.fr
| Abstract |
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Key Words: lifestyle apolipoprotein E polymorphism apolipoproteins lipids adiposity
| Introduction |
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2,
3,
4). Numerous studies have shown that the apoE polymorphism is
associated with plasma total and LDL cholesterol, as well
as with plasma apoE and apoB concentrations. In the population at
large, the
2 allele is associated with lowered levels of apoB,
total cholesterol, and LDL cholesterol, while
the opposite is true for the
4 allele (see References 1 and 21 2 ).
A meta-analysis combining the data of 45 population samples
clearly demonstrated that the
2 and
4 alleles are both
associated with elevated concentrations of
triglycerides.3 ApoE allele frequencies vary widely across populations around the world,4 5 and even across relatively close populations such as the European.5 6 7 Notwithstanding these variations, the allele effects on lipid levels are remarkably consistent across populations.4 6 7 This consistency suggests that the apoE polymorphism acts in a relatively uniform manner, despite differences in genetic background and environment. However, this does not preclude a more subtle modulation of apoE effects by modifiable factors, which would not be well accounted for by interpopulation comparisons. Such a modulation is suggested, in particular, by intervention studies showing that the response of plasma lipids to dietary change is not uniform across apoE phenotypes.8 9 10 11 12
Very few studies have addressed the issue of the interaction between modifiable factors and apoE phenotype effects on lipids. One of the reasons might be that very large sample sizes are required for having an acceptable power of detecting such interactions. It has been suggested that apoE genotypes might modify the relationship of measures of obesity and fat distribution,13 14 smoking and alcohol consumption,15 and physical activity16 to lipids.
EARS is a large multicenter study of biological, lifestyle, and
genetic risk factors for coronary heart disease, carried out in
young adults from 11 countries throughout Europe. In an earlier
paper,7 we described the association of the apoE
polymorphism with lipids and apolipoproteins. Associations with
plasma total and LDL cholesterol, triglyceride,
apoB, and apoE levels were consistent with the now
well-identified effects of
2 and
4 alleles on these traits.
These effects exhibited a great consistency among the
different European populations, although there was a clear-cut
North-to-South opposite gradient in the
2 and
4 allele
frequencies. The large number of subjects participating in EARS allowed
us to further elucidate whether the apoE locus interacts with
environmental factors.
Therefore, the aim of the present study was to investigate whether the effects of modifiable factors, eg, obesity, fat distribution, dietary fat composition, smoking, alcohol consumption, and physical activity on plasma total cholesterol, triglyceride, apoB, and apoE levels were modulated by the apoE polymorphism.
| Methods |
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Venous blood was collected after an overnight fast. Height, weight, and waist and hip circumferences were measured, and BMI (weight in kilograms divided by height in meters squared) and WHR were calculated. Details of lifestyle, eg, smoking habits, alcohol consumption, and physical activity were determined with standardized questionnaires and protocols.17
Laboratory Analyses
Cholesterol and triglyceride
concentrations were measured according to the Lipid Research Clinic's
Manual of Laboratory Operations, standardized according to
the Centers for Disease Control and Prevention, Atlanta, Ga. ApoB
levels were measured by immunonephelometry on a Behring BNA
nephelometer. ApoE levels were measured by ELISA according to published
procedures.19 ApoE phenotyping was performed by
isoelectric focusing of delipidated plasma followed by
immunoblotting.20 21
The composition of cholesteryl esters in plasma was determined by reversed-phase high-performance liquid chromatography as described previously.22 Four major components were determined: cholesteryl palmitate (16:0), oleate (18:1), linoleate (18:2), and arachidonate (20:4). The L/O ratio was calculated as a marker for the P/S ratio.23
Statistical Analysis
Only subjects for whom all lipid and modifiable factors and the
apoE phenotype were available (n=1795) were included in
statistical analyses. Additionally, women taking oral
contraceptives (n=321) were excluded because of the large effect on
lipid parameters studied. Since very few subjects had the
E2/2 (n=12) or E4/4 phenotype (n=31), regrouping of the
subjects into three groups was performed: carriers of the
2
allele (E2/2 and E3/2 phenotypes), subjects with the E3/3
phenotype, and E4 carriers (E4/3 and E4/4 phenotypes).
Subjects with the E4/2 phenotype (n=26) could not be assigned
to any of the groups and were therefore excluded, leaving 1448
subjects. All analyses were carried out using the Statistical
Analysis System (SAS, version 6.09, SAS Institute, Cary,
NC).
Although in EARS a large number of lipids and apolipoproteins were measured, we decided to focus only on those traits for which there was no controversy about the influence of the apoE polymorphism, to limit the possibility of finding spurious interactions. Given the strong correlation between LDL cholesterol and apoB levels, LDL cholesterol was omitted because it was not directly measured but assessed by Friedewald's formula. Since in our earlier paper7 apoE allele effects had been shown to be very homogeneous across regions and among cases and controls, we analyzed pooled data with adjustment for region and case/control status. An additional adjustment was performed for age and, depending on the analysis, gender.
Triglycerides and apoE levels were log transformed to improve normality for statistical testing.
Phenotype-specific associations of continuous modifiable factors with lipid and apolipoprotein levels were determined by partial Pearson correlation coefficients. For physical activity, Spearman's correlation coefficients were determined. The homogeneity of associations of modifiable variables with lipid and apolipoprotein levels across apoE phenotypes was tested by analysis of variance, including E2 and E4/lifestyle interaction terms in the model. The E3/3 phenotype was taken as the reference category.
Finally, multivariate regression analysis was conducted in each apoE phenotype group, with lipid and apolipoprotein levels successively taken as the dependent variable, and modifiable factors and gender as independent variables. In each apoE phenotype group, the proportion of variance (R2) attributable to gender and all modifiable factors combined was calculated as the ratio of the sum of squares due to these factors to the age-, region-, and case/control statusadjusted total sum of squares.
| Results |
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Correlations of plasma lipid and apolipoprotein levels with modifiable
factors according to apoE phenotype are shown in Table 2
. The apoE polymorphism did not
alter correlations between modifiable factors and apoE levels. In
contrast, correlations of BMI and WHR with total
cholesterol and apoB levels were stronger in subjects with
the
2 allele than in subjects with the E3/3 phenotype,
whereas E4 carriers did not differ from E3/3 subjects. For the
correlation between WHR and total cholesterol levels,
however, the interaction term did not reach statistical significance.
The correlation between tobacco consumption and apoB levels was also
higher in E2 carriers (P=.053). The
2 allele modified
the association between triglyceride concentrations and the
L/O ratio in a similar way, increasing the inverse correlation between
these two variables. All associations with alcohol consumption and
physical activity were homogeneous among the apoE
phenotype groups (Table 2
).
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The stronger association of BMI and WHR with apoB levels in E2 carriers
was demonstrated in both men and women (significance of E2 interaction
terms, P<.05 in both genders). Three-way interaction terms
with gender were not statistically significant. The correlations of
apoB with BMI were 0.48 and 0.39 in female and male E2 carriers,
respectively, and the correlations with WHR were 0.27 and 0.16,
respectively. By contrast, the interaction between the
2 allele
and BMI and WHR on total cholesterol, as well as the
interaction between the
2 allele and the L/O ratio on
triglyceride concentrations was significant only in women
(P<.01). In male subjects the correlations were quite
similar among the three apoE phenotype groups. However, in
neither case did the three-way interaction term with gender reach
significance. Interaction effects did not differ significantly
according to case/control status and region.
The stronger correlations of BMI and WHR with total
cholesterol and apoB levels in E2 carriers suggested that
an increase in these modifiable factors resulted in a larger rise in
the levels in these subjects than in those with other
phenotypes. A similar conclusion can be drawn for the
relationship between the L/O ratio and plasma triglyceride
concentrations. To further elucidate these interactions, we determined
mean total cholesterol, apoB, and triglyceride
levels according to gender-specific tertiles of BMI, WHR, and L/O ratio
after stratification by apoE phenotype (Figs 1 through 3![]()
![]()
).
The lowering effect of the
2 allele on total
cholesterol and apoB levels was much less pronounced in the
upper tertiles of BMI and WHR, so much that the levels in E2 carriers
belonging to the upper tertile of BMI were comparable to those in E3/3
subjects (Figs 1
and 2
).
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Plasma triglyceride concentrations decreased according to
tertiles of the L/O ratio (Fig 3
). Triglyceride
concentrations were most elevated in E2 carriers in the lowest tertile,
suggesting that the E2 allele exhibits its
triglyceride-raising effect mainly when a diet high in
saturated and low in polyunsaturated fat is consumed.
In multivariate regression analysis, the
interactions demonstrated in univariate analyses
remained statistically significant. In E2 carriers, 31.4% of the
interindividual variation in apoB levels could be explained by gender,
BMI, WHR, tobacco and alcohol consumption, physical activity, and the
L/O ratio (Table 3
). In E3/3 subjects,
this proportion was only 9.2%, a proportion quite similar to that
observed in E4 carriers (13.6%). The higher R2
in E2 carriers was mostly explained by a larger effect of BMI on apoB
in this phenotype group. For total cholesterol
levels, congruent results were found. In contrast, the proportion of
apoE and triglyceride variance explained by gender and
modifiable factors was fairly similar in the three phenotype
groups.
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| Discussion |
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While the effects of the apoE polymorphism on lipids have been extensively studied in various populations, only few studies have investigated interactions with environmental factors, and never in such a large sample as the present one. In the present study, associations between modifiable factors (eg, BMI, WHR, tobacco and alcohol consumption, and physical activity) and plasma apoE levels, studied in young adults from 11 countries throughout Europe, were nonsignificant and notably similar across apoE phenotypes. In contrast, a stronger effect of BMI and WHR on total cholesterol and apoB levels was demonstrated in E2 carriers than in those with the E3/3 phenotype. Multivariate analysis indicated that the modifiable factors explained about three times more of the interindividual variance in total cholesterol and apoB levels in E2 carriers than in other subjects, but this was mainly due to the larger contribution of BMI to the variability of these levels. Results for LDL cholesterol paralleled those found for apoB levels, but these results were not shown, because LDL cholesterol levels were calculated and not measured directly.
The fact that BMI emerged among all the factors studied is not unexpected, since the apoE polymorphism primarily affects lipid metabolism, and adiposity is a major metabolic factor. On the other hand, it is possible that other lifestyle factors, such as smoking, may not have yet exhibited their full effect on lipids, since subjects participating in EARS were relatively young (18 to 26 years). Although the interaction term did not reach statistical significance, we demonstrated that the association between tobacco consumption and apoB levels was also stronger in E2 carriers. When studying older subjects, who have longer lifetime risk-factor exposure, differences according to phenotypes may become more pronounced.
The deviation of the E2 carriers from the other apoE
phenotype groups is in accordance with results of Reilly et
al13 showing that the heterogeneity of
regression of several lipids and apolipoproteins to concomitants was
mostly due to differences between the
32 and
33
genotypes. In their study, associations of
triglyceride, total cholesterol, and HDL
cholesterol levels with weight and WHR were stronger in
women with the E3/2 than in women with the E3/3 phenotype. In
men, on the contrary, associations of WHR with the same lipid
parameters were weaker in subjects with the E3/2
phenotype. In contrast to our results, associations with apoB
levels were not different between phenotypes. Some of the
interactions in the present study, eg, the interaction of the
apo
2 allele with BMI and WHR on total cholesterol
levels and with the L/O ratio on triglyceride
concentrations, were also restricted to women. These results suggest
that sex-specific factors (eg, hormonal factors) act as important
regulators on these complex metabolic pathways.
A large study in children aged 8 to 16 years also demonstrated
stronger correlations between adiposity and apoB levels in E2
carriers.27 In a small study in obese women, both the
2
and
4 allele altered the relationships between body fatness
indices and plasma lipoproteins, but in contrast to the present
study, no correlations were found between adiposity and apoB levels in
E3/2 subjects.14
The stronger correlation between adiposity measures demonstrated
in our study and in the study of Srinivasan et al27
suggests that weight loss, aimed at lowering apoB or LDL
cholesterol levels, might be more effective in subjects
carrying the
2 allele. A study of Muls et al,28
however, demonstrated no differences in the effect of weight loss on
lipid levels according to apoE phenotype. Results of another
study suggested that weight gain was associated with a larger increase
in triglyceride and ß-lipoprotein concentrations not in
E2 carriers but in E4 carriers.29
Several experimental studies demonstrated higher
cholesterol responses to a dietary regimen reducing the
amount of dietary fat in subjects with the E4/3 or E4/4
phenotype,8 9 10 11 12 while others failed to do
so.30 31 It was also suggested that the apoE
polymorphism did not have any major effect on the response of lipid
levels to increased dietary cholesterol.32 In
our study we found that the association of the L/O ratio, a marker for
the dietary P/S ratio,23 with plasma
triglyceride concentrations was more marked in E2 carriers.
A recent observational study published by Marshall et al33
demonstrated that the association between dietary
cholesterol and plasma LDL cholesterol was
strongest in E2 carriers. These results are at variance with the
results from experimental studies. When showing modulation of dietary
responses by the apoE polymorphism, it is rather the
4
allele that deviates. This discrepancy might, on the one hand,
reflect differences between the effect of normal dietary fatty acid
intake and the effect of a lipid-lowering diet. Lipid concentrations
are more variable after a change in dietary saturated fat or
cholesterol.32 The observational data
presented here may better represent the effects of
long-term dietary adaptation. On the other hand, plasma cholesteryl
esters only partly reflect the fatty acid composition of the
diet.23 34 35 EARS II, recently carried out with a similar
design as the study described here and including oral glucose and fat
tolerance tests, will allow us to study more precisely the effect of
the apoE polymorphism on dietary responses.
The E2 isoprotein has defective receptor-binding
affinity.36 Differences in binding affinity of the apoE
isoforms for the remnant (apoB/E) receptor and the LDL receptor will
result in differences in in vivo clearance rates and may therefore
underlie the reported differences in (apo)lipoprotein levels according
to apoE genotypes.36 37 Obesity and abdominal fat
accumulation result in a higher VLDL secretion and consequently higher
LDL cholesterol levels.38 Despite the
upregulation of the LDL receptor in E2 carriers, the diminished
receptor-binding capacity of the E2 isoform might result in a slower
clearance of excess VLDL secreted and therefore result in a stronger
rise in LDL particles with increasing adiposity in E2 carriers. This
might explain the stronger correlations with total
cholesterol apoB levels demonstrated in E2 carriers than in
individuals with other apoE phenotypes. On the other hand, the
BMI/E2 interaction could reflect a gene-gene interaction with some
other gene involved in lipolysis. The lipoprotein lipase gene is
mentioned as a candidate gene for obesity, and it has been suggested
that the Asn291
Ser mutation of the lipoprotein lipase gene might
interact with the
2 allele to predispose to
hyperlipidemia.39 In the same line of
evidence, the postheparin plasma lipoprotein lipase
activity has been shown to be related to plasma
triglyceride and apoB levels only in E2
carriers.40
In conclusion, this large study among healthy European students showed that the apoE polymorphism did not modify effects of modifiable factors on plasma apoE concentrations and had little influence on the effects of triglyceride concentrations. Therefore, the apoE isoform seems to act in a relatively uniform manner, independently of lifestyle. However, the association of adiposity with total cholesterol and apoB levels appears to be altered in apoE2 carriers. The identification of gene-environment interactions may help to focus intervention strategies on target subgroups in the population.
| Selected Abbreviations and Acronyms |
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| Acknowledgments |
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| Appendix 1 |
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EARS Project Management Group
F. Cambien, Paris, France; G. De Backer, Ghent, Belgium; M.M.
Galteau, Nancy, France; D. St J. O'Reilly, Glasgow, UK; M. Rosseneu,
Brugge, Belgium; and L. Wilhelmsen, Göteborg, Sweden.
EC COMAC-Epidemiology Liaison
Officer
T. Sorensen, Copenhagen, Denmark.
The EARS Group, Collaborating Centers, and their Associated
Investigators
Austria. Recruitment Center and Laboratory: H.J.
Menzel, C. Sandholzer, C. Duba, H.G. Kraft, Institute for Medical
Biology and Genetics, University of Innsbruck.
Belgium. Recruitment Center: G. De Backer, S. De Henauw, D. De Bacquer, A. Bael, Department of Hygiene and Social Medicine, State University of Ghent. Laboratory: M. Rosseneu, N. Vinaimont, Department of Clinical Chemistry, University Hospital St Jan, Brugge.
Denmark. Recruitment Center and Laboratory: C. Gerdes, O. Faergeman, L.U. Gerdes, I.C. Klausen, Medical Department I, Aarhus Amtssygehus.
Finland. Recruitment Center and Laboratory: C. Ehnholm, National Public Health Institute, Helsinki; R. Elovaino, J. Peräsalo, The Finnish Student Health Service. Recruitment Center: A. Kesaniemi, Department of Internal Medicine, University of Oulu; P. Palomaa, The Finnish Student Health Service.
France. EARS Data Center: F. Cambien, L. Tiret, R. Agher, V. Nicaud, R. Rakotovao, INSERM U 258, Unité de Recherche d'Epidémiologie Cardiovasculaire, Hôpital Broussais, Paris. EARS Central Laboratory: M.M. Galteau, S.M. Visvikis, Center de Médecine Préventive, Nancy. Laboratory: J.C. Fruchart, J.M. Bard, P. Lebel, Service de Recherche sur les Lipoprotéines et L'Athérosclérose (SERLIA), INSERM U 325, Institut Pasteur, Lille. Laboratory: L. Bara; Laboratoire de Thrombose Expérimentale, Paris. Recruitment Center: C. Bady, J. Beylot, A. Lindoulsi, L. Tiret, UFR de Santé Publique, Bordeaux.
Germany. Recruitment Center and Laboratory: U. Beisiegel, A. Jorge, M. Papanikolaou, Medizinische Klinik Universitätskrankenhaus, Hamburg.
Italy. Recruitment Center: E. Farinaro, Community Medicine, Institute of Hygiene and Preventive Medicine; F. De Lorenzo, C. Cortese, M. Liguori; Institute of Internal Medicine and Metabolic Disease, University of NaplesFrederico II.
The Netherlands. Laboratory: L.M. Havekes, P. de Knijff, IVVO-TNO Health Research, Gaubius Institute, Leiden.
Spain. Recruitment Center: S. Sans, T. Puig, Programma CRONICAT, Hospital Sant Pau, Barcelona. Recruitment Center and Laboratory: M. Heras, A.E. La Ville, P.R. Turner, M. Masana, Unitat Recerca Lipids, Universitat Barcelona, Reus.
Sweden. Recruitment Center: L. Wilhelmsen, S. Johansson, I. Wallin, Department of Medicine, Ostra Hospital, University of Göteborg.
Switzerland. Recruitment Center: F. Gutzwiller, B. Marti, M. Knobloch, P. Anliker, Institute of Social and Preventive Medicine, University of Zurich.
United Kingdom. Recruitment Center: D. Stansbie, H. Denton, S. Plumridge, Department of Chemical Pathology, Bristol, Royal Infirmary. Recruitment Center and Laboratory: J. Shepherd, D. St J. O'Reilly, M.J. Murphy, G. Lindsay, Institute of Biochemistry, Royal Infirmary, Glasgow. Laboratory: S. Humphries, P. Talmud, S. Ye, University College London School of Medicine.
Received February 8, 1996; accepted October 12, 1996.
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