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O2 max response to
exercise training: results from the HERITAGE Family Study
1 Physical Activity Sciences Laboratory, Laval University, Ste-Foy, Québec, Canada G1K 7P4; 2 Division of Biostatistics and 6 Department of Genetics and Psychiatry, Washington University School of Medicine, St. Louis, Missouri 63110; 3 Department of Kinesiology, Indiana University, Bloomington, Indiana 47405; 4 Department of Health and Kinesiology, Texas A&M University, College Station, Texas 77843; and 5 School of Kinesiology and Leisure Studies, University of Minnesota, Minneapolis, Minnesota 55455
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ABSTRACT |
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The aim of this study was to test the hypothesis
that individual differences in the response of maximal
O2 uptake
(
O2 max) to a
standardized training program are characterized by familial aggregation. A total of 481 sedentary adult Caucasians
from 98 two-generation families was exercise trained for 20 wk and was tested for
O2 max on
a cycle ergometer twice before and twice after the training program.
The mean increase in
O2 max reached ~400
ml/min, but there was considerable heterogeneity in responsiveness, with some individuals experiencing little or no gain, whereas others
gained >1.0 l/min. An ANOVA revealed that there was 2.5 times more
variance between families than within families in the
O2 max response
variance. With the use of a model-fitting procedure, the most
parsimonious models yielded a maximal heritability estimate of 47% for
the
O2 max response,
which was adjusted for age and sex with a maternal transmission of 28%
in one of the models. We conclude that the trainability of
O2 max is
highly familial and includes a significant genetic component.
trainability; heritability; individuality; family lines
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INTRODUCTION |
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MAXIMAL O2 uptake
(
O2 max) varies
considerably among sedentary adults. Age, sex, body mass, and body
composition all contribute to this heterogeneity. In a recent report
(4), our laboratory has also shown that there is significant familial
aggregation for
O2 max
in the sedentary state even when the data are adjusted for age, sex,
body mass, and body composition. These observations were derived from
the HERITAGE Family Study, and they indicate that the heritability of
O2 max among sedentary
adults after adjustment for the above covariates could be as high as
50%, although this value is undoubtedly inflated by nongenetic
familial factors.
However, no data have been reported as of yet on the familial
resemblance of the
O2 max response to a
standardized training program in previously sedentary people. There are
reasons to believe that the trainability of
O2 max would be
characterized by a significant level of familial aggregation. For
instance, members of the same pair of identical twins are significantly
more alike than are unrelated individuals in the
O2 max increase after exposure to a standardized training program. This statement was confirmed by the results of three different experimental studies. In
the first, 10 pairs of monozygotic twins were trained for 20 wk with a
standardized endurance training program (10). In the second, six pairs
of identical twins were endurance trained for 15 wk to verify whether
the results of the first study could be replicated (7). Finally, in the
third study, 14 pairs of monozygotic twins were trained for 15 wk with
a high-intensity intermittent program to examine whether the findings
of a significant intrapair resemblance in the
O2 max gain could be
found with a different training regimen (11). The findings of all three
studies are remarkably concordant: the intraclass correlations
for the intrapair resemblance in the
O2 max changes with
training range from 0.65 to 0.77. The
F ratios of the between-pair variance
in
O2 max gain to the
within-pair variance are quite similar with a range from 6 to 9 (5).
Based on these intervention studies with identical twins, we
hypothesized that the
O2 max response to a
standardized training regimen would exhibit familial aggregation with
some families characterized by a high-trainability pattern and others
by low responsiveness. The purpose of this study was to test this
hypothesis by using the data on Caucasians from the HERITAGE Family
Study that were obtained on subjects in the sedentary state and after 20 wk of standardized endurance training.
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METHODS |
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Sample. The HERITAGE Family Study was designed to investigate the role of the genotype in cardiovascular, metabolic, and hormonal responses to aerobic exercise training and the contribution of regular exercise to changes in selected cardiovascular disease and diabetes risk factors. Five centers, located at Indiana University, Laval University, University of Minnesota, Texas A&M University, and Washington University, are involved in the HERITAGE Family Study consortium. The study design, sample, and protocol have been described earlier (6).
A total of 481 individuals from 98 two-generation families of Caucasian descent (236 men, 245 women) were available for this study. The following criteria were applied to screen subjects for participation. First, individuals were required to be between the ages of 17 and 65 yr (17-40 yr of age for offspring and
65 yr of age for parents).
Second, all participants were required to be sedentary at baseline.
Third, individuals with a body mass index >40
kg/m2 were excluded, unless they
were able to meet the demands of the exercise tests and exercise
training program. Fourth, resting blood pressure levels could not
exceed 159 mmHg for systolic and 99 mmHg for diastolic.
Antihypertension drug therapy was also a cause for exclusion.
Participants were required to be in good physical health and to
complete the 20-wk exercise program. Further details about inclusion
and exclusion criteria can be found in Bouchard et al. (6).
Exercise training program.
The training program was conducted on cycle ergometers (Universal
Aerobicycle, Cedar Rapids, IA) interfaced with a Mednet computer system
(Universal Gym Mednet, Cedar Rapids, IA) to control the power output of
the ergometers so that constant training heart rates could be
maintained. Subjects started training at the heart rate associated with
55% of their initial
O2 max for 30 min/day and gradually progressed to the heart rate associated with 75% of
their initial
O2 max
for 50 min/day at the end of 14 wk. They maintained this intensity and
duration throughout the remaining 6 wk. Frequency was maintained at
three sessions per week throughout the 20-wk training program (14). The
power output of the cycle ergometer was adjusted automatically to the
heart rate response of the subject at all times during all training
sessions. All training sessions were supervised on site. A detailed
description of the training program can be found elsewhere (6, 12).
O2 max measures.
Each individual was examined for a battery of measurements before and
after the 20-wk standardized exercise program. Two maximal exercise
tests designed to lead to
O2 max on a cycle
ergometer were performed on 2 separate days at baseline and again on 2 separate days after training on a SensorMedics 800S (Yorba Linda, CA)
cycle ergometer connected to a SensorMedics 2900 metabolic measurement cart. The tests were conducted at about the same time of day, with at
least 48 h between the two tests. The electrocardiogram was used to
monitor heart rate. Gas-exchange variables
(O2 uptake, CO2 production, minute
ventilation) were recorded as a rolling average of three 20-s
intervals. The criteria for
O2 max were respiratory exchange ratio >1.1, plateau in
O2 uptake (change of <100 ml/min
in the last three 20-s intervals), and a heart rate within 10 beats/min
of the maximal heart rate predicted for age. All subjects achieved a
O2 max by at least
one of these criteria in at least one of the two tests, both pre- and
posttraining. In the first test, subjects exercised at a power output
of 50 W for 3 min, followed by increases of 25 W each 2 min until
volitional exhaustion. For older, smaller, or less fit individuals, who
were generally the older mothers among the family members, the test was
started at 40 W, with increases of 10-20 W each 2 min thereafter. In the second test, subjects exercised for ~10 min at an absolute (50 W) and at a relative power output equivalent to 60%
O2 max. They then
exercised for 3 min at a relative power output that was 80% of their
O2 max, after which
resistance was increased to the highest power output attained in the
first maximal test. If the subjects were able to pedal after 2 min,
power output was increased each 2 min thereafter until they reached
volitional fatigue. The average
O2 max from
these two sets was taken as the
O2 max for that
subject and used in this analysis if both values were within 5% of
each other. If they differed by >5%, the higher
O2 max value was
used. Reproducibility of
O2 max in these
subjects was examined and was characterized by an intraclass correlation coefficient of 0.97 for repeated tests, with a coefficient of variation of 5% and no difference among clinical centers (4, 12).
The
O2 max response
was defined as the absolute difference (ml
O2/min) between posttraining
O2 max and
baseline
O2 max (i.e.,
O2 max
response = posttraining
O2 max
baseline
O2 max) and is the
phenotype used in the present study.
Data adjustment.
The response of
O2 max to training
was adjusted for age by using a stepwise multiple-regression procedure.
Briefly, the response variable was regressed on up to a cubic
polynomial in age within four sex-generation groups (fathers, mothers,
sons, and daughters). Only terms significant at the 5% level were
retained. The resulting squared residuals were similarly adjusted for
age effects on the variance; the final adjusted phenotype was
standardized to a mean of 0 and a SD of 1. Significant terms and
percentages of variance accounted for by age in each of the
sex-by-generation groups for the
O2 max response
phenotype were seen only in sons (9.2%) and daughters (5.0%). A
separate set of adjustments allowing for the effects of age, sex, and
baseline
O2 max was
also conducted. However, baseline
O2 max was
not a significant predictor of the
O2 max response at
the 0.05 level.
Familial correlation model.
An ANOVA comparing the between-family to the within-family variances
was first used to verify the hypothesis that the response of
O2 max aggregates in
families. A sex-specific familial correlation model was then used to
investigate whether there was evidence of familial factors underlying
the variation in the age-adjusted response
O2 max. The computer
program SEGPATH (9) was used to fit the model directly to the family
data by using the method of maximum likelihood under the assumption
that the phenotype within a family jointly follows a multivariate
normal distribution. The general model was based on four groups of
individuals [i.e., fathers (f), mothers (m), sons (s), and
daughters (d)], giving rise to eight correlations in three
familial classes [i.e., 1 spouse (fm), 4 parent-offspring (fs,
fd, ms, md), and 3 sibling (ss, dd, sd)]. The general model and
several null hypotheses were evaluated. Each null hypothesis was tested
by a comparison to the general model by using the likelihood ratio
test, which is the difference in minus twice the log likelihood
(
2 ln L) obtained under the two models. The likelihood ratio is
approximately distributed as a
2, with the degrees of freedom
being equal to the difference in the number of parameters estimated in
the two models. In addition to the likelihood ratio test, Akaike's
information criterion (AIC), which is
2 ln L plus twice the
number of estimated parameters, was used to compare nonnested models.
The "best" model is the one with the smallest AIC (1).
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RESULTS |
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Means and SDs for the baseline, posttraining, and
O2 max
response are presented in Table 1. In each
of the generations, there is no age difference between the genders.
However, each of the baseline, postexercise, and
O2 max
response means is significantly higher in men than in women and higher
in offspring than in parents. The mean
O2 max response ranges
from 293 ml/min in mothers to 486 ml/min in sons, and the mean increase
in
O2 max was
significant in each of the four sex and generation groups.
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The extensive heterogeneity in the
O2 max changes brought
about by regular exercise is illustrated by Clinical Center in Fig.
1. A similar pattern of variation in
trainability, expressed as gains in milliliters of
O2 per minute, across all four
centers was observed. Indeed, each center had nonresponders and low
responders as well as others who increased their
O2 max by as much as
700 ml/min and up to >1.0 l/min. The distribution of the increases in
O2 max for all 481 individuals is depicted in Fig. 2 for seven
classes of changes with training.
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The correlations between baseline
O2 max and the
O2 max
response to training were computed separately for fathers, mothers, daughters, and sons. The correlations ranged from 0.03 to
0.16. Despite these low correlation levels, the
O2 max response
phenotype was further adjusted for baseline
O2 max (age and
baseline value within sex and generation groups), and all the analyses
were repeated. No differences were found between the age-adjusted and
the age- and baseline
O2 max-adjusted
O2 max response
phenotypes. We have, therefore, elected to present only the
age-adjusted phenotype data from here on.
An ANOVA was implemented to test for aggregation in families, with the
age-adjusted
O2 max
response as the dependent variable and family identification as the
independent variable. The F value from
the ANOVA indicates that there are 2.5 times more variance (P = 0.0001) between than within
families, with 39% of the variance being accounted for by family
membership. This clearly shows that the
O2 max response
aggregates in families (results not shown).
The familial correlation model-fitting results are given in Table
2. The hypotheses of no sibling resemblance
(model 10), no parent-offspring
resemblance (model 11), and no
spouse resemblance (model 12) are
rejected, supporting significant familial resemblance. The maternal
hypotheses (models 6-8) are not
rejected, although dropping father-offspring and spouse resemblance
(model 9) produces a worse fit. None
of the models testing for sex differences (models 2-4) and a single correlation
(model 5) is rejected. Based on the
likelihood ratio tests and the AIC, model
3 (no sex differences in offspring or parents; AIC = 1,371.57) and model 7 (maternal inheritance with no restrictions on father-offspring and spouse resemblance independent of sex; AIC = 1,371.96) are the most
parsimonious.
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Parameter estimates (correlations ± SE) under the general and
parsimonious models are summarized in Table
3. The maximal general heritability,
defined as the most comprehensive estimator of the familial
transmission, was estimated as twice the average of the seven
correlations for related individuals (i.e., all except spouse
correlation) and is also shown in Table 3. Under the parsimonious model, the maximum general heritability was estimated as 47%; for the
maternal model, the maximum heritability reached 28%.
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Figure 3 depicts the distribution of the
age- and sex-adjusted
O2 max response within
and between families and illustrates the extent of the familial
resemblance in the trainability of
O2 max. The figure
shows that there are families with a predominantly low-response
phenotype and others with large concentrations of high responders.
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DISCUSSION |
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The maximal heritability estimate of the
O2 max response to
training adjusted for age and sex reaches 47% in this study, with
maternal heritability reaching 28%. Adjusting the response data for
baseline
O2 max did not
modify these estimates. Spouse resemblance in the response phenotype is
noticeable and may indicate effects of shared environments as well as
assortative mating. In the same population, our laboratory has earlier
reported a maximal heritability of 59% (and maternal heritability of
36%) for the baseline
O2 max data (4). Thus
the familial factors underlying
O2 max in sedentary
families are quantitatively similar to those underlying its response to
exercise training. However, even though they are quantitatively about
the same, the familial and genetic factors underlying the two
phenotypes appear to be different, as indicated by the lack of a
relationship between baseline
O2 max and
O2 max response.
Maximal aerobic power is characterized by limited trainability in
children under 10 yr of age, but
O2 max is clearly a
trainable phenotype, on the average, in older children, adolescents,
young adults, and older adults of both sexes (3, 8, 13). However, no
children were involved in the present study, and age of subjects was
only a minor correlate of the
O2 max response (see
Data adjustment). Nonetheless, there
were considerable individual differences in the response of these
phenotypes to exercise training. Among adults, some individuals exhibit
a pattern of high response, whereas others present a pattern of no or
minimal response, with a broad range of response phenotypes between the extremes.
What is the main cause of the heterogeneity in the response to
training? We believe that it has to do with as yet undetermined genetic
characteristics (2). To test this hypothesis, we have in the past
performed training studies with pairs of monozygotic twins, the
rationale being that the response pattern should vary for individuals
having differing genetic characteristics (between pairs) compared with
brothers or sisters having the same genotype (within pairs). There was
about six to nine times more variance between genotypes (pairs of
twins) than within genotypes (within pairs of twins) in the response of
O2 max to standardized
training protocols (3). A related measure of aerobic performance is total work output during a prolonged exercise bout. In one of these
experiments performed with six pairs of identical twins, total power
output during a 90-min maximal cycle ergometer test was monitored
before and after 15 wk of training (7). Resemblance in total power
output within twin pairs was significant (intraclass r = 0.83), and the ratio of
between-pairs to within-pairs variances was ~11.
The most convincing evidence for the presence of family lines in the
trainability of
O2 max
comes, however, from the present study. There was 2.5 times more
variance between families than within families for the adjusted
O2 max response, and
the model-fitting analytic procedure yielded a maximal heritability of
47%. A significant maternal effect on the response pattern was also
observed. This raises the possibility that mitochondrial DNA is
involved to a significant extent in the training-response
heterogeneity. From the earlier observations in identical twins and the
present report, we conclude that the individuality in trainability of
O2 max is highly
familial with a significant genetic component. It should, therefore, be
possible to identify the genes and mutations responsible for the
heterogeneity in the training response of
O2 max.
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ACKNOWLEDGEMENTS |
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Thanks are expressed to all the co-principal investigators, investigators, coinvestigators, local project coordinators, research assistants, laboratory technicians, and secretaries who have contributed to the study and to Diane Drolet for assistance with the preparation of this manuscript.
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FOOTNOTES |
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The HERITAGE study is supported by the National Heart, Lung, and Blood Institute through the following grants: HL-45670 (to C. Bouchard, Principal Investigator), HL-47323 (to A. S. Leon, Principal Investigator), HL-47317 (to D. C. Rao, Principal Investigator), HL-47327 (to J. S. Skinner, Principal Investigator), and HL-47321 (to J. H. Wilmore, Principal Investigator). A. S. Leon is partially supported by the Henry L. Taylor Professorship in Exercise Science and Health Enchancement, and C. Bouchard is supported by the Donald B. Brown Research Chair on Obesity funded by the Medical Research Council of Canada and Roche Canada.
The costs of publication of this article were defrayed in part by the payment of page charges. The article must therefore be hereby marked "advertisement" in accordance with 18 U.S.C. §1734 solely to indicate this fact.
Address for reprint requests and other correspondence: C. Bouchard, Physical Activity Sciences Laboratory, Division of Kinesiology, Dept. of Social and Preventive Medicine, Faculty of Medicine, PEPS, Laval Univ., Ste-Foy, Québec, Canada G1K 7P4 (E-mail: Claude.Bouchard{at}kin.msp.ulaval.ca).
Received 22 January 1999; accepted in final form 20 May 1999.
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G. O'Donovan, A. Owen, S. R. Bird, E. M. Kearney, A. M. Nevill, D. W. Jones, and K. Woolf-May Changes in cardiorespiratory fitness and coronary heart disease risk factors following 24 wk of moderate- or high-intensity exercise of equal energy cost J Appl Physiol, May 1, 2005; 98(5): 1619 - 1625. [Abstract] [Full Text] [PDF] |
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V. L. Billat, E. Mouisel, N. Roblot, and J. Melki Inter- and intrastrain variation in mouse critical running speed J Appl Physiol, April 1, 2005; 98(4): 1258 - 1263. [Abstract] [Full Text] [PDF] |
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M. P. Massett and B. C. Berk Strain-dependent differences in responses to exercise training in inbred and hybrid mice Am J Physiol Regulatory Integrative Comp Physiol, April 1, 2005; 288(4): R1006 - R1013. [Abstract] [Full Text] [PDF] |
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L. G. Koch, C. L. Green, A. D. Lee, J. E. Hornyak, G. T. Cicila, and S. L. Britton Test of the principle of initial value in rat genetic models of exercise capacity Am J Physiol Regulatory Integrative Comp Physiol, February 1, 2005; 288(2): R466 - R472. [Abstract] [Full Text] [PDF] |
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N. G. Boule, S. J. Weisnagel, T. A. Lakka, A. Tremblay, R. N. Bergman, T. Rankinen, A. S. Leon, J. S. Skinner, J. H. Wilmore, D.C. Rao, et al. Effects of Exercise Training on Glucose Homeostasis: The HERITAGE Family Study Diabetes Care, January 1, 2005; 28(1): 108 - 114. [Abstract] [Full Text] [PDF] |
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H. R. Bowles, S. J. FitzGerald, J. R. Morrow Jr., A. W. Jackson, and S. N. Blair Construct Validity of Self-reported Historical Physical Activity Am. J. Epidemiol., August 1, 2004; 160(3): 279 - 286. [Abstract] [Full Text] [PDF] |
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P. W. Franks, U. Ekelund, S. Brage, M.-Y. Wong, and N. J. Wareham Does the Association of Habitual Physical Activity With the Metabolic Syndrome Differ by Level of Cardiorespiratory Fitness? Diabetes Care, May 1, 2004; 27(5): 1187 - 1193. [Abstract] [Full Text] [PDF] |
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J. Rico-Sanz, T. Rankinen, T. Rice, A. S. Leon, J. S. Skinner, J. H. Wilmore, D. C. Rao, and C. Bouchard Quantitative trait loci for maximal exercise capacity phenotypes and their responses to training in the HERITAGE Family Study Physiol Genomics, January 15, 2004; 16(2): 256 - 260. [Abstract] [Full Text] [PDF] |
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A. J. Hautala, T. H. Makikallio, A. Kiviniemi, R. T. Laukkanen, S. Nissila, H. V. Huikuri, and M. P. Tulppo Cardiovascular autonomic function correlates with the response to aerobic training in healthy sedentary subjects Am J Physiol Heart Circ Physiol, October 1, 2003; 285(4): H1747 - H1752. [Abstract] [Full Text] [PDF] |
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M. L. Troxell, S. L. Britton, and L. G. Koch Genetic Models in Applied Physiology: Selected Contribution: Variation and heritability for the adaptational response to exercise in genetically heterogeneous rats J Appl Physiol, April 1, 2003; 94(4): 1674 - 1681. [Abstract] [Full Text] [PDF] |
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K. K. Henderson, H. Wagner, F. Favret, S. L. Britton, L. G. Koch, P. D. Wagner, and N. C. Gonzalez Determinants of maximal O2 uptake in rats selectively bred for endurance running capacity J Appl Physiol, October 1, 2002; 93(4): 1265 - 1274. [Abstract] [Full Text] [PDF] |
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