Researchers Answer Troublesome Question of Why Some Genetic Association Studies Have Failed Replication Attempts
Paper Resulted from Identification of Childhood Obesity Gene and Carries Implications for Fundamental Study Design and Analysis
For immediate release: Thursday, April 3, 2008
Boston, MA - A team of researchers from Harvard School of Public Health
(HSPH), Brigham and Women's Hospital (BWH), and elsewhere have
described a possible reason why some studies have been unable to
replicate associations between genes and traits — namely that the
strength of a gene/trait association might vary with age and that
current study designs typically fail to take that into account. The
paper was selected for early publication online on the American Journal
of Human Genetics (AJHG) web site on April 3, 2008, and will appear in
the April 11 print issue of the journal.
Said Christoph Lange, HSPH Associate Professor of Biostatistics and
senior author: "In reexamining a vast amount of original data from an
earlier study, we have illustrated clearly that genetic effects for
complex traits can vary by age and that such an interaction can prevent
independent replications of the work if this variable is not taken into
account in planning and analyzing the study. This insight has
implications for all fellow researchers in genetic association studies."
In 2006, Lange was a co-author of a paper in Science that found a
common genetic variant, or SNP, that is associated with adult and
childhood obesity. The association was confirmed in some, but not all,
cohorts.
When more data became available, Lange and collaborators reanalyzed the
original data, plus genetic information from 399 additional
individuals. Subjects participated in the Framingham Heart Study
offspring cohort. More than 116,200 SNPs were initially genotyped, of
which 86,604 were used in the association analyses. Measurements of
body mass index (BMI) were taken six times over an average of 23 1/2
years. BMI is weight in kilograms divided by the square of height in
meters.
The researchers found a second common genetic variant called rs1455832
in the ROBO1 gene that affects obesity. More to the point, the
variant's influence on obesity appears to be strongest during childhood
and diminishes after age 45.
"This is important because it demonstrates that genetic effects can
vary over time," said Jessica Lasky-Su, Instructor at Harvard Medical
School and Brigham and Women's Hospital. "In this example, the marker
may increase obesity in early life and then as time goes on, other
effects become stronger, and the influence of this marker diminishes.
It is likely that many other genetic variants also act in this
fashion." Lasky-Su is co-lead author of the study with Helen Lyon of
Children's Hospital Boston.
To test rs1455832 further, the researchers examined its association
with obesity and with age in eight other study populations comprising
13,584 individuals. Five international centers participated, including
studies from Costa Rica, Greece, Poland, Iceland, and Germany. The
interaction was observed in five of the eight replicate samples with
statistically significant results. The authors note that this
interaction would have been missed in all but one of the replication
samples if they had failed to incorporate the age-dependent effect in
the association analysis.
Said Lange, "We are now in an era where scanning entire genomes for
associations with diseases is rapid. In assessing the resulting data,
it will be important for scientists to keep in mind the significance of
age, otherwise findings may not be replicated or may be overlooked
entirely."
The importance of age-dependent genetic effects for BMI was suggested
in a 2003 paper published by researchers at the University of Texas MD
Anderson Cancer Center in the European Journal of Human Genetics that
described a genome-wide scan for genes related to BMI. However, the
incorporation of age-dependent genetic effects for BMI into genetic
analyses remains uncommon.
Lasky-Su et al., On the Replication of Genetic Associations: Timing Can
Be Everything!, The American Journal of Human Genetics (2008),
doi:10.1016/j.ajhg.2008.01.018
Framingham Heart Study: These data were made available by the
Framingham Heart Study of the National Heart Lung and Blood Institute
(NHLBI) of the National Institutes of Health (NIH) and Boston
University School of Medicine. That work was supported by the NHLBI's
Framingham Heart Study (Contract Number N01-HC-25195). The manuscript of the AJHG paper was not prepared in collaboration with investigators of the FHS and does not necessarily reflect the opinions or views of the FHS, Boston University, or NHLBI.
For funding information for each of the replication cohorts, see the Acknowledgments section of the paper.
For more information, contact:
Christina Roache
617-432-6052
croache@hsph.harvard.edu
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