TY - JOUR
T1 - Meta-analysis methodology for combining non-parametric sibpair linkage results
T2 - Genetic homogeneity and identical markers
AU - Gu, Chi
AU - Province, Michael
AU - Todorov, A.
AU - Rao, D. C.
PY - 1998
Y1 - 1998
N2 - Meta-analysis methodology is developed for combining sibpair linkage results across multiple studies employing different study designs, some employing quantitative traits (e.g., blood pressure) and some employing qualitative traits (e.g., clinical hypertension), under the assumption that the underlying (disease) trait loci are the same. Pooling results based on three commonly used sibpair methods is considered: the affected sibpair method for dichotomous traits and, for quantitative traits, the Haseman- Elston regression method and the Risch-Zhang extremely discordant sibpair method. The proportion of genes shared identical by descent (IBD) by a sibpair of certain trait outcomes is chosen as a common effect to be pooled across studies. Variation in the observed IBD proportions among individual studies is modeled using a random effects model. A heterogeneity test is provided to assess the variability among individual studies. When results from all three types of studies are available, we derive pooled estimates of IBD proportions both for sibpairs with extremely concordant trait values and for sibpairs with extremely discordant trait values, and construct a combined test of linkage based on the difference of the two estimates. Simulation studies demonstrate the need for and the advantage of meta-analysis of linkage results. We also present some guidelines for reporting linkage studies bearing potential future meta-analysis in mind.
AB - Meta-analysis methodology is developed for combining sibpair linkage results across multiple studies employing different study designs, some employing quantitative traits (e.g., blood pressure) and some employing qualitative traits (e.g., clinical hypertension), under the assumption that the underlying (disease) trait loci are the same. Pooling results based on three commonly used sibpair methods is considered: the affected sibpair method for dichotomous traits and, for quantitative traits, the Haseman- Elston regression method and the Risch-Zhang extremely discordant sibpair method. The proportion of genes shared identical by descent (IBD) by a sibpair of certain trait outcomes is chosen as a common effect to be pooled across studies. Variation in the observed IBD proportions among individual studies is modeled using a random effects model. A heterogeneity test is provided to assess the variability among individual studies. When results from all three types of studies are available, we derive pooled estimates of IBD proportions both for sibpairs with extremely concordant trait values and for sibpairs with extremely discordant trait values, and construct a combined test of linkage based on the difference of the two estimates. Simulation studies demonstrate the need for and the advantage of meta-analysis of linkage results. We also present some guidelines for reporting linkage studies bearing potential future meta-analysis in mind.
KW - Heterogeneity
KW - Meta-analysis
KW - QTL mapping
KW - Sibpair method
UR - http://www.scopus.com/inward/record.url?scp=0031738023&partnerID=8YFLogxK
U2 - 10.1002/(SICI)1098-2272(1998)15:6<609::AID-GEPI5>3.0.CO;2-N
DO - 10.1002/(SICI)1098-2272(1998)15:6<609::AID-GEPI5>3.0.CO;2-N
M3 - Article
C2 - 9811422
AN - SCOPUS:0031738023
SN - 0741-0395
VL - 15
SP - 609
EP - 626
JO - Genetic Epidemiology
JF - Genetic Epidemiology
IS - 6
ER -