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@ARTICLE{Lin:292290,
author = {H.-Y. Lin and H. Mazumder and I. Sarkar and P.-Y. Huang and
R. A. Eeles and Z. Kote-Jarai and K. R. Muir and J.
Schleutker and N. Pashayan and J. Batra and D. E. Neal and
S. F. Nielsen and B. G. Nordestgaard and H. Grönberg and F.
Wiklund and R. J. MacInnis and C. A. Haiman and R. C. Travis
and J. L. Stanford and A. S. Kibel and C. Cybulski and K.-T.
Khaw and C. Maier and S. N. Thibodeau and M. R. Teixeira and
L. Cannon-Albright and H. Brenner$^*$ and R. Kaneva and H.
Pandha and J. Y. Park},
collaboration = {UKGPCS collaborators and APCB and P. consortium},
title = {{C}luster effect for {SNP}-{SNP} interaction pairs for
predicting complex traits.},
journal = {Scientific reports},
volume = {14},
number = {1},
issn = {2045-2322},
address = {[London]},
publisher = {Macmillan Publishers Limited, part of Springer Nature},
reportid = {DKFZ-2024-01651},
pages = {18677},
year = {2024},
abstract = {Single nucleotide polymorphism (SNP) interactions are the
key to improving polygenic risk scores. Previous studies
reported several significant SNP-SNP interaction pairs that
shared a common SNP to form a cluster, but some identified
pairs might be false positives. This study aims to identify
factors associated with the cluster effect of false
positivity and develop strategies to enhance the accuracy of
SNP-SNP interactions. The results showed the cluster effect
is a major cause of false-positive findings of SNP-SNP
interactions. This cluster effect is due to high
correlations between a causal pair and null pairs in a
cluster. The clusters with a hub SNP with a significant main
effect and a large minor allele frequency (MAF) tended to
have a higher false-positive rate. In addition, peripheral
null SNPs in a cluster with a small MAF tended to enhance
false positivity. We also demonstrated that using the
modified significance criterion based on the 3 p-value rules
and the bootstrap approach (3pRule + bootstrap) can reduce
false positivity and maintain high true positivity. In
addition, our results also showed that a pair without a
significant main effect tends to have weak or no
interaction. This study identified the cluster effect and
suggested using the 3pRule + bootstrap approach to enhance
SNP-SNP interaction detection accuracy.},
keywords = {Polymorphism, Single Nucleotide / Humans / Multifactorial
Inheritance: genetics / Gene Frequency / Genome-Wide
Association Study: methods / Cluster Analysis / Models,
Genetic / Epistasis, Genetic / Cluster (Other) / False
positivity (Other) / SNP interaction (Other) / Simulation
(Other)},
cin = {C070 / C120 / HD01},
ddc = {600},
cid = {I:(DE-He78)C070-20160331 / I:(DE-He78)C120-20160331 /
I:(DE-He78)HD01-20160331},
pnm = {313 - Krebsrisikofaktoren und Prävention (POF4-313)},
pid = {G:(DE-HGF)POF4-313},
typ = {PUB:(DE-HGF)16},
pubmed = {pmid:39134575},
doi = {10.1038/s41598-024-66311-7},
url = {https://inrepo02.dkfz.de/record/292290},
}