TY - JOUR
T1 - A quantitative trait rare variant nonparametric linkage method with application to age-at-onset of Alzheimer’s disease
AU - Zhao, Linhai
AU - Zhang, Zhihui
AU - Rodriguez, Sandra M.Barral
AU - Vardarajan, Badri N.
AU - Renton, Alan E.
AU - Goate, Alison M.
AU - Mayeux, Richard
AU - Wang, Gao T.
AU - Leal, Suzanne M.
N1 - Funding Information:
Funding The National Institute on Aging (NIA)-LOAD supported the collection of samples used in this study through NIA grants U24AG026395, R01AG041797, 5R37AG015473, RF1AG015473, and R56AG051876. This work was also supported by grants from the National Human Genome Research Institute R01 HG008972 and NIA RF1 AG058131.
Publisher Copyright:
© 2020, The Author(s), under exclusive licence to European Society of Human Genetics.
PY - 2020/12
Y1 - 2020/12
N2 - To analyze pedigrees with quantitative trait (QT) and sequence data, we developed a rare variant (RV) quantitative nonparametric linkage (QNPL) method, which evaluates sharing of minor alleles. RV-QNPL has greater power than the traditional QNPL that tests for excess sharing of minor and major alleles. RV-QNPL is robust to population substructure and admixture, locus heterogeneity, and inclusion of nonpathogenic variants and can be readily applied outside of coding regions. When QNPL was used to analyze common variants, it often led to loci mapping to large intervals, e.g., >40 Mb. In contrast, when RVs are analyzed, regions are well defined, e.g., a gene. Using simulation studies, we demonstrate that RV-QNPL is substantially more powerful than applying traditional QNPL methods to analyze RVs. RV-QNPL was also applied to analyze age-at-onset (AAO) data for 107 late-onset Alzheimer’s disease (LOAD) pedigrees of Caribbean Hispanic and European ancestry with whole-genome sequence data. When AAO of AD was analyzed regardless of APOE ε4 status, suggestive linkage (LOD = 2.4) was observed with RVs in KNDC1 and nominally significant linkage (p < 0.05) was observed with RVs in LOAD genes ABCA7 and IQCK. When AAO of AD was analyzed for APOE ε4 positive family members, nominally significant linkage was observed with RVs in APOE, while when AAO of AD was analyzed for APOE ε4 negative family members, nominal significance was observed for IQCK and ADAMTS1. RV-QNPL provides a powerful resource to analyze QTs in families to elucidate their genetic etiology.
AB - To analyze pedigrees with quantitative trait (QT) and sequence data, we developed a rare variant (RV) quantitative nonparametric linkage (QNPL) method, which evaluates sharing of minor alleles. RV-QNPL has greater power than the traditional QNPL that tests for excess sharing of minor and major alleles. RV-QNPL is robust to population substructure and admixture, locus heterogeneity, and inclusion of nonpathogenic variants and can be readily applied outside of coding regions. When QNPL was used to analyze common variants, it often led to loci mapping to large intervals, e.g., >40 Mb. In contrast, when RVs are analyzed, regions are well defined, e.g., a gene. Using simulation studies, we demonstrate that RV-QNPL is substantially more powerful than applying traditional QNPL methods to analyze RVs. RV-QNPL was also applied to analyze age-at-onset (AAO) data for 107 late-onset Alzheimer’s disease (LOAD) pedigrees of Caribbean Hispanic and European ancestry with whole-genome sequence data. When AAO of AD was analyzed regardless of APOE ε4 status, suggestive linkage (LOD = 2.4) was observed with RVs in KNDC1 and nominally significant linkage (p < 0.05) was observed with RVs in LOAD genes ABCA7 and IQCK. When AAO of AD was analyzed for APOE ε4 positive family members, nominally significant linkage was observed with RVs in APOE, while when AAO of AD was analyzed for APOE ε4 negative family members, nominal significance was observed for IQCK and ADAMTS1. RV-QNPL provides a powerful resource to analyze QTs in families to elucidate their genetic etiology.
UR - http://www.scopus.com/inward/record.url?scp=85088813772&partnerID=8YFLogxK
U2 - 10.1038/s41431-020-0703-z
DO - 10.1038/s41431-020-0703-z
M3 - Article
C2 - 32740652
AN - SCOPUS:85088813772
SN - 1018-4813
VL - 28
SP - 1734
EP - 1742
JO - European Journal of Human Genetics
JF - European Journal of Human Genetics
IS - 12
ER -