two-stage design;
genome-wide association study;
family-based association test;
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摘要:
Recently, Steen et al proposed a two-stage approach for genome-wide family-based association studies. In the first stage, a screening test is used to select markers, and in the second stage, a family-based association test is performed on a much smaller set of the selected markers. The two-stage method can be much more powerful than the traditional family-based association tests. In this article, we extend the approach so that it can incorporate parental information and can be applied to an arbitrary pedigree structure. We use simulation studies to evaluate the type I error rates and the power of the proposed methods. Our results show that the two-stage approach that incorporates founders' phenotypes has the correct type I error rates, and is much more powerful than the two-stage approach that uses children's phenotypes only. Also, by carefully choosing the number of markers retained in the first stage, the power of a two-stage approach can be much more than that of the corresponding one-stage approach.
机构:
Department of Statistics, Chung-Ang University, Seoul
Research Center for Data Science, Chung-Ang University, SeoulDepartment of Statistics, Chung-Ang University, Seoul
Won S.
Bertram L.
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机构:
Massachusetts General Hospital, Charlestown, MADepartment of Statistics, Chung-Ang University, Seoul
Bertram L.
Becker D.
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机构:
Pathway Genomics, San Diego, CADepartment of Statistics, Chung-Ang University, Seoul
Becker D.
Tanzi R.E.
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机构:
Massachusetts General Hospital, Charlestown, MADepartment of Statistics, Chung-Ang University, Seoul
Tanzi R.E.
Lange C.
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机构:
Department of Biostatistics, Harvard School of Public Health, Boston, MA
Harvard Medical School, Boston, MA
Center for Genomic Medicine, Brigham and Women's Hospital, Boston, MADepartment of Statistics, Chung-Ang University, Seoul
机构:
Boston Univ, Sch Med, Dept Neurol & Framingham Heart Study, Boston, MA 02118 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Chen, Ming-Huei
Larson, Martin G.
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机构:
NHLBIs Framingham Heart Study, Framingham, MA USA
Boston Univ, Dept Math & Stat, Boston, MA 02118 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Larson, Martin G.
Hsu, Yi-Hsiang
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机构:
Hebrew Senior Life Inst Aging Res, Genet Epidemiol Program, Boston, MA USA
Harvard Univ, Sch Med, Boston, MA 02115 USA
Harvard Univ, Sch Publ Hlth, Mol & Integrat Physiol Sci Program, Boston, MA 02115 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Hsu, Yi-Hsiang
Peloso, Gina M.
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机构:
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Peloso, Gina M.
Guo, Chao-Yu
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机构:
Childrens Hosp Boston, Clin Res Program, Boston, MA USA
Childrens Hosp Boston, Dept Med, Program Genom, Boston, MA USA
Harvard Univ, Sch Med, Dept Pediat, Boston, MA 02115 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Guo, Chao-Yu
Fox, Caroline S.
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机构:
NHLBI, Ctr Populat Studies, Bethesda, MD 20892 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Fox, Caroline S.
Atwood, Larry D.
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机构:
Boston Univ, Sch Med, Dept Neurol & Framingham Heart Study, Boston, MA 02118 USA
NHLBIs Framingham Heart Study, Framingham, MA USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
Atwood, Larry D.
Yang, Qiong
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h-index: 0
机构:
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USABoston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Heilongjiang Univ, Harbin, Peoples R ChinaMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Zhang, Zhaogong
Niu, Adan
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机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USAMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Niu, Adan
Zhang, Shuanglin
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机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Heilongjiang Univ, Harbin, Peoples R ChinaMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Zhang, Shuanglin
Sha, Qiuying
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机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USAMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
机构:
Brigham & Womens Hosp, Channing Lab, Boston, MA 02215 USA
Harvard Univ, Sch Med, Dept Med, Boston, MA USA
Brigham & Womens Hosp, Ctr Genom Med, Boston, MA 02215 USABrigham & Womens Hosp, Channing Lab, Boston, MA 02215 USA
Lasky-Su, J.
Lange, C.
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机构:
Brigham & Womens Hosp, Channing Lab, Boston, MA 02215 USA
Brigham & Womens Hosp, Ctr Genom Med, Boston, MA 02215 USA
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USABrigham & Womens Hosp, Channing Lab, Boston, MA 02215 USA
机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USAMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Qin, Huaizhen
Feng, Tao
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h-index: 0
机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Heilongjiang Univ, Dept Math, Harbin, Peoples R ChinaMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Feng, Tao
Zhang, Shuanglin
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h-index: 0
机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Heilongjiang Univ, Dept Math, Harbin, Peoples R ChinaMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA
Zhang, Shuanglin
Sha, Qiuying
论文数: 0引用数: 0
h-index: 0
机构:
Michigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USAMichigan Technol Univ, Dept Math Sci, Houghton, MI 49931 USA