Integrating external controls in case-control studies improves power for rare-variant tests
被引:3
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作者:
Li, Yatong
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机构:
Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
Li, Yatong
[1
]
Lee, Seunggeun
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机构:
Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
Seoul Natl Univ, Grad Sch Data Sci, Seoul 08826, South KoreaUniv Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
Lee, Seunggeun
[1
,2
]
机构:
[1] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Seoul Natl Univ, Grad Sch Data Sci, Seoul 08826, South Korea
Large-scale sequencing and genotyping data provide an opportunity to integrate external samples as controls to improve power of association tests. However, due to the systematic differences between genotyped samples from different studies, naively aggregating the controls could lead to inflation in Type I error rates. There has been recent effort to integrate external controls while adjusting for batch effect, such as the integrating External Controls into Association Test (iECAT) and its score-based single variant tests. Building on the original iECAT framework, we propose an iECAT-Score region-based test that increases power for rare-variant tests when integrating external controls. This method assesses the systematic batch effect between internal and external samples at each variant and constructs compound shrinkage score statistics to test for the joint genetic effect within a gene or a region, while adjusting for covariates and population stratification. Through simulation studies, we demonstrate that the proposed method controls for Type I error rates and improves power in rare-variant tests. The application of the proposed method to the association studies of age-related macular degeneration (AMD) from the International AMD Genomics Consortium and UK Biobank revealed novel rare-variant associations in gene DXO. Through the incorporation of external controls, the iECAT methods offer a powerful suite to identify disease-associated genetic variants, further shedding light on future directions to investigate roles of rare variants in human diseases.
机构:
Childrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Childrens Hosp Philadelphia, Ctr Childhood Canc Res, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Bunin, Greta R.
Vardhanabhuti, Saran
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Univ Penn, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Vardhanabhuti, Saran
Lin, Agueda
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Childrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Childrens Hosp Philadelphia, Ctr Childhood Canc Res, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Lin, Agueda
Anschuetz, Greta L.
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Philadelphia Dept Publ Hlth, Div Dis Control, Philadelphia, PA USAChildrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
Anschuetz, Greta L.
Mitra, Nandita
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Univ Penn, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, Div Oncol, Philadelphia, PA 19104 USA
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St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Kang, Guolian
Bi, Wenjian
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St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Bi, Wenjian
Zhang, Hang
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机构:
Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R ChinaSt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Zhang, Hang
Pounds, Stanley
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St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Pounds, Stanley
Cheng, Cheng
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St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Cheng, Cheng
Shete, Sanjay
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Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Shete, Sanjay
Zou, Fei
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Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USASt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Zou, Fei
Zhao, Yanlong
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Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R ChinaSt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Zhao, Yanlong
Zhang, Ji-Feng
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机构:
Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R ChinaSt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
Zhang, Ji-Feng
Yue, Weihua
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机构:
Peking Univ, Minist Hlth, Key Lab Mental Hlth, Inst Mental Hlth, Beijing 100191, Peoples R China
Peking Univ, Hosp 6, Natl Clin Res Ctr Mental Disorders, Beijing 100191, Peoples R ChinaSt Jude Childrens Res Hosp, Dept Biostat, Memphis, TN 38105 USA
机构:
Harvard Med Sch, Dept Med, Boston, MA 02115 USA
Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Sofer, Tamar
Lee, Jiwon
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Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Lee, Jiwon
Kurniansyah, Nuzulul
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Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Kurniansyah, Nuzulul
Jain, Deepti
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Jain, Deepti
Laurie, Cecelia A.
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Laurie, Cecelia A.
Gogarten, Stephanie M.
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Gogarten, Stephanie M.
Conomos, Matthew P.
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Conomos, Matthew P.
Heavner, Ben
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Heavner, Ben
Hu, Yao
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Hu, Yao
Kooperberg, Charles
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Kooperberg, Charles
Haessler, Jeffrey
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Haessler, Jeffrey
Vasan, Ramachandran S.
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Boston Univ, Sch Med, Dept Med, Boston, MA 02118 USA
Boston Univ, Sch Med, Dept Epidemiol, Boston, MA 02118 USA
Boston Univ, Sch Publ Hlth, Dept Med, Boston, MA USA
Boston Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
Framingham Heart Dis Epidemiol Study, Framingham, MA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Vasan, Ramachandran S.
Cupples, L. Adrienne
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Framingham Heart Dis Epidemiol Study, Framingham, MA USA
Boston Univ, Dept Biostat, Boston, MA 02215 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Cupples, L. Adrienne
Coombes, Brandon J.
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Mayo Clin, Dept Hlth Sci Res, Rochester, MN USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Coombes, Brandon J.
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Seyerle, Amanda
Gharib, Sina A.
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Univ Washington, Dept Med, Computat Med Core, Ctr Lung Biol, Seattle, WA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Gharib, Sina A.
Chen, Han
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Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA
Univ Texas Hlth Sci Ctr Houston, Ctr Precis Hlth, Sch Biomed Informat, Houston, TX 77030 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Chen, Han
O'Connell, Jeffrey R.
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Univ Maryland, Sch Med, Dept Med, Div Endocrinol Diabet & Nutr, Baltimore, MD 21201 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
O'Connell, Jeffrey R.
Zhang, Man
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Univ Maryland, Sch Med, Dept Med, Div Endocrinol Diabet & Nutr, Baltimore, MD 21201 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Zhang, Man
Gottlieb, Daniel J.
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Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Gottlieb, Daniel J.
Psaty, Bruce M.
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Univ Washington, Dept Med, Cardiovasc Hlth Res Unit, Seattle, WA USA
Univ Washington, Dept Epidemiol, Cardiovasc Hlth Res Unit, Seattle, WA 98195 USA
Univ Washington, Dept Hlth Serv, Cardiovasc Hlth Res Unit, Seattle, WA 98195 USA
Univ Washington, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Dept Epidemiol, Seattle, WA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Psaty, Bruce M.
Longstreth, W. T., Jr.
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Univ Washington, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Dept Epidemiol, Seattle, WA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Longstreth, W. T., Jr.
Rotter, Jerome, I
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Harbor UCLA Med Ctr, Lundquist Inst Biomed Innovat, Dept Pediat, Inst Translat Genom & Populat Sci, Torrance, CA 90509 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Rotter, Jerome, I
Taylor, Kent D.
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Harbor UCLA Med Ctr, Lundquist Inst Biomed Innovat, Dept Pediat, Inst Translat Genom & Populat Sci, Torrance, CA 90509 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Taylor, Kent D.
Rich, Stephen S.
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Univ Virginia, Sch Med, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Rich, Stephen S.
Guo, Xiuqing
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Harbor UCLA Med Ctr, Lundquist Inst Biomed Innovat, Dept Pediat, Inst Translat Genom & Populat Sci, Torrance, CA 90509 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Guo, Xiuqing
Boerwinkle, Eric
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Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Boerwinkle, Eric
Morrison, Alanna C.
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Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Morrison, Alanna C.
Pankow, James S.
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Univ Minnesota, Div Epidemiol & Community Hlth, Minneapolis, MN USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Pankow, James S.
Johnson, Andrew D.
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Framingham Heart Dis Epidemiol Study, Framingham, MA USA
NHLBI, Populat Sci Branch, Div Intramural Res, Framingham, MA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Johnson, Andrew D.
Pankratz, Nathan
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NHLBI, Populat Sci Branch, Div Intramural Res, Framingham, MA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Pankratz, Nathan
Reiner, Alex P.
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Reiner, Alex P.
Redline, Susan
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Harvard Med Sch, Dept Med, Boston, MA 02115 USA
Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Redline, Susan
Smith, Nicholas L.
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Univ Washington, Dept Epidemiol, Seattle, WA USA
Kaiser Permanente Washington Hlth Res Inst, Seattle, WA USA
Dept Vet Affairs Off Res & Dev, Seattle Epidemiol Res & Informat Ctr, Seattle, WA USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Smith, Nicholas L.
Rice, Kenneth M.
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Univ Washington, Dept Biostat, Seattle, WA 98195 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Rice, Kenneth M.
Schifano, Elizabeth D.
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Univ Connecticut, Dept Stat, Storrs, CT 06269 USAHarvard Med Sch, Dept Med, Boston, MA 02115 USA
Schifano, Elizabeth D.
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