Competing risk modeling and testing for X-chromosome genetic association
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作者:
Hao, Meiling
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Univ Int Business & Econ, Sch Stat, Beijing 100029, Peoples R ChinaUniv Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
Hao, Meiling
[1
]
Zhao, Xingqiu
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机构:
Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R ChinaUniv Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
Zhao, Xingqiu
[2
]
Xu, Wei
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机构:
Princess Margaret Canc Ctr, Dept Biostat, Toronto, ON, Canada
Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, CanadaUniv Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
Xu, Wei
[3
,4
]
机构:
[1] Univ Int Business & Econ, Sch Stat, Beijing 100029, Peoples R China
[2] Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
[3] Princess Margaret Canc Ctr, Dept Biostat, Toronto, ON, Canada
[4] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
The complexity of X-chromosome inactivation arouses the X-linked genetic association being overlooked in most of the genetic studies, especially for genetic association analysis on time to event outcomes. To fill this gap, we propose novel methods to analyze the X-linked genetic association for competing risk failure time data based on a subdistribution hazard function. Specifically, we consider two mechanisms for a single genetic variant on X-chromosome: (1) all the subjects in a population undergo the same inactivation process; (2) the subjects randomly undergo different inactivation processes. According to the assumptions, one of the proposed methods can be used to infer the unknown biological process under scenario (1), while another method can be used to estimate the proportion of a certain biological process in the population under scenario (2). Both of the two methods can infer the direction of skewness for skewed X-chromosome inactivation and derive asymptotically unbiased estimates of the model parameters. The asymptotic distributions for the parameter estimates and constructed score tests with nuisance parameters only presented under the alternative hypothesis are illustrated under both assumptions. Finite sample performance of these novel methods is examined via extensive simulation studies. An application is illustrated with implementation on a cancer genetic study with competing risk outcomes. (C) 2020 Elsevier B.V. All rights reserved.
机构:
Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Reboun, Martin
Sikora, Jakub
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Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech Republic
Charles Univ Prague, Fac Med 1, Res Unit Rare Dis, Dept Pediat & Inherited Metab Disorders, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Inst Pathol, Prague, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Sikora, Jakub
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Magner, Martin
Wiederlechnerova, Helena
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Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Wiederlechnerova, Helena
Cerna, Alena
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机构:
Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Cerna, Alena
Poupetova, Helena
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Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Poupetova, Helena
Storkanova, Gabriela
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Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Storkanova, Gabriela
Musalkova, Dita
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Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech Republic
Charles Univ Prague, Fac Med 1, Res Unit Rare Dis, Dept Pediat & Inherited Metab Disorders, Prague, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Musalkova, Dita
Dostalova, Gabriela
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Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech Republic
Charles Univ Prague, Fac Med 1, Dept Internal Cardiovasc Med 5, Prague, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Dostalova, Gabriela
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Golan, Lubor
Linhart, Ales
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Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech Republic
Charles Univ Prague, Fac Med 1, Dept Internal Cardiovasc Med 5, Prague, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Linhart, Ales
Dvorakova, Lenka
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Charles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
Gen Univ Hosp, Ke Karlovu 455-2, Prague 12808 2, Czech RepublicCharles Univ Prague, Dept Pediat & Inherited Metab Disorders, Diagnost Labs IMD, Fac Med 1, Prague, Czech Republic
机构:
Inst Salud Global Barcelona ISGlobal, Barcelona, Spain
Ctr Invest Biomed Red Epidemiol & Salud Publ CIBER, Barcelona, SpainInst Salud Global Barcelona ISGlobal, Barcelona, Spain
Caceres, Alejandro
Perez-Jurado, Luis A.
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机构:
Univ Pompeu Fabra, Dept Med & Life Sci, Genet Unit, Barcelona, Spain
Hosp Mar, Genet Serv, Barcelona, Spain
Inst Hosp Mar Invest Med IMIM, Barcelona, Spain
Ctr Invest Biomed Red Enfermedades Raras CIBERER, Barcelona, SpainInst Salud Global Barcelona ISGlobal, Barcelona, Spain
Perez-Jurado, Luis A.
Alegret-Garcia, Albert
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Inst Salud Global Barcelona ISGlobal, Barcelona, Spain
Ctr Invest Biomed Red Epidemiol & Salud Publ CIBER, Barcelona, SpainInst Salud Global Barcelona ISGlobal, Barcelona, Spain
Alegret-Garcia, Albert
Dwaraka, Varun B.
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TruDiagnost, Lexington, KY USAInst Salud Global Barcelona ISGlobal, Barcelona, Spain
Dwaraka, Varun B.
Smith, Ryan
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TruDiagnost, Lexington, KY USAInst Salud Global Barcelona ISGlobal, Barcelona, Spain
Smith, Ryan
Gonzalez, Juan R.
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机构:
Inst Salud Global Barcelona ISGlobal, Barcelona, Spain
Ctr Invest Biomed Red Epidemiol & Salud Publ CIBER, Barcelona, SpainInst Salud Global Barcelona ISGlobal, Barcelona, Spain