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Leveraging Computational Methods and Electronic Health Records-Linked Biobank Data in Oral and Craniofacial Health Research- [electronic resource]
Leveraging Computational Methods and Electronic Health Records-Linked Biobank Data in Oral and Craniofacial Health Research- [electronic resource]
- 자료유형
- 학위논문
- Control Number
- 0016935272
- International Standard Book Number
- 9798380364690
- Dewey Decimal Classification Number
- 617.6
- Main Entry-Personal Name
- Venkateswaran, Vidhya.
- Publication, Distribution, etc. (Imprint
- [S.l.] : University of California, Los Angeles., 2023
- Publication, Distribution, etc. (Imprint
- Ann Arbor : ProQuest Dissertations & Theses, 2023
- Physical Description
- 1 online resource(124 p.)
- General Note
- Source: Dissertations Abstracts International, Volume: 85-03, Section: A.
- General Note
- Advisor: Nishimura, Ichiro;Pasaniuc, Bogdan.
- Dissertation Note
- Thesis (Ph.D.)--University of California, Los Angeles, 2023.
- Restrictions on Access Note
- This item must not be sold to any third party vendors.
- Summary, Etc.
- 요약Bioinformatics and computational methods play an important role in advancing medical research with their ability to leverage large datasets, including data from electronic health records (EHR) linked biobanks. Precision medicine can benefit from leveraging a more comprehensive picture of a patient's genotypes and phenotypic presentation for targeted interventions and treatment planning. In this work, I discuss the applications of bioinformatics methods in the UCLA ATLAS biobank, in evaluating craniofacial traits and their risk factors: specifically, head and neck cancer and tobacco use disorder. First, I describe phenome-wide and lab-wide association analysis pipelines that leverage the breadth of the available information in the biobank, and the results of preliminary investigations of the phenome-wide and laboratory-wide associations of a genetic predisposition to tobacco use disorder. Next, I present the results of an evaluation of the predictive performance of a tobacco use polygenic score across different genetic ancestry groups and further discuss the differences in disease presentations in tobacco use-predisposed individuals with and without a history of the associated tobacco use behavior. Next, I employ these pipelines and statistical methods in the examination of the interplay of serum bilirubin, tobacco use, head and neck, and lung cancer. I present the results of this project, examining the effect of environmental and genetic factors on serum bilirubin and associations with head and neck cancer and lung cancer. Lastly, I propose a research project to examine the germline risk factors for oropharyngeal cancer and discuss the future directions of this work.
- Subject Added Entry-Topical Term
- Dentistry.
- Subject Added Entry-Topical Term
- Bioinformatics.
- Subject Added Entry-Topical Term
- Information science.
- Index Term-Uncontrolled
- Medical research
- Index Term-Uncontrolled
- Electronic health records
- Index Term-Uncontrolled
- Biobanks
- Index Term-Uncontrolled
- Craniofacial traits
- Index Term-Uncontrolled
- Genetic factors
- Index Term-Uncontrolled
- Tobacco use
- Added Entry-Corporate Name
- University of California, Los Angeles Oral Biology 0615
- Host Item Entry
- Dissertations Abstracts International. 85-03A.
- Host Item Entry
- Dissertation Abstract International
- Electronic Location and Access
- 로그인을 한후 보실 수 있는 자료입니다.
- Control Number
- joongbu:639104