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Model-Driven Discovery Through a Whole-Cell Computational Model of Escherichia Coli
Model-Driven Discovery Through a Whole-Cell Computational Model of Escherichia Coli
상세정보
- 자료유형
- 학위논문 서양
- 최종처리일시
- 20250211153059
- ISBN
- 9798346389958
- DDC
- 612
- 저자명
- Sun, Gwanggyu.
- 서명/저자
- Model-Driven Discovery Through a Whole-Cell Computational Model of Escherichia Coli
- 발행사항
- [Sl] : Stanford University, 2024
- 발행사항
- Ann Arbor : ProQuest Dissertations & Theses, 2024
- 형태사항
- 128 p
- 주기사항
- Source: Dissertations Abstracts International, Volume: 86-05, Section: B.
- 주기사항
- Advisor: Covert, Markus.
- 학위논문주기
- Thesis (Ph.D.)--Stanford University, 2024.
- 초록/해제
- 요약Throughout many scientific and engineering disciplines, mathematical models have been pivotal in helping scientists and engineers better understand complex systems, develop hypotheses, predict behaviors, and make model-guided discoveries. The E. coli whole-cell modeling project aims to bring this approach into biology by constructing a detailed mathematical representation of the most well-characterized biological system - an E. coli cell. The whole-cell model is composed of multiple, smaller submodels that each represent a particular biological process within an E. coli cell,which are then integrated into a larger model that can simulate the growth of the entire cell. In total, the model incorporates more than 19,000 heterogeneous parameters gathered from decades of research performed on this model organism by the scientific community. The whole-cell modeling team within the Covert Lab has been leading this project for more than ten years.In this work, I present the contributions I made to this project as a member of this team. I first review in detail the goals of the E. coli whole-cell modeling project, how the whole-cell model was initially built and structured, and our general strategy for using the model in model-driven discovery. Next, I describe my efforts in building bidirectional data pipelines between the whole-cell model and EcoCyc, the largest online database for E. coli, for the purposes of streamlining the curation of model parameters and more broadly sharing the model outputs to the scientific community. Finally, I present how the whole-cell model was updated to account for E. coli 'stranscription unit structures and share the discoveries I was able to make during this process, including insights on the cross-consistencies of the experimental datasets used in the update, and on the functional roles of operon structures in bacteria.
- 일반주제명
- Physiology
- 일반주제명
- Biologists
- 일반주제명
- Astronomy
- 일반주제명
- Mathematical models
- 일반주제명
- Biology
- 일반주제명
- E coli
- 일반주제명
- Codes
- 일반주제명
- Genes
- 일반주제명
- Sun
- 일반주제명
- Telescopes
- 일반주제명
- Physics
- 일반주제명
- Astronomers
- 일반주제명
- Bioengineering
- 일반주제명
- Stars & galaxies
- 일반주제명
- Mercury
- 일반주제명
- Neptune
- 일반주제명
- Solar eclipses
- 일반주제명
- Optics
- 기타저자
- Stanford University.
- 기본자료저록
- Dissertations Abstracts International. 86-05B.
- 전자적 위치 및 접속
- 로그인 후 원문을 볼 수 있습니다.
MARC
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■020 ▼a9798346389958
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■035 ▼a(MiAaPQ)Stanfordrf439ph6146
■040 ▼aMiAaPQ▼cMiAaPQ
■0820 ▼a612
■1001 ▼aSun, Gwanggyu.
■24510▼aModel-Driven Discovery Through a Whole-Cell Computational Model of Escherichia Coli
■260 ▼a[Sl]▼bStanford University▼c2024
■260 1▼aAnn Arbor▼bProQuest Dissertations & Theses▼c2024
■300 ▼a128 p
■500 ▼aSource: Dissertations Abstracts International, Volume: 86-05, Section: B.
■500 ▼aAdvisor: Covert, Markus.
■5021 ▼aThesis (Ph.D.)--Stanford University, 2024.
■520 ▼aThroughout many scientific and engineering disciplines, mathematical models have been pivotal in helping scientists and engineers better understand complex systems, develop hypotheses, predict behaviors, and make model-guided discoveries. The E. coli whole-cell modeling project aims to bring this approach into biology by constructing a detailed mathematical representation of the most well-characterized biological system - an E. coli cell. The whole-cell model is composed of multiple, smaller submodels that each represent a particular biological process within an E. coli cell,which are then integrated into a larger model that can simulate the growth of the entire cell. In total, the model incorporates more than 19,000 heterogeneous parameters gathered from decades of research performed on this model organism by the scientific community. The whole-cell modeling team within the Covert Lab has been leading this project for more than ten years.In this work, I present the contributions I made to this project as a member of this team. I first review in detail the goals of the E. coli whole-cell modeling project, how the whole-cell model was initially built and structured, and our general strategy for using the model in model-driven discovery. Next, I describe my efforts in building bidirectional data pipelines between the whole-cell model and EcoCyc, the largest online database for E. coli, for the purposes of streamlining the curation of model parameters and more broadly sharing the model outputs to the scientific community. Finally, I present how the whole-cell model was updated to account for E. coli 'stranscription unit structures and share the discoveries I was able to make during this process, including insights on the cross-consistencies of the experimental datasets used in the update, and on the functional roles of operon structures in bacteria.
■590 ▼aSchool code: 0212.
■650 4▼aPhysiology
■650 4▼aBiologists
■650 4▼aAstronomy
■650 4▼aMathematical models
■650 4▼aBiology
■650 4▼aE coli
■650 4▼aCodes
■650 4▼aGenes
■650 4▼aSun
■650 4▼aTelescopes
■650 4▼aPhysics
■650 4▼aAstronomers
■650 4▼aBioengineering
■650 4▼aStars & galaxies
■650 4▼aMercury
■650 4▼aNeptune
■650 4▼aSolar eclipses
■650 4▼aOptics
■690 ▼a0202
■690 ▼a0306
■690 ▼a0606
■690 ▼a0605
■690 ▼a0719
■690 ▼a0752
■71020▼aStanford University.
■7730 ▼tDissertations Abstracts International▼g86-05B.
■790 ▼a0212
■791 ▼aPh.D.
■792 ▼a2024
■793 ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17164892▼nKERIS▼z이 자료의 원문은 한국교육학술정보원에서 제공합니다.


