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White Matter Pathways and Cognition: Insights From Large-Scale Diffusion MRI Analyses
White Matter Pathways and Cognition: Insights From Large-Scale Diffusion MRI Analyses
White Matter Pathways and Cognition: Insights From Large-Scale Diffusion MRI Analyses

상세정보

자료유형  
 학위논문 서양
최종처리일시  
20260202103527
ISBN  
9798280710993
DDC  
616
저자명  
Zekelman, Leo R.
서명/저자  
White Matter Pathways and Cognition: Insights From Large-Scale Diffusion MRI Analyses
발행사항  
[Sl] : Harvard University, 2025
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2025
형태사항  
173 p
주기사항  
Source: Dissertations Abstracts International, Volume: 86-12, Section: B.
주기사항  
Advisor: Golby, Alexandra J.;O'Donnell, Lauren J.
학위논문주기  
Thesis (Ph.D.)--Harvard University, 2025.
초록/해제  
요약Cognition enables us to understand and safely interact with each other and our surrounding environment, making it a critical component of human health. The white matter pathways form the brain's neural connections, providing a structural foundation for cognition. However, how the connectivity and microstructural properties of the white matter pathways relate to human cognitive abilities remains unclear. Diffusion MRI (dMRI) enables non-invasive, in vivo mapping of these pathways and quantification of their tissue microstructure and connectivity. This dissertation investigates how white matter pathways, measured with dMRI, relate to cognitive performance by leveraging two large neuroimaging datasets: the Adolescent Brain Cognitive Development (ABCD) study and the Human Connectome Project-Young Adult (HCP-YA). This dissertation leverages an atlas-based machine learning approach to consistently parcellate the white matter pathways across thousands of participants. In Chapter 1, we examine the relationship between long-range association tracts and cognitive performance in over 800 young adults. We find lateralized associations: left-hemisphere tracts relate more strongly to semantic memory, while right-hemisphere tracts relate to emotion perception, underscoring distinct contributions of association pathways to language and social cognition. Chapter 2 evaluates cerebellar white matter pathways in over 9,000 participants across childhood and young adulthood. We identify consistent associations between cerebellar microstructure and cognition across datasets, with key differences suggestive of maturational change from childhood to adulthood. Chapter 3 investigates the role of sex hormones in shaping cognition through white matter microstructure at puberty. Using salivary hormone levels and dMRI data from over 8,000 pre-adolescent children, we find that testosterone is associated with white matter microstructure and mediates cognitive performance in males, but not females at the onset of puberty. Together, these studies provide new insight into how white matter microstructure supports cognition across developmental stages, cognitive domains, brain regions, and individual differences. This work advances our understanding of the neurobiological architecture of human cognition using large-scale diffusion MRI and cognitive datasets.
일반주제명  
Neurosciences
일반주제명  
Cognitive psychology
일반주제명  
Medical imaging
키워드  
Cerebellum
키워드  
Sex hormones
키워드  
White matter
키워드  
Neural connections
키워드  
Human health
기타저자  
Harvard University Medical Sciences
기본자료저록  
Dissertations Abstracts International. 86-12B.
전자적 위치 및 접속  
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MARC

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■035    ▼a(MiAaPQ)AAI32039475
■040    ▼aMiAaPQ▼cMiAaPQ
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■1001  ▼aZekelman,  Leo  R.▼0(orcid)0000-0001-6619-0378
■24510▼aWhite  Matter  Pathways  and  Cognition:  Insights  From  Large-Scale  Diffusion  MRI  Analyses
■260    ▼a[Sl]▼bHarvard  University▼c2025
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2025
■300    ▼a173  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  86-12,  Section:  B.
■500    ▼aAdvisor:  Golby,  Alexandra  J.;O'Donnell,  Lauren  J.
■5021  ▼aThesis  (Ph.D.)--Harvard  University,  2025.
■520    ▼aCognition  enables  us  to  understand  and  safely  interact  with  each  other  and  our  surrounding  environment,  making  it  a  critical  component  of  human  health.    The  white  matter  pathways  form  the  brain's  neural  connections,  providing  a  structural  foundation  for  cognition.    However,  how  the  connectivity  and  microstructural  properties  of  the  white  matter  pathways  relate  to  human  cognitive  abilities  remains  unclear.  Diffusion  MRI  (dMRI)  enables  non-invasive,  in  vivo  mapping  of  these  pathways  and  quantification  of  their  tissue  microstructure  and  connectivity.  This  dissertation  investigates  how  white  matter  pathways,  measured  with  dMRI,  relate  to  cognitive  performance  by  leveraging  two  large  neuroimaging  datasets:  the  Adolescent  Brain  Cognitive  Development  (ABCD)  study  and  the  Human  Connectome  Project-Young  Adult  (HCP-YA).  This  dissertation  leverages  an  atlas-based  machine  learning  approach  to  consistently  parcellate  the  white  matter  pathways  across  thousands  of  participants.    In  Chapter  1,  we  examine  the  relationship  between  long-range  association  tracts  and  cognitive  performance  in  over  800  young  adults.  We  find  lateralized  associations:  left-hemisphere  tracts  relate  more  strongly  to  semantic  memory,  while  right-hemisphere  tracts  relate  to  emotion  perception,  underscoring  distinct  contributions  of  association  pathways  to  language  and  social  cognition.  Chapter  2  evaluates  cerebellar  white  matter  pathways  in  over  9,000  participants  across  childhood  and  young  adulthood.  We  identify  consistent  associations  between  cerebellar  microstructure  and  cognition  across  datasets,  with  key  differences  suggestive  of  maturational  change  from  childhood  to  adulthood.  Chapter  3  investigates  the  role  of  sex  hormones  in  shaping  cognition  through  white  matter  microstructure  at  puberty.  Using  salivary  hormone  levels  and  dMRI  data  from  over  8,000  pre-adolescent  children,  we  find  that  testosterone  is  associated  with  white  matter  microstructure  and  mediates  cognitive  performance  in  males,  but  not  females  at  the  onset  of  puberty.  Together,  these  studies  provide  new  insight  into  how  white  matter  microstructure  supports  cognition  across  developmental  stages,  cognitive  domains,    brain  regions,  and  individual  differences.  This  work  advances  our  understanding  of  the  neurobiological  architecture  of  human  cognition  using  large-scale  diffusion  MRI  and  cognitive  datasets.
■590    ▼aSchool  code:  0084.
■650  4▼aNeurosciences
■650  4▼aCognitive  psychology
■650  4▼aMedical  imaging
■653    ▼aCerebellum
■653    ▼aSex  hormones
■653    ▼aWhite  matter
■653    ▼aNeural  connections
■653    ▼aHuman  health
■690    ▼a0317
■690    ▼a0633
■690    ▼a0574
■71020▼aHarvard  University▼bMedical  Sciences.
■7730  ▼tDissertations  Abstracts  International▼g86-12B.
■790    ▼a0084
■791    ▼aPh.D.
■792    ▼a2025
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17357548▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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