Machine learning methods to assess risk for prenatal and neonatal iron deficiency anemia from maternal stress exposure
Machine learning methods to assess risk for prenatal and neonatal iron deficiency anemia from maternal stress exposure
批准号:
10505909
负责人:
Brie M Reid
金额:
$12.7万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
已结题
起止时间:
2022-09-01 至 2024-08-31
关键词:
AffectAnemiaAnimalsAwardBehavioralBioinformaticsBiologicalBiometryBirthBlood VolumeBlood specimenC-reactive proteinChild DevelopmentChronicChronic stressDNA MethylationDataData SetDevelopmentDiagnosisDiseaseEndowmentExposure toFerritinFundingGenerationsGoalsHealthHematocrit procedureHemoglobinHydrocortisoneHypothalamic structureInfantInfant HealthInflammationInflammatoryIntakeInterleukin-6InterventionIronIron deficiency anemiaK-Series Research Career ProgramsLifeLow incomeMachine LearningMaternal HealthMaternal and Child HealthMeasuresMediatingMedical RecordsMental HealthMicroRNAsMothersNeonatalNeurosecretory SystemsOralOutcomePathway interactionsPatient Self-ReportPhasePhenotypePituitary GlandPlacentaPlayPopulationPregnancyPregnant WomenProcessPsychological StressPsychophysiologyPsychosocial StressRegulationResearchRiskRisk FactorsRoleShapesSignal TransductionStatistical MethodsStressStressful EventSuggestionSupplementationTechniquesTestingThird Pregnancy TrimesterTimeTrainingUmbilical Cord BloodVitaminsWomanabsorptionadverse pregnancy outcomebiological adaptation to stresscohortcytokineearly life stressexperiencefetalfetal programminghepcidinhigh riskinfancyinflammatory markerinsightiron absorptioniron supplementmRNA Expressionmachine learning methodmaternal riskmaternal stressmean corpuscular volume observedmodifiable riskmultidimensional dataneonateneurodevelopmentnutrient metabolismoffspringphysical conditioningpregnantprenatalprenatal stressprospectiveracial and ethnicrecruitskillssocioeconomicssupervised learningsystemic inflammatory responsetranslational research program
中文摘要
项目总结
K99应用程序旨在确定母亲心理社会的生物学和行为途径
孕期压力会影响母婴缺铁性贫血(IDA)的风险。艾达是世界上
全球范围内贫血的常见原因,美国约20%的女性经历过压力较大的生活事件
在她们怀孕期间。由于怀孕对铁的需求增加,怀孕本身就会造成
IDA的重大风险,特别是对低收入和少数族裔妇女而言。国际开发协会增加
不良妊娠结局的风险,并可能对新生儿的铁状况产生负面影响,可能
对神经发育造成不可逆转的伤害。人们越来越担心口服维生素补充剂
可能不足以在全身炎症的背景下抵消IDA的风险,包括
由慢性心理应激和随后的神经内分泌失调引起的炎症。
以前,母亲的心理社会压力与婴儿的铁状况有关,但潜在的生物学意义
机制还没有表征,尽管
英文摘要
PROJECT SUMMARY
This K99 application aims to determine biological and behavioral pathways by which maternal psychosocial
stress in pregnancy impacts risk for maternal and infant iron deficiency anemia (IDA). IDA is one of the most
common causes of anemia worldwide, and around 20% of women in the US experience a stressful life event
throughout their pregnancy. Due to the increased iron demands of pregnancy, pregnancy itself poses a
significant risk of IDA, especially for low-income and racially- and ethnically-minoritized women. IDA increases
the risk of adverse pregnancy outcomes and can negatively impact the iron status of the neonate that may
cause irreversible harm to neurodevelopment. There is growing concern that oral vitamin supplementation
might not be enough to counteract the risks of IDA in the context of systemic inflammation, including
inflammation produced by chronic psychosocial stress and subsequent neuroendocrine dysregulation.
Maternal psychosocial stress has been associated with infant iron status previously, but the potential biological
mechanisms are not yet characterized despite the
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Machine learning methods to assess risk for prenatal and neonatal iron deficiency anemia from maternal stress exposure
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批准号:10688126
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项目类别:
-
资助金额:$12.68万
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财政年份:2022
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负责人:Brie M Reid
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依托单位:
国内基金
海外基金
基于构建骨骼类器官模型探究Fanconi anemia信号通路调控电刺激诱导神经化成骨过程的机制研究
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批准号:82302715
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项目类别:青年科学基金项目
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资助金额:30万元
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批准年份:2023
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负责人:熊泽康
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依托单位:
FANCM蛋白在传统Fanconi anemia通路以外对保护基因组稳定性的功能
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批准号:
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项目类别:省市级项目
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资助金额:10.0万元
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批准年份:2021
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负责人:陈英伟
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依托单位:
范可尼贫血(Fanconi Anemia)基因FANCM在复制后修复中的作用及FA癌症抑制通路的机制研究
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批准号:31200592
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项目类别:青年科学基金项目
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资助金额:23.0万元
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批准年份:2012
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负责人:孙伟力
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依托单位: