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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
机器学习方法评估孕产妇压力暴露导致产前和新生儿缺铁性贫血的风险
批准号:
10688126
负责人:
Brie M Reid
金额:
$12.68万
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 HealthMicroRNAsMinority WomenMothersNeonatalNeurosecretory SystemsOralOutcomePathway interactionsPatient Self-ReportPhasePhenotypePituitary GlandPlacentaPlayPopulationPregnancyPregnant WomenProcessPsychological StressPsychophysiologyPsychosocial StressRaceRegulationResearchRiskRisk AssessmentRisk FactorsRoleShapesSignal TransductionStatistical MethodsStressStressful EventSupplementationTechniquesTestingThird Pregnancy TrimesterTimeTrainingUmbilical Cord BloodVitaminsWomanWorkabsorptionadverse pregnancy outcomebiological adaptation to stresscohortcytokineearly life stressethnic minorityexperiencefetalfetal programminghepcidinhigh riskinfancyinflammatory markerinsightiron absorptioniron supplementmRNA Expressionmachine learning methodmaternal riskmaternal stressmean corpuscular volume observedmodifiable riskmultidimensional dataneonateneurodevelopmentnutrient metabolismoffspringphysical conditioningpre-clinicalpregnantprenatalprenatal stressprospectiveracial minorityrecruitskillssocioeconomicssupervised learningsystemic inflammatory responsetranslational research program

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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
期刊论文(1)
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DOI: 10.3390/nu15173798
发表时间: 2023-08-30
期刊: NUTRIENTS
影响因子: 5.9
作者: [Reid, Brie M., Georgieff, Michael K.]
通讯作者: Georgieff, Michael K.
Machine learning methods to assess risk for prenatal and neonatal iron deficiency anemia from maternal stress exposure
  • 批准号:
    10505909
  • 项目类别:
  • 资助金额:
    $12.7万
  • 财政年份:
    2022
  • 负责人:
    Brie M Reid
  • 依托单位:
国内基金
海外基金
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  • 批准号:
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  • 项目类别:
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  • 资助金额:
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  • 批准年份:
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  • 负责人:
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  • 依托单位:
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  • 批准号:
  • 项目类别:
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  • 资助金额:
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  • 批准年份:
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  • 负责人:
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  • 依托单位:
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  • 批准号:
    31200592
  • 项目类别:
    青年科学基金项目
  • 资助金额:
    23.0万元
  • 批准年份:
    2012
  • 负责人:
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  • 依托单位: