Multimodal Neuroimaging Approaches to Modeling Manganese Toxicity
锰毒性建模的多模式神经影像方法
基本信息
- 批准号:9328902
- 负责人:
- 金额:$ 4.4万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2017
- 资助国家:美国
- 起止时间:2017-06-01 至 2019-05-31
- 项目状态:已结题
- 来源:
- 关键词:AddressAffectAlgorithmsBiologicalBiological MarkersBrainBrain regionCharacteristicsCollaborationsCommunitiesComputer SimulationDataData AnalysesDepositionDevelopmentDietDoseDrug KineticsExposure toFoundationsFutureGoalsGuidelinesHealthHumanImageImaging TechniquesImpaired cognitionIndividualIntoxicationKnowledgeLocationMachine LearningMagnetic Resonance ImagingManganeseMapsMathematicsMeasuresMedical ImagingMetalsMethodologyMethodsModelingMonitorNeurologicNeuropsychological TestsNeurotoxinsNormalcyOccupationalOutcomeParkinson DiseasePoisonPreventionProbabilityPropertyQuestionnairesRecording of previous eventsReproducibilityResearchRiskRunningSafetySourceSpectrum AnalysisStandardizationStatistical ModelsStructureSymptomsTest ResultTestingTherapeutic InterventionToxic effectTranslatingWeldingWorkWorkplaceair samplingbasecohortgamma-Aminobutyric Acidinnovationmathematical modelmotor impairmentmultimodalityneurochemistryneuroimagingnon-invasive imagingoutcome predictionpharmacokinetic modelpredictive modelingpreventscreeningspectroscopic imagingtooltranslational impact
项目摘要
Project Summary/Abstract
Manganese (Mn) is a known neurotoxin that tens of thousands of workers are exposed to daily, but it is
unknown if the current safety guidelines are appropriately strong or too weak to protect them. In an ideal world
knowledge of the exposure history of an individual should allow to predict specific risks for health effects. To
monitor the effect of Mn welding fumes on workers, the medical imaging techniques Magnetic Resonance
Imaging (MRI) and Spectroscopy (MRS) are used to non-invasively image the structure, function, and
neurochemistry in the human brain. However, currently studies are not making adequate strides in connecting
Mn exposure to changes in MRI or MRS. Studies are only correlating Mn exposure to imaging parameters
without taking into account the pharmacokinetic properties of the metal or the individual exposure history, thus
lacking the ability to interpret individual data. The broad objective of this project is to fill this crucial gap by
creating and validating mathematical models that take into account imaging data, pharmacokinetic properties
of Mn and the individual exposure to Mn to predict individual effects of toxicity. Our group runs an ongoing,
longitudinal neuroimaging study on local welders and matched controls. Thus we will have abundant and
longitudinal data on brain MRI (e.g. T1 maps to assess the brain Mn burden), MRS data on several
neurochemicals including GABA, data from personal air sampling and work history questionnaires,
neurological and neuropsychological test results, and other biomarkers (toe nails, blood) at our disposal for
modeling. The purpose of the current project is to assess and describe how knowledge on exposure and
pharmacokinetic properties of Mn enables the interpretation of imaging data as quantitative brain Mn
deposition, and how brain-region specific Mn deposition affects neurochemistry in other regions of the brain
from where it is deposited. Aim 1 seeks to use MRI structural imaging and known pharmacokinetic properties
of Mn to create a mathematical model that can determine the amount of Mn deposition in specific regions of
the brain. Aim 2 investigates how the amount, the duration, and the location of Mn deposition in the brain
affects neurochemistry. The results of this study will be a first step towards monitoring of individual risks from
Mn toxicity by providing the necessary tools to translate exposure information to changes in the brain and
consequent health symptoms. Importantly, a better interpretation of individual imaging data will also inform
safety guidelines for the individual worker.
项目总结/文摘
项目成果
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