Endotypes of thrombocytopenia in the critically ill
危重症患者血小板减少症的内型
基本信息
- 批准号:9307982
- 负责人:
- 金额:$ 18.02万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2016
- 资助国家:美国
- 起止时间:2016-07-01 至 2020-06-30
- 项目状态:已结题
- 来源:
- 关键词:AcuteAcute Lung InjuryAcute Renal Failure with Renal Papillary NecrosisAdmission activityAnimalsAttentionBasic ScienceBiological AssayBloodBlood Coagulation FactorBlood PlateletsBlood VesselsBreathingCaringCell CommunicationCellsChronic DiseaseClinicalCoagulation ProcessCollectionComplexComputer SimulationCritical IllnessDataData SourcesDatabasesDiagnosisDiseaseDisease OutcomeEffector CellElectronic Health RecordEndotheliumEtiologyEventEvolutionFormulationFour-dimensionalHemorrhageHemostatic AgentsHemostatic functionHospitalsImmuneImmune responseInflammationInflammatoryInflammatory ResponseInjuryIntensive CareIntensive Care UnitsInterventionKnowledgeLeukocytesLigandsLinkMachine LearningMapsMediator of activation proteinMedical centerModelingMorbidity - disease rateNeoplasm MetastasisOperative Surgical ProceduresOrganOutcomeParticipantPathway interactionsPatientsPatternPhenotypePhysiologyPlant RootsPlatelet ActivationPlatelet Count measurementPlatelet aggregationPlayPopulationProcessProthrombin time assayReactionRecruitment ActivityResearchRoleSentinelSepsisSeriesSeverity of illnessSignal TransductionSiteSolidSourceStatistical ModelsStructureSurfaceSystemTherapeuticThrombocytopeniaThromboembolismThrombosisThrombusTimeTissuesTraumaTrauma patientTraumatic injuryUncertaintyUniversitiesVenousattenuationbaseburden of illnesscell typecohortdemographicsdensitydesignindividual patientmortalitypreventresponsetool
项目摘要
Thrombocytopenia is extremely frequent in critically ill patients. However, the role of acute platelet responses in
critically ill patients is not well studied, and the multifactorial etiology of thrombocytopenia in the ICU makes it difficult
to understand, or understand whether or not to treat it. In several situations such as traumatic injury or sepsis, very low
platelet counts have been to bleeding, thrombosis and end-organ injury. Platelets have been extensively studied as a key
component of hemostasis, but a rapidly emerging concept is that platelets are also key effector cells in systemic
inflammatory processes as both instigators of local and systemic inflammatory reactions and also participants in the
inflammation that contributes to tissue injury. The link between platelets and inflammation is complex and bidirectional,
as inflammatory ligands have been shown to regulate platelet function and activated platelets induce inflammatory
responses in other cell types. The overarching theme of this proposal is to study platelet dynamics in critically ill
patients, construct clinical endotypes of thrombocytopenia in this population, and to relate these endotypes to
underlying mesoscale mechanisms through computational modeling. We will use a large electronic health record-based
database and a tri-state trauma database as source data to construct these endotypes. We define endotype as clinical
patterns defined along four dimensions: (1) baseline information (demographic, chronic disease burden, severity of
illness and admitting diagnosis), (2) features of the platelet count time series (rate of decrease, nadir, etc.), (3)
concurrent interventions, and (4) outcome. The computational approach will attempt to root clinical endotypes in
mechanistic interpretations (or collections of alternative interpretations), contributing to focus basic science
investiagtions, and to close key knowledge gaps preventing the design and use of targeted anti-platelet-inflammatory
therapies in the critically ill. Computational models will be developed at different levels of complexity, with a specific
attention to tie underlying mechanisms to functional assays routinely performed in thrombocytopenic patients, such as
prothrombin time, activated coagulation time, and thromboelastogram.
血小板减少症在危重患者中极为常见。然而,急性血小板反应在
重症患者研究不充分,ICU中血小板减少的多因素病因造成困难
了解,或者了解是否要治疗它。在多种情况下,例如外伤或败血症,非常低
血小板计数与出血、血栓形成和终末器官损伤有关。血小板作为关键因素已被广泛研究
血小板是止血的组成部分,但一个迅速兴起的概念是血小板也是全身系统中的关键效应细胞
炎症过程既是局部和全身炎症反应的诱发因素,也是炎症反应的参与者
导致组织损伤的炎症。血小板与炎症之间的联系是复杂且双向的,
因为炎症配体已被证明可以调节血小板功能,并且活化的血小板会诱导炎症
其他细胞类型的反应。该提案的首要主题是研究重症患者的血小板动力学
患者,构建该人群中血小板减少症的临床内型,并将这些内型与
通过计算建模来解释中尺度机制。我们将使用基于大型电子健康记录的
数据库和三态创伤数据库作为构建这些内型的源数据。我们将内型定义为临床
沿着四个维度定义的模式:(1)基线信息(人口统计、慢性疾病负担、疾病严重程度)
疾病和入院诊断),(2)血小板计数时间序列的特征(下降率、最低点等),(3)
同时进行的干预措施,以及(4)结果。计算方法将尝试将临床内型植根于
机械解释(或替代解释的集合),有助于关注基础科学
调查,并弥合阻碍设计和使用靶向抗血小板炎症药物的关键知识差距
危重病人的治疗。计算模型将在不同的复杂程度上开发,并具有特定的
注意将潜在机制与血小板减少症患者常规进行的功能测定联系起来,例如
凝血酶原时间、活化凝血时间和血栓弹力图。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Gilles Clermont其他文献
Gilles Clermont的其他文献
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{{ truncateString('Gilles Clermont', 18)}}的其他基金
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从 EMR 数据和人类知识中学习临床护理警报模型
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- 资助金额:
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Learning alerting models for clinical care from EMR data and human knowledge
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- 资助金额:
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