Volatile Metabolite-Based Detection of Clostridium difficile Infection
Volatile Metabolite-Based Detection of Clostridium difficile Infection
批准号:
9088345
负责人:
Sophia Koo
金额:
$22.19万
依托单位国家:
美国
项目类别:
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-07-01 至 2019-06-30
关键词:
Academic Medical CentersAddressAirAnalytical ChemistryAntibioticsAntigensBiological AssayCanis familiarisCell Culture TechniquesCessation of lifeCharacteristicsClinicalClostridium difficileComplexCoupledDataData SetDetectionDiagnosisDiagnosticDiagnostic ProcedureDiarrheaEarly treatmentEnrollmentEnvironmentExotoxinsExposure toFecesGasesHealthHealthcareHospital CostsHospitalsHumanIncidenceIndividualInfectionInfection ControlInflammatory ResponseInjuryInpatientsInstitutionIntestinesLaboratoriesLeadLearningLength of StayLifeLogistic RegressionsMachine LearningMass FragmentographyMeasuresMediatingMetabolicMethodsMicroarray AnalysisModelingNucleic Acid Amplification TestsOdorsPatientsPerformancePilot ProjectsProliferatingProviderPseudomembranous ColitisReference StandardsResearchResistanceSamplingSeptic ShockSeveritiesSmell PerceptionSpecimenSymptomsSystemTechniquesTest ResultTestingToxic MegacolonToxinTrainingTubeaccurate diagnosisair samplingantimicrobialbasecytotoxicitydesignforestgut microbiomeinnovationlearning strategymetabolomemethicillin resistant Staphylococcus aureusmicrobiomemortalitynovelnovel strategiespoint of caresample collectionsensortertiary caretransmission processunnecessary treatment
中文摘要
英文摘要
DESCRIPTION (provided by applicant): Clostridium difficile infection (CDI) is a major cause of nosocomial diarrhea and mortality worldwide, increasing dramatically in incidence and severity over the past decade and rivaling or exceeding methicillin-resistant Staphylococcus aureus as the most common healthcare-associated infection in the US. A critical barrier to reducing the nosocomial spread of CDI is the delay in timely identification of CDI cases, with subsequent delays in initiation of appropriate antimicrobial therapy and implementation of contact precautions and isolation measures to reduce horizontal CDI transmission. Despite advances in rapid laboratory-based CDI testing, there are still delays of 2-5 days between the onset of clinical symptoms and stool sampling and another 0.5-3.5 days between sample collection and actionable test results. Anticipating a delay in obtaining diagnostic results, many providers prescribe CDI antimicrobial therapy empirically, resulting in frequent and unnecessary treatment of patients who ultimately test negative for CDI. There is clearly an unmet need for diagnostic methods that can reduce this interval between onset of clinical symptoms and accurate identification of CDI. To address this unmet need, we propose a novel approach to CDI diagnosis based on detection of the volatile metabolome of the altered CDI microbiome. C. difficile flourishes in the antibiotic- disrupted intestinal microbiome and emits a distinctive odo detectable by human and canine olfaction. In a pilot study, we assessed the volatile metabolome of stool specimens from patients with suspected CDI using analytical chemistry techniques and discerned major differences in the stool volatome of patients with and without CDI. We propose two aims executed in parallel, to test the hypothesis that the altered CDI intestinal microbiome has a unique volatile metabolite profile, distinct from the profile of patiens with other causes of antibiotic-associated diarrhea, which can be used to identify patients with CDI in the hospital setting. Using thermal desorption GC-MS/MS to capture and identify these trace volatile metabolites and supervised learning methods - support vector machines, prediction analysis for microarray analysis, and random forests - to analyze this high-dimensional data matrix, we will deconvolute the complex volatome of CDI, (1) identifying the characteristic volatile metabolite profile of stool samples from hospitalized patients with CDI, compared to patients with other antibiotic-associated diarrhea, and (2) defining the CDI volatile metabolite profile in ambient air samples from the inpatient environment of patients with CDI, compared to patients with other antibiotic-associated diarrhea. The ultimate objective of this research is to derive and validate the volatile metabolic signature of CDI in stool samples and in the patient's environment, laying the groundwork for a novel CDI assay that can be coupled to a point-of-care gas sensor system for the bedside identification of CDI, reducing delays in diagnosis and decreasing nosocomial transmission of this common, highly morbid, and life- threatening infection.
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会议论文
A Novel Device for Rapid and Noninvasive Volatile Metabolite-based Screening and Diagnosis of Multiple Disease States
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批准号:10663172
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项目类别:
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资助金额:$98.26万
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财政年份:2022
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负责人:Sophia Koo
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依托单位:
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批准号:10426603
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项目类别:
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资助金额:$102.41万
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批准号:10312113
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资助金额:$21.42万
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财政年份:2020
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依托单位:
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批准号:10630048
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项目类别:
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资助金额:$110.69万
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财政年份:2018
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负责人:Sophia Koo
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依托单位:
Rapid, Breath Volatile Metabolite-Based Diagnostic for In Vivo Identification and Antibiotic Resistance Profiling of Bacterial Pathogens in Ventilator-Associated Pneumonia
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批准号:9922858
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项目类别:
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资助金额:$108.92万
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财政年份:2018
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Aspergillus fumigatus Volatile Secondary Metabolite Dynamics for the Identification of Azole-resistant Aspergillosis
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批准号:9299327
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项目类别:
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资助金额:$25.63万
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财政年份:2017
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负责人:Sophia Koo
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依托单位:
Breath Volatile Metabolites for the Diagnosis of Emerging Invasive Mold Infection
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批准号:8875578
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项目类别:
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资助金额:$13.72万
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财政年份:2012
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负责人:Sophia Koo
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依托单位:
Breath Volatile Metabolites for the Diagnosis of Emerging Invasive Mold Infection
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批准号:8443160
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项目类别:
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资助金额:$13.6万
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财政年份:2012
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负责人:Sophia Koo
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依托单位:
Breath Volatile Metabolites for the Diagnosis of Emerging Invasive Mold Infection
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批准号:8528464
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项目类别:
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资助金额:$13.72万
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财政年份:2012
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负责人:Sophia Koo
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依托单位:
Breath Volatile Metabolites for the Diagnosis of Emerging Invasive Mold Infection
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批准号:8699494
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项目类别:
-
资助金额:$13.72万
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财政年份:2012
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负责人:Sophia Koo
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依托单位:
海外基金