Object Oriented Data Analysis for Untargeted Metabolomics
Object Oriented Data Analysis for Untargeted Metabolomics
批准号:
10010882
负责人:
WILLIAM D. SHANNON
金额:
$84.9万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-01-11 至 2022-04-30
关键词:
AlgorithmsArchitectureBasic ScienceBiologicalBiological MarkersBusinessesCase StudyClinicClinicalClinical DataComputer softwareConsultCore FacilityDataData AnalysesData SetDatabasesDevelopmentDiseaseDocumentationDoseEngineeringEnsureEquilibriumFeedbackHealthHourHumanIndividualInterviewIonsIsotopesLaboratoriesLanguageLicensingLinkMeasuresMetadataMethodsModelingMorphologic artifactsOutputPerformancePhaseProcessResearchResearch PersonnelResearch Project GrantsRunningSamplingServicesSliceSmall Business Innovation Research GrantSoftware DesignSoftware EngineeringStatistical Data InterpretationStatistical MethodsStreamStructureSubgroupSurfaceTranslational ResearchVendorVisualizationWorkWritingadductanalytical toolannotation systembaseclinical Diagnosisclinically significantcloud basedcommercializationdesignimprovedinsightliquid chromatography mass spectrometrymetabolomemetabolomicsmicrobiomemultiple omicsnew technologypreclinical studyprogramsprototypereal world applicationresponsesimulationskillssoftware as a servicesoftware developmentstructured datasuccesstool
中文摘要
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英文摘要
PROJECT SUMMARY/ABSTRACT
In this Phase II SBIR application for Object Oriented Data Analysis for Untargeted Metabolomics, we
propose to continue the research initiated in Phase I developing a software platform. In Phase I we showed
functional Object Oriented Data Analysis (fOODA), which models raw RT x m/z x Ion Intensity data in
functional form (12-14), can be applied to raw metabolomics data to automatically, and in an unbiased way,
find peak differences across subject subgroups, and present the results to investigators in a clear way. The
software runs fast (a few hours to process hundreds of sample files) in parallel on the AWS cloud.
Requirements engineering through user discussions identified functions that will be added in Phase II (e.g.,
automate identification of isotopes, adducts, product ions, and ion suppression artifacts; link results to
annotated databases; add analyses for dose response studies). The current software provides an initial
architecture that will be further developed.
Three aims are proposed: further develop statistical and annotation tools and validate them in simulations and
3 untargeted metabolomics studies (Aim 1); conduct extensive Requirements Engineering interviews with 100
metabolomics core directors, researchers, and clinicians (Aim 2); and write software to sell and install in core
facilities (Aim 3). The first aim builds on the success of the Phase I project and is designed to optimize the
analytic tools. The other two aims are focused on developing the commercial product. A new hire for each aim
will be done to ensure we have the right skill set and expertise for these aims.
The commercialization plan describes short- and long-term business development. In the short-term we will
license proprietary software to metabolomics cores and offer statistical consulting services. In the long-term we
will leverage our contacts with multi-omics cores to participate in BioRankings multi-omics platform where
metabolomics, microbiome, and clinical data can be easily combined for translational statistical analysis. This
will provide a second revenue stream for BioRankings.
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海外基金