Real time colon histopathology by infrared spectroscopic imaging
Real time colon histopathology by infrared spectroscopic imaging
批准号:
10318008
负责人:
Rohit Bhargava
金额:
$46.61万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-07-01 至 2026-06-30
关键词:
Analysis of VarianceArchivesArtificial IntelligenceBenchmarkingCancerousCaringCause of DeathChemicalsClinicalCodeCollaborationsColonColorColorectal CancerComplementComputer softwareConfusionCustomDataDetectionDiseaseDyesEarly InterventionElectronicsEpithelial CellsExcisionFoundationsFourier TransformFresh TissueFutureGoalsGoldHistocompatibility TestingHistologicHistologyHistopathologyImageImage AnalysisImaging DeviceImaging technologyImmersionLaboratoriesLaboratory ChemicalsLaboratory TechniciansLeadLogistic RegressionsLymph Node InvolvementMachine LearningMalignant NeoplasmsMeasuresMethodsMicroscopeMicroscopyMicrotomyModelingModernizationMolecularMolecular AnalysisMorphologyOperative Surgical ProceduresOpticsOutcomePathologyPatient CarePatient-Focused OutcomesPatientsPatternPerformancePersonsPolypsProcessProtocols documentationROC CurveReagentRegression AnalysisReportingResearchResourcesRiskRouteSamplingSeverity of illnessSolidSpectroscopy, Fourier Transform InfraredStagingStainsStatistical MethodsSurfaceSystemTechniquesTechnologyTestingTimeTissue MicroarrayTissuesTrainingTranslatingValidationWorkanalytical methodbasecancer diagnosiscancer imagingcell typeclinical translationcolorectal cancer treatmentcoronavirus diseasedeep learningdesigndesign and constructiondisorder riskexperiencefollow-uphigh riskhuman dataimaging systemimproved outcomeinstrumentintelligent algorithmlearning strategylensnovelpathology imagingpre-clinicalpreventprognosticreal-time imagesrural settingsample fixationscreeningsealspectroscopic imagingsuccesstechnology validationtissue archivetooltumor microenvironment
中文摘要
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英文摘要
Abstract
Colorectal cancer (CRC) is one of the leading causes of death in the US. Active screening and early intervention
in risky cancers can lead to good outcomes; however, a bottleneck in rapidly delivering appropriate patient care
is the long time period for histologic assessment and lack of precision in predicting disease severity.
Morphological assessments prevalent in histology are useful but resource intensive and not predictive enough.
Molecular techniques to complement traditional pathology are emerging but often require much more effort and
time, without being especially compatible with histologic assessments. Here, we seek to develop a technology
that measures the chemical content of tissues, does not require reagents, is entirely compatible with clinical
workflows and leverages modern artificial intelligence (AI) techniques to provide real-time histologic assessment.
The foundation of our approach is a new design for an infrared spectroscopic imaging system that is faster than
any reported, offers a higher spatial and spectral quality and uses a solid immersion lens with a fixed focus at
the sealed surface of the lens to enable use by a minimally trained person. In conjunction with the instrument,
we develop AI algorithms that measure the chemical content of tissue and use it to provide (a) conventional
pathology images without the use of dyes (“stainless staining”), and (b) histologic assessment based on
molecular data, which can provide complementary composition, disease and risk of lethal cancer images akin to
conventional pathology. The instrument will be usable by laboratory technicians, without the need to prepare thin
sections from excised tissue and will provide information in minutes. Using preliminary data from human patients
on over 850 tissue microarray (TMA) samples from 8 TMAs and 30 surgical resections, we validate the use of
technology in providing complete histologic and disease grade assessment. Statistical methods will be used to
assess the results rigorously and quantitative milestones guide the entire approach. We then translate the results
to fresh tissue chunks, providing histology minutes after tissue is extracted from the body. Finally, we use the
detailed tumor and microenvironment information available from the tissue to segment patients into a “high risk”
and “low risk” group. The availability of rapid histologic assessment can help prevent delays in providing care,
provide intraoperative assessment, and add more information to morphologic assessments following screening,
enabling a wide use in CRC and other cancer pathologies.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Quantitative phase imaging andcomputational specificity (Popescu)
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批准号:10705170
-
项目类别:
-
资助金额:$18.03万
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财政年份:2022
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负责人:Rohit Bhargava
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依托单位:
Real time colon histopathology by infrared spectroscopic imaging
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批准号:10426352
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项目类别:
-
资助金额:$41.4万
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财政年份:2021
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负责人:Rohit Bhargava
-
依托单位:
Spectroscopy Assisted Laser Microdissection
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批准号:10284780
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项目类别:
-
资助金额:$18.82万
-
财政年份:2021
-
负责人:Rohit Bhargava
-
依托单位:
Instrument development for vibrational circular dichroism imaging
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批准号:10650769
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项目类别:
-
资助金额:$33.27万
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财政年份:2021
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负责人:Rohit Bhargava
-
依托单位:
Real time colon histopathology by infrared spectroscopic imaging
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批准号:10661561
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项目类别:
-
资助金额:$46.61万
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财政年份:2021
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负责人:Rohit Bhargava
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依托单位:
Instrument development for vibrational circular dichroism imaging
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批准号:10437817
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项目类别:
-
资助金额:$41.62万
-
财政年份:2021
-
负责人:Rohit Bhargava
-
依托单位:
Spectroscopy Assisted Laser Microdissection
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批准号:10474463
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项目类别:
-
资助金额:$16.0万
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财政年份:2021
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TIMe) training program
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批准号:10207105
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项目类别:
-
资助金额:$16.43万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TiMe) training program
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批准号:9458180
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项目类别:
-
资助金额:$17.13万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TIMe) training program
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批准号:10649737
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项目类别:
-
资助金额:$18.0万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Translational Molecular and Cellular Imaging Technologies for Prostate Tumor Pathology
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批准号:9161309
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项目类别:
-
资助金额:$38.77万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TIMe) training program
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批准号:10838230
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项目类别:
-
资助金额:$5.04万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TIMe) training program
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批准号:10641324
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项目类别:
-
资助金额:$4.89万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TIMe) training program
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批准号:10403514
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项目类别:
-
资助金额:$18.39万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
Tissue microenvironment (TiMe) training program
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批准号:9902427
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项目类别:
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资助金额:$18.46万
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财政年份:2016
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负责人:Rohit Bhargava
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依托单位:
(PQC4) Towards In Vivo, 3D Cytotyping By Stimulated Raman Spectroscopic Imaging-Ba
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批准号:8792136
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项目类别:
-
资助金额:$20.54万
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财政年份:2014
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负责人:Rohit Bhargava
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依托单位:
Development of Practical Mid-infrared Spectroscopic Imaging Technology for Cancer
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批准号:7890063
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项目类别:
-
资助金额:$33.14万
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财政年份:2010
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负责人:Rohit Bhargava
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依托单位:
Discrete Frequency Infrared Spectroscopic Imaging for Breast Histopathology
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批准号:10584463
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项目类别:
-
资助金额:$55.41万
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财政年份:2010
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负责人:Rohit Bhargava
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依托单位:
Infrared microscopy for a systems approach to prostate pathology
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批准号:8018532
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项目类别:
-
资助金额:$27.66万
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财政年份:2010
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负责人:Rohit Bhargava
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依托单位:
Infrared microscopy for a systems approach to prostate pathology
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批准号:7889862
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项目类别:
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资助金额:$30.16万
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财政年份:2010
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负责人:Rohit Bhargava
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依托单位:
海外基金