Omniview tethered capsule for low cost, non-endoscopic Barrett's esophagus screening in unsedated patients
Omniview tethered capsule for low cost, non-endoscopic Barrett's esophagus screening in unsedated patients
批准号:
10033192
负责人:
JAMES G FUJIMOTO
金额:
$33.63万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-07-06 至 2023-06-30
关键词:
Algorithmic SoftwareAlgorithmsBackBarrett EsophagusBiopsyBlindedBlood VesselsBostonClassificationClinicClinicalClinical ResearchColorCommunitiesComputer softwareConsultationsDataData SetDeglutitionDetectionDevelopmentDevicesDiagnosisDysplasiaEndoscopic BiopsyEndoscopyEsophageal AdenocarcinomaEsophageal mucous membraneEsophagusFamily suidaeGastroenterologistGastroenterologyGastroesophageal reflux diseaseHealthcare SystemsHistologyHumanImageImage AnalysisImaging TechniquesIncidenceInstitutesInterdisciplinary StudyLabelLengthLesionLightLightingMachine LearningMalignant NeoplasmsMapsMassachusettsMeasuresMethodsModernizationMonitorMorbidity - disease rateMucous MembraneNurse PractitionersPatient imagingPatientsPerformancePeriodicityPopulationPrimary Care PhysicianPrimary Health CareProceduresProtocols documentationRadiofrequency Interstitial AblationReaderReadingRecording of previous eventsReferral and ConsultationResearch PersonnelResolutionRiskScreening ResultSedation procedureSensitivity and SpecificitySeriesSideSoftware DesignStomachSurfaceSurvival RateSystemTechniquesTechnologyTextureTimeTissuesTrainingValidationVeteransadvanced diseaseautomated analysisautomated image analysisbasecapsuleclinical imagingconvolutional neural networkcostdesigngraphical user interfaceimage processingimaging softwareimaging studyimprovedmedical schoolsmortalitynavigation aidnoveloptical imagingpatient populationpoint of carepreclinical studyprogramsrecruitscreening
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Esophageal adenocarcinoma (EAC) is among the most lethal malignancies with a 19% five-year survival rate
and its incidence has increased several fold in the last decades. Barrett’s esophagus (BE) confers elevated risk
for progression to EAC. Patients diagnosed with BE undergo periodic surveillance endoscopy with biopsies to
detect dysplasia which can be treated by endoscopic eradication with radiofrequency ablation before it
progresses to EAC. However, the majority of diagnosed EAC patients have not had prior screening endoscopy
and present with advanced lesions that limit treatment options and result in poorer survival. The development of
a rapid, low cost, well tolerated, non-endoscopic BE screening technique that can be performed in unsedated
patients at points of care outside the endoscopy suite would improve BE detection and reduce EAC morbidity
and mortality. Our program is a multidisciplinary collaboration among investigators at the Massachusetts Institute
Technology and Veteran Affairs Boston Healthcare System / Harvard Medical School that integrates novel optical
imaging and software design, preclinical studies in swine, clinical studies in patients, and advanced image
processing / machine learning. Aim 1 will develop an omniview tethered capsule technology that generates a
map of the esophageal mucosa over a multi-centimeter length of esophagus and a series of wide angle forward
views to aid navigation as the capsule is swallowed or retracted. The images will resemble endoscopic white
light or narrow band imaging, but will not suffer from perspective distortion present in standard endoscopic or
video capsule images. This will facilitate development of automated BE detection algorithms as well as enhance
their sensitivity and specificity. This aim will also perform imaging studies in swine as a translational step toward
clinical studies. Aim 2 will determine reader sensitivity and specificity for BE detection versus standard
endoscopy / biopsy and prepare data for developing automated BE detection. Patients undergoing screening as
well as with history of BE undergoing surveillance will be recruited and unsedated capsule imaging will be
performed on the same day prior to their endoscopy. Sensitivity and specificity for detecting BE will be assessed
using multiple blinded readers and data sets suitable for developing automated BE detection algorithms will be
developed. Aim 3 will develop image analysis methods for automated BE detection by investigating classifiers
that operate on handcrafted features (colors and textures) and modern deep convolutional neural network
methods for direct classification. If successful, this program will develop a rapid, low cost and scalable method
for BE screening that would not require patient sedation, endoscopy, or tissue acquisition, and which could be
performed in community primary care clinics. The procedure would be much faster and many times lower cost
than endoscopy. Automated BE detection would enable immediate results for patient consultation and referral
to gastroenterology if indicated. Larger patient populations with expanded risk criteria could be cost effectively
screened and access to screening dramatically improved, reducing EAC mortality.
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