Reducing the incidence of febrile neutropenia in cancer patients treated with chemotherapy with PointCheck: a portable non-invasive neutropenia analyzer
Reducing the incidence of febrile neutropenia in cancer patients treated with chemotherapy with PointCheck: a portable non-invasive neutropenia analyzer
批准号:
10091634
负责人:
Carlos Castro-Gonzalez
金额:
$5.5万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-07-12 至 2020-06-30
关键词:
Accident and Emergency departmentAlgorithmsAntibioticsAreaAutologous Stem Cell TransplantationBlindedBlood capillariesBlood specimenCancer PatientCellsCessation of lifeClassificationClinicClinicalClinical ResearchColony-Stimulating FactorsComputer Vision SystemsDataData AnalysesData SetDatabasesDetectionDevelopmentDevicesDiagnosticDoseFPS-FES OncogeneFeverFingersFrequenciesGenerationsGoalsGrantGrowthHealthHealthcareHealthcare SystemsHematologyHome environmentHospital CostsHospitalizationHospitalsHourHumanImaging DeviceImmunosuppressionIncidenceInfectionInterventionInterviewLabelLettersLeukocytesLifeMalignant NeoplasmsManualsMeasurementMedicalMicrocirculationMonitorNeutropeniaNursesOncologyPatientsPerformancePhasePhysiciansPilot ProjectsProcessProxyROC CurveRiskSafetySample SizeSamplingSensitivity and SpecificitySiteSmall Business Innovation Research GrantSystemSystems AnalysisTechnologyTestingTimeTrainingTreatment Side EffectsTriageValidationVisitbasechemotherapycohortcomputerized data processingcostdeep learningdeep learning algorithmexperiencefightingimprovedinfection risklearning strategymanmortalitymovieneutrophilnon-invasive optical imagingnon-invasive systemoptical imagingpersonalized chemotherapypoint of careportabilityprophylacticprototypeside effect
中文摘要
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英文摘要
Every year in the US, 650,000 cancer patients are treated with chemotherapy. As a side effect,
their neutrophil counts (number of white blood cells that aid in fighting infections) become low
(referred to as neutropenia) and expose them to febrile neutropenia (FN) which are episodes
of serious infection that entail costly hospitalization and sometimes death. If
neutropenia is detected early, FN can be avoided through timely delivery of
prophylactic antibiotics or growth stimulating factors. Currently, neutrophil measurements require
visits to healthcare centers. This increases infection risk (as measurements are taken infrequently
and low counts may not be detected before infections ensue) and reduces chemotherapy efficacy (as
chemotherapy levels are kept at the lower end of frequency and dose for safety). We aim to overcome
this limitation with PointCheck, a noninvasive neutrophil test that can be used frequently in
local health centers or at home, enabling physicians to minimize infections and
personalize chemotherapy planning. The basis for our technology is noninvasive optical imaging of
microcirculation in nailfold capillaries. We conducted a pilot clinical study where trained
nurses used PointCheck to acquire data from 46 chemotherapy patients. By manually analyzing
a training dataset (N=38 measurements from 16 patients), we built a labeled dataset of flow gaps in
the microcirculation that can be considered proxies of neutrophils and demonstrated their number
can be used to distinguish baseline patients (>500 neutrophils/mm3) from grade IV neutropenic ones
(<500/mm3). However, the need for manual analysis makes the technology inaccessible to patients on
its current status. With support from SBIR Phase I, we will (a) develop algorithms that automatize
the manual data processing workflow employed on our training set, (b) test those algorithms on our
acquired and unanalyzed testing database (N=103 measurements from 30 patients) and (c) generate
additional performance data including further intermediate neutrophil ranges (>500 and <1,500
neutrophils/mm3), thus fulfilling the requirements for a minimum viable product. The consecution of
these milestones will enable, in Phase II, using PointCheck in a multi-site diagnostic validation
trial to confirm, under clinical conditions, that the management of FN can be improved with this
new paradigm.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1038/s41598-018-23591-0
发表时间:
2018-03-28
期刊:
Scientific reports
影响因子:
4.6
作者:
[Bourquard A, Pablo-Trinidad A, Butterworth I, Sánchez-Ferro Á, Cerrato C, Humala K, Fabra Urdiola M, Del Rio C, Valles B, Tucker-Schwartz JM, Lee ES, Vakoc BJ, Padera TP, Ledesma-Carbayo MJ, Chen YB, Hochberg EP, Gray ML, Castro-González C]
通讯作者:
Castro-González C
Reducing the incidence of febrile neutropenia in cancer patients treated with chemotherapy with PointCheck: a portable non-invasive neutropenia analyzer
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批准号:10159219
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项目类别:
-
资助金额:$80.6万
-
财政年份:2018
-
负责人:Carlos Castro-Gonzalez
-
依托单位:
Reducing the incidence of febrile neutropenia in cancer patients treated with chemotherapy with PointCheck: a portable non-invasive neutropenia analyzer
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批准号:10010951
-
项目类别:
-
资助金额:$118.23万
-
财政年份:2018
-
负责人:Carlos Castro-Gonzalez
-
依托单位:
海外基金