Matthew Yuen
About
Research
Publications
2022
Deep Learning Applications for Acute Stroke Management
Chavva IR, Crawford AL, Mazurek MH, Yuen MM, Prabhat AM, Payabvash S, Sze G, Falcone GJ, Matouk CC, de Havenon A, Kim JA, Sharma R, Schiff SJ, Rosen MS, Kalpathy‐Cramer J, Gonzalez J, Kimberly WT, Sheth KN. Deep Learning Applications for Acute Stroke Management. Annals Of Neurology 2022, 92: 574-587. PMID: 35689531, DOI: 10.1002/ana.26435.Peer-Reviewed Original ResearchConceptsDeep machine learningDeep learning applicationsMedical image analysisDeep neural networksPixel-wise labelingAcute stroke managementReal-world examplesDL applicationsDL approachMachine learningLearning applicationsDL modelsNeural networkStroke managementLesion segmentationMaximal utilityImage analysisElectronic medical record dataInter-rater variabilityCause of disabilityMedical record dataRelevant clinical featuresStroke detectionAdvanced neuroimaging techniquesDecision makingPortable, low-field magnetic resonance imaging enables highly accessible and dynamic bedside evaluation of ischemic stroke
Yuen MM, Prabhat AM, Mazurek MH, Chavva IR, Crawford A, Cahn BA, Beekman R, Kim JA, Gobeske KT, Petersen NH, Falcone GJ, Gilmore EJ, Hwang DY, Jasne AS, Amin H, Sharma R, Matouk C, Ward A, Schindler J, Sansing L, de Havenon A, Aydin A, Wira C, Sze G, Rosen MS, Kimberly WT, Sheth KN. Portable, low-field magnetic resonance imaging enables highly accessible and dynamic bedside evaluation of ischemic stroke. Science Advances 2022, 8: eabm3952. PMID: 35442729, PMCID: PMC9020661, DOI: 10.1126/sciadv.abm3952.Peer-Reviewed Original ResearchIschemic strokeMagnetic resonance imagingResonance imagingFluid-attenuated inversion recoveryDiffusion-weighted imaging sequencesStroke volume measurementsStroke pathwayStroke severityFunctional outcomeLow-field magnetic resonance imagingBedside evaluationClinical managementStroke volumeMRI studiesStrokePatientsBrain imagingCerebellar structuresHigh-field MRI studiesHyperintense regionsInversion recoveryInfarctsUseful imagingVolume measurementsBedside detection of intracranial midline shift using portable magnetic resonance imaging
Sheth KN, Yuen MM, Mazurek MH, Cahn BA, Prabhat AM, Salehi S, Shah JT, By S, Welch EB, Sofka M, Sacolick LI, Kim JA, Payabvash S, Falcone GJ, Gilmore EJ, Hwang DY, Matouk C, Gordon-Kundu B, RN AW, Petersen N, Schindler J, Gobeske KT, Sansing LH, Sze G, Rosen MS, Kimberly WT, Kundu P. Bedside detection of intracranial midline shift using portable magnetic resonance imaging. Scientific Reports 2022, 12: 67. PMID: 34996970, PMCID: PMC8742125, DOI: 10.1038/s41598-021-03892-7.Peer-Reviewed Original ResearchConceptsMidline shiftNeuroscience intensive care unitCare measurementYale-New Haven HospitalValuable bedside toolIntensive care unitPoor clinical outcomeBrain-injured patientsMass effectNew Haven HospitalMagnetic resonance imagingClinical outcomesIll patientsCare unitStroke patientsFunctional outcomeBedside toolObservational studyBedside detectionImaging examsPatientsResonance imagingPortable MRIImaging suiteSignificant concordance
2021
Methodology for Low-Field, Portable Magnetic Resonance Neuroimaging at the Bedside
Prabhat AM, Crawford AL, Mazurek MH, Yuen MM, Chavva IR, Ward A, Hofmann WV, Timario N, Qualls SR, Helland J, Wira C, Sze G, Rosen MS, Kimberly WT, Sheth KN. Methodology for Low-Field, Portable Magnetic Resonance Neuroimaging at the Bedside. Frontiers In Neurology 2021, 12: 760321. PMID: 34956049, PMCID: PMC8703196, DOI: 10.3389/fneur.2021.760321.Peer-Reviewed Original ResearchIntensive care unitCare unitNeuroscience intensive care unitNon-Contrast Computed TomographyYale-New Haven HospitalAcute brain injuryPopulation of patientsPrognostication of patientsRoutine clinical careSpecific patient populationsIntra-hospital transportNew Haven HospitalMassachusetts General HospitalMagnetic resonance imagingRegular neuroimagingIll patientsSecondary injuryEmergency departmentPatient populationSerial monitoringBrain injuryGeneral HospitalClinical careComputed tomographyPatientsPortable, bedside, low-field magnetic resonance imaging for evaluation of intracerebral hemorrhage
Mazurek MH, Cahn BA, Yuen MM, Prabhat AM, Chavva IR, Shah JT, Crawford AL, Welch EB, Rothberg J, Sacolick L, Poole M, Wira C, Matouk CC, Ward A, Timario N, Leasure A, Beekman R, Peng TJ, Witsch J, Antonios JP, Falcone GJ, Gobeske KT, Petersen N, Schindler J, Sansing L, Gilmore EJ, Hwang DY, Kim JA, Malhotra A, Sze G, Rosen MS, Kimberly WT, Sheth KN. Portable, bedside, low-field magnetic resonance imaging for evaluation of intracerebral hemorrhage. Nature Communications 2021, 12: 5119. PMID: 34433813, PMCID: PMC8387402, DOI: 10.1038/s41467-021-25441-6.Peer-Reviewed Original ResearchConceptsMagnetic resonance imagingNIH Stroke ScaleIntracerebral hemorrhageHematoma volumeYale-New Haven HospitalStroke care pathwayConventional magnetic resonance imagingBoard-certified neuroradiologistsNew Haven HospitalResource-limited settingsStroke ScaleClinical outcomesLow-field magnetic resonance imagingCare pathwayLow-field magnetic resonanceRadiological examinationConventional neuroimagingAdvanced MRI technologiesResonance imagingCases of disagreementHemorrhageMRI technologyPortable MRINeuroimagingMagnetic resonanceLow-Field, Portable Magnetic Resonance Imaging at the Bedside to Assess Brain Injury in Patients with Severe COVID-19 (1349)
Mazurek M, Yuen M, Cahn B, Rosen M, Gobeske K, Gilmore E, Hwang D, Kaddouh F, Kim J, Falcone G, Petersen N, Siner J, Spudich S, Sze G, Kimberly W, Sheth K. Low-Field, Portable Magnetic Resonance Imaging at the Bedside to Assess Brain Injury in Patients with Severe COVID-19 (1349). Neurology 2021, 96 DOI: 10.1212/wnl.96.15_supplement.1349.Peer-Reviewed Original Research
2020
Assessment of Brain Injury Using Portable, Low-Field Magnetic Resonance Imaging at the Bedside of Critically Ill Patients
Sheth KN, Mazurek MH, Yuen MM, Cahn BA, Shah JT, Ward A, Kim JA, Gilmore EJ, Falcone GJ, Petersen N, Gobeske KT, Kaddouh F, Hwang DY, Schindler J, Sansing L, Matouk C, Rothberg J, Sze G, Siner J, Rosen MS, Spudich S, Kimberly WT. Assessment of Brain Injury Using Portable, Low-Field Magnetic Resonance Imaging at the Bedside of Critically Ill Patients. JAMA Neurology 2020, 78: 41-47. PMID: 32897296, PMCID: PMC7489395, DOI: 10.1001/jamaneurol.2020.3263.Peer-Reviewed Original ResearchIntensive care unit roomsIntensive care settingBrain injuryCare settingsIll patientsNeurological injuryT2 fluid-attenuated inversion recoveryCOVID-19Intensive care unit admissionSingle-center cohort studyIntensive care unit settingUnit roomsYale-New Haven HospitalNasopharyngeal swab resultsCare unit admissionSingle-center seriesBrain imaging findingsIntensive care unitFluid-attenuated inversion recoveryDiffusion-weighted imaging sequencesTraumatic brain injuryClinical care settingsNew Haven HospitalMagnetic resonance imagingConventional magnetic resonance imaging (MRI) systemPortable, Bedside, Low-field Magnetic Resonance Imaging in an Intensive Care Setting for Intracranial Hemorrhage (270)
Shah J, Cahn B, By S, Welch E, Sacolick L, Yuen M, Mazurek M, Wira C, Leasure A, Matouk C, Ward A, Payabvash S, Beekman R, Brown S, Falcone G, Gobeske K, Petersen N, Jasne A, Sharma R, Schindler J, Sansing L, Gilmore E, Sze G, Rosen M, Kimberly W, Sheth K. Portable, Bedside, Low-field Magnetic Resonance Imaging in an Intensive Care Setting for Intracranial Hemorrhage (270). Neurology 2020, 94 DOI: 10.1212/wnl.94.15_supplement.270.Peer-Reviewed Original ResearchDeployment of Portable, Bedside, Low-field Magnetic Resonance Imaging for Evaluation of Stroke Patients (272)
Cahn B, Shah J, Dyvorne H, O’Halloran R, Poole M, Yuen M, Mazurek M, Ward A, Payabvash S, Beekman R, Brown S, Falcone G, Gobeske K, Petersen N, Jasne A, Sharma R, Schindler J, Sansing L, Gilmore E, Wira C, Matouk C, Sze G, Rosen M, Kimberly W, Sheth K. Deployment of Portable, Bedside, Low-field Magnetic Resonance Imaging for Evaluation of Stroke Patients (272). Neurology 2020, 94 DOI: 10.1212/wnl.94.15_supplement.272.Peer-Reviewed Original Research