2021
Detecting Sensitive Mobility Features for Parkinson's Disease Stages Via Machine Learning
Mirelman A, Frank M, Melamed M, Granovsky L, Nieuwboer A, Rochester L, Del Din S, Avanzino L, Pelosin E, Bloem B, Della Croce U, Cereatti A, Bonato P, Camicioli R, Ellis T, Hamilton J, Hass C, Almeida Q, Inbal M, Thaler A, Shirvan J, Cedarbaum J, Giladi N, Hausdorff J. Detecting Sensitive Mobility Features for Parkinson's Disease Stages Via Machine Learning. Movement Disorders 2021, 36: 2144-2155. PMID: 33955603, DOI: 10.1002/mds.28631.Peer-Reviewed Original ResearchConceptsParkinson's diseaseDisease stageMid-stage Parkinson's diseaseAge-matched healthy controlsEarly Parkinson's diseaseHigh discriminatory valueBilateral anklesDisease progressionClinical trialsHealthy controlsDisease spectrumGait measuresSeverity stagesAdvanced stageTrunk sensorDisease severityStride timingStudy participantsDiscriminatory valueObjective monitoringMobility measuresDiseaseCohort selectionMean sensitivity
2020
Tossing and Turning in Bed: Nocturnal Movements in Parkinson's Disease
Mirelman A, Hillel I, Rochester L, Del Din S, Bloem BR, Avanzino L, Nieuwboer A, Maidan I, Herman T, Thaler A, Gurevich T, Kestenbaum M, Orr‐Urtreger A, Brys M, Cedarbaum JM, Giladi N, Hausdorff JM. Tossing and Turning in Bed: Nocturnal Movements in Parkinson's Disease. Movement Disorders 2020, 35: 959-968. PMID: 32080891, DOI: 10.1002/mds.28006.Peer-Reviewed Original ResearchConceptsAdvanced Parkinson's diseaseParkinson's diseaseNocturnal hypokinesiaDopaminergic medicationSleep disturbancesDisease severityDiverse disease severitiesPD motor severityUpright periodsDopaminergic treatmentNonmotor symptomsUpright timeMotor severityHealthy controlsSleep interruptionDisease spectrumPatientsSeverityMedicationsHypokinesiaDiseaseNocturnal movementsDegree of rotationTri-axial accelerometerDysautonomia