Methodologies and instruments forthe characterizationof the … · Prof. P. Mazzone ( Centro...
Transcript of Methodologies and instruments forthe characterizationof the … · Prof. P. Mazzone ( Centro...
Dipartimento di Ingegneria Elettrica Elettronica e dei Sistemi - Università di Catania
MethodologiesMethodologies and and instrumentsinstruments
forfor the the characterizationcharacterization of the of the
Parkinson Parkinson diseasedisease
Computer Computer EngineeringEngineering FacultyFaculty
THESIS DEGREETHESIS DEGREE
AuthorAuthor::
Alfonso IsolaAlfonso Isola
SupervisorSupervisor
Chiar.mo Prof. Ing. P. ArenaChiar.mo Prof. Ing. P. Arena
CoCo--SupervisorsSupervisors::
Chiar.mo Prof. P. MazzoneChiar.mo Prof. P. Mazzone
Ing. Adriano BasileIng. Adriano Basile
Ing. Davide LombardoIng. Davide Lombardo
Ing. Guido VagliasindiIng. Guido Vagliasindi
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�� Project Project CooperationCooperation�� Cooperation among the DIEES of the Università degli Studi di CatCooperation among the DIEES of the Università degli Studi di Catania, the ania, the
STMicroelectronics of Catania and the Orthopedic Surgery Center STMicroelectronics of Catania and the Orthopedic Surgery Center of the of the A. Alesini HospitalA. Alesini Hospital-- RomaRoma..
�� Technology usedTechnology used�� DBS Activa Therapy and LFP recordings (DBS Activa Therapy and LFP recordings (furnishedfurnished byby MedtronicMedtronic))�� This therapy is a big scientific opportunityThis therapy is a big scientific opportunity
�� ObjectivesObjectives�� Design a DataDesign a Data--Logger for the Logger for the massmass--storagestorage of the neuro celebral signals of the neuro celebral signals
taken from Basal Ganglia taken from Basal Ganglia nucleusesnucleuses by means of DB leads.by means of DB leads.
�� Possible ApplicationsPossible Applications�� Medical Research and careful characterization of the Parkinson Medical Research and careful characterization of the Parkinson diseasedisease�� AutoAuto--settingsetting of the of the neurostimolator’neurostimolator’s s parametersparameters
IntroductionIntroduction
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The Parkinson The Parkinson diseasedisease
�� The The Parkinson Parkinson diseasedisease ((MPMP) ) isis anan evolutionevolution progressive progressive illnessillness withwith unknownunknowncausescauses ((idiopathicidiopathic), ), correlatedcorrelated toto a a neuralneural degenerationdegeneration of the of the SubstantiaSubstantia NigraNigra..
�� The The mainmain clinicalclinical symptomssymptoms are:are:�� BradikinesiaBradikinesia ((slownessslowness of movement)of movement)�� AkinesiaAkinesia ((lacklack of movement)of movement)�� Tremor Tremor �� RigidityRigidity�� Postural instabilityPostural instability
�� TherapyTherapy�� PharmaceuticalPharmaceutical (L(L--DOPA)DOPA)
�� LossLoss of of effictiveneseffictivenes after 5 after 5 yearsyears�� Clinic Clinic therapytherapy uselessuseless in some in some patientspatients�� LTDS (LTDS (Long Term Dopa SyndromeLong Term Dopa Syndrome) )
�� SurgicalSurgical lesionslesions ((PallidotomyPallidotomy surgerysurgery))�� These lesions are executed in the STN or GPiThese lesions are executed in the STN or GPi�� Invasive Irreversible Therapy Invasive Irreversible Therapy
�� ElectricElectric stimulation at high stimulation at high frequencyfrequency (DBS)(DBS)�� ItIt succedssucceds in in attenuatingattenuating the the symptomssymptoms�� UnknownUnknown workingsworkings, , maybemaybe itit forcesforces the the neuronsneurons of the of the stimulatedstimulated zone zone toto work at high work at high freqfreq..
31%
50%
74%
0%
10%
20%
30%
40%
50%
60%
70%
80%
3-5 yrs
5-7 yrs
10-12 yrs
Percentage of patientsthat suffer of LTDS
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The The BasalBasal GangliaGanglia nucleusesnucleuses�� The The BasalBasal GangliaGanglia nucleusesnucleuses
consistconsist of of severalseveral subcorticalsubcorticalstructuresstructures denselydensely interconnectedinterconnected
�� TheThe main four nucleuses are:main four nucleuses are:
�� thethe Striated (Putamen & Striated (Putamen & Caudate)Caudate)
�� the the GlobusGlobus Pallidus (GP)Pallidus (GP)
�� thethe Substantia NigraSubstantia Nigra (SN)(SN)
�� The Subthalamic nucleus (STN)The Subthalamic nucleus (STN)
�� The The Globus PallidusGlobus Pallidus consist of :consist of :
�� Internal Globus Pallidus (GPi) Internal Globus Pallidus (GPi) �� External Blobus Pallidus (GPe)External Blobus Pallidus (GPe)
�� The The SubstantiaSubstantia NigraNigra consistconsist of: of:
�� reticularreticular partpart ((SNrSNr))
�� compact compact partpart ((SNcSNc))
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The “The “boxesboxes and and arrowsarrows” Model ” Model
�� The direct and The direct and indirectindirect pathspaths�� The Direct The Direct pathpath isis positive in the positive in the PutamenPutamen –– Talamo actionTalamo action�� The The IndirectIndirect pathpath isis negative “ “ “negative “ “ “
Indirect Direct
Cortex
Putamen
SNc
GPe
STN
Talamo
GPi
SNr
Indirect Direct
Cortex
Putamen
SNc
GPe
STN
Talamo
GPi
SNr
Ec D1Inib D2
Physiological activity of the B.G. nucleusesPhysiological activity of the B.G. nucleuses Pathological activity of the B.G. nucleusesPathological activity of the B.G. nucleuses
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Deep Brain StimulationDeep Brain Stimulation
�� The The neurostimolatorneurostimolator isis plantedplanted completelycompletely under under skinskin; the ; the leadsleads are are plantedplanted inside inside the GPi or the STN, the GPi or the STN, onlyonly laterlater having identified the objective nucleus through MRIhaving identified the objective nucleus through MRI..
�� The The neurostimolatorneurostimolator hashas twotwo electrodeselectrodes, one , one forfor eacheach partpart of the brain of the brain �� WeWe havehave toto tunetune neurostimulatorneurostimulator parametersparameters ((VoltageVoltage toto bebe appliedapplied, , DDutyuty CycleCycle
squaresquare wavewave, , etcetc..).).�� EachEach electrodeelectrode hashas 4 terminal 4 terminal contactscontacts
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SignalsSignals AnalysisAnalysis
�� PatientsPatients ExerciseExercise ProtocolProtocol usedused� Go-no-go� Free movement
�� SpectralSpectral AnalysisAnalysis TecniquesTecniques usedused� Short Time Fourier analysis (STFT)� Power Spectral Density (PSD)
�� SynchronousSynchronous and and asyncronousasyncronousactivitiesactivities�� Inside the Inside the ββ bandband (10(10÷÷40 Hz)40 Hz)�� CloseClose the 70 Hz (the 70 Hz (onlyonly forfor the STN) the STN)
�� The The NeuronalNeuronal Gate Gate TheoryTheory in STNin STN
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SignalsSignals AnalysisAnalysisThe effects of the L-Dopa on the PSD of the signal rSTN12:
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SignalsSignals AnalysisAnalysis
We have verified that during a patient voluntary movement and without dose of L-Dopa, inside the β band the signal rSTN12 PSD reduces its amplitude, whiledoesn’t appear the high-frequencysynchronization (typical of the L-Dopa case).
The
mov
emen
t Effe
cts
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SignalsSignals AnalysisAnalysis� Degradation of the signals in case of re-quantization of data from 12 to 8 bits:
ThisThis lastlast analysisanalysis isis usefulusefulin in orderorder toto reachreach the the aimaim of of
thisthis work, or work, or betterbetter totodesign a Data Logger design a Data Logger forfor
the the massmass--storagestorage of of neurocerebralneurocerebral signalssignals. . ItIt consistconsist of one of one ST7
microcontrollormicrocontrollor, , whichwhich isisfurnishedfurnished of a 8 of a 8 bitsbits ADC.ADC.
The final The final resultsresults of of thisthisstudystudy, , allowallow toto underlineunderline asas
the the reductionreduction of the of the quantizationquantization bitsbits doesn’doesn’t t
cause the cause the lossloss of of anyanysignalsignal intrinsicintrinsic
characteristiccharacteristic bothboth in the in the time time domaindomain and the and the frequencyfrequency domaindomain..
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Limits of the Limits of the analyzedanalyzed recordingsrecordings
�� MeasurementsMeasurements executedexecuted withwith differentdifferent exerciseexercise protocolsprotocols
�� DifferentDifferent SignalsSignals amplificationamplification and and SamplingSampling frequecyfrequecy
�� DifferentDifferent and and boundedbounded measurementsmeasurements durationduration
((ImplementationImplementation of a DBS of a DBS signalssignals Data Logger)Data Logger)
�� Need to have DB measurements related to the Need to have DB measurements related to the mostmostvariedvaried conditionsconditions in in whichwhich the the patientpatient can can bebe duringduring hishisday. day. (Future (Future implementationimplementation of of anan adaptiveadaptive and and autonomousautonomousDBS DBS ParametersParameters Control System)Control System)
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Data LoggerData Logger�� The The developmentdevelopment card card choicechoice in in orderorder toto implementimplement the Data Logger the Data Logger hashas beenbeen
the the ST7F265 Mass Storage Evaluation Kit.ST7F265 Mass Storage Evaluation Kit.
INDART-STxSTVD 7
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The The recordingrecording FirmwareFirmware
main()
Media_check()
Signal_Record()
USER_application()
End
BeginThe recording routine Signal_Record()
exploits a timer interrupt routine in order totake a signal sample (1 byte) every ∆t seconds (ex. ∆t =125µs if Fs=8KHz).
This sample is saved inside one of the 512 bytes recording buffers available.
Just one of the buffers is full by means of the DTC (Data Transfer Coprocessor) unitthe buffer is downloaded inside a file wave
held in a SD-MMC memory.
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The The NeurocerebralNeurocerebral signalssignals MassMass--storagestorage
SystemSystem
Circuit ofSignal
adaptation
Data Logger
ADC 8 bit
DTC
RAM
ST
7F265 M
CU
01001001
1 byte
Buffer_0
512 Byte
The data are saved inside a WAVE file held inside a SD-MMC memory.
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Future Future developmentsdevelopments�� ImplementationImplementation of of anan adaptiveadaptive and and autonomousautonomous Control System Control System forfor the the
DBS DBS technicaltechnical parametersparameters..
CONTROL
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ThanksThanks
�� SupervisorSupervisor of Università degli Studi di Catania, of Università degli Studi di Catania, Prof. P. ArenaProf. P. Arena
�� CoCo--SupervisorsSupervisors of of UniveristàUniveristà di Catania, Ing. D. di Catania, Ing. D. Lombardo e Ing. Lombardo e Ing. G.VagliasindiG.Vagliasindi, and of ST , and of ST Microelectronics di Catania Ing. Adriano BasileMicroelectronics di Catania Ing. Adriano Basile
�� Prof. P. Mazzone (Prof. P. Mazzone (Centro Traumatologico Centro Traumatologico OrtopedicoOrtopedico dell’Ospedale dell’Ospedale A. Alesini A. Alesini -- Roma)Roma)