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Deteksjon av redusert blodtilførsel til hjertet ved hjelp av akselerometerteknologi
Detection of regional cardiac ischemia by accelerometertechnology
Ole Jakob ElleThe Interventional Centre
Goals– Sensor measuring heart motion– Detection of graft occlusion and ischemia
Collaboration– Medical: The interventional Centre, Rikshospitalet– Research: The interventional Centre, Rikshospitalet– Technology: Vestfold University College– Commercial: BMI, Biomedisinsk Innovasjon AS
Contributors– The Interventional Centre : Ole Jakob Elle, Steinar Halvorsen, Harald
Dugstad, Halfdan Ihlen, Tor Inge Tønnessen, Erik Fosse– Vestfold University College : Lars Hoff, Craig Lowrie, Kristin Imenes,
Morten Grimnes, Hans Jørgen Alker
Background
Impaired coronary circulation causes heart muscle hibernation
Immediate reduction in contractile workOccluded coronary graft cause regional
movement reduction
AccelerometersEarly use
– Seismograph Vibrations, earth quakes– Navigation, military Rockets, submarines
1990s– Microtechnology – Small, inexpensive units available
Today: Used everywhere– Automotive: Airbag crash-sensors– Cars, consumer electronics, medical, …
Easily available– Price ~ USD 3– Volume ~ 100 mill. units per year
Cardiac Ischemia change in myocardial function and motion
The idea and hypotesis: – 3-D accelerometers could detect regional systolic changes due to
ischemia or reduced blood flowPatented by The Interventional Centre : WO 03/061473 A1
First prototype 3-axis accelerometer sensor
Recording Signals on Computer
Calculation of Heart Motion• Position
Motion dominated by respirationPatient movements and gravity: Other sources of acceleration
High pass filtering at 1.0 Hz to isolate heart’s own motion
Position from acceleration: Numerical integration
Calculated Heart MotionAcceleration
Remove movements from respiration, patient movements etc.Integrate twice wrt. time
Heart position• Nice curves. Noise hardly visible• Arrhythmias easily identified
Arrhythmias
Prototype of 3 Axis Sensor• Commercial accelerometers –
(Analogue Devices)– Two at 90º angle – Each sensor: 2 axes – Two sensors: 3 axes
• One axis redundant
• Size: 6x6x12 mm• Encapsulated• Sutured to heart wall
The model: Porcine
6 animalsECGhemodynamicsFlow
– aorta, LADAccelerometers
– LAD and CX regionOccluder on LAD distally
to the first diagonal branch(60 sec. LAD occlusion)
Accelerometer A
Accelerometer B
Flowmeter and occluder,
Sound analogy
• Sound is changes in air density due to wavepropagation in air.
• A different tone is heard if the sound frequency is changed
• Sound comprises a set of frequency components(harmonics).
• The heart surface can be seen as a loudspeakermembrane and the accelerometer as a microphone
• Changes in motion pattern is analogous withchange of sound picture. This can be measuredby the accelerometer
Frequency distribution in 2 sec time windows before and after occlusion
Frequency footprintBefore occlusion
Frequency footprintAfter occlusion
Frequency Analysis. Spectrogram
LAD Occlusion
-Analysis of periodic signals-Sensitive to small changes-Ischemia changes pattern
Data Analysis: Power Spectrum Difference
Occlusion Reperfusion
• Short-time FFT– 512 points moving window
• Difference relative first time window– Calculated for each window
2512
0))(( ref
ntot PSnPSrSignalPowe −∑=Δ
=
Detection of 1 minute ischemiaLAD-region CX-region
Diff
eren
ceva
lue
Diff
eren
ceva
lue
Relative Energy in Fundamental Frequency
Occlusion 1: 600s Occlusion 2: 860s Occlusion 3: 926s
Conclusions
Accelerometer sensors are suitable for monitoring heart movements
Occlusion of the LAD artery induces immediate regional changes in heart movement patterns that are detected by this sensor
Status and future workWe have
– Prototype sensor, system for data acquisition– Analysis algorithms that detect dysfunctional heart motion
We work on– Improved algorithms to reliably identify dysfunctional heart real-
time – Improved sensor design/miniaturisation– Biocompatible packaging– Key questions related to specificity, sensitivity
Future work– Human studies during beating heart coronary surgery– Incorporation of a miniaturised accelerometer sensor into a
temporary pace-maker electrode
Main TasksSensor design
• 3 axes, smallPackaging: Encapsulation and cabling
• Demanding environmentSignal interpretation
• How to recognize dysfunctional heart motion
Miniature Sensor• Prototype is too big
– Useful experiments– Too big for final product
• Microsensor– Performance tuned to
application• Good enough, small enough
– Not general accelerometer
• What performance is needed?– Data from experiments
• Status– Two PhD students– Five designs in test production
2 mm
New Sensor DesignsTest designs in MultiMEMS (SensoNor, Horten,
Norway)– 5 variations– Published and proprietary designs
• Adapted to our specifications• 4 seismic masses. Piezo-resistive sensing• 3x6 mm chips
Final sensor specifications– Package size: 2x2x5 mm– 3 axes. Range ±4g. Resolution 10 mg
Where and how?– High aspect ratio process– Capacitive or piezo-resistive?
Packaging• Challenges
– Biocompatible• Implanted ~7 days
– Electrical security• Near heart
– Cable and connections• ~ 10 leads, Ø<2 mm
– Strong and reliable
• Our resources– NEWPACK-project– One PhD student
2 mm