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A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Bi 07/04/10
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A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Dec 24, 2015

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Page 1: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

A statistical model in detecting small blood vessels with Power Doppler Imaging

Department of Medical Biophysics07/04/10

Page 2: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

OutlineIntroductionObjectiveMethods

◦ Power Doppler Imaging◦ Example

Methods◦ Mathematical Model

ResultsDiscussionConclusionAcknowledgements

Page 3: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

IntroductionAngiogenesisCancer research Imaging these small blood

vessels can provide valuable information to their spatial distribution in the vasculature

Page 4: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

ObjectiveTo improve the statistical model

in determining the blood flow in a small vessel

Develop another Gaussian distribution to account for the region that lies between the background and vessel

Page 5: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Methods and Apparatus

Page 6: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Power Doppler Imaging

Page 7: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.
Page 8: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.
Page 9: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Example

Page 10: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.
Page 11: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

MethodsFlow phantoms were developed

with the following properties;◦vessel sizes:

160, 200, 250, 300, 360 µm

◦ flow velocity 4, 3, 2, 1, 0.5 mm/s

◦transducer frequency 30 and 40 MHz

Page 12: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Mathematical Model

Single Vessel

Multiple Vessel

Page 13: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Results

Page 14: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Results

Consideration of the extra region lead to the statistical model, more closely reflecting the actual data

Page 15: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

DiscussionConsideration of an extra region

lead to the increase in accuracy between the statistical model and empirical data

Changes made are reflected by the considering a greater range of data

The standard statistical model for a specific vessel size can act to determine the actual vessel as opposed to the background

Page 16: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Further Research and ImplicationsWorking with multiple layer

tissueDeveloping a standard model but

taking into consideration the vessel sizes

Differentiation between vessels in tortuous vessels

Page 17: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

ConclusionAddition of a new region to the

statistical model led to results which reflected the empirical data much closer

Page 18: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

AcknowledgementsDr. James Lacefield PhDMai Elfarnawany Masters

Candidate

Page 19: A statistical model in detecting small blood vessels with Power Doppler Imaging Department of Medical Biophysics 07/04/10.

Questions and/or Comments?