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Cardiovascular
Diagnosis from
Ballistocardiogram
October 30, 2018
What is the problem?
‱ Electrocardiograms (ECGs) model
cardiac functioning and enable
diagnosis of improper functioning
‱ Ballistocardiograms (BCGs) model
cardiovascular functioning, and potentially
provide rich information on the cardiovascular
loop
– Theoretically, BCGs should model functioning of
large arteries and can be used to pinpoint improper
functioning of the carotid artery, ascending aorta,
etc.
– However, the curve is poorly understood, so BCGs
are not used clinically
How does product/service solve problem?
‱ Giovanna Guidoboni developed a
closed loop mathematical model
that simulates the mechanisms
generating the BCG signal
‱ The solution provides a
quantitative framework for the
clinical interpretation of BCG
signals
What is the market use?
Sensing
Modality
(1)
Sensing
Modality
(3)
Sensing
Modality (2)
(Hydraulic Bed Sensor)
(Weighing scale, 
)
(Accelerometer)
Fig. 5. Simulated pressure waveforms are compared with experimental measurements at different sites along the arterial tree. [Moein: can you please send
me the .m ïŹle to obtain this ïŹgure? We need to edit some things a little.]
between BCG waveforms reported in different studies.
I
J
K
L
M
N
Fig. 6. Waveform f A (t) associated with the acceleration of the body motion
simulated via the closed-loop model over one cardiac cycle. The waveform
exhibits the typical I, J, K, L, M and N peaks that characterize BCG signals
measured experimentally.
Figure 6 reports the waveform f A (t) simulated via the
closed-loop model over one cardiac cycle. The waveform
exhibits the typical I, J, K, L, M and N peaks that characterize
BCG signals measured experimentally [1], [6], [17], thereby
conïŹrming the capability of the closed-loop model to capture
the fundamental cardiovascular mechanisms that give rise to
the BCG signal.
A quantitative comparison between the simulated BCG
Fig. 7. BCG waveforms for displacement, velocity and acceleration, denoted
by f D , f V and f A , respectively. The ïŹgure reports the waveforms simulated
via the closed-loop model, the theoretical waveforms calculated by Noorder-
graaf and Heynekamp [16] and the experimental waveforms obtained by Inan
et al [17] Kim et al [6] and our group.
waveforms pertaining to displacement, velocity and accel-
eration of the center of mass is reported in Figure 7 by
means of the auxiliary functions f D , f V and f A . The wave-
forms simulated via the closed-loop model are compared
with (i) the theoretical results presented by Noordergraaf and
Heynekamp [16], where we calculated velocity and accelera-
A(t)
What competition exists?
What is the status of the intellectual property?
‱ Patent pending
What is the stage of development?
‱ Prototype built and tested on a small number of
subjects
What is needed for further development?
‱ More validation with more patients
‱ Refinement of model for improved accuracy
‱ Development of BCG sensing system
‱ Find an entrepreneur/licensee with
cardiovascular expertise for partnering on
validation
– Medical grade application for physicians
– Remote monitoring applications such as embodying
the invention in a chair or bed
Contact
For more information please contact Jim Baxendale, Director of
Whiteboard2Boardroom:baxendalej@umkc.edu.

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University of Missouri-Columbia, Cardiovascular Diagnosis from Ballistocardiogram

  • 2. What is the problem? ‱ Electrocardiograms (ECGs) model cardiac functioning and enable diagnosis of improper functioning ‱ Ballistocardiograms (BCGs) model cardiovascular functioning, and potentially provide rich information on the cardiovascular loop – Theoretically, BCGs should model functioning of large arteries and can be used to pinpoint improper functioning of the carotid artery, ascending aorta, etc. – However, the curve is poorly understood, so BCGs are not used clinically
  • 3. How does product/service solve problem? ‱ Giovanna Guidoboni developed a closed loop mathematical model that simulates the mechanisms generating the BCG signal ‱ The solution provides a quantitative framework for the clinical interpretation of BCG signals
  • 4. What is the market use? Sensing Modality (1) Sensing Modality (3) Sensing Modality (2) (Hydraulic Bed Sensor) (Weighing scale, 
) (Accelerometer) Fig. 5. Simulated pressure waveforms are compared with experimental measurements at different sites along the arterial tree. [Moein: can you please send me the .m ïŹle to obtain this ïŹgure? We need to edit some things a little.] between BCG waveforms reported in different studies. I J K L M N Fig. 6. Waveform f A (t) associated with the acceleration of the body motion simulated via the closed-loop model over one cardiac cycle. The waveform exhibits the typical I, J, K, L, M and N peaks that characterize BCG signals measured experimentally. Figure 6 reports the waveform f A (t) simulated via the closed-loop model over one cardiac cycle. The waveform exhibits the typical I, J, K, L, M and N peaks that characterize BCG signals measured experimentally [1], [6], [17], thereby conïŹrming the capability of the closed-loop model to capture the fundamental cardiovascular mechanisms that give rise to the BCG signal. A quantitative comparison between the simulated BCG Fig. 7. BCG waveforms for displacement, velocity and acceleration, denoted by f D , f V and f A , respectively. The ïŹgure reports the waveforms simulated via the closed-loop model, the theoretical waveforms calculated by Noorder- graaf and Heynekamp [16] and the experimental waveforms obtained by Inan et al [17] Kim et al [6] and our group. waveforms pertaining to displacement, velocity and accel- eration of the center of mass is reported in Figure 7 by means of the auxiliary functions f D , f V and f A . The wave- forms simulated via the closed-loop model are compared with (i) the theoretical results presented by Noordergraaf and Heynekamp [16], where we calculated velocity and accelera- A(t)
  • 6. What is the status of the intellectual property? ‱ Patent pending
  • 7. What is the stage of development? ‱ Prototype built and tested on a small number of subjects
  • 8. What is needed for further development? ‱ More validation with more patients ‱ Refinement of model for improved accuracy ‱ Development of BCG sensing system ‱ Find an entrepreneur/licensee with cardiovascular expertise for partnering on validation – Medical grade application for physicians – Remote monitoring applications such as embodying the invention in a chair or bed
  • 9. Contact For more information please contact Jim Baxendale, Director of Whiteboard2Boardroom:baxendalej@umkc.edu.