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research activities in 2007 - CSEM

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Prediction of Neurocardiovascular Events<br />

R. Vetter, N. Virag •<br />

In order to improve acceptability and quality of life related to a medical diagnostic test, <strong>CSEM</strong> developed <strong>in</strong> a jo<strong>in</strong>t collaboration with Medtronic<br />

Europe a system based on computer supported prediction of the test outcome. The results of the retrospective study on 1155 patients are very<br />

promis<strong>in</strong>g and show that if the diagnostic test was stopped at the <strong>in</strong>stant of event prediction only five percent of the patients would have had to<br />

experience the traumatic neuro-cardiovascular event associated with a positive test outcome.<br />

Patients with unexpla<strong>in</strong>ed neuro-cardiovascular disorders<br />

often represent diagnostic dilemmas due to the difficulty to<br />

gather the pre-current signs of significant events. The rarity of<br />

such events br<strong>in</strong>gs about that limited time period monitor<strong>in</strong>g<br />

us<strong>in</strong>g external Holter may be <strong>in</strong>effective and not record the<br />

pre-current signs and cause of the disorders. More advanced<br />

monitor<strong>in</strong>g devices such as implantable loop recorders may<br />

gather the pre-current signs and causes of the disorder but<br />

only if a dedicated automatic event detection exists.<br />

Nevertheless, such devices require <strong>in</strong>vasive procedure and<br />

thus cause <strong>in</strong>creased diagnostic costs. To approach this<br />

problem, diagnostic medic<strong>in</strong>e designed dedicated<br />

experimental protocols which will provoke the specific neurocardiovascular<br />

events through external controlled stimulus<br />

and conditions. The <strong>in</strong>convenience of these approaches<br />

consists <strong>in</strong> the fact that the patient has to experience the<br />

neuro-cardiovascular event dur<strong>in</strong>g the diagnostic assessment.<br />

This is often traumatic and is a reason why some patients<br />

prefer not to undergo such a test.<br />

As an example, tilt table test<strong>in</strong>g is recognized as a standard<br />

test to diagnose vasovagal syncope and establish the neurocardiovascular<br />

dysfunction. The test is illustrated <strong>in</strong> Figure 1.<br />

After 5 m<strong>in</strong>utes sup<strong>in</strong>e rest, the patient is tilted to a 60 degree<br />

head-up position. If symptoms do not develop after 20 m<strong>in</strong> of<br />

tilt, subl<strong>in</strong>gual glyceryl tr<strong>in</strong>itrate is adm<strong>in</strong>istered to further<br />

provoke syncope. The test ends successfully if syncope<br />

develops or is stopped unsuccessfully after 35 m<strong>in</strong>. Thus,<br />

each successful tilt test allow<strong>in</strong>g an establishment of the<br />

neuro-cardiovascular dysfunction and yield<strong>in</strong>g further medical<br />

<strong>in</strong>sights ends with a traumatic fa<strong>in</strong>t<strong>in</strong>g of the patient.<br />

In order to make this test more acceptable to the patient,<br />

shorten the tilt test<strong>in</strong>g experience and decrease the diagnostic<br />

costs, a method which allows an early prediction of a<br />

successful outcome of the tilt test [1] has been developed. The<br />

algorithm exploits the trend of blood pressure, the trend of the<br />

heart rate and an <strong>in</strong>dicator of the autonomic nervous<br />

modulation to cont<strong>in</strong>uously process a cumulative risk of the<br />

positive outcome of the tilt test. The algorithm yields an alert<br />

when a threshold is crossed. This suggests that the tilt table<br />

test will be positive, that syncope will occur <strong>in</strong> very soon and<br />

that the test should be stopped to avoid the traumatic<br />

experience of fa<strong>in</strong>t<strong>in</strong>g for the patient.<br />

The performance of the algorithm was assessed on a large<br />

control database of 1155 patients where tilt table tests were<br />

conducted to their end. The successful outcome of the tilt<br />

table test was predicted <strong>in</strong> 719 of 759 patients (95%) whereas<br />

29 false alarms were generated <strong>in</strong> 396 unsuccessful tilt table<br />

tests. On average the successful outcome was predicted 60<br />

seconds before fa<strong>in</strong>t<strong>in</strong>g leav<strong>in</strong>g sufficient time to stop the<br />

experience before the traumatic outcome.<br />

76<br />

In other words, if the test had been stopped at the alert<br />

processed by the computer, out of 759 patients only<br />

40 patients would have had to experience the traumatic<br />

fa<strong>in</strong>t<strong>in</strong>g experience engendered by vasovagal syncope while<br />

for 719 patients the establishment of the autonomic<br />

dysfunction would have been performed without traumatic<br />

psychological stress.<br />

The proposed system may open a novel area <strong>in</strong> diagnostic<br />

medic<strong>in</strong>e where traumatic events due to systemic dysfunction<br />

would not have to be experienced to further establish and<br />

assess a pathological situation. The cl<strong>in</strong>ical validity of the<br />

proposed application of prediction of vasovagal syncope is<br />

limited due to the retrospective nature of the study. However,<br />

a prospective cl<strong>in</strong>ical study is currently be<strong>in</strong>g designed.<br />

In conclusion, computer supported sens<strong>in</strong>g and process<strong>in</strong>g of<br />

vital signals <strong>in</strong> a diagnostic protocol could <strong>in</strong>crease the<br />

acceptability of the tilt test protocol and improve the patient<br />

quality of life. In medic<strong>in</strong>e there are few parallels for which<br />

standard tests are replaced by mechanisms predict<strong>in</strong>g<br />

outcomes midway through a laboratory study. The present<br />

development concerns a first step <strong>in</strong> such a process.<br />

Figure 1: Illustration of tilt table test setup used <strong>in</strong> medical diagnostic<br />

to establish neuro-cardiovascular dysfunction together with the<br />

developed system predict<strong>in</strong>g the test outcome.<br />

The work was partly funded by the CTI Medtech Initiative and<br />

<strong>CSEM</strong> would like to thank them for their support.<br />

•<br />

Swiss R&D Medtronic Europe<br />

[1] N. Virag, R. Sutton, R. Vetter, T. Markowitz, M. Erickson,<br />

“Prediction of vasovagal syncope from heart rate and blood<br />

pressure trend and variability: Experience <strong>in</strong> 1,155 patients”,<br />

Heart Rhythm, vol. pp. 1377-1382, November <strong>2007</strong>.

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