
Features:
STROKE BUSTERS IN TURBULENT BLOOD
by Michael Schneider, Pittsburgh Supercomputing Center
If the brain is a light bulb and blood to the brain is electricity, then a
stroke is lights out, what happens when you cut off the flow. Strokes kill
about 150,000 Americans each year. They're the third-leading cause of death in
this country, after heart disease and cancer, and the leading cause of adult
disability, affecting two to three million American stroke survivors.
Most strokes - about 80 percent of 700,000 a year in the U.S. - happen because
an artery that carries blood uphill from the heart to the head gets clogged.
Most of the time, as with heart attacks, the problem is atherosclerosis,
hardening of the arteries, calcified buildup of fatty deposits on the vessel
wall. The primary troublemaker is the carotid artery, one on each side of the
neck, the main thoroughfare for blood to the brain.
Awareness of a relation between strokes and the carotid artery is at least as
old as the name - from the Greek verb karoun, to plunge into deep sleep or
stupor. Only within the last 25 years, though, have researchers been able to
put their finger on why the carotid is especially susceptible to
atherosclerosis.
"Blood has the same level of cholesterol in our toes as in our coronary
arteries," says Frank Loth, a biomechanics professor at the University of
Illinois, Chicago, "so you might expect that atherosclerosis would be a
diffuse disease, that we'd get it anywhere. But we don't. There are particular
sites - coronary arteries, abdominal aorta, carotid arteries and others."
Loth's specialty is hemodynamics, fluid dynamics of the blood - a relatively
recent and growing field of work that has produced some answers about
atherosclerosis. For the past 15 years, Loth has teamed with University of
Chicago vascular surgeon Hisham Bassiouny to study vascular hemodynamics.
Among other things, they've worked on understanding flow in the carotid
artery, both healthy and with arterial narrowing - called stenosis - due to
the plaque buildup of atherosclerosis.
"We're trying to define the hemodynamics for different degrees of carotid
stenosis," says Bassiouny, who specializes in carotid artery disease and in
endarterectomy, a life-saving surgical procedure to remove plaque from the
carotid artery. "Our hypothesis is that there are specific flow patterns,
turbulent and non-turbulent, that may predispose to plaque progression or
plaque breakdown."
Four years ago, Loth and Bassiouny joined forces with two computer scientists,
Paul Fischer of Argonne National Laboratory and his associate Henry Tufo,
experts in the numerical methods of flow modeling. The objective: Develop the
ability, with computational modeling, to provide a detailed readout of the
flow patterns and forces in the carotid arteries of patients, information that
doctors can then use to help identify who's at high risk for stroke.
With a mix of disciplines to fit the job - vascular surgery, fluid mechanics,
advanced numerical methods - the Chicago-based team has made rapid strides.
This year, with availability of LeMieux, PSC's terascale system, they've done
what hasn't been done before. Starting with a CT scan from a patient's
severely clogged carotid artery, they've simulated the transition from smooth
to turbulent flow that occurs in that artery over the course of one heartbeat.
Just as importantly, they've demonstrated that it's feasible to produce this
kind of information quickly, within 24 hours, so it can be used in treatment
planning.
Shear Stress
Over the last 20 years, hemodynamics has established a relation between flow
patterns and the likelihood of atherosclerosis. The vessel sites most
susceptible to disease are like the outside bank of a stream where there's a
sharp turn. "You might have a region where water is slow," says Loth, "and
you'll see leaves and branches in a recirculation area with a little sandy
beach. The same thing happens in arteries."
When there's low flow velocity and recirculation, the vessel wall feels "low
shear stress." Like the force you exert on a desktop as you slide your hand
across it, shear stress is force in the direction of flow. Low shear stress,
research has shown, is one of the key factors in predicting whether someone
with healthy arteries will develop atherosclerosis.
In the carotid artery, low shear stress tends to happen near a particular site
- the carotid bifurcation - where the artery splits in two. In one branch,
just past the fork, a healthy artery is spacious and then narrows as it turns
inward toward the brain. In the spacious region, flow along the outer wall is
often slow with recirculation, prime territory for trouble.
Over time, as plaque builds up, the flow patterns at this site change. In a
healthy, spacious artery, the flow is smooth. In a stenosed, narrow artery,
flow into the bend is faster and, with enough narrowing, becomes turbulent.
The increased force of this flow can disrupt plaque, a potentially fatal
problem. "The mechanism of a stroke in half the cases," says Bassiouny, "is
plaque in the carotid artery that breaks apart. As fragments travel upstream,
they can block a vital artery."
The choice of treatment for carotid atherosclerosis - blood-thinning
medication, surgery, or no treatment - depends not only on the degree of
narrowing, but also on whether the plaque is likely to fragment. Knowing the
flow patterns and forces, says Bassiouny, would lead to better decisions. "Not
every patient who has plaque has a stroke. For someone with 60 percent
stenosis, we could decide the case is non-conducive to progression and
instability. Another patient with 60 percent stenosis but with different
plaque configuration and flow dynamics might need an endarterectomy."
Turbulence and Spectral Elements
The flow in healthy carotid arteries has been simulated before, but there's
good reason why it hasn't been done until now in a stenosed artery. Turbulent
flow is much more complex and greatly complicates the numerical problem,
multiplying the demand on computing at least 100 times, well beyond the
ability of most hemodynamics software and workstation computers.
Fischer is a pioneer in an advanced numerical approach called "the spectral
element method," having worked on his dissertation at MIT with its originator,
Tony Patera. The advantage is high accuracy with efficient use of computing
resources. In 1999, a major computing award, the Gordon Bell Prize, recognized
Fischer and Tufo for the quality algorithm and fast performance of Nek5000,
their spectral element program.
Loth and Fischer spent the first two years of their collaboration adapting
Nek5000 to simulate vascular hemodynamics. Tufo is a specialist in "scaling,"
software techniques to maximize the teamwork among hundreds or thousands of
processors in massively parallel systems, and he took charge of getting
Nek5000 up and running efficiently on LeMieux. With his fine tuning and using
2,048 processors in test runs, Nek5000 steps through its paces at 1.25
trillion calculations per second.
Bassiouny provided CT scans from a 55-year-old man with a 70 percent stenosed
carotid artery. With the scan data as input, Seung Lee, a University of
Illinois, Chicago graduate student who works with Loth, used a series of
programs to construct a mesh-like computational grid. Doppler ultrasound
measurements from the patient provided the initial flow velocity.
Using 256 processors for this first real-case simulation, the researchers were
able to simulate a full cardiac cycle - one heartbeat - in 11 hours of wall-
clock time. An animation depicts the results at a cross-sectional slice
through the artery, as if looking down at a river in which the flow
alternately rushes forward and then slows as the heart relaxes. Just around
the bend from where the carotid turns inward toward the brain, as the flow
feels the force of the heart's contraction, a slow, lazy river transforms to a
torrent with violent swirls of turbulence.
It's the first time this transition has been captured by simulation of an
actual patient's carotid artery. Fischer is pleased not only with the flow
results but also with the computing turnaround. "I didn't think we'd be in
this 24-hour range on our first shot. We're ahead of the curve for two
reasons: the numerical methods we use and having access to a machine like
Pittsburgh's."
Part of the objective for this first round of simulation was to measure how
rapidly flow velocity fluctuates with time, from which the researchers can
judge how thinly to slice the calculations in the next round of 10 cardiac
cycles. At the turbulence peak, the midstream flow velocity fluctuates at
about 350 cycles per second, which means they'll need to take a computational
snapshot every thousandth of a second to capture details of the flow.
It's the first good look at the transition to turbulence in a carotid artery,
and along with new information, it demonstrates that tools are in place to
zero in on the correlations between turbulent flow and stroke. "Within five
years," says Fischer, "it should be possible to routinely simulate weakly
turbulent hemodynamic flows." For medical researchers, this means it's
feasible to gather flow data on a range of patients with diseased carotid
arteries and carry out long-term studies. What degree of turbulence and high
shear stress under what conditions means serious risk of stroke? Getting the
answers is now within sight.
More information: http://www.psc.edu/science/tufo.html.
|