Analysis of novel geometry-independent method for dialysis access pressure-flow monitoring
Theoretical Biology and Medical Modelling
Analysis of novel geometry-independent method for dialysis access pressure-flow monitoring
William F Weitzel 1
Casey L Cotant 1
Zhijie Wen 0
Rohan Biswas 1
Prashant Patel 1
Harsha Panduranga 1
Yogesh B Gianchandani 0
Jonathan M Rubin 1
0 College of Engineering, University of Michigan , Ann Arbor, MI , USA
1 School of Medicine, University of Michigan , Ann Arbor, MI , USA
Background: End-stage renal disease (ESRD) confers a large health-care burden for the United States, and the morbidity associated with vascular access failure has stimulated research into detection of vascular access stenosis and low flow prior to thrombosis. We present data investigating the possibility of using differential pressure (P) monitoring to estimate access flow (Q) for dialysis access monitoring, with the goal of utilizing micro-electro-mechanical systems (MEMS) pressure sensors integrated within the shaft of dialysis needles. Methods: A model of the arteriovenous graft fluid circuit was used to study the relationship between Q and the P between two dialysis needles placed 2.5-20.0 cm apart. Tubing was varied to simulate grafts with inner diameters of 4.76-7.95 mm. Data were compared with values from two steady-flow models. These results, and those from computational fluid dynamics (CFD) modeling of P as a function of needle position, were used to devise and test a method of estimating Q using P and variable dialysis pump speeds (variable flow) that diminishes dependence on geometric factors and fluid characteristics. Results: In the fluid circuit model, P increased with increasing volume flow rate and with increasing needle-separation distance. A nonlinear model closely predicts this P-Q relationship (R2 > 0.98) for all graft diameters and needle-separation distances tested. CFD modeling suggested turbulent needle effects are greatest within 1 cm of the needle tip. Utilizing linear, quadratic and combined variable flow algorithms, dialysis access flow was estimated using geometry-independent models and an experimental dialysis system with the pressure sensors separated from the dialysis needle tip by distances ranging from 1 to 5 cm. Real-time P waveform data were also observed during the mock dialysis treatment, which may be useful in detecting low or reversed flow within the access. Conclusion: With further experimentation and needle design, this geometry-independent approach may prove to be a useful access flow monitoring method.
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Background
Dialysis access blood volume flow and pressure may be
helpful parameters in end-stage renal disease (ESRD)
vascular access monitoring. [1-5] The magnitude of the
clinical problem is well recognized, with 330,000 dialysis
patients with ESRD in the U.S., and the cost of
maintaining dialysis access in the care of these patients is over $1
billion in the U.S. alone, which represents approximately
10% of the total cost of dialysis care.[6,7] The recently
updated National Kidney Foundation (NKF) Dialysis
Outcomes and Quality Initiative (DOQI)
recommendations have reaffirmed the recommendation for
monitoring using monthly measurement of flow or static venous
pressure as the preferred methods.[8] Monthly flow
monitoring may lead to as much as a 50% reduction in access
failure,[9] yet this number still represents 25% of patients
with grafts experiencing failure (thrombosis or clotting)
per year, which requires emergency treatment to
re-establish flow. Divergent opinions exist about the utility of
flow monitoring, partly fueled by the relatively infrequent
(e.g., monthly) flow monitoring interval. [10-12] Since it
may be practical to follow access pressure more
frequently,[13] some have advocated pressure monitoring
over flow monitoring.[14] Additionally, it should be
noted that other data support the cost effectiveness of
access flow monitoring even when performed less
frequently,[15] and that the combined sensitivity and
specificity improves,[16] and cost effectiveness improves,[17]
when flow monitoring frequency is increased.
Our group is investigating the possibility of using
differential pressure (P) monitoring to estimate access flow
for dialysis access monitoring, with the current study
aimed at developing and testing an access
geometry-independent algorithm that is convenient to perform
throughout dialysis or at least at every dialysis session. The
underlying assumption is that flow along with pressure
monitoring may be a more complete representation of the
hemodynamic status of the access. Furthermore, frequent
and convenient flow estimations may improve
monitoring by determining each patient's mean access flow and
standard deviation in flow. Additionally, this would allow
the change in access blood flow with ultrafiltration and
blood pressure reduction to be followed, just as blood
pressure and various machine parameters are followed
during dialysis. However, several engineering problems
must be addressed to make this approach clinically
practical.
While pressure measurements within the access have been
used as an indicator of stenosis (which partially obstructs
flow and alters access pressure), pressure differences
within the dialysis graft or fistula have not typically been
used to estimate flow. This is primarily because
wellestablished fluid dynamics models require knowledge or
estimation of access geometry, needle separation, and
fluid properties, such as viscosity, to determine flow.[18]
This study derived experimental data on the relationship
between access flow and P between two dialysis access
needles in a model of the arteriovenous graft (AVG)
vascular circuit. This geometry-dependent data was used to
devise methods and perform experiments that estimate
access flow using P and variable dialysis pump speeds
while being mathematically independent of geometric
factors and fluid characteristics. We present a potentially
useful geometry-independent method, modeling data,
and experimental results for flow determination using
intra-access P and its dependence on dialysis pump
speed. Implementation of this method will require the
development of new dialysis needle technology or
intraaccess P measurement devices to allow for intra-access
pressure measurement during dialysis, work that is
currently in progress. These data suggest that this approach or
subsequent permutations may result in easy to use,
operator-independent alternative methods of access
monitoring to improve future access monitoring strategies.
Materials and methods
Experimental Steady-Flow AVG Circuit
A fluid circuit model of the AVG vascular circuit was
developed to study the relationship between access flow (Q)
and the P between two dialysis access needles placed 2.5,
5, 10, 15, and 20 cm from one another within the circuit.
A Masterflex Console Drive non-pulsatile blood roller
pump (Cole Parmer, Vernon Hills, IL) was utilized to
draw a glycerol-based fluid, with a kinematic velocity of
0.029 cm2/s (corresponding to a hemat (...truncated)