such that PVR is about 11 times normal, in addition to the changes of the chronic pulmonary disease state.
In acute disease and acute disease with inotropic treatment, the long-term blood pressure response to the pathophysiology is a model of disease progression without treatment, to which results from TAL attachment simulations can be compared. The simulated pathology is acute, however, and we simulate the case in which the TAL is attached soon after disease onset. The blood pressure control mechanisms are set back to a baseline value of one before the TAL attachment configuration simulations are begun.
Implicit in the model of RV hypertrophy, in the simulated chronic disease states is an advanced pathophysiologic state to which the long-term blood pressure control mechanism has responded. In the chronic disease states, only the SNS mechanism, which fatigues, is reset to its baseline value of one before simulation of TAL attachment. The RAS and VOL mechanisms are left at their levels from the long-term pathophysiologic simulation when the TAL attachment simulations are begun.
The computational model was first verified against results from a series of porcine experiments. The prototype TAL and experimental details are described elsewhere.4,5 Briefly, the animal was anesthetized, the chest was opened by left thoracotomy, and 1.8-cm inner diameter Gore-Tex grafts were sewn, end-to-side, to the proximal main PA, distal main PA and LA. The TAL inlet was attached to the proximal PA graft. A Y-connector at the TAL outlet was attached to the distal PA and LA grafts. Selective banding of the main PA section between the two graft anastomoses and of the TAL outlet grafts enabled alteration of TAL attachment configuration. Hemodynamic data were recorded at baseline and with the TAL attached for 20 min in each of four configurations: full series–1–1, hybrid–1–2/3, hybrid–2/3–2/3, and parallel–2/3–1/3, where the fractions after each configuration indicate the fraction of CO directed through the TAL and NLs, respectively. The prototype TALs were not sterilized. The unsterilized TALs caused an inflammatory response in the pigs, resulting in a moderately elevated PVR of 3.3 ± 1.3 (SD) mm Hg/(l/min).
Table 5: Simulated Thoracic Artificial Lung Attachment Configurations
This reduction in GPC decreased MAP from 100 to 90 mm Hg at baseline in the verification simulations. Because baseline MAP was depressed as the result of anesthesia in the experiments,5 however, no blood pressure control mechanisms were applied to correct this drop in MAP. Rather, an MAP of 90 mm Hg was used as the set point with respect to which further changes in MAP, caused by simulation of TAL attachment, were corrected by application of the blood pressure control mechanisms.
The prototype TAL used experimentally had strengths and weaknesses. Bundle resistance was low and housing compliance high; however, minor losses at the inlet and outlet were high, and there was no separate inlet compliance chamber proximal to the TAL inlet. After verifying the model, parameters for a feasible, improved TAL (Table 3 ) were used in the prediction simulations that are the purpose of this study. The porcine experiments also revealed some advantages and disadvantages of TAL attachment configurations.5 Full series–1–1 and hybrid–1–2/3 delivered total CO to the TAL for gas exchange but were tolerated by the RV only with difficulty. Hybrid–1–2/3 would be improved by allowing greater shunt around the NLs to unload the RV. Hybrid–2/3–2/3 was experimentally challenging and provided less benefit than anticipated. A partial series configuration with partial CO to the TAL and total CO to the NLs might be suitable in some cases. For the prediction simulations, we tested the configurations: full series–1–1, partial series–1/2–1, hybrid–1–2/5, and parallel–2/3–1/3 (Table 5 ). We simulated TAL attachment in all four configurations in each of the four disease states. For each combination of TAL attachment configuration and disease state, we applied the complete series of blood pressure control mechanisms.
Results
Model Validation
Verification simulations: model validation against experimental data.
Model-predicted hemodynamic responses to TAL attachment are compared with results from porcine experiments5 in Figure 4 . Experimental results for MAP, PSR, CO, and mean PA pressure are presented from three animals as mean ± standard deviation. Pulmonary system resistance is the resistance of the combined TAL/NL system and is equal to (mean PA pressure – mean LA pressure)/CO. The attachment configurations investigated experimentally were full series–1–1 (FS), hybrid–1–2/3 (HII), hybrid–2/3–2/3 (HI), and parallel–2/3–1/3 (Pa), where the fractions after each configuration indicate the fraction of CO passing through the TAL and NLs, respectively. The data used were obtained at the end of a 20-minute period, during which each configuration was assessed. The data are compared with results of simulations run with the short- and mid-term blood pressure control mechanisms applied.
Figure 4.:
Model verification against experimental data. a, Mean systemic arterial pressure, MAP; b, pulmonary system resistance, PSR; c, cardiac output, CO; d, mean pulmonary artery pressure, MPAP. All values normalized by baseline (BL) values. Data (mean ± SD) from 20-minute time point into each artificial lung attachment configuration plotted with model predictions for short- and mid-term blood pressure control effected by the sympathetic nervous system (SNS) and renin-angiotensin system (RAS), respectively. Pulmonary vascular resistance mildly elevated in model to match experimental condition. Attachment configurations: BL, full series (FS), hybrid II (HII), hybrid I (HI), and parallel (Pa).
Mean systemic arterial pressure was used as the set point for the simulations. A 61.5% correction in MAP offset was applied in the short- and mid-term simulations. Agreement between the experimental and simulated results validates our use of this blood pressure control strategy. The model simulates change in PSR well, indicating accurate simulation of the pulmonary hemodynamic environment with TAL attachment. The model mildly underpredicts CO, except in the full series configuration, and provides a reasonable estimate of mean PA pressure.
Further, we used the model to approximate the difference between oxygen supply to and consumption by the RV for each experimental condition. With simulation of the experimentally tested prototype TAL, the So2 -Vo2 difference was 0.81 ml O2 /min at baseline and –0.84, –0.70, –0.11, and 0.88 mL O2 /min in FS, HII, HI, and Pa, respectively, with application of renin-angiotensin blood pressure control. Experimentally, FS and HII were challenging to the RV.
Prediction Simulations: Predicted Results for a Redesigned TAL
Response to TAL attachment for acute pulmonary disease.
Figure 5 shows MAP, PSR, CO, and mean PA pressure results for a model of acute pulmonary disease. Within each graph are shown, from left to right, results for the physiologic state (Ph), pathophysiologic state (PPh), full series–1–1 (FS) TAL attachment, partial series–1/2–1 (PS) TAL attachment, hybrid–1–2/5 (H) TAL attachment, and parallel–2/3–1/3 (Pa) TAL attachment. No blood pressure control was needed for the physiologic state. For the pathophysiologic state and all TAL attachment configurations, four bars are shown. The first bar (white) shows the response to disease or TAL attachment in the absence of blood pressure control. The shaded bars show the effects of applying the blood pressure control mechanisms: short-term sympathetic nervous system activation (light gray), mid-term renin-angiotensin activity (dark gray) and long-term kidney volume control (black).
Figure 5.:
Simulation results for acute pulmonary disease state. a, Mean systemic arterial pressure, MAP; b, pulmonary system resistance, PSR; c, cardiac output, CO; d, mean pulmonary artery pressure, MPAP. Attachment configurations: physiologic (Ph), pathophysiologic (PPh), full series (FS), partial series (PS), hybrid (H), and parallel (Pa). Blood pressure control: none, short-term sympathetic nervous system (SNS), mid-term renin-angiotensin system (RAS), and long-term kidney blood volume control mechanism (VOL).
The four bars for the pathophysiologic condition represent the response to the diseased pulmonary system. If the disease state did not develop instantaneously, the SNS would not be expected to play a large role; the second bar of the group, representing SNS activity, would be unimportant. The third and fourth bars, representing RAS and VOL activity, respectively, depict mid- and long-term adaptations to untreated disease.
Mean systemic arterial pressure was used as a set point for the simulations. Artificial lung attachment typically adds resistance to the pulmonary system, causing RV output and LV preload to decrease. Decreased LV preload leads in turn to a decrease in MAP. Sympathetic nervous system activity corrects the change in MAP by 61.5%, and RAS activity maintains that correction. The VOL system, with its infinite gain, returns MAP to 100 mm Hg.
Series attachment adds the greatest resistance to the pulmonary circulation, causing an increase in PSR above the pathophysiologic level. In partial series, PSR exceeds the pathophysiologic level. In hybrid, PSR equals the pathophysiologic level. Parallel attachment reduces PSR below the pathophysiologic level, nearly to the normal physiologic level. The increase in PSR in full series reduces CO and elevates mean PA pressure. The decrease in PSR in parallel increases CO and reduces mean PA pressure toward normal physiologic levels. The increase in total vascular volume in the long term tends to increase both CO and mean PA pressure above mid-term levels.
Figure 6 shows RV pressure-volume loops for the acute disease state with mid-term blood pressure control. The more severe TAL attachment configurations of full series and hybrid markedly increase maximum RV pressure. These configurations also increase average RV volume, indicating RV congestion, while decreasing RV stroke volume. Parallel TAL attachment returns the RV pressure-volume loop from the pathophysiologic state nearly to the normal physiologic state. These changes in the RV pressure-volume loop cause changes in the RV pressure volume area (Figure 3 ), to which RV oxygen consumption is correlated (equation 15 ). The PVA is 1.6 mm Hg·l in the physiologic state. The acute disease state with mid-term blood pressure control increases the PVA to 2.3 mm Hg·l. Partial series, hybrid, or full series TAL attachment with mid-term blood pressure control further raise the PVA to 2.2, 2.4, or 2.5 mm Hg·l, respectively. Parallel TAL attachment with mid-term blood pressure control reduces the PVA to 1.6 mm Hg·l.
Figure 6.:
Right ventricular pressure-volume loops. Results are shown for mid-term blood pressure control in acute disease state. Attachment configurations: physiologic (Ph), parallel (Pa), pathophysiologic (PPh), partial series (PS), hybrid (H), and full series (FS).
Right ventricular congestion in full series and hybrid is accompanied by LV underfilling (data not shown in figure), indicating an imbalance in fluid distribution throughout the circulatory system. In the normal physiologic state, mean RV and LV volumes are both 64 ml, thus the ratio of RV to LV volume is 1.0. With long-term blood pressure control in the acute, acute plus inotropes, chronic and chronic plus severe PVR disease states, mean RV volume is 86, 74, 74, and 97 ml, respectively, and mean LV volume is 53, 50, 58, and 48 ml, respectively. The acute disease state thus increases the RV to LV volume ratio to 1.62. Inotropic therapy decreases the ratio to 1.49. Selective RV hypertrophy in the chronic disease state is more effective in combating the imbalance and reduces the ratio to 1.29. The chronic disease state with severely elevated PVR increases the ratio to 2.03. The TAL attachment configurations have as marked an effect as the disease states. Compared with the long-term pathophysiologic ratio of 1.62 in the acute disease state, full series TAL attachment increases the ratio to 2.39 in the long-term, whereas parallel TAL attachment reduces it toward the physiologic level to 1.15.
Figure 7 shows flow rates in the pulmonary system. In TAL attachment configurations such as parallel, in which banding only partially occludes the PA, the majority of the RV output passes through the PA into the compliance of the pulmonary arterial system during systole. In diastole, a portion of that flow reverses, passing retrogradely through the PA and entering the TAL inlet graft. The compliance of the NLs enables large RV output when the PA is patent. In contrast, in TAL attachment configurations such as hybrid, in which the PA is fully occluded, all RV output must enter the TAL inlet graft directly. In hybrid, maximum RV output is markedly reduced but significant RV output is sustained throughout the second half of systole. Overall, CO is less in hybrid than in parallel.
Figure 7.:
Pulmonary system flow rates. a, Mid-term response to parallel artificial lung attachment in acute disease state; b, mid-term response to hybrid artificial lung attachment in acute disease state. Flow rates: Pulmonary valve (PVlv), pulmonary artery section between two graft anastomoses (PA), inlet graft to artificial lung (IG), pulmonary capillaries (PC), and pulmonary valve in physiologic state without artificial lung (PVlv, phys).
The minor loss at the TAL inlet graft anastomosis to the PA increases with increasing flow rate. Additionally, this minor loss is located proximal to the compliance of the inlet compliance chamber. With full PA occlusion, the inlet anastomosis minor loss markedly reduces RV output. With parallel TAL attachment in the acute disease state, the average resistances of the inlet PA anastomosis and TAL are 0.64 and 0.74 mm Hg/(l/min), respectively, in the mid-term (data not shown in figure). With hybrid TAL attachment, in contrast, the resistances of the inlet PA anastomosis and TAL are 1.2 and 0.95 mm Hg/(l/min), respectively. Passage of total, albeit reduced, CO through the TAL in hybrid increases both the anastomosis and TAL resistances. The anastomosis resistance is more sensitive to flow rate, however. With total CO entering the inlet graft and TAL in hybrid, the anastomosis resistance exceeds that of the entire TAL.
Response to TAL attachment for chronic disease state with severe PVR.
Figure 8 shows MAP, PSR, CO, and mean PA pressure for a chronic pathology with severely elevated PVR. Both hybrid and parallel TAL attachment unload the RV compared with the pathophysiologic state, but parallel more so than hybrid. In this extreme disease state, parallel TAL attachment is particularly beneficial in returning pulmonary hemodynamics toward the physiologic state.
Figure 8.:
Simulation results for chronic pulmonary disease with severely elevated pulmonary vascular resistance. a, Mean systemic arterial pressure, MAP; b, pulmonary system resistance, PSR; c, cardiac output, CO; d, mean pulmonary artery pressure, MPAP. Attachment configurations: Physiologic (Ph), pathophysiologic (PPh), full series (FS), partial series (PS), hybrid (H), and parallel (Pa). Blood pressure control: none, short-term sympathetic nervous system (SNS), mid-term renin-angiotensin system (RAS), and long-term kidney blood volume control mechanism (VOL).
Effects of alternative TAL design features.
Artificial lung design details, in addition to attachment configuration, affect pulmonary system hemodynamics. A single design improvement marginally decreases PSR. With hybrid TAL attachment for acute respiratory disease, for instance, halving the TAL inlet and outlet resistances reduces PSR 6% in the long term (data not shown). Halving the resistances of the proximal and distal PA anastomoses, on the other hand, reduces PSR by 13%. The two types of improvements together have a larger effect. Halving all four resistances at once, TAL inlet and outlet and proximal and distal anastomoses, reduces PSR by 20%. The corresponding increases in CO for these design changes are 2%, 6%, and 8%, respectively. The corresponding decreases in mean PA pressure are 3%, 5%, and 9%, respectively.
Effect of TAL attachment on RV oxygen supply and demand.
Figure 9a shows, for acute respiratory disease, traces for the driving pressure in the right coronary arteries. The hemodynamically severe attachment configurations of full series and hybrid each simultaneously decrease MAP and increase right ventricular pressure (RVP) during ventricular systole. These changes both tend to decrease the driving pressure in the right coronary arteries. Parallel TAL attachment, in contrast, by elevating MAP and decreasing RVP, returns driving pressure in the right coronary arteries toward the normal physiologic state.
Figure 9.:
Oxygen supply to and oxygen balance for right ventricle. a, Driving pressure in right coronary arteries (ΔPR, corr ). Data are shown for mid-term response to artificial lung attachment in acute disease state. b, Difference between oxygen supply to (So2 ) and consumption by (Vo2 ) right ventricular free wall. Data are shown for acute disease state. Attachment configurations: Physiologic (Ph), parallel (Pa), pathophysiologic (PPh), partial series (PS), hybrid (H), and full series (FS).
Figure 9b indicates the difference between oxygen supply to (Figure 9a ) and consumption by (Figure 6 ) the RV free wall. When this difference is positive, the oxygen demands of the RV free wall are being met, but when it is negative, there is potential for ischemia. In the physiologic state, the RV has a reserve of 1.9 ml/min of oxygen. In the pathophysiologic state, the balance is negative with SNS activity in the short term but becomes positive in the mid and long terms. With TAL attachment, the balance is likewise generally negative with SNS activity in the short term, due to an elevated heart rate of, for example, 166 beats/min with full series TAL attachment. Overstimulation of the SNS in the short term can be minimized, however, with a gradual transition to flow through the TAL. Over time, as the SNS fatigues, the potential for ischemia decreases markedly. In the mid and long terms, the balance is negative in full series, marginally positive in partial series and hybrid, and at a nearly physiologic positive level in parallel.
In the chronic disease state (data not shown), increased RV contractility models RV hypertrophy and causes an increase in RV output. In the short term, increased RV contractility moderates the SNS response and increases the So2 -Vo2 difference parameter above the levels in the acute disease state. In the mid and long terms, however, the So2 -Vo2 difference parameter is less in the chronic than in the acute disease state. Hypertrophy thus increases RV power and output but leaves the RV with reduced energy reserves.
Effect of TAL attachment on blood flow rates.
The full series and hybrid attachment configurations are hemodynamically challenging to the RV. Because of the passage of total CO through the TAL, however, these configurations may provide the greatest oxygenation potential. Figure 10 shows flow rates through the TAL and NLs. Results are shown for TAL attachment in all four disease states. Hybrid provides the greatest TAL flow rate: 3.6 and 4.1 l/min in the mid and long term, respectively, in the acute disease state and between 3.9 and 4.6 l/min in the mid and long terms of all other disease states. Full series provides nearly as much TAL flow as hybrid, with the added benefit of total CO passing through the NLs for embolic clearance. Parallel, by increasing total CO, likewise provides significant TAL flow despite passing only two thirds of CO through the TAL. Partial series, with only one half of CO to the TAL, provides markedly less TAL flow than any other configuration. However, partial series, like full series, forces total CO through the NLs for embolic clearance. Increased cardiac contractility, whether caused by inotrope administration or RV hypertrophy in chronic disease, marginally increases flow rates above those in acute disease. Severely elevated PVR decreases TAL flow rates slightly. Flow through the NLs is at least 1.4 l/min in all configurations. In parallel and hybrid with mid- or long-term blood pressure control, flow rate through the NLs ranges from 1.4 to 1.9 l/min. In full or partial series, the NLs receive total CO.
Figure 10.:
Blood flow rates through (a) artificial lung, QTAL , and (b) natural lungs, QNL . Data are shown for four disease states that model acute pulmonary disease, acute pulmonary disease plus inotrope administration, chronic pulmonary disease, and chronic pulmonary disease with severely elevated pulmonary vascular resistance (PVR). Dashed line indicates normal physiologic flow rate through the natural lungs. Attachment configurations: Pathophysiologic (PPh), full series (FS), partial series (PS), hybrid (H), and parallel (Pa). Blood pressure control: None, short-term sympathetic nervous system (SNS), mid-term renin-angiotensin system (RAS), and long-term kidney blood volume control mechanism (VOL).
Discussion
This modeling study was designed to predict the hemodynamic response to TAL use in the treatment of pulmonary disease. It is intended to guide selection of optimum TAL attachment configuration for specific pathologic conditions. Having learned from our series of porcine experiments, we used the model to predict the efficacy of a feasible, redesigned TAL attached to the pulmonary circulation in four promising configurations.
Choice of Attachment Configuration
We chose to simulate the TAL attachment configurations of full series–1–1, partial series–1/2–1, hybrid–1–2/5, and parallel–2/3–1/3 for the following reasons. (i) Full series and hybrid advantageously deliver total CO to the TAL for gas exchange. (ii) Full and partial series pass total CO through the NLs, where emboli that might be generated in the artificial portion of the circuit would likely be cleared. (iii) Parallel, and possibly hybrid, can reduce PSR, unload the RV, and increase CO. In the parallel and hybrid configurations that were simulated, the blood flow rate through the NLs was at least 25% of baseline CO. This reduction in NL flow may be tolerated.11 Further, with activation of the kidney volume control mechanism, all flow rates including that through the NLs would increase over time. If at any time more NL flow were required, however, a greater degree of TAL outflow could be routed back to the NLs. The drawback to forcing more flow through the NLs is a reduced ability to unload the RV. Unloading the RV is particularly important with pathologically elevated PVR.
Although both hybrid and parallel TAL attachment allow significant NL bypass, only parallel reduced PSR to 2.0 mm Hg/(l/min) from 5.3 mm Hg/(l/min) in the model of acute pulmonary disease. Hybrid did not alter PSR from the pathophysiologic state (Figure 5b ). Parallel had the advantage of maintaining RV access to the NL compliance, which tended to reduce PSR and increase CO (Figures 5 and 7 ). Hybrid might benefit from maintaining a small flow through the PA to allow say 10% of CO to pass directly from the RV to the NLs. We attempted a similar hybrid configuration in our porcine experiments.5 That configuration was complicated, however, by the tendency for retrograde shunt flow through the distal PA graft to the TAL outlet and from the TAL outlet directly to the LA, bypassing both the TAL and the NLs. The other significant difference between parallel and hybrid was that greater flow to the TAL in hybrid increased the resistance of the minor loss at the inlet graft anastomosis. The resistance of the proximal PA anastomosis was problematic in our experimental studies, as well.5 Reduction of this inlet minor loss would benefit the hemodynamics of all attachment configurations, and particularly those such as full series and hybrid in which total CO is diverted to the TAL. With reduced resistance of the inlet minor loss and/or TAL, hybrid could partially unload the RV.
As indicated above, the design of the proximal anastomosis is especially important if TALs are to be widely applicable. In full series and hybrid, the proximal PA anastomosis resistance exceeded the TAL resistance. Even in parallel, the proximal anastomosis resistance magnitude was 86% that of the TAL. Angled graft attachment to the PA might reduce the “minor loss” at the proximal anastomosis. There have been numerous studies of angled anastomoses of coronary bypass grafts.38–40 Most of the studies are of the distal anastomosis, where both a smaller attachment angle and the presence of some flow through the bypassed arterial section reduce wall shear stress in the distal attachment region. Because of the Reynolds numbers involved, however, the results of coronary bypass studies are not easily translated into predictions for resistance measurements across PA anastomoses. Thoracic artificial lung use thus would greatly benefit from a detailed study of PA anastomosis geometry.
Predicting RV performance with TAL attachment was a major motivation behind this study. An increase in PSR simultaneously increases RV afterload and, by reducing, in turn, return to the LV, LV preload and systemic arterial pressure, reduces RV perfusion (Figures 5, 6 and 9 , and data on RV to LV volume ratio). The RV thus has a decreased energy supply with which to work against an increased afterload. Right ventricular ischemia is not typically a problem in moderate pulmonary disease. In fact, the RV is reported to be generally well protected against ischemia.41 In our porcine experiments, nevertheless, full series–1–1 and hybrid–1-/23 were not well tolerated by the RV and were difficult to maintain.5 Whether the experimental RV difficulty in those configurations was limited by RV strength or by oxygen supply was not determined. However, the present model predicted markedly negative So2 -Vo2 differences for those two configurations. For the hybrid–2/3–2/3 configuration, which despite experimental complications was tolerated by the RV, the model in contrast predicted a marginally negative So2 -Vo2 difference. These results validate the So2 -Vo2 difference as an index of RV function. Thus, the RV should tolerate the hybrid–1–2/5 configuration modeled with a redesigned TAL in our predictive simulations, which had a marginally positive So2 -Vo2 difference (Figure 9 ).
Among attachment configurations tolerated by the RV, the optimal configuration would be that which delivers the greatest blood flow to the TAL. With severely impaired NL oxygenation, flow rate through the TAL will determine the gas exchange capability of the combined TAL/NL system. Hybrid TAL attachment provided 3.6 l/min of blood flow to the TAL in the mid-term response to acute pulmonary disease and at least 4 l/min in all other cases. Full series and parallel each provided at least 3 l/min to the TAL. With severe disruption of NL oxygenation, a TAL flow rate of 4 l/min would be desirable for support of about 80% of the basal gas exchange requirement.42 The model underpredicts CO compared with the values measured in porcine experiments (Figure 4 ). The predicted TAL flow rates thus are conservative, and hybrid may provide 4 l/min to the TAL even in the mid-term with acute pulmonary disease. Partial series was included in these simulations for its embolic clearance potential. Without significant residual NL oxygenation, however, partial series probably would not support significant gas exchange. Hybrid, which supplied the greatest flow to the TAL and had a PSR between that of full series and parallel, should feasibly support significant gas exchange without overloading the RV. Further, any decrease in inlet anastomosis resistance or TAL resistance may enable hybrid to partially unload the RV in a manner similar to parallel. Thus, hybrid is a compromise that provides good gas exchange and acceptable hemodynamic alterations.
Modeling Considerations
The present model simulated the blood pressure control activities of the pressor receptors, the renin-angiotensin enzyme pathway, and the kidneys, which would come into play with altered vascular blood pressures and volumes. Other physiologic blood pressure control mechanisms were not incorporated into the model.
Because the model did not incorporate blood gas levels, neither of the two blood pressure control mechanisms sensitive to blood gas levels were included. These mechanisms are chemosensor activity and local blood flow regulation. Chemosensors tend to act in unison with baroreceptors, which were included in the model, and the two systems are somewhat redundant.23 Omission of chemosensors probably is not significant.
Omission of local blood flow regulation may be a more crucial shortcoming. Decreased CO causes tissue hypoxia and, in turn, decreased systemic vascular resistance. The decrease in SVR increases CO. Local tissue flow control thus minimizes change in CO via negative feedback. The model predicts that an increase in RV afterload causes a decrease in CO. The lack of local blood flow regulation, however, may contribute to an under prediction of CO by the model (Figure 4c ).
Additionally, proper function of the renin-angiotensin system is dependant on sufficient flow through the natural lungs. The potent vasoconstrictor angiotensin II is activated principally in the lungs.23 In attachment configurations that minimize natural lung flow, particularly parallel and hybrid, the model may overestimate the ability of the renin-angiotensin system to increase blood pressure. Despite these shortcomings, however, the Guyton et al. 31 model, on which we based the blood pressure control mechanisms in the present model, describes well the MAP data from our porcine experiments (Figure 4a ).
We used the So2 -Vo2 difference as an index of RV function. This index had limitations. Autoregulation, or the tendency of the coronary circulation, like most organ circulations, to minimize fluctuation of flow in response to fluctuation in pressure, was not modeled. The supply of oxygen thus might not drop as much as predicted by the model in response to the decrease in MAP in the short and mid terms. On the other hand, oxygen saturation, used in calculating supply of oxygen to the RV, was assumed to be 99% (equation 13 ). Oxygen saturation, however, would vary with attachment configuration and would decrease in a configuration such as partial series that had a lower TAL flow rate. The oxygen balance might be more negative than predicted in partial series. The oxygen balance thus was intended to suggest trends, not to predict definitively the onset of ischemia. Nevertheless, our use of this index was supported by correlation between experimental RV dysfunction and markedly negative So2 -Vo2 difference values in our validation simulations.
Finally, the model includes resistances and compliances but does not include fluid inertia. Fluid inertia is not thought to play a large role in the compliant, low-resistance, natural pulmonary circulation. In our porcine studies, however, the TAL/NL system included a noncompliant TAL inlet graft with significant inertial impedance. With full PA occlusion in hybrid or series, this inertia, along with the inlet graft minor loss, was located proximal to all compliance in the TAL/NL system. Incorporating compliance into the inlet graft, as was done in an earlier study,8 should mitigate the effect of graft inertia. In the present model, peak flow rates through the pulmonary (Figure 7 ) and aortic (data not shown) valves were mildly elevated above physiologic levels. These high peak flow rates were not necessary for simulation of physiologic pressures in the natural circulatory system. They were necessary, however, to avoid underprediction of CO and mean PA pressure with TAL attachment in the verification simulations. Proximal inertia may increase peak pressure at the start of systole, when it opposes cardiac ejection, and may increase flow rate later in systole, when it contributes to flow and resists a decrease in flow. Had inertia been included in the model, sufficiently high pressures and flows might have been generated with lower peak ventricular ejection rates. Nevertheless, the model produced generally accurate pressures and flows and trends in pressures and flows when compared with both the physiologic circulatory system and the TAL attachment configurations in our experimental study.
Conclusion
This model is intended to guide selection of TAL attachment configuration in response to specific pulmonary hemodynamic and gas exchange pathology. The model suggests that parallel implantation is hemodynamically best in that it unloads the RV and increases CO. Hybrid TAL attachment with total CO to the TAL and 40% of CO to the NLs, however, provides the greatest TAL blood flow rate. Hybrid would thus maximize oxygen delivery while maintaining acceptable hemodynamics that should be tolerated by the RV. Across all TAL attachment configurations, a large “minor loss” resistance at the inlet graft anastomosis to the PA is problematic. Angled graft attachments to the PA and further reductions in minor losses at the TAL inlet and outlet would enable hybrid also to unload partially the RV. Additionally, right ventricular ischemia is a concern in full series and with sympathetic stimulation in any TAL attachment configuration; change in configuration should be made gradually to avoid excessive sympathetic stimulation. A hypertrophied RV in chronic lung disease bolsters cardiac output and partially re-equilibrates fluid volume between right and left ventricles but leaves the RV with less oxygen reserve. The model suggests that a TAL attached to the pulmonary system in a hybrid configuration would be tolerated by the right ventricle and capable of supplying significant gas exchange.
Acknowledgments
This study was supported by National Institutes of Health grant R01 HL 59537. The authors are grateful to Dr. Anthony Makarawicz for his consultation on the early development of this model and Dr. Keith Cook for his assistance in determining the hemodynamic parameters of the artificial lung.
Appendix
Abbreviations and Symbols
BL, Baseline state, verification simulations; C, compliance; CD , diastolic cardiac chamber compliance; Cmax , maximum cardiac chamber compliance; Cmin , minimum cardiac chamber compliance; CS , systolic cardiac chamber compliance; CO, cardiac output; COMP, compliance chamber proximal to artificial lung; E, Young’s modulus; Emax , maximum elastance of cardiac chamber; Ep , pressure-strain elastic modulus; ΔEAd , mechanical energy loss across distal pulmonary artery anastomosis; ΔEAp , mechanical energy loss across proximal pulmonary artery anastomosis; EDPVC, end-diastolic pressure-volume curve; ESPVL, end-systolic pressure-volume line; FS, full series artificial lung attachment configuration, verification and prediction simulations; G, conductance; GA , conductance of proximal or distal pulmonary artery anastomosis; Ggraft , total conductance of artificial lung inlet or outlet graft; GPC , conductance of pulmonary capillaries; GPois , Poiseuille conductance of artificial lung inlet or outlet graft; h, wall thickness; H, hybrid artificial lung attachment configuration, prediction simulations; HI, hybrid artificial lung attachment configuration, verification simulations; HII, hybrid artificial lung attachment configuration, verification simulations; HR, heart rate; I-1 and I-2, intercepts in Equation 15a ; IG, artificial lung inlet graft; k, reciprocal of time constant for cardiac chamber contractility; kdiastole , reciprocal of diastolic time constant for cardiac chamber; kml , “minor loss” coefficient for artificial lung inlet or outlet; ksystole , reciprocal of systolic time constant for cardiac chamber; l, length; LA, left atrium or left atrial; LV, left ventricle or left ventricular; μ, viscosity; MAP, mean systemic arterial pressure; MPA 1, 2 or 3 main pulmonary artery section 1, 2 or 3; MPAP, mean pulmonary artery pressure; NL, natural lung; P, pressure; ΔP, pressure drop; ΔPL.cor , pressure drop in left coronary arteries; ΔPR.cor , pressure drop in right coronary arteries; Pa, parallel artificial lung attachment configuration, verification and prediction simulations; PA, pulmonary artery; PC, pulmonary capillaries; Ph, physiologic model, prediction simulations; PPh, pathophysiologic model for prediction simulations; PS, partial series artificial lung attachment configuration, prediction simulations; PSR, pulmonary system resistance; PVlv, pulmonary valve; PV, pulmonary veins; PVA, right ventricular pressure volume area; PVR, pulmonary vascular resistance; Q, blood flow rate; QGin , blood flow rate through artificial lung inlet graft; QGoutPA , blood flow rate through artificial lung outlet graft to distal pulmonary artery; QL.cor , blood flow rate through left coronary artery; QNL , blood flow rate through natural lungs; QR.cor , blood flow rate through right coronary artery; QTAL , blood flow rate through artificial lung; QTALin , blood flow rate through artificial lung inlet; QTALout , blood flow rate through artificial lung outlet; r, radius; Rcor , resistance of total coronary circulation; RAS, renin-angiotensin system; RV, right ventricle or right ventricular; RVP, right ventricular pressure; So2 , oxygen supply to right ventricular free wall; SA, systemic arteries; SNS, sympathetic nervous system; SV, systemic veins; SVR, systemic vascular resistance; t, time; T, cardiac period; TD , duration of diastole, atrial or ventricular; TS , duration of systole, atrial or ventricular; TAL, thoracic artificial lung; TAL I or II, portion of artificial lung housing compliance proximal or distal to gas exchange bundle; V, volume; Vo2 , oxygen consumption by right ventricular free wall; VOL, kidney blood volume control mechanism.
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