Abstract
Introduction: Pulmonary hypertension (PH) causes pressure overload leading to right ventricular failure (RVF). Myocardial structure and myocyte mechanics are altered in RVF but the direct impact of these cellular level factors on organ level function remain unclear. A computational model of the cardiovascular system that integrates cellular function into whole organ function has recently been developed. This model is a useful tool for investigating how changes in myocyte structure and mechanics contribute to organ function. We use this model to determine how measured changes in myocyte and myocardial mechanics contribute to RVF at the organ level and predict the impact of myocyte-targeted therapy.
Methods: A multiscale computational framework was tuned to model PH due to bleomycin exposure in mice. Pressure overload was modeled by increasing the pulmonary vascular resistance (PVR) and decreasing pulmonary artery compliance (CPA). Myocardial fibrosis and the impairment of myocyte maximum force generation (Fmax) were simulated by increasing the collagen content (↑PVR + ↓CPA + fibrosis) and decreasing Fmax (↑PVR + ↓CPA + fibrosis + ↓Fmax). A61603 (A6), a selective α1A-subtype adrenergic receptor agonist, shown to improve Fmax was simulated to explore targeting myocyte generated Fmax in PH.
Results: Increased afterload (RV systolic pressure and arterial elastance) in simulations matched experimental results for bleomycin exposure. Pressure overload alone (↑PVR + ↓CPA) caused decreased RV ejection fraction (EF) similar to experimental findings but preservation of cardiac output (CO). Myocardial fibrosis in the setting of pressure overload (↑PVR + ↓PAC + fibrosis) had minimal impact compared to pressure overload alone. Including impaired myocyte function (↑PVR + ↓PAC + fibrosis + ↓Fmax) reduced CO, similar to experiment, and impaired EF. Simulations predicted that A6 treatment preserves EF and CO despite maintained RV pressure overload.
Conclusion: Multiscale computational modeling enabled prediction of the contribution of cellular level changes to whole organ function. Impaired Fmax is a key feature that directly contributes to RVF. Simulations further demonstrate the therapeutic benefit of targeting Fmax, which warrants additional study. Future work should incorporate growth and remodeling into the computational model to enable prediction of the multiscale drivers of the transition from dysfunction to failure.
Introduction
Pulmonary hypertension (PH) is a fatal vascular disease that progresses from first symptoms to death in 5 years for 61% of patients (). Right ventricular failure (RVF) is the leading cause of death in patients with PH (; ). Despite its high clinical significance, RVF is poorly understood and inadequately treated.
The right ventricular (RV) response to pressure overload in PH is initially adaptive but subsequently transitions to RVF. The adaptive phase is characterized by hypertrophy, increased or decreased end-systolic elastance, impaired ventricular-vascular coupling and diastolic dysfunction (; ; ; ; ; ; ), whereas the transition to RVF is marked by decreased RV ejection fraction and decreased cardiac output (CO) (; ; ). Histologically, RVF is characterized by myocardial fibrosis and rarefaction of myocardial capillaries (; ; , ). Recent small animal studies have demonstrated distinct molecular and cellular profiles for RVF (; ; ). However, none have demonstrated a functional link between cellular level and organ level changes in function.
Cellular level function is best evaluated by a combination of myocyte biomechanical measurements via length-tension and force generation experiments as well as myocardial cellular and extracellular structural measurements. This approach has only been used to explore the RV in a limited number of studies. Myocyte maximum force generation has been found to be preserved or increased in some models of PH (; ; ), but decreased in others (; ; , ). In particular, in RVF secondary to LV failure and RVF due to bleomycin-induced pulmonary fibrosis (; ), maximum myocyte force generation (Fmax) decreases. Changes in passive myocardial mechanics have also been found in human PH as measured in isolated RV trabeculae () and experimental models of PH associated with myocardial fibrosis ().
These studies give evidence of important associations between cellular level and organ level function changes in RVF; however, no causal relationships have been established. A computational model of the cardiovascular system that integrates cellular function (both metabolic and mechanical) and structure into whole organ function has recently been developed (,). This model is an important tool to aid in investigating which functional and structural changes at the cellular level cause impaired RV function at the organ level.
Here, we used this multiscale computational model to investigate how measured changes in myocyte and myocardial mechanics cause RVF at the organ level. Moreover, we predict the ability of a novel myocyte-targeted therapy for RVF to restore organ level RV function based on measurements of cellular level function.
Materials and Methods
Bleomycin Mouse Model of Pulmonary Hypertension and Right Ventricular Failure
Bleomycin treatment has been shown to result in pulmonary fibrosis, PH and RVF in ∼2 weeks (; ; ; ). characterized the development of PH and RVF in bleomycin (Bleo) treated mice in vivo using right heart catheterization and pressure volume loop analysis. Our group has documented the development of RVF following Bleo treatment and demonstrated impaired myocyte force generation (, ). Table 1 summarizes these experimental results.
Table 1
| Parameter | Experimental values | Fold change from control | ||||
|---|---|---|---|---|---|---|
| Control | Bleo | Bleo + A61603 | Bleo | Bleo + A61603 | Source | |
| RV-systolic pressure (mmHg) | 20.9 | 42.9 | – | ↑1.10 | – | |
| RV-diastolic pressure (mmHg) | 2.4 | 6.7 | – | ↑1.80 | – | |
| Pulmonary vascular indices | ||||||
| Arterial elastance [Ea] (mmHg) | 0.91 | 2.75 | – | ↑3.00 | – | |
| Right ventricular indices | ||||||
| Cardiac output (normalized) | 1.0 | 0.44–0.70 | 0.78 | ↓0.30–0.56 | ↓0.20 | ; |
| Ejection fraction [EF] (%) | 69.6 | 39.4 | – | ↓0.43 | – | |
| Fractional shortening [FS] (%) | 46.1 | 20.1 | 36.8 | ↓0.56 | ↓0.22 | |
| Contractility index | 129.1 | 56.4 | – | ↓0.56 | – | |
Hemodynamic alterations in right ventricular failure (RVF) due to bleomycin exposure.
Computational Modeling
Model Description and Adaptation
The multiscale model is illustrated in Figure 1. Developed by , myofilament mechanoenergetics (,) drive biventricular contraction and relaxation () coupled to lumped parameter circulations (). As recently described by , in order to better represent diastolic ventricular physiology, a varying elastance atrial model was incorporated (), in which the atrial pressure changes that drive ventricular filling are calculated as
FIGURE 1
where Patria is atrial pressure, Vatria is the atrial volume, and Catria is the time varying atrial compliance depicted in Figure 2.
FIGURE 2

Time varying atrial compliance (Catria) for a physiologically realistic rodent heart rate of 420 bpm.
Simulation of Bleomycin-Induced Pulmonary Hypertension
Baseline multiscale model parameters were those used by
Myocardial fibrosis was modeled by increasing the collagen passive force contribution (Concollagen) in the elastic myocardium constitutive model of
Table 2
| Prameter | Bleo/RVF | RVF + A61603 | |
|---|---|---|---|
| Experiment | Simulation | (Fold change) | (Fold change) |
| PVR | PVR (mmHg-s/mL) | ↑1.96 | ↑1.96 |
| Pulmonary artery compliance | CPA (μl/mmHg) | ↓0.70 | ↓0.70 |
| Fibrosis | ConCollagan (normalized force) | ↑1.69 | ↑1.69 |
| Fmax | kstiff,2 (MPa μm-1) | ↓0.46 | ↓0.22 |
Simulation parameters.
In order to control for any potential variations in animal size between the experimental animals, all experimental and model results were normalized to the reference group for either the experiment or simulation. Experimental results for bleomycin exposure were normalized to Control. Simulation results were normalized to Baseline.
Contribution of Myocyte Maximum Force Generation to Right Ventricular Function Independent of RV Afterload
To explore the impact of Fmax on cardiac output (CO) and RV ejection fraction (EF) independent of RV afterload, simulations were performed with five Fmax values evenly spaced between those used in baseline and Bleo simulations with PVR and CPA at baseline values. Simulated CO and EF values were then correlated with Fmax using a linear regression. R squared (R2) of the linear regression was used as a metric of correlation strength.
Impact of Myocyte Targeted Therapy on Right Ventricular Function
A61603 (A6), a selective α1A-adrenergic receptor agonist, has recently been shown to prevent RV failure following Bleo exposure by preserving myocyte force generation (
Results
Pressure Overload Alone Leads to Right Ventricular Dysfunction
Pulmonary vascular resistance was increased twofold and pulmonary artery compliance (CPA) was decreased to 70% of control levels (Table 2) to match experimental observations of increased PVR in mice following Bleo exposure (Table 1;
FIGURE 3

Measured and simulated increases in right ventricular afterload due to bleomycin exposure. (A,B) Predicted increases in RVSP and Ea in simulations of pressure overload alone (↑PVR + ↓CPA), with fibrosis (Fibrosis), and decreased myocyte maximum force generation (↓Fmax) match increases compared to control found in experimental measurements in mice exposed to bleomycin from (
FIGURE 4

Measured and simulated decreases in right ventricular function due to bleomycin exposure. (A) Predicted decreases in EF with pressure overload alone (↑PVR + ↓CPA), fibrosis (Fibrosis), and decreased myocyte maximum force generation (↓Fmax) match decreases compared to control found in experimental measurements in mice exposed to bleomycin from
FIGURE 5

Simulated decreases in contractility, ventricular-vascular coupling, and diastolic function. (A) Predicted decrease in RV contractility end-systolic elastance (Ees) in the setting of pressure overload alone (↑PVR + ↓CPA) is moderate with limited additional impact of fibrosis (Fibrosis); the predicted decrease with decreased myocyte maximum force generation (↓Fmax) is substantial. (B) Predicted decrease in ventricular-vascular coupling (Ees/Ea) in the setting of pressure overload alone is dramatic; additional decreases with fibrosis and decreased myocyte maximum force generation are limited. (C) Predicted decrease in RV compliance in the setting of pressure overload alone is substantial without further impairments with fibrosis and reduced myocyte maximum force generation.
Limited Impact of Fibrosis on Right Ventricular Function
To explore the impact of myocardial fibrosis on RV organ level function, simulations were conducted with myocyte passive force increased by a factor of ∼2.7 in addition to the increased RV afterload (↑PVR + ↓CPA+ Fibrosis) to match measured increases in RV interstitial collagen content in (
Powerful Impact of Myocyte Force Generation on Right Ventricular Function
To examine in the impact of myocyte force generation on RV organ level function, Fmax was decreased to 64% of control levels in addition to fibrosis and increased afterload (↑PVR + ↓CPA + Fibrosis + ↓Fmax) to match measured decreases in Fmax in (
To ensure these results reflect the impact of reduced Fmax independent of RV fibrosis, simulations with decreased Fmax in the absence of fibrosis were also performed (↑PVR + ↓CPA + ↓Fmax). The consequences of impaired Fmax for organ level RV function were the same in both the presence and absence of RV fibrosis (data not shown). These simulations provide evidence that changes in myocyte Fmax have a powerful impact on RV organ level function and are potentially a key component of the transition from RV dysfunction with maintained CO to RVF.
To further explore this relationship, the impact of Fmax on RV function under baseline conditions (normal PVR and CPA) was examined. As demonstrated in Figure 6, simulations predict a strong, direct correlation between Fmax and RV function as measured by CO or EF.
FIGURE 6

Predicted relationship between right ventricular function and maximum myocyte force generation (Fmax) in the context of normal afterload. (A) CO and (B) EF are predicted to be linearly dependent on Fmax for baseline pulmonary vascular resistance and pulmonary artery compliance values.
Myocyte Targeted Therapy Protects Against Development of Right Ventricular Failure
Experimentally, A6 therapy was shown to preserve Fmax at the cellular level and RV fractional shortening at the organ level following Bleo exposure (
FIGURE 7

Measured prevention and simulated rescue of RVF by A61603 (A6). (A,B) Simulation of improved myocyte maximum force generation due to A6 rescue of RVF (RVF + A6) does not impact degree of pressure overload. Simulated A6 rescue of RVF also results in (C) increased ejection fraction and (D) improved CO that show the same trends as experimental measurements of A6 prevention of RVF (
Discussion
In this study, we used a multiscale computational model to predict the impact of myocyte and myocardial mechanical changes on RV function using experimental measurements from a mouse model of RVF due to bleomycin-induced PH. Our main findings are:
- (1)
Reduced Fmax is a key contributor to reduced EF and CO in RVF.
- (2)
There is a direct link between restored myocyte Fmax and improved RV function following A6 treatment in RVF.
- (3)
RV fibrosis in the setting of RV pressure overload does not further impair RV function as compared to RV pressure overload alone.
Right ventricular failure is the most common cause of death in PH (
Key Role of Decreased Maximum Force Generation in RVF
Decreased Fmax has been shown to be associated with RVF (
The important organ level functional impact of RV myocyte force generation was further demonstrated in simulations of A6 treatment. Recently published data demonstrated that a primary cellular level result of A6 therapy was preserved myocyte Fmax (
The Impact of Fibrosis on RV Function
Fibrosis is considered a histological hallmark of RVF (
Role of Simulation to Explore Multiscale Structure-Function Relationships
In this study, we adapted a multiscale model of the cardiovascular system which has been tuned to the rodent to explore relationships between myocyte structure and function and right ventricular function. The computational model was improved through the addition of atrial mechanics in order to improve simulation of diastolic pressure-volume relationships and diastolic function. As detailed in the previous sections, the model allows for the exploration of functional links between cellular level changes and organ level changes. Figures 3, 4 highlight the ability of the model to predict changes in hemodynamics and to replicate experimental results. Figure 5 highlights the power of the model to provide additional information on predicted hemodynamic function that is otherwise only available through invasive in vivo tests. Our results predict that ventricular-vascular uncoupling can occur due to pressure overload alone. However, ventricular contractility, measured by Ees, is likely to be preserved or only mildly decreased until there are changes in myocyte force generation. The multiscale model used in this study provides the important opportunity to simulate organ level changes in the context of altered afterload (or preload) with or without cellular level changes. We further demonstrate the ability to recapitulate in vivo treatment results through simulation of changes in cellular level functions. These results highlight the utility of this multiscale computational model as a tool to identify therapeutic targets and to test the in vitro effects of treatments in vivo.
Experience developing, validating, and using multiscale computational models to explore cardiac function is growing (
This study has several limitations that should be noted. In this study a single animal model of RVF was explored. A recent study by our group evaluated the ability of the computational model to predict pathophysiology in three different experimental models of PH (
Conclusion
This study gives strong evidence that impaired myocyte maximum force generation is a key feature that directly contributes to hemodynamic hallmarks of RVF. This work uses a multiscale computational model to explore contributions of cellular level changes to organ level function. The model is improved with the addition of atria and is shown to predict in vivo hemodynamic data with reasonable accuracy. Despite limitations, the model further predicts that changes in myocyte force generation but not changes in passive force due to collagen content have a direct impact on RV function in the context of RV pressure overload.
Statements
Author contributions
JP, RP, DT, AB, and NC designed the research. NC, RP, DB, and CC contributed to model development and execution of simulations. JP, RP, NC, AB, and DB contributed to data analysis and interpretation. All authors contributed to the manuscript preparation and approved the final version of the manuscript.
Funding
This work was supported by National Heart, Lung, and Blood Institute Grants R01 HL-086939 (NC, RP, and DT) and T32 HL-110853 (JP), the Grainger Foundation Wisconsin Distinguished Graduate Fellowship (RP), the Thoracic Surgery Foundation for Research and Education Nina Starr Braunwald Fellowship (JP), Department of Veterans Affairs Merit Review Award I01BX000740 (AB), the American Heart Association Grant in Aid 15GRNT25550041 (AB), and NIH R01 HL-072011 (DB).
Acknowledgments
The authors gratefully acknowledge Dr. Byron Zambrano for help with manuscript editing.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The handling Editor declared a past co-authorship with one of the authors NC.
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Summary
Keywords
pulmonary hypertension, computational modeling, right ventricular failure, myoycte mechanics, fibrosis, myocyte force generation, right ventricle
Citation
Philip JL, Pewowaruk RJ, Chen CS, Tabima DM, Beard DA, Baker AJ and Chesler NC (2018) Impaired Myofilament Contraction Drives Right Ventricular Failure Secondary to Pressure Overload: Model Simulations, Experimental Validation, and Treatment Predictions. Front. Physiol. 9:731. doi: 10.3389/fphys.2018.00731
Received
08 February 2018
Accepted
25 May 2018
Published
27 June 2018
Volume
9 - 2018
Edited by
Rebecca R. Vanderpool, The University of Arizona, United States
Reviewed by
Lucio Barile, Cardiocentro Ticino, Switzerland; Pasquale Pagliaro, Università degli Studi di Torino, Italy; Daniela Valdez-Jasso, University of California, San Diego, United States
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Copyright
© 2018 Philip, Pewowaruk, Chen, Tabima, Beard, Baker and Chesler.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Naomi C. Chesler, chesler@engr.wisc.edu; naomi.chesler@wisc.edu
This article was submitted to Vascular Physiology, a section of the journal Frontiers in Physiology
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