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ORIGINAL RESEARCH article

Front. Physiol., 10 September 2021
Sec. Respiratory Physiology and Pathophysiology
This article is part of the Research Topic Lung Imaging in Respiratory Failure View all 16 articles

Effects of Body Position and Hypovolemia on the Regional Distribution of Pulmonary Perfusion During One-Lung Ventilation in Endotoxemic Pigs

\nJakob WittensteinJakob Wittenstein1Martin ScharffenbergMartin Scharffenberg1Xi Ran,Xi Ran1,2Yingying Zhang,Yingying Zhang1,3Diana KellerDiana Keller1Sebastian TauerSebastian Tauer1Raphael TheilenRaphael Theilen1Yusen ChaiYusen Chai1Jorge FerreiraJorge Ferreira1Sabine MüllerSabine Müller1Thomas BluthThomas Bluth1Thomas Kiss,Thomas Kiss1,4Marcus J. SchultzMarcus J. Schultz5Patricia R. M. RoccoPatricia R. M. Rocco6Paolo Pelosi,Paolo Pelosi7,8Marcelo Gama de Abreu,,
Marcelo Gama de Abreu1,9,10*Robert HuhleRobert Huhle1
  • 1Department of Anaesthesiology and Intensive Care Medicine, Pulmonary Engineering Group, University Hospital Carl Gustav Carus Dresden at Technische Universität Dresden, Dresden, Germany
  • 2Department of Intensive Care, Chongqing General Hospital, University of Chinese Academy of Science, Chongqing, China
  • 3Department of Anesthesiology, Affiliated Hospital of Southwest Medical University, Luzhou, China
  • 4Department of Anaesthesiology, Intensive-, Pain- and Palliative Care Medicine, Radebeul Hospital, Academic Hospital of the Technische Universität Dresden, Radebeul, Germany
  • 5Department of Intensive Care and Laboratory of Experimental Intensive Care and Anaesthesiology, Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
  • 6Laboratory of Pulmonary Investigation, Carlos Chagas Filho Institute of Biophysics, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
  • 7Department of Surgical Sciences and Integrated Diagnostics, University of Genoa, Genoa, Italy
  • 8Anesthesia and Critical Care, San Martino Policlinico Hospital, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) for Oncology and Neurosciences, Genoa, Italy
  • 9Department of Intensive Care and Resuscitation, Anesthesiology Institute, Cleveland Clinic, Cleveland, OH, United States
  • 10Department of Outcomes Research, Anesthesiology Institute, Cleveland Clinic, Cleveland, OH, United States

Background: The incidence of hypoxemia during one-lung ventilation (OLV) is as high as 10%. It is also partially determined by the distribution of perfusion. During thoracic surgery, different body positions are used, such as the supine, semilateral, lateral, and prone positions, with such positions potentially influencing the distribution of perfusion. Furthermore, hypovolemia can impair hypoxic vasoconstriction. However, the effects of body position and hypovolemia on the distribution of perfusion remain poorly defined. We hypothesized that, during OLV, the relative perfusion of the ventilated lung is higher in the lateral decubitus position and that hypovolemia impairs the redistribution of pulmonary blood flow.

Methods: Sixteen juvenile pigs were anesthetized, mechanically ventilated, submitted to a right-sided thoracotomy, and randomly assigned to one of two groups: (1) intravascular normovolemia or (2) intravascular hypovolemia, as achieved by drawing ~25% of the estimated blood volume (n = 8/group). Furthermore, to mimic thoracic surgery inflammatory conditions, Escherichia coli lipopolysaccharide was continuously infused at 0.5 μg kg−1 h−1. Under left-sided OLV conditions, the animals were further randomized to one of the four sequences of supine, left semilateral, left lateral, and prone positioning. Measurements of pulmonary perfusion distribution with fluorescence-marked microspheres, ventilation distribution by electrical impedance tomography, and gas exchange were then performed during two-lung ventilation in a supine position and after 30 min in each position and intravascular volume status during OLV.

Results: During one-lung ventilation, the relative perfusion of the ventilated lung was higher in the lateral than the supine position. The relative perfusion of the non-ventilated lung was lower in the lateral than the supine and prone positions and in semilateral compared with the prone position. During OLV, the highest arterial partial pressure of oxygen/inspiratory fraction of oxygen (PaO2/FIO2) was achieved in the lateral position as compared with all the other positions. The distribution of perfusion, ventilation, and oxygenation did not differ significantly between normovolemia and hypovolemia.

Conclusions: During one-lung ventilation in endotoxemic pigs, the relative perfusion of the ventilated lung and oxygenation were higher in the lateral than in the supine position and not impaired by hypovolemia.

Introduction

During one-lung ventilation (OLV), the incidence of relevant hypoxemia can be as high as 10% and can be associated with postoperative complications (Kazan et al., 2009). The incidence of hypoxemia is mainly determined by the pulmonary blood flow to the ventilated and non-ventilated lung, with the latter representing the intrapulmonary right-to-left shunt. During OLV, hypoxic pulmonary vasoconstriction (HPV) redirects pulmonary blood flow toward the ventilated lung. In turn, regional pulmonary blood flow is influenced by gravity (Szegedi et al., 2010), local mechanical forces (Alfery et al., 1981), and intravascular volume status (Deem et al., 1995), as summarized in the west-zone model (West et al., 1964). Furthermore, the atelectasis and hypo-ventilated zones and the hyper-inflated areas of the ventilated lung contribute to perfusion-ventilation mismatch and have an additive effect on shunting in the non-ventilated lung (Hedenstierna et al., 1986). Body position may further influence the distribution of pulmonary perfusion because of different gravitational and ventilation distributions in corresponding positions. Finally, the geometry of the vascular tree that branches asymmetrically plays an important role in the spatial distribution of pulmonary blood flow (Glenny and Robertson, 2011).

One-lung ventilation is required for different thoracic procedures to allow access to the surgical field. Depending on the surgical access, a patient can be placed in a supine, semilateral, lateral, or prone position. While the lateral decubitus position is most frequently used, the prone position is needed for certain esophageal and spinal surgery approaches. In addition, the supine position is required during mediastinal and cardiac surgery, and the semilateral position is used during open thoracic aortic repair (Crawford position). Currently, it is not known how these positions compare with respect to the distribution of regional pulmonary perfusion and gas exchange. Furthermore, during thoracic surgery, the incidence of major bleeding leading to acute intravascular hypovolemia can reach up to 5% (Schirren et al., 2015). It has been proposed that acute intravascular hypovolemia may alter hypoxic pulmonary vasoconstriction (Deem et al., 1995) and thereby gas exchange. However, the effect of hypovolemia on the distribution of pulmonary blood flow during OLV is not well-determined.

In this study, we aimed to determine the distribution of pulmonary blood flow during commonly used body positions for thoracic surgery during normo- and hypovolemia in pigs undergoing one-lung ventilation. We hypothesized that the pulmonary blood flow of the ventilated lung would be highest in the lateral decubitus position. We also hypothesized that intravascular hypovolemia impairs the redistribution of pulmonary blood flow because of an altered hypoxic pulmonary vasoconstriction.

Methods

The Institutional Animal Care and Welfare Committee and the Government of the State of Saxony, Germany, approved the study (DD24.1-5131/449/71, TVV 69/2018). All the animals in this study received humane care in compliance with the Principles of Laboratory Animal Care formulated by the National Society for Medical Research and the US National Academy of Sciences Guide for the Care and Use of Laboratory Animals. This study also complied with the relevant aspects of the Animal Research: Reporting of In Vivo Experiments (ARRIVE) guidelines (Percie du Sert et al., 2020). The animals were kept at a controlled temperature and a light-dark cycle with free access to water and food.

Experimental Protocol

The time course of the experiments is presented in Figure 1. Sixteen female pigs (German landrace, weighing 35–49 kg, Danish Specific Pathogen Free Certification, www.spf.dk) were intramuscularly sedated with midazolam (1 mg kg−1) and ketamine (10 mg kg−1). Intravenous anesthesia was induced and maintained with midazolam (bolus of 0.5–1 mg kg−1, followed by 1 mg kg−1 h−1) and ketamine (bolus of 3–4 mg kg−1, followed by 15 mg kg−1 h−1). Muscle paralysis was achieved with atracurium (bolus 3–4 mg kg−1, followed by 3 mg kg−1 h−1). The intravascular volume was maintained with a crystalloid solution (E153; Serumwerk Bernburg AG, Bernburg, Germany) at a rate of 5 ml kg h−1. The mean arterial pressure was kept >60 mmHg by norepinephrine and colloid infusion, as appropriate. Colloids were used in the case of increasing hemoglobin. Furthermore, the animals were ventilated in a volume-controlled mode: a fraction of inspired oxygen (FIO2) of 1, a tidal volume (VT) of 6 ml kg−1, a positive end-expiratory pressure (PEEP) of 5 cm H2O, an inspiratory: expiratory (I:E) ratio of 1:1, a constant gas flow of 25 L/min, and a respiratory rate (RR) adjusted to arterial pH >7.3.

FIGURE 1
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Figure 1. The time course of the interventions and measurements. LPS, lipopolysaccharide; VT, tidal volume; PEEP, positive end-expiratory pressure; FIO2, fraction of inspired oxygen; RR, respiratory rate; microspheres, measurement of regional pulmonary perfusion; EIT, electrical impedance tomography.

All skin incisions were preceded by the infiltration of 2–5 ml lidocaine 2%. After the surgical preparation of the right internal carotid artery, a pulse contour cardiac output (PiCCO) catheter (20 cm; Pulsion Medical Systems SE, Feldkirchen, Germany) was inserted to continuously monitor the arterial pressure. A 7.5 Fr. pulmonary artery catheter (Opticath; Abbott, Abbott Park, IL, United States) was used to measure cardiac output (CO), and pulmonary artery pressure was advanced through an 8.5 Fr. sheath placed in the right external jugular vein until typical pulmonary arterial pressure waveforms were observed. Urine was collected with a bladder catheter inserted through a median mini-laparotomy. For lung separation, a left-sided double-lumen tube (39 Fr., Silbroncho Fuji, Tokyo, Japan) was placed through a tracheotomy, where the bronchial tip was inserted into the left main bronchus, under fiberoptic control conditions (AmbuaScope 3 and AmbuaView, Ambu GmbH, Bad Nauheim, Germany). In another investigation, the results of which are being published elsewhere, a left-sided video-assisted thoracoscopy was performed, where three pressure sensors were attached to the parietal pleura in the left hemi-thorax, as described previously (Kiss et al., 2019). Thereafter, the baseline measurements of gas exchange, respiratory signals, hemodynamics, and the distribution of ventilation by electrical impedance tomography (EIT) were performed (baseline).

The animals were randomly assigned to normovolemia or hypovolemia. For the induction of moderate hypovolemia, 25% of the calculated blood volume, estimated as 70 ml kg−1 (Hannon et al., 1990), was drawn from the central venous catheter. To mimic the inflammatory response to surgical trauma due to major thoracic surgery (Takenaka et al., 2006; Sánchez-Pedrosa et al., 2018), 0.5 μg/kg/h of lipopolysaccharides (LPS) from E. coli O111:B4 (Sigma-Aldrich, St. Louis, MO, United States) was continuously infused through the central venous line. In previous studies, a low-dose LPS infusion was shown to reduce hypoxic pulmonary vasoconstriction (Reeves and Grover, 1974; Theissen et al., 1991). An hour after the start of LPS infusion, the two-lung ventilation supine (TLVsupine) measurements of regional pulmonary perfusion (microspheres), gas exchange, respiratory signals, hemodynamics, and the distribution of ventilation were performed. Thereafter, the animals were randomly submitted to one of four sequences during OLV according to a Latin square design, namely, (1) a-b-c-d, (2) b-d-a-c, (3) d-c-b-a, and (4) c-a-d-b (30 min per body position, crossover), with a = supine, b = left semilateral, c = left lateral, and d = prone position. To mimic a thoracic surgery, a right-sided thoracotomy was performed between the medial-clavicular and anterior axillary lines in the 4th−5th intercostal space by placing a rib spreader. For OLV, a volume-controlled mode was used: VT of 5 ml kg−1, FIO2 of 1, PEEP of 5 cmH2O, I:E of 1:1, and RR of 30–35 min−1 titrated to achieve an arterial pH of >7.25 and a flow of 25 L min−1. Thirty minutes after placing the animals in the respective body positions (OLVsupine, OLVsemilateral, OLVlateral, OLVprone), the measurements of regional pulmonary perfusion, gas exchange, respiratory signals, hemodynamics, and the distribution of ventilation were performed. To reset lung history between interventions, the animals were placed in the supine position and disconnected from the ventilator. An alveolar recruitment maneuver was then performed, with two-lung ventilation resuming thereafter until the normalization of gas exchange, before the start of each position.

Measurements

Measurement of Regional Pulmonary Blood Flow

The distribution of regional pulmonary blood flow was marked with IV-administered fluorescence and color-labeled 15-μm diameter microspheres (Thermo Fisher Scientific, Waltham, MA, United States). The colors used were blue, blue-green, yellow-green, orange, and red. To avoid bias, the colors were randomly assigned at any given time point. Immediately before injection, the microspheres were vortexed, sonicated for 90 s, and drawn into 2-ml syringes. All the injections were performed for over 60 s to average the blood flow over several cardiac and respiratory cycles. During the injection, ~1.5 × 106 microspheres were administered.

Postmortem lungs were extracted en bloc and flushed with 50 ml kg−1 of a hydroxyethyl starch 130/0.4 solution (Voluven, Fresenius Kabi, Bad Homburg, Germany) and air-dried by continuous tracheal airflow for 7 days with a continuous pressure of 25 cm H2O. The lungs were then coated with a one-component polyurethane foam (BTI Befestigungstechnik, Ingelfingen, Germany), suspended vertically in a square box, and embedded in a rapidly setting urethane foam (polyol and isocyanate; Elastogran, Lemförde, Germany).

The foam block was then cut into cubes of ~1.2 cm3. Each cube was weighed and assigned a three-dimensional coordinate. The samples were then soaked for 7 days in 3 ml of 2-ethoxyethyl acetate (Aldrich Chemical Co. LLC, Milwaukee, WI, United States) to retrieve the fluorescent dye. The fluorescence was read in a luminescence spectrophotometer (LS-50B; Perkin-Elmer, Beaconsfield, United Kingdom), with the measured intensity of fluorescence in each probe then being normalized according to its weight (xi). The relative pulmonary blood flow Qrel, i of a probe i was also determined according to:

Qrel,i=xi1nxi

with the denominator holding the mean relative blood flow of one lung per time point. The mean normalized relative blood flow was, therefore, 1.

The distributions of pulmonary blood flow along the craniocaudal, ventrodorsal, and left-right axes under each of the experimental conditions were assessed by linear regression. Additionally, a three-dimensional reconstruction of the lung was performed, considering the spatial coordinates of each lung piece and the pulmonary blood flow at each of the x (left-right), y (dorsal-ventral), and z (caudal-cranial) coordinates. Color mapping was performed to identify the regional distribution of pulmonary blood flow based on Qrel, i. The color map was then normalized by the maximum Qrel under each of the experimental conditions, resulting in a color scale ranging from white (0, lowest perfusion) to red (1, highest perfusion). The relative centers of perfusion along the left-right axes, the dorsal-ventral, and the caudal-cranial axis were calculated by.

CoPx=1Qrel,i(x,y,z)x=01x·y,zQrel.i(x,y,z)

with the three body directions represented by x, y, and z. The coefficient of variation (ratio of the SD to the mean in percent) of mean pulmonary perfusion was calculated to determine the spatial heterogeneity of pulmonary perfusion distribution.

Electrical Impedance Tomography

Electrical impedance tomography measurements were conducted with an operating frequency of 130 kHz and 50 frames s−1. Raw measured EIT data were then filtered at 50 Hz and reconstructed using PulmoVista® 500 (Drägerwerk AG & Co. KGaA, Lubeck, Germany), a commercially available software. Each EIT image of the resulting reconstructed temporal image series consisted of 32 × 32 pi. The reconstruction of these images was carried out as described in detail by the group of authors of this study (Bluth et al., 2019). The global region of interest was a half-sphere covering the left hemisphere of the EIT, thus, only containing the ventilated lung, as described previously (Wittenstein et al., 2020). The center of ventilation was defined as the median of tidal impedance changes (surrogate for ventilation) along the dorsoventral axis and left-right axis of the left lung and expressed as a percentage, with 0% representing most dorsal and most left and 100% most ventral and most central lung zones.

Gas Exchange and Hemodynamics

Arterial and mixed venous blood samples were analyzed using a blood gas analyzer (ABL 80 Flex Basic, Radiometer Medical, Copenhagen, Denmark). The mean arterial and pulmonary artery pressures were measured continuously, and cardiac output was determined with a pulmonary artery catheter using a conventional thermodilution method. Extravascular lung water (EVLW, a surrogate for lung injury), intrathoracic blood volume (ITBV), and global end-diastolic blood volume (GEDV, a surrogate for cardiac preload), systemic vascular resistance (SVR, a surrogate for cardiac afterload), and stroke volume (SV) were determined using the PiCCO catheter. The values were then normalized to body surface area [pulmonary vascular resistance index (PVRI), systemic vascular resistance index (SVRI), global end-diastolic volume index (GEDVI), and intrathoracic blood volume index (ITBVI), respectively] and body weight [extravascular lung water index (EVLWI]), as reported previously (Kelley et al., 1973). Furthermore, PiCCO was not used to guide fluid treatment, since the normal values of pigs lie outside the reference ranges for humans (Längin et al., 2020).

Respiratory Signals

Airway flow was measured with the internal sensors of the ventilator. On the other hand, airway pressure was measured at the y-piece with a custom-made measurement system composed of a pressure transducer (163PC01D48-PCB; FirstSensors AG, Berlin, Germany) and corresponding hardware and software for amplification and recording (custom-built software written in LabVIEW, National Instruments, Austin, TX, United States). Furthermore, respiratory system elastance (ERS) and resistance (RRS) were determined by the multiple linear regression of the linear equation of motion composed of the RRS and ERS two-compartmental model of the respiratory system.

Statistical Analyses

Sample size calculation was based on the perfusion measurements of relative perfusion distribution by positron-emission tomography using 68Ga-labeled microspheres from a previous study of the group of authors on pigs under two-lung ventilation conditions and different levels of PEEP (Bluth et al., 2019). In this study, we expected that the relative perfusion of the ventilated lung during OLV would be higher than during TLV. Assuming an effect size of 2, we estimated that eight animals per group would yield a power of 80% to detect the difference in the distributions of pulmonary perfusion between TLV and OLV in the supine, semilateral, lateral, and prone positions, with α = 0.01 corrected for multiple comparisons. The data were presented as mean and SD if not stated otherwise. The statistical analysis was conducted with SPSS (Version 27, IBM Corp., Armonk, NY, United States). Significance was accepted at P < 0.05. The differences between the two groups, respective body positions, and the sequences of interventions were compared using a linear mixed-effects model with repeated measures, using composite ventilation-position (levels: TLVsupine, OLVsupine, OLVsemilateral, OLVlateral, and OLVprone) as the within-subject factor and with group and sequence as between subject-factors. The significance of the within-subject factors was corrected for sphericity according to Greenhouse–Geisser. Pairwise post-hoc multiple comparisons were also performed according to least significant difference (LSD) when appropriate.

Results

Characteristics of Animal and Experimental Protocol

Body weight, total time of anesthesia, total time on mechanical ventilation, the cumulative doses of crystalloids and colloids, and total urine output did not differ significantly between normovolemia and hypovolemia, while the cumulative norepinephrine dose was higher in hypovolemia than in normovolemia (Table 1). Hemoglobin was not different between the groups (P = 0.593). In the hypovolemia group, 755 ± 80 ml of blood was drawn (Table 1), resulting in a significant decrease in ITBVI (baseline: 765 ± 79 ml m−2 vs. TLVsupine: 619 ± 122 ml m−2; P = 0.006) and GEDVI (baseline: 612 ± 63 ml m−2 vs. TLVsupine: 496 ± 98 ml m−2; P = 0.006) at TLVsupine vs. baseline. In all the animals, the LPS infusion resulted in a significant increase in PVRI at TLVsupine vs. baseline (baseline: 150 ± 53 dyn s cm−5 m−2; TLVsupine: 365 ± 243 dyn s cm−5 m−2; P = 0.006) and SVRI (baseline: 1,153 ± 237 dyn s cm−5 m−2; TLVsupine: 1,602 ± 579 dyn s cm−5 m−2; P = 0.014).

TABLE 1
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Table 1. Characteristics of the animal and experimental protocol.

Regional Pulmonary Blood Flow (Primary Endpoint)

Compared with TLVsupine, the OLV resulted in the shift of perfusion toward the ventilated left lung, irrespective of position (Figures 2, 3, Table 2). During OLV, the relative perfusion of the ventilated lung was higher in the lateral as compared with the supine position, while the relative perfusion of the non-ventilated lung was lower in the lateral position as compared with the supine and prone positions, and in the semilateral compared with the prone position. The relative perfusions of the ventilated and non-ventilated lungs were not different between normovolemia and hypovolemia.

FIGURE 2
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Figure 2. Representative three-dimensional perfusion maps for one animal from each group. Lungs are shown from the dorsal with the left lung on the left side and right lung on the right side. Axes are divided in cm. Lighter colors represent lower relative pulmonary perfusions, while darker colors represent higher relative pulmonary perfusions.

FIGURE 3
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Figure 3. Relative perfusion of the left and right lungs. Mean and single values. Significance was accepted at P < 0.05. Differences between the two groups, respective body positions, and the sequences of interventions were compared using a linear mixed-effects model with repeated measures, with TLVsupine, OLVsupine, OLVsemilateral, OLVlateral, and OLVprone as within-subject factors and with group and sequence as fixed between subject-factors. The significance of the within-subject factors was corrected for sphericity according to Greenhouse–Geisser. Pairwise post-hoc multiple comparisons were performed according to LSD when appropriate. #P < 0.05 TLVsupine vs. all the others, *P < 0.05. The relative perfusions of the ventilated and the non-ventilated lungs were not different between normo- and hypovolemia (P = 0.457 and P = 0.418, respectively). Mixed effects position × group ventilated lung: P = 0.852 and mixed effects position × group non-ventilated lung: P = 0.891.

TABLE 2
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Table 2. Perfusion of the left lung.

In the ventilated left lung, the center of relative perfusion along the left-right axis shifted toward the hilum during OLVsemilateral, OLVlateral, and OLVprone as compared with OLVsupine. Along the dorsal-ventral axis, the perfusion shifted toward the dorsal during OLVsemilateral, OLVlateral, and OLVprone as compared with OLVsupine. Along the caudal-cranial axis, the perfusion shifted toward the cranial in the semilateral position as compared with TLVsupine. The center of perfusion did not differ between normovolemia and hypovolemia (Table 2).

The spatial heterogeneity of relative perfusion in the ventilated left lung was highest during TLVsupine and lowest during OLV in the prone position, while there was no difference between normovolemia and hypovolemia (Table 2).

Regional Ventilation (EIT)

In the ventilated left lung, the center of ventilation along the left-right axis shifted toward the lung hilum during OLV in all positions as compared with TLVsupine. Furthermore, it also shifted toward the lung hilum during OLV in the prone as compared with the lateral position (Table 3). In addition, the center of ventilation along the dorsal-ventral axis of the left lung shifted toward the dorsal during OLV in the prone as compared with the supine position. The center of ventilation along the left-right and dorsoventral axes did not differ among the groups (Table 3).

TABLE 3
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Table 3. Electrical impedance tomography of the left lung.

Gas Exchange

The variables of gas exchange are summarized in Table 4, where PaO2/FIO2 differed significantly between TLVsupine and OLV in all the positions. It was higher in the lateral as compared with the other positions during OLV, while there was no difference between normovolemia and hypovolemia. Additionally, PaCO2 in the arterial blood gas analysis differed significantly between TLVsupine and OLV in all the positions, while it was not different for the different positions during OLV, and there was no group difference. Arterial pH also differed significantly between TLVsupine and OLV in all the positions, while it was similar in the different positions during OLV. Arterial pH was lower in hypovolemic as compared with normovolemic animals. Mixed venous oxygen saturation was significantly different between TLVsupine and OLVsupine and between OLVsemilateral and OLVprone. Furthermore, the mixed venous oxygen saturation was higher during OLVlateral compared with OLVsupine and OLVprone. There was no difference between the two groups.

TABLE 4
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Table 4. Gas exchange.

Hemodynamic and Respiratory Variables

Hemodynamic and respiratory variables are summarized in the (Supplementary Material Tables 1, 2).

Discussion

In a model of thoracic surgery and OLV with normovolemia and moderate hypovolemia in pigs, we found that (1) the relative pulmonary blood flow of the ventilated lung was highest in the lateral position and lowest in the supine position; (2) the relative pulmonary blood flow of the non-ventilated lung was lowest in the lateral position and highest in the supine and prone positions; (3) the spatial heterogeneity of pulmonary blood flow of the ventilated lung was lowest in the prone position; (4) PaO2/FIO2 during OLV was highest in the lateral position; and (5) hypovolemia did not influence the distribution of perfusion, irrespective of body position.

To the knowledge of the authors, this is the first in vivo study that systematically investigated the effects of body position and intravascular volume status on the distribution of relative pulmonary perfusion during OLV in a clinically relevant model of thoracic surgery. Previous physiological studies have investigated the effects of OLV through either a closed chest or minor surgeries (Bardoczky et al., 2000; Szegedi et al., 2010). In contrast, major surgeries trigger the inflammatory cascade (Hannon et al., 1990; Kiss et al., 2019), which can blunt HPV (Himmat et al., 2018) and interfere with the distribution of pulmonary perfusion. We also used LPSs to mimic the inflammatory response to major thoracic surgery, which was previously shown to reliably reduce hypoxic pulmonary vasoconstriction (Reeves and Grover, 1974; Theissen et al., 1991) while not altering hemodynamics significantly (Traber et al., 1989). Another strength of this study is that normovolemia and moderate hypovolemia (Silva et al., 2013), both of which may occur during thoracic surgery (Nakamura et al., 2015) and can influence HPV (Deem et al., 1995), were addressed. We chose the left semilateral and lateral decubitus positions because of the fact that the effects of mediastinal compression are more pronounced in the left than in the right semilateral and lateral positions (Chang et al., 2002).

Effects of Body Position on Regional Pulmonary Perfusion and Ventilation

The finding that the relative perfusion of the ventilated lung was highest in the lateral decubitus position during OLV is in line with clinical data (Bardoczky et al., 2000; Szegedi et al., 2010). In the lateral decubitus position, gravitational forces, in addition to HPV, reduce the blood flow of the non-ventilated lung. Furthermore, HPV also allows ventilation-perfusion matching by reducing perfusion to poorly oxygenated lung tissue through smooth muscle contractions in primarily low-resistance pulmonary arteries (Weir et al., 2005). In addition to HPV, hypercapnic pulmonary vasoconstriction (HCPV) reduces perfusion to hypo-ventilated and, therefore, hypercapnic lung regions (Dorrington et al., 2010). In the supine and prone positions, HPV, HCPV, and regional mechanical forces determine regional pulmonary perfusion, while gravity does not influence the shift of perfusion toward the ventilated lung (Szegedi et al., 2010). In addition to the geometry of the vascular tree, which branches asymmetrically (Glenny and Robertson, 2011) regional mechanical forces in the ventilated lung determine the distribution of pulmonary blood flow. Regional mechanical forces are defined by tissue deformation, thorax shape (Tawhai et al., 2009), and mechanical ventilation (Alfery et al., 1981). High airway pressures can divert the blood flow from the ventilated to the non-ventilated lung by compressing the capillaries. In fact, peak, mean, and plateau airway pressures were higher during OLVsupine as compared with OLVlateral, possibly contributing to lower relative perfusion of the ventilated lung in this position.

HPV, HCPV, gravity, and regional mechanical forces as well as lung volume do not only influence the distribution of blood flow toward the ventilated and non-ventilated lung but also determine its regional distribution within the ventilated lung. In fact, during OLV, the lateral position center of perfusion along the left-right axis shifted toward the lung hilum as compared with the supine position, while the center of ventilation along the left-right axis shifted toward peripheral lung areas as compared with the supine position, possibly resulting in improved ventilation-perfusion matching. This might represent another mechanism of better gas exchange for this body position during OLV.

During OLV in the semilateral position, HPV is augmented by gravity. In line with our results, in a small clinical trial arterial saturation as a surrogate for regional pulmonary perfusion was not different between semilateral and lateral position (Watanabe et al., 2000). Thirty-three adult patients undergoing right thoracotomy with left OLV were divided into three groups: supine position (n = 11), left semilateral decubitus position (n = 9), and left lateral decubitus position (n = 13). The final PaO2 and SaO2 at the end of the OLV were lowest in the supine position, while there was no difference between the semilateral and lateral decubitus positions (Watanabe et al., 2000).

Gas Exchange

The fact that PaO2/FIO2 was higher during OLV in lateral as compared with the supine, semilateral, and prone positions can be explained by the differences in regional pulmonary perfusion, namely, the lower perfusion of the non-ventilated lung and the better ventilation-perfusion matching of the ventilated lung. The gas exchange itself, especially hypercapnia, may influence intrapulmonary shunt and HPV (Benumof et al., 1976). However, PaCO2 did not differ significantly during OLV in the four positions and the groups. Nevertheless, arterial pH was lower in the hypovolemia group. Furthermore, lower arterial pH has the potential to increase HPV (Brimioulle et al., 1990). In this study, the lower arterial pH in the hypovolemia group might have counteracted the deleterious effects of hypovolemia on HPV, resulting in similar regional perfusions for both groups. However, the differences in the arterial pH between the groups were small and most likely clinically irrelevant.

Intravascular Volume Status

The finding rejects the hypothesis that intravascular hypovolemia influences regional pulmonary perfusion, which is in contrast with previous studies. In isolated rat lungs perfused with plasma, HPV was weakened, when compared with lungs perfused with blood (McMurtry et al., 1977; Deem et al., 1998). Similar results were found in isolated rat, cat, and rabbit lungs (Hakim and Malik, 1988). In this experiment, we performed low-dose LPS infusions in both groups, which altered pulmonary vascular resistance (Theissen et al., 1991), possibly masking the further effects of acute intravascular hypovolemia on the distribution of pulmonary perfusion. As stated, during OLV in the supine and prone positions, the distribution of regional perfusion to the ventilated and non-ventilated lungs is mainly determined with HPV, HCPV, and lung volume, with gravity playing a minor role. Therefore, the most pronounced effects of acute intravascular hypovolemia would be expected in these positions. However, even in OLVsupine and OLVprone, we found no differences between the groups, supporting the claim that an acute moderate hemorrhage during thoracic surgery only has a minor effect on the distribution of pulmonary perfusion.

Possible Clinical Implications

The results suggest that the lateral decubitus position may serve as a means to improve the distribution of perfusion and oxygenation during OLV. In fact, during OLV in the supine, semilateral, and prone positions, but not the lateral decubitus position, the central venous oxygen saturation was lower than 70%, indicating tissue hypoxia (Sevuk et al., 2016) in the normovolemia group. Interestingly, moderate hypovolemia did not influence the distribution of perfusion and shunting, challenging the concept that the intravascular volume expansion in patients with volume depletion might be useful for the reversal of hypoxemia during OLV.

Limitations

This study has several limitations. First, the thoracic surgery model did not fully represent the clinical scenario, especially because of the lack of the surgical manipulation of the lungs and its potential effects on atelectasis in the dependent lung and pulmonary vascular resistance. Furthermore, the absolute values of ITBVI, GEDVI, and EVLWI in this study need to be interpreted with caution, since there were no reference tables and they vary between species (Längin et al., 2020). Additionally, HPV is more pronounced in pigs than in humans and other species (Tucker and Rhodes, 2001). Thus, we could not extrapolate the findings directly to human patients. Second, we addressed only the short-term effects of the different body positions during OLV, although OLV is usually limited to short periods. Third, we did not measure lactate as a surrogate of organ hypoxia. However, we determined mixed venous oxygen saturation, which is an important marker for the oxygen supply of organs (Janotka and Ostadal, 2021).

Conclusions

During OLV in endotoxemic pigs, the relative perfusion of the ventilated lung and oxygenation were higher in the lateral than the supine position and not impaired by hypovolemia.

Data Availability Statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics Statement

The animal study was reviewed and approved by Landesdirektion Sachsen, 09105 Chemnitz.

Author Contributions

JW, MS, TK, RH, and MG planned and designed the study. JW, MS, XR, DK, ST, RT, and RH conducted the experiments. JW, MS, YC, TB, TK, MS, PR, PP, MG, and RH were involved in the analyses of the data. JW, XR, YZ, DK, ST, RT, YC, JF, SM, and RH cut and soaked the lungs and measured and analyzed fluorescence. JW, MS, MJS, TB, TK, PR, PP, MG, and RH wrote the draft of the manuscript. All authors have read and approved the submitted manuscript, agreed to be accountable for the content of the article, and agreed with its publication.

Funding

This study was supported by departmental funds.

Conflict of Interest

MG received consultation fees from Dräger, Ambu, GE Healthcare, and ZOLL. The remaining 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.

Publisher's Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Acknowledgments

We thank the research fellows of the Pulmonary Engineering Group, University Hospital Carl Gustav Carus, and Technische Universität Dresden, Germany, for their assistance in conducting the experiments.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphys.2021.717269/full#supplementary-material

Abbreviations

CV, Coefficient of variation; EIT, Electrical impedance tomography; ERS, Elastance of the respiratory system; EVLWI, Extravascular lung water index; FIO2, Inspired fraction of oxygen; GEDVI, Global end-diastolic volume index; HPV, Hypoxic pulmonary vasoconstriction; I:E, Inspiratory to expiratory time ratio; ITBVI, Intrathoracic blood volume index; LPS, Lipopolysaccharide; OLV, One-lung ventilation; PEEP, Positive end-expiratory pressure; PICCO, Pulse Contour Cardiac Output; Pmean, Mean airway pressure; Ppeak, Peak airway pressure; PVRI, Pulmonary vascular resistance index; Qrel, I, Relative pulmonary blood flow; RR, Respiratory rate; RRS, Resistance of the respiratory system; SVRI, Systemic vascular resistance index; TLV, Two-lung ventilation; VT, Tidal volume.

References

Alfery, D. D., Benumof, J. L., and Trousdale, F. R. (1981). Improving oxygenation during one-lung ventilation in dogs: the effects of positive end-expiratory pressure and blood flow restriction to the nonventilated lung. Anesthesiology 55, 381–385. doi: 10.1097/00000542-198110000-00008

PubMed Abstract | CrossRef Full Text | Google Scholar

Bardoczky, G. I., Szegedi, L. L., d'Hollander, A. A., Moures, J. M., de Francquen, P., and Yernault, J. C. (2000). Two-lung and one-lung ventilation in patients with chronic obstructive pulmonary disease: the effects of position and F(IO)2. Anesth. Analg. 90, 35–41. doi: 10.1097/00000539-200001000-00008

PubMed Abstract | CrossRef Full Text | Google Scholar

Benumof, J. L., Mathers, J. M., and Wahrenbrock, E. A. (1976). Cyclic hypoxic pulmonary vasoconstriction induced by concomitant carbon dioxide changes. J. Appl. Physiol. 41, 466–469. doi: 10.1152/jappl.1976.41.4.466

PubMed Abstract | CrossRef Full Text | Google Scholar

Bluth, T., Kiss, T., Kircher, M., Braune, A., Bozsak, C., Huhle, R., et al. (2019). Measurement of relative lung perfusion with electrical impedance and positron emission tomography: an experimental comparative study in pigs. Br. J. Anaesth. 123, 246–254. doi: 10.1016/j.bja.2019.04.056

PubMed Abstract | CrossRef Full Text | Google Scholar

Brimioulle, S., Lejeune, P., Vachiery, J. L., Leeman, M., Melot, C., and Naeije, R. (1990). Effects of acidosis and alkalosis on hypoxic pulmonary vasoconstriction in dogs. Am. J. Physiol. 258, H347–353. doi: 10.1152/ajpheart.1990.258.2.H347

PubMed Abstract | CrossRef Full Text | Google Scholar

Chang, H., Lai-Fook, S. J., Domino, K. B., Schimmel, C., Hildebrandt, J., Robertson, H. T., et al. (2002). Spatial distribution of ventilation and perfusion in anesthetized dogs in lateral postures. J. Appl. Physiol. 92, 745–62. doi: 10.1152/japplphysiol.00377.2001

PubMed Abstract | CrossRef Full Text | Google Scholar

Deem, S., Bishop, M. J., and Alberts, M. K. (1995). Effect of anemia on intrapulmonary shunt during atelectasis in rabbits. J. Appl. Physiol. 79, 1951–1957. doi: 10.1152/jappl.1995.79.6.1951

PubMed Abstract | CrossRef Full Text | Google Scholar

Deem, S., Swenson, E. R., Alberts, M. K., Hedges, R. G., and Bishop, M. J. (1998). Red-blood-cell augmentation of hypoxic pulmonary vasoconstriction: hematocrit dependence and the importance of nitric oxide. Am. J. Respir. Crit. Care Med. 157, 1181–1186. doi: 10.1164/ajrccm.157.4.9707165

PubMed Abstract | CrossRef Full Text | Google Scholar

Dorrington, K. L., Balanos, G. M., Talbot, N. P., and Robbins, P. A. (2010). Extent to which pulmonary vascular responses to PCO2 and PO2 play a functional role within the healthy human lung. J. Appl. Physiol. 108, 1084–1096. doi: 10.1152/japplphysiol.90963.2008

PubMed Abstract | CrossRef Full Text | Google Scholar

Glenny, R. W., and Robertson, H. T. (2011). Determinants of pulmonary blood flow distribution. Compr. Physiol. 1, 39–59. doi: 10.1002/cphy.c090002

PubMed Abstract | CrossRef Full Text | Google Scholar

Hakim, T. S., and Malik, A. B. (1988). Hypoxic vasoconstriction in blood and plasma perfused lungs. Respir. Physiol. 72, 109–121. doi: 10.1016/0034-5687(88)90083-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Hannon, J. P., Bossone, C. A., and Wade, C. E. (1990). Normal physiological values for conscious pigs used in biomedical-research. Lab. Anim. Sci. 40, 293–298.

PubMed Abstract | Google Scholar

Hedenstierna, G., Tokics, L., Strandberg, A., Lundquist, H., and Brismar, B. (1986). Correlation of gas exchange impairment to development of atelectasis during anaesthesia and muscle paralysis. Act aAnaesthesiol. Scand. 30, 183–191. doi: 10.1111/j.1399-6576.1986.tb02393.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Himmat, S., Alzamil, A., Aboelnazar, N., Hatami, S., White, C., Dromparis, P., et al. (2018). A decrease in hypoxic pulmonary vasoconstriction correlates with increased inflammation during extended normothermic ex vivo lung perfusion. Artif. Organs. 42, 271–279. doi: 10.1111/aor.13017

PubMed Abstract | CrossRef Full Text | Google Scholar

Janotka, M., and Ostadal, P. (2021). Biochemical markers for clinical monitoring of tissue perfusion. Mol. Cell. Biochem. 476, 1313–1326. doi: 10.1007/s11010-020-04019-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Kazan, R., Bracco, D., and Hemmerling, T. M. (2009). Reduced cerebral oxygen saturation measured by absolute cerebral oximetry during thoracic surgery correlates with postoperative complications. Br. J. Anaesth. 103, 811–816. doi: 10.1093/bja/aep309

PubMed Abstract | CrossRef Full Text | Google Scholar

Kelley, K. W., Curtis, S. E., Marzan, G. T., Karara, H. M., and Anderson, C. R. (1973). Body surface area of female swine. J. Anim. Sci. 36, 927–930. doi: 10.2527/jas1973.365927x

PubMed Abstract | CrossRef Full Text | Google Scholar

Kiss, T., Bluth, T., Braune, A., Huhle, R., Denz, A., Herzog, M., et al. (2019). Effects of positive end-expiratory pressure and spontaneous breathing activity on regional lung inflammation in experimental acute respiratory distress syndrome. Crit. Care Med. 47, e358–e365. doi: 10.1097/CCM.0000000000003649

PubMed Abstract | CrossRef Full Text | Google Scholar

Längin, M., Konrad, M., Reichart, B., Mayr, T., Vandewiele, S., Postrach, J., et al. (2020). Hemodynamic evaluation of anesthetized baboons and piglets by transpulmonary thermodilution: normal values and interspecies differences with respect to xenotransplantation. Xenotransplantation 27:e12576. doi: 10.1111/xen.12576

PubMed Abstract | CrossRef Full Text | Google Scholar

McMurtry, I. F., Hookway, B. W., and Roos, S. (1977). Red blood cells play a crucial role in maintaining vascular reactivity to hypoxia in isolated rat lungs. Chest. 71(2 suppl):253–256. doi: 10.1378/chest.71.2_Supplement.253

PubMed Abstract | CrossRef Full Text | Google Scholar

Nakamura, H., Saji, H., Kurimoto, N., Shinmyo, T., and Tagaya, R. (2015). Impact of intraoperative blood loss on long-term survival after lung cancer resection. Ann. Thorac. Cardiovasc. Surg. 21, 18–23. doi: 10.5761/atcs.oa.13-00312

PubMed Abstract | CrossRef Full Text | Google Scholar

Percie du Sert, N., Hurst, V., Ahluwalia, A., Alam, S., Avey, M. T., Baker, M., et al. (2020). The ARRIVE guidelines 2.0: updated guidelines for reporting animal research. PLoS Biol. 18:e3000410. doi: 10.1371/journal.pbio.3000410

PubMed Abstract | CrossRef Full Text | Google Scholar

Reeves, J. T., and Grover, R. F. (1974). Blockade of acute hypoxic pulmonary hypertension by endotoxin. J. Appl. Physiol. 36, 328–332. doi: 10.1152/jappl.1974.36.3.328

PubMed Abstract | CrossRef Full Text | Google Scholar

Sánchez-Pedrosa, G., VaraAmeigeiras, E., Casanova Barea, J., Rancan, L., SimónAdiego, C. M., and GaruttiMartínez, I. (2018). Role of surgical manipulation in lung inflammatory response in a model of lung resection surgery. Interact. Cardiovasc. Thorac. Surg. 27, 870–877. doi: 10.1093/icvts/ivy198

PubMed Abstract | CrossRef Full Text | Google Scholar

Schirren, M., Sponholz, S., Oguhzan, S., Kudelin, N., Ruf, C., Trainer, S., et al. (2015). Intraoperative Blutungen in der Thoraxchirurgie. Chirurg 86, 453–458. doi: 10.1007/s00104-015-2999-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Sevuk, U., Altindag, R., Baysal, E., Yaylak, B., Adiyaman, M. S., Akkaya, S., et al. (2016). The effects of hyperoxaemia on tissue oxygenation in patients with a nadir haematocrit lower than 20% during cardiopulmonary bypass. Perfusion 31, 232–239. doi: 10.1177/0267659115595281

PubMed Abstract | CrossRef Full Text | Google Scholar

Silva, P. L., Guldner, A., Uhlig, C., Carvalho, N., Beda, A., Rentzsch, I., et al. (2013). Effects of intravascular volume replacement on lung and kidney function and damage in nonseptic experimental lung injury. Anesthesiology 118, 395–408. doi: 10.1097/ALN.0b013e31827e554c

PubMed Abstract | CrossRef Full Text | Google Scholar

Szegedi, L. L., D'Hollander, A. A., Vermassen, F. E., Deryck, F., and Wouters, P. F. (2010). Gravity is an important determinant of oxygenation during one-lung ventilation. Acta Anaesthesiol. Scand. 54, 744–750. doi: 10.1111/j.1399-6576.2010.02238.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Takenaka, K., Ogawa, E., Wada, H., and Hirata, T. (2006). Systemic inflammatory response syndrome and surgical stress in thoracic surgery. J. Crit. Care. 21, 48–53; discussion 53-55. doi: 10.1016/j.jcrc.2005.07.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Tawhai, M. H., Nash, M. P., Lin, C.-L., and Hoffman, E. A. (2009). Supine and prone differences in regional lung density and pleural pressure gradients in the human lung with constant shape. J. Appl. Physiol. 107, 912–20. doi: 10.1152/japplphysiol.00324.2009

PubMed Abstract | CrossRef Full Text | Google Scholar

Theissen, J. L., Loick, H. M., Curry, B. B., Traber, L. D., Herndon, D. N., and Traber, D. L. (1991). Time course of hypoxic pulmonary vasoconstriction after endotoxin infusion in unanesthetized sheep. J. Appl. Physiol. 70, 2120–2125. doi: 10.1152/jappl.1991.70.5.2120

PubMed Abstract | CrossRef Full Text | Google Scholar

Traber, D. L., Flynn, J. T., Herndon, D. N., Redl, H., Schlag, G., and Traber, L. D. (1989). Comparison of the cardiopulmonary responses to single bolus and continuous infusion of endotoxin in an ovine model. Circ. Shock. 27, 123–138.

PubMed Abstract | Google Scholar

Tucker, A., and Rhodes, J. (2001). Role of vascular smooth muscle in the development of high altitude pulmonary hypertension: an interspecies evaluation. High Alt. Med. Biol. 2, 173–189. doi: 10.1089/152702901750265288

PubMed Abstract | CrossRef Full Text | Google Scholar

Watanabe, S., Noguchi, E., Yamada, S., Hamada, N., and Kano, T. (2000). Sequential changes of arterial oxygen tension in the supine position during one-lung ventilation. Anesth. Analg. 90, 28–34. doi: 10.1097/00000539-200001000-00007

PubMed Abstract | CrossRef Full Text | Google Scholar

Weir, E. K., López-Barneo, J., Buckler, K. J., and Archer, S. L. (2005). Mechanisms of disease acute oxygen-sensing mechanisms. N. Engl. J. Med. 353, 2042–2055. doi: 10.1056/NEJMra050002

PubMed Abstract | CrossRef Full Text | Google Scholar

West, J. B., Dollery, C. T., and Naimark, A. (1964). Distribution of blood flow in isolated lung; relation to vascular and alveolar pressures. J. Appl. Physiol. 19, 713–724. doi: 10.1152/jappl.1964.19.4.713

PubMed Abstract | CrossRef Full Text | Google Scholar

Wittenstein, J., Scharffenberg, M., Ran, X., Keller, D., Michler, P., Tauer, S., et al. (2020). Comparative effects of flow vs. volume-controlled one-lung ventilation on gas exchange and respiratory system mechanics in pigs. Intensive Care Med. Exp. 8(Suppl. 1):24. doi: 10.1186/s40635-020-00308-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: one-lung ventilation, OLV, pulmonary perfusion, thoracic anesthesia, hypovolemia, body position, HPV, gravity

Citation: Wittenstein J, Scharffenberg M, Ran X, Zhang Y, Keller D, Tauer S, Theilen R, Chai Y, Ferreira J, Müller S, Bluth T, Kiss T, Schultz MJ, Rocco PRM, Pelosi P, Gama de Abreu M and Huhle R (2021) Effects of Body Position and Hypovolemia on the Regional Distribution of Pulmonary Perfusion During One-Lung Ventilation in Endotoxemic Pigs. Front. Physiol. 12:717269. doi: 10.3389/fphys.2021.717269

Received: 30 May 2021; Accepted: 10 August 2021;
Published: 10 September 2021.

Edited by:

Andrew T. Lovering, University of Oregon, United States

Reviewed by:

Susan Hopkins, University of California, San Diego, United States
Erik Richard Swenson, University of Washington, United States

Copyright © 2021 Wittenstein, Scharffenberg, Ran, Zhang, Keller, Tauer, Theilen, Chai, Ferreira, Müller, Bluth, Kiss, Schultz, Rocco, Pelosi, Gama de Abreu and Huhle. 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(s) 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: Marcelo Gama de Abreu, gamadem@ccf.org

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.