Abstract
In recent work, oxygen microbubbles (OMB) have been shown to oxygenate hypoxic tumors, increase radio-sensitivity and improve tumor control by radiation therapy. Compared to intra-tumoral injection, intravenous delivery of adjuvant agents such as OMBs for radiotherapy offers an attractive means of achieving true theranostic function in a minimally invasive manner via contrast-enhanced ultrasound (CEUS), while reducing the risk of injury, infection or displacing tumor cells. However, short intravascular circulation times with conventional DSPC-lipid OMBs may lead to premature off-target dissolution of OMBs with an associated reduction in tumoral oxygen delivery. Prior work on microbubble stability and gas exchange suggests that increasing phospholipid acyl-chain length of the encapsulating shell and OMB size may increase circulation persistence, delivery and dissolved oxygen content. In the following studies, we investigate the effect of two phospholipid shell compositions, DSPC (C18:0) and DBPC (C22:0), as well as three size distributions (0.5-2 µm, 2-10 µm and polydisperse) on OMB circulation persistence utilizing CEUS in the kidneys of live C57B1/6 male and female mice, six weeks of age. DBPC OMB formulations demonstrated increased circulation half-lives versus DSPC formulations (2.4 ± 1.0 vs. 0.6 ± 0.5 s, p<0.01 for 2-10 µm), as well as an increased maximum intensity by over tenfold (p<0.01). Size-dependent effects remained consistent across both formulations with larger 2-10 µm microbubbles demonstrating significantly increased half-lives (2.4 ± 1.0 vs. 0.3 ± 0.2 s, p < 0.01) compared to smaller 0.5-2 µm formulations of DBPC. These studies indicate that DBPC 2-10 µm OMBs may be improved adjuvant agents for radiotherapy with significant potential for CEUS interrogation.
Keywords: DBPC, size isolation, ultrasound contrast agent, tumor hypoxia, radiation therapy
Introduction
It is estimated that approximately 40% of men and women in the U.S. will be diagnosed with cancer at some point in their lifetime 1. Tumor hypoxia remains a persistent challenge to improving the safety and efficacy of radiation therapy and chemotherapy. Oxygen microbubbles (OMB) are a minimally invasive solution for treating tumor hypoxia and have been shown to increase dissolved oxygen content in vitro 2. Furthermore, OMB can be imaged in vivo by ultrasound and triggered to release their oxygen cargo, thereby enabling image-guided therapy. In 2016, Owen et al. showed that orally administered OMB can reduce tumor hypoxia 3. In 2018, Fix et al. showed that intra-tumoral injection lipid-coated OMB can increase tumor oxygen levels and tumor control in a fibrosarcoma rat model 4. In the same year, Eisenbrey et al. showed that intravenous injection of surfactant-coated OMB can increase tumor oxygen and control in a breast cancer model 5,6. These studies have demonstrated the promise of ultrasound-guided OMB for treating hypoxic tumors.
Despite these advances in oxygenation and control of hypoxic tumors, OMB used in these studies have relatively short circulation lifetimes and can limit the time window for radiotherapy. However, work with perfluorocarbon microbubbles has shown that in vivo lifetime can be greatly extended by inhibiting dissolution through choice of the phospholipid shell composition 7. The goal of this study was to redesign the phospholipid OMB to improve circulation lifetime for intravenous administration, in order to improve the clinical translatability of this promising theranostic technology (Fig. 1A). The dual nature of microbubbles for imaging and therapy provides a vehicle for ultrasound-mediated nanotheranostics 8-10.
Here, we report on a novel OMB comprising a long acyl-chain phospholipid designed for long circulation persistence following noninvasive intravenous administration. We examined the effect of shell composition, specifically acyl-chain phospholipids, on in vivo circulation persistence using DSPC (C18:0) and DBPC (C22:0) (Fig. 1B). Both size and composition were shown to affect in vitro and in vivo stability for perfluorocarbon microbubbles 7,11. The prevalence of phospholipid formulations (i.e. DEFINITY and SONOVUE) in contrast-enhanced sonography, as well as the tendency for lipids to be degraded readily once dissociated from the OMBs, suggests that the DBPC formulation should be safe for clinical translation. We also examined the effect of different microbubble sizes generated by differential centrifugation 12. Microbubble volume dose, MVD, was kept constant at 300 µL/kg throughout experiments 13,14. Equating MVD in 0.5-2 µm and 2-10 µm populations results in a much higher count and concentration of 0.5-2 µm, microbubbles due to their significantly smaller gas core volume. In vivo stability was quantified by the contrast persistence of OMB perfusing into the kidneys of C57B1/6 mice using a commercial small-animal ultrasound scanner. Despite significant differences in perfusion compared to a tumor, the kidneys were chosen as regions of interest due to their consistent physiology and morphology compared to a more typical xenograft tumor model. Indeed, tumors may exhibit a wide range of vascularization, which highlights the importance of examining OMB performance in a wider range of radiotherapy applications.
Materials and Methods
Materials
Phosphate buffered saline (PBS) solution was prepared by diluting 10× stock solution from Fisher Scientific International, Inc. (Hampton, NH, USA) 9:1 with deionized water (Direct-Q, Millapore, Billerica, MA, USA) and filtered through 0.2-µm diameter nylon filter attached to a vacuum. High purity oxygen was obtained from Airgas (Radnor, PA, USA). The two phospholipids, 1,2-distearoyl-sn-gylcero-3-phosphocholine (DSPC) and 1,2-dibehenoyl-sn-glycero-3-phosphocholine (DBPC) and the emulsifier, 1,2-distearoyl-sn-glycero-3-phosphoethanolamine-N-(polyethylene glycol 2000) (DSPE-PEG2000) were purchased from Avanti Polar Lipids (Alabaster, AL, USA).
Microbubble Preparation
Individual lipid solutions were prepared by combining the different acyl-chain length phospholipids with DSPE-PEG2000 in a 9:1 molar ratio, respectively, to a final lipid concentration of 12 mg/mL. The lipids were dissolved in PBS solution, gently stirred using a magnetic stir bar and heated to reach their main phase transition temperature to make a homogeneous suspension. The lipid suspension was then sonicated using Branson Digital Sonifier SFX 550 (Danbury, CT, USA) for 10 min at 30% power to disperse lipids into small unilamellar liposomes 12. Lipid solutions were then cooled to 4°C before OMB generation.
OMBs were synthesized using an ultrasonic horn reactor enclosed in a water-cooled, continuous-flow chamber (Branson, Danbury, CT, USA) 15. Lipid solutions were flowed through the chamber with room temperature oxygen gas at 100% sonication power and then collected into a glass collection column with oxygen gas headspace. The final OMB microfoam was collected into 30-mL syringes (BD, Franklin Lakes, NJ, USA) to be further processed by centrifugation using a bucket-rotor centrifuge (Eppendorf 5804, Hauppauge, NY, USA). Microbubble cake was collected by centrifuging the initial OMB suspension at 130 relative centrifugal force (RCF) for 3 min. Excess lipid solution from the infranatant was collected and reused to generate more OMB. The final cake was collected into a 30-mL syringe to be further size selected by differential centrifugation 12. The cake was diluted to 30 mL with oxygen saturated PBS and centrifuged at 130 RCF for 2 min and washed three times to exclude OMB that were smaller than 2-µm diameter. The infranatant was collected and concentrated resulting in 0.5-2 µm OMBs. The cake was again diluted to 30-mL with oxygen saturated PBS and centrifuged at 30 RCF for 1 min to exclude OMB that were larger than 10-µm diameter. The infranatant was collected, containing OMB between 2-10 µm diameter. The infranatant was concentrated at 130 RCF for 4 min and was transferred to a 12-mL syringe (Covidien Monoject, Mansfield, MA, USA) and washed with PBS three more times with the final product being concentrated 2-10 µm diameter OMB. To reduce degradation in storage, OMBs were refrigerated and stored in gastight syringes—we note that the timescale of coalescence is on the order of several days, while the timescale of microbubble dissolution and clearance in vivo is on the order of seconds to minutes 7.
Particle Sizing
Oxygen microbubbles were characterized by size, concentration and gas content. Microbubble size and concentration was measured using laser light obscuration and scattering (AccuSizer 780, NICOMP Particle Sizing Systems, Santa Barbara, CA). Gas volume fraction was measured by weight and volume of the OMB sample 16,17. Microbubble volume dose, i.e., oxygen gas volume injected per weight of animal, was calculated by using OMB concentration, size distribution and total injection volume 14. Microscopy was used as a visual inspection of microbubble formation and size using an Olympus BX52 (Center Valley, PA, USA) microscope at 40× magnification, and images were post processed using ImageJ (National Institutes of Health, Bethesda, MD).
In vivo Imaging
All animal experiments were approved by the University of Colorado Denver Institutional Animal Care and Use Committee. Contrast persistence studies were performed in male and female C57B1/6 mice six weeks of age. Mice were first anesthetized using 2% isoflurane with oxygen carrier gas and placed supine on a heated platform. While the significance of isoflurane in regards to OMB longevity is somewhat unclear, it is important to note that anesthesia carrier gas has been indicated to adversely affect perfluorocarbon microbubble longevity 18,19. Heart rate, respiratory rate and temperature were monitored using a Vevo 2100 Physiological Monitoring Unit. Mice were kept under anesthesia via nose cone for the duration of the experiment. Hair was removed from the lower left kidney region using Nair hair removal lotion (Church & Dwight, USA). A modified 27-gauge, one half-inch winged infusion catheter (Terumo BCT, Lakewood, CO) was installed in the mouse tail vein for the duration of the sonography. The small diameter of the mouse tail vein dictated the use of the 27G needles, and manual injection was approximated to be 50 uL/s. While this flow rate has been demonstrated by previous studies to result in minimal to no microbubble destruction 20, it is important to note that the potential for microbubble destruction exists.
A VisualSonics Vevo 2100 small-animal ultrasound imaging scanner (Toronto, ON, Canada) with an MS250, 18-MHz transducer at 10% power was placed on the shaved kidney region using acoustic coupling gel (Medline Aquasonic, IL, USA). Mice were injected with OMB (MVD = 303.7 ± 9.8 µL/kg) while continuously imaging. Each mouse was imaged once per imaging session and then removed from anesthesia and placed in a recovery cage on top of a heating pad. Once conscious, the mouse was returned to its cage.
Data Analysis
The Vevo 2100 small-animal ultrasound generated Digital Imaging and Communications in Medicine (DICOM) files that were used to extract individual video frames and real time measurements. These files were post-processed using the MATLAB R2018b DICOM reader (MathWorks, Natick, MA, USA) and were analyzed for gray scale intensity versus time. For in vivo mouse studies, B-mode was used to locate the kidney and Contrast Mode was used to measure the change in contrast intensity over time. The region of interest (ROI) was chosen as the entire kidney rather than just a portion of the kidney because signal attenuation and shadowing showed minimal effect. The average video intensity was determined over the entire ROI for each frame. The data was baseline adjusted and plotted as mean intensity versus time. Envelope detection in MATLAB was used to adjust for respiratory motion of the mouse and produce a smoothed time intensity curve (TIC). It is important to note that while half-life measurements should be independent of transducer-frequency-dependent factors, the maximum intensity and AUC results may be influenced by nonlinear sensitivity to microbubble size. Data was fit to a one-phase exponential decay model using GraphPad Prism version 8.3.0 for Windows (GraphPad Software, San Diego, CA, USA). The decay rate was used to determine the half-life of the microbubble. Total integrated enhancement (area-under-the-curve, AUC) was measured using the TIC data. All statistical analyses were performed using GraphPad Prism. Results are presented as mean ± standard deviation. For in vivo experiments, five to six mice were imaged for each lipid acyl-chain and size category. Statistical significance was evaluated using a Mann-Whitney comparison test.
Results
Polydisperse oxygen microbubbles
Figure 2A shows the size distributions of polydisperse OMB for both lipid acyl-chain lengths (DSPC and DBPC). The number percent size distribution showed a peak ranging from 0.5-2 µm diameter and another peak ranging from 2-10 µm diameter. Volume percent showed a monomodal distribution for both lipid acyl-chain microbubble shell compositions. The volume percent had a size range from approximately 2-10 µm in diameter for both lipid acyl-chain microbubble shell compositions, with some OMB greater than 10-µm diameter. The initial OMB concentration was measured to be 6.0 × 109 /mL for DSPC and 8.5 × 109 /mL for DBPC. After concentration by centrifugation, the volume fraction was 71% for DSPC and 79% for DBPC. The OMB were diluted using oxygen-saturated PBS to a volume fraction of 50% for in vivo intravenous injections.
Mean video contrast enhancement and persistence in the blood stream was analyzed from the TICs (Fig. 2B). Injection of DBPC OMB showed a significant increase in contrast and persistence in vivo. The half-life of DBPC was 34.4 ± 16.4 s. Conversely, OMB comprising DSPC did not show a measurable contrast increase above noise. Some sparse contrast was observed at the time of injection, indicating that some OMB were present, but it could not be reliably quantified due to the low signal-to-noise ratio.
Size-isolated oxygen microbubbles
Size-selection was conducted to obtain OMB in two size categories, 0.5-2 µm and 2-10 µm diameters, for both DSPC and DBPC (Fig. 3). Concentration, total volume injected, total OMB count, and MVD for each phospholipid acyl-chain are shown in Table 1. After concentration by centrifugation, the volume fraction was 64% for DSPC and 73% for DBPC for the 0.5-2 µm size range and 53% for DSPC and 52% for DBPC for the 2-10 µm size range. The OMB were diluted using oxygen-saturated PBS to a constant volume fraction of 50% for in vivo animal injections.
Table 1.
DBPC (C22:0) | DSPC (C18:0) | |||
---|---|---|---|---|
0.5-2 µm | 2-10 µm | 0.5-2 µm | 2-10 µm | |
Injected volume [µL] | 65 ± 28 | 43 ± 4 | 128 ± 73 | 55 ± 5 |
OMB concentration [× 109 /mL] | 2.3 - 3.5 | 1.4 - 19.0 | 19.8 - 112.0 | 0.04 - 0.9 |
Total OMB injected [× 109] | 0.3 ± 0.1 | 0.5 ± 0.6 | 12.6 ± 8.7 | 0.8 ± 1.3 |
MVD [µL/kg] | 307.1 ± 16.1 | 296.0 ± 5.4 | 303.0 ± 10.1 | 300.3 ± 8.4 |
In vivo contrast persistence was measured using Vevo 2100 small-animal ultrasound with an 18-MHz transducer placed on the left mouse kidney. All mice were given bolus OMB injections. The MVD was kept constant at 303.7 ± 9.8 µL/kg. Figure 4 shows the ultrasound contrast signal enhancement following intravenous injection of OMB coated with either DSPC or DBPC.
Mean video contrast enhancement and persistence in the blood stream were analyzed from the TICs (Fig. 5). Injection of 2-10 µm DBPC OMB showed a significant increase in contrast and persistence compared to 2-10 µm DSPC OMB. Although 0.5-2 µm DBPC OMB showed an increase in contrast, the 0.5-2 µm OMB did not persist as long as the 2-10 µm OMB. In comparison, OMB comprised of DSPC, size 0.5-2 µm and 2-10 µm diameter, showed significantly less of an increase in contrast and persistence in vivo.
Figure 6 shows the resulting half-life, maximum intensity, and AUC values for the different OMB formulations. The half-life was determined by fitting the decay TIC to a one-compartment pharmacokinetic model. DBPC OMB formulations resulted in increased circulation half-lives versus DSPC formulations of all sizes (0.3 ± 0.2s vs 1.0 ± 0.9s, no statistical difference; 2.4 ± 1.0s vs 0.6 ± 0.5s, p < 0.01) for 0.5-2 µm and 2-10 µm, respectively. Size-dependent effects for DBPC with larger microbubbles demonstrated a significant increase in half-life (2.4 ± 1.0s vs 0.3 ± 0.2s, p < 0.01) compared to smaller microbubbles.
Discussion
In this study, we demonstrate that OMBs comprising the long acyl-chain phospholipid, DBPC (C22:0), show an increase contrast enhancement and persistence in vivo. We also demonstrated that DBPC OMB between 2-10 µm diameter had the largest increase in contrast and persistence in vivo when compared to the smaller DBPC OMB between 0.5-2 µm diameter. The shorter acyl-chain phospholipid, DSPC (C18:0), showed minimal contrast enhancement and short persistence in vivo. This result is consistent with contrast agent studies that compared differing acyl-chain phospholipids for increase contrast persistence and circulation in vitro and in vivo 7. Longer acyl chains increase intermolecular forces between the phospholipids 21, thereby increasing shell rigidity 22,23, decreasing shell permeability 24,25, and increasing microbubble lifetime 7,26.
This data corresponds well with model simulations of microbubble gas exchange and dissolution based on the model developed by Kwan et al. 27,28. The microbubbles were simulated in an arterial blood environment when the inspired oxygen fraction is 1.0 18, as in our experiments. The model accounts for differences in lipid mechanics during growth and dissolution to the initial diameter during gas exchange and for the lipid permeation resistance during the entire process. The model neglects lipid mechanics during dissolution below the initial diameter. Figure 7A shows the expected diameter-time curves for microbubbles coated with the two different lipid species. DBPC provides superior stability owing to its higher gas permeation resistance. Additionally, the larger microbubbles take longer to dissolve. These two effects combined provide a robust stability in the arterial gas environment. The greater stability of the DBPC microbubbles also leads to longer duration of oxygen retention in the microbubble (Fig. 7B). The simulation results agree with the experimental results shown above both qualitatively with respect to the trends and quantitatively with respect to dissolution time. This result is somewhat surprising given the absence of lipid mechanical effects for the dissolution phase of the simulation, and the simplified mass transfer assumptions.
It is interesting that the injections of microbubble populations follow the general trend for the simulation results of individual microbubbles. While the smaller OMBs are expected to dissolve more quickly than the larger ones, they are also much more numerous and contain overall the same microbubble volume dose (Table 1). We have seen in prior experiments with perfluorobutane gas that, when matching to MVD, different sized microbubbles have essentially the same half-life 11. Matching MVD also gave similar results for different sized microbubbles in blood-brain barrier disruption studies 13. It is curious then, that even though the OMBs were matched to MVD here, we observe longer circulation persistence for larger OMBs. Perhaps this is due to the different encapsulated gases: whereas perfluorocarbon may rapidly saturate the blood and tissue compartments, oxygen gas may not saturate owing to metabolism and binding to proteins and enzymes, such as hemoglobin. This highlights the importance of future studies to measure the pharmacokinetics and biodistribution of microbubbles containing different gases and encapsulated with different shells. Indeed, the removal of microbubbles in circulation can primarily be attributable to certain organs, such as the liver, spleen, kidneys and lungs. Injection site may therefore affect microbubble pharmacokinetics, and furthermore injection into larger vessels, wider bore needles or slower injection speeds may reduce shear stress and destruction of oxygen microbubbles to enhance delivery to the tumors.
On the topic of oxygen delivery for radiotherapy, Fix et al. has previously shown that a 30% increase in tumoral hemoglobin saturation is sufficient to achieve a ~30% reduction in tumor growth rate by injection of ~3×1010 OMBs/kg directly into the tumor 29. For intravenous, as opposed to intratumoral administration, we see a constraint on OMB concentration (<5×108 OMB/mL) due to handling considerations related to excessive viscosity at high OMB concentrations. While there are several complicating parameters in a practical comparison of intratumoral and intravenous delivery, we suspect that the necessary intratumoral oxygen level may be achieved with serial or continuous intravenous application of the significantly more persistent DBPC OMBs. Effect of microbubble size and composition on circulation persistence and oxygen payload delivery is expected to occur for continuous infusion, as well as the bolus injection shown in the present work.
It is important to note that OMBs exhibit reduced lifetimes compared to perfluorocarbon microbubbles (2-3 seconds for DBPC OMB vs. 30 min for DBPC perfluorocarbon MBs) due to the greater solubility of oxygen compared to perfluorocarbon gases in water 7. While the DBPC formulation significantly increased the longevity of OMBs under ultrasound compared to DSPC and smaller microbubble formulations, this limitation in longevity may still necessitate a timely intravenous or intratumoral injection to maximize efficiency in regards to radiotherapy. Indeed, we suspect the use of longer-lived OMBs is an important aspect of preserving and localizing the oxygen to a tumor, and will be integral to any theranostic OMB application.
Finally, future work will likely involve further improving microbubble longevity, which may be achieved by 1) partially replacing some of the oxygen gas-core with hydrophobic gas, 2) further reducing the immunogenicity of the microbubble utilizing external moieties (i.e., CD47) and 3) increasing the microbubble volume dose (MVD) as previously demonstrated with perfluorocarbon lipid microbubbles 11,13.
Conclusion
In this study, we demonstrate increased circulation in vivo with novel DBPC OMBs. Oxygen microbubbles were designed with two acyl-chain phospholipid shells, DSPC and DBPC, to improve MB stability for oxygen delivery to hypoxic tumors. Results showed that the existence of a bimodal TIC resulting from a polydisperse size distribution supports the size dependent effect on OMB contrast and circulation persistence. Larger diameter 2-10 µm OMBs have increased circulation persistence and contrast in vivo for both lipid acyl-chain lengths. These studies indicate that, when compared to previous OMB formulations, 2-10 µm DBPC OMBs have a significantly increased contrast persistence, contrast intensity, and improved circulation lifetime, making them ideal theranostic agents for radiotherapy, with significant potential for CEUS integration.
Acknowledgments
This work was funded by NIH grant R01CA232148.
References
- 1.Cancer Statistics [Internet] National Cancer Institute. 2015 [cited 29 December; 2019. ]. Available at: https://www.cancer.gov/about-cancer/understanding/statistics. [Google Scholar]
- 2.Kwan JJ, Kaya M, Borden MA, Dayton PA. Theranostic Oxygen Delivery Using Ultrasound and Microbubbles. Theranostics. 2012;2:1174–84. doi: 10.7150/thno.4410. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Owen J, McEwan C, Nesbitt H, Reducing Tumour Hypoxia via Oral Administration of Oxygen Nanobubbles. PLoS ONE [Internet] 2016 [cited 29 December; 2019. ]; 11. Available at: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5201233/ [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Fix SM, Papadopoulou V, Velds H. et al. Oxygen microbubbles improve radiotherapy tumor control in a rat fibrosarcoma model - A preliminary study. PLOS ONE. 2018;13:e0195667. doi: 10.1371/journal.pone.0195667. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Eisenbrey JR, Albala L, Kramer MR. et al. Development of an ultrasound sensitive oxygen carrier for oxygen delivery to hypoxic tissue. Int J Pharm. 2015;478:361–7. doi: 10.1016/j.ijpharm.2014.11.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Eisenbrey JR, Shraim R, Liu J-B. et al. Sensitization of Hypoxic Tumors to Radiation Therapy Using Ultrasound-Sensitive Oxygen Microbubbles. Int J Radiat Oncol. 2018;101:88–96. doi: 10.1016/j.ijrobp.2018.01.042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Garg S, Thomas AA, Borden MA. The effect of lipid monolayer in-plane rigidity on in vivo microbubble circulation persistence. Biomaterials. 2013;34:6862–70. doi: 10.1016/j.biomaterials.2013.05.053. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Xiong F, Nirupama S, Sirsi SR, Lacko A, Hoyt K. Ultrasound-Stimulated Drug Delivery Using Therapeutic Reconstituted High-Density Lipoprotein Nanoparticles. Nanotheranostics. 2017;1:440–9. doi: 10.7150/ntno.21905. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Song K-H, Trudeau T, Kar A, Borden MA, Gutierrez-Hartmann A. Ultrasound-mediated delivery of siESE complexed with microbubbles attenuates HER2+/- cell line proliferation and tumor growth in rodent models of breast cancer. Nanotheranostics. 2019;3:212–22. doi: 10.7150/ntno.31827. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.D'Souza JC, Sultan LR, Hunt SJ. et al. Microbubble-enhanced ultrasound for the antivascular treatment and monitoring of hepatocellular carcinoma. Nanotheranostics. 2019;3:331–41. doi: 10.7150/ntno.39514. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Sirsi S, Feshitan J, Kwan J, Homma S, Borden M. Effect of microbubble size on fundamental mode high frequency ultrasound imaging in mice. Ultrasound Med Biol. 2010;36:935–48. doi: 10.1016/j.ultrasmedbio.2010.03.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Feshitan JA, Chen CC, Kwan JJ, Borden MA. Microbubble size isolation by differential centrifugation. J Colloid Interface Sci. 2009;329:316–24. doi: 10.1016/j.jcis.2008.09.066. [DOI] [PubMed] [Google Scholar]
- 13.Song K-H, Fan AC, Hinkle JJ, Newman J, Borden MA, Harvey BK. Microbubble gas volume: A unifying dose parameter in blood-brain barrier opening by focused ultrasound. Theranostics. 2017;7:144–52. doi: 10.7150/thno.15987. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Song K-H, Harvey BK, Borden MA. State-of-the-art of microbubble-assisted blood-brain barrier disruption. Theranostics. 2018;8:4393–408. doi: 10.7150/thno.26869. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Feshitan JA, Legband ND, Borden MA, Terry BS. Systemic oxygen delivery by peritoneal perfusion of oxygen microbubbles. Biomaterials. 2014;35:2600–6. doi: 10.1016/j.biomaterials.2013.12.070. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Baranau V, Tallarek U. Random-close packing limits for monodisperse and polydisperse hard spheres. Soft Matter. 2014;10:3826–41. doi: 10.1039/c3sm52959b. [DOI] [PubMed] [Google Scholar]
- 17.Farr RS, Groot RD. Close packing density of polydisperse hard spheres. J Chem Phys. 2009;131:244104. doi: 10.1063/1.3276799. [DOI] [PubMed] [Google Scholar]
- 18.Mullin L, Gessner R, Kwan J, Kaya M, Borden MA, Dayton PA. Effect of anesthesia carrier gas on in vivo circulation times of ultrasound microbubble contrast agents in rats. Contrast Media Mol Imaging. 2011;6:126–31. doi: 10.1002/cmmi.414. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Itani M, Mattrey RF. The Effect of Inhaled Gases on Ultrasound Contrast Agent Longevity In vivo. Mol Imaging Biol. 2012;14:40–6. doi: 10.1007/s11307-011-0475-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Talu E, Powell RL, Longo ML, Dayton PA. Needle Size and Injection Rate Impact Microbubble Contrast Agent Population. Ultrasound Med Biol. 2008;34:1182–5. doi: 10.1016/j.ultrasmedbio.2007.12.018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Borden MA. Intermolecular Forces Model for Lipid Microbubble Shells. Langmuir. 2019;35:10042–51. doi: 10.1021/acs.langmuir.8b03641. [DOI] [PubMed] [Google Scholar]
- 22.Kim DH, Costello MJ, Duncan PB, Needham D. Mechanical Properties and Microstructure of Polycrystalline Phospholipid Monolayer Shells: Novel Solid Microparticles. Langmuir. 2003;19:8455–66. [Google Scholar]
- 23.Lum JS, Dove JD, Murray TW, Borden MA. SINGLE MICROBUBBLE MEASUREMENTS OF LIPID MONOLAYER VISCOELASTIC PROPERTIES FOR SMALL AMPLITUDE OSCILLATIONS. Langmuir ACS J Surf Colloids. 2016;32:9410–7. doi: 10.1021/acs.langmuir.6b01882. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Borden MA, Longo ML. Oxygen Permeability of Fully Condensed Lipid Monolayers. J Phys Chem B. 2004;108:6009–16. [Google Scholar]
- 25.Pu G, Longo ML, Borden MA. Effect of Microstructure on Molecular Oxygen Permeation through Condensed Phospholipid Monolayers. J Am Chem Soc. 2005;127:6524–5. doi: 10.1021/ja051103q. [DOI] [PubMed] [Google Scholar]
- 26.Borden MA, Longo ML. Dissolution Behavior of Lipid Monolayer-Coated, Air-Filled Microbubbles: Effect of Lipid Hydrophobic Chain Length. Langmuir. 2002;18:9225–33. [Google Scholar]
- 27.Kwan JJ, Borden MA. Microbubble dissolution in a multigas environment. Langmuir ACS J Surf Colloids. 2010;26:6542–8. doi: 10.1021/la904088p. [DOI] [PubMed] [Google Scholar]
- 28.Kwan JJ, Borden MA. Lipid monolayer dilatational mechanics during microbubble gas exchange. Soft Matter. 2012;8:4756–66. [Google Scholar]
- 29.Fix SM, Papadopoulou V, Velds H. et al. Oxygen microbubbles improve radiotherapy tumor control in a rat fibrosarcoma model - A preliminary study. Park DM, Ed. PLOS ONE. 2018;13:e0195667. doi: 10.1371/journal.pone.0195667. [DOI] [PMC free article] [PubMed] [Google Scholar]