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Cattai A, Merlanti R, Bizzotto R, Lucatello L, Capolongo F, Franci P. Development and optimization of a fentanyl pharmacokinetic model for target-controlled infusion in anaesthetized dogs. Vet Anaesth Analg 2023; 50:31-40. [PMID: 35550343 DOI: 10.1016/j.vaa.2021.08.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2020] [Revised: 07/01/2021] [Accepted: 08/07/2021] [Indexed: 01/25/2023]
Abstract
OBJECTIVE To investigate pharmacokinetics (PK) of fentanyl administered by target-controlled infusion (TCI), and to develop a PK model optimized by covariates for TCI in anaesthetized dogs. STUDY DESIGN Prospective clinical study. ANIMALS A group of 20 client-owned dogs with spinal pain undergoing anaesthesia for magnetic resonance imaging. METHODS Fentanyl was administered as an infusion to 20 anaesthetized dogs using a TCI system incorporating a previously described fentanyl two-compartment PK. Arterial blood samples were collected at specific time points during the infusion and over 60 minutes post-infusion for measurement of fentanyl plasma concentrations. The predictive performance of the Sano PK model was assessed by comparing predicted and measured plasma concentrations. A population PK analysis was then performed using a nonlinear mixed-effect modelling approach, allowing inter- and intra-individual variability estimation. Finally, a quantitative stepwise evaluation of the influence of various covariates such as weight, body condition score, size, size-related age, sex and type of premedication on the PK model was considered. RESULTS Overall predictive performance of the Sano PK set of variables was not clinically acceptable in anaesthetized dogs. Fentanyl PK was best described by a three-compartment model. Weight and sex were found to affect the volume of distribution of the central compartment. Addition of these two covariate/variable associations resulted in a reduction of the objective function value (OFV) from -340.18 to -448.34, and of the median population weighted residual and the median population absolute weighted residual from 16.1% and 38.6% to 3.9% and 20.3%, respectively. Fentanyl infusions at measured concentrations up to 5.4 ng mL-1 in sevoflurane-anaesthetized dogs resulted in stable anaesthesia and smooth recoveries without complications. CONCLUSIONS AND CLINICAL RELEVANCE A population three-compartment PK model for fentanyl TCI in anaesthetized dogs was developed. Weight and sex have been detected and incorporated as significant covariates.
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Affiliation(s)
| | - Roberta Merlanti
- Department of Comparative Biomedicine and Food Science, Università degli Studi di Padova, Padua, Italy
| | | | - Lorena Lucatello
- Department of Comparative Biomedicine and Food Science, Università degli Studi di Padova, Padua, Italy
| | - Francesca Capolongo
- Department of Comparative Biomedicine and Food Science, Università degli Studi di Padova, Padua, Italy
| | - Paolo Franci
- Department of Veterinary Science, Università degli Studi di Torino, Turin, Italy
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Doh I, Lee SH, Lee YH, Jeon B, Choi BM, Noh GJ. Accuracy assessment of a PION TCI pump based on international standards. Anesth Pain Med (Seoul) 2019; 14:407-411. [PMID: 33329769 PMCID: PMC7713806 DOI: 10.17085/apm.2019.14.4.407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 05/03/2019] [Accepted: 05/09/2019] [Indexed: 11/17/2022] Open
Abstract
Background Inaccuracies associated with target-controlled infusion (TCI) delivery systems are attributable to both software and hardware issues, as well as pharmacokinetic variability. However, little is known about the inaccuracy of the syringe pump operating in TCI mode. This study aimed to evaluate the accuracy of the TCI pump based on international standards. Methods A test apparatus for accuracy evaluation of a syringe pump (PION TCI®, Bionet Co. Ltd.) was designed to apply the gravimetric method. Pump accuracy was evaluated in terms of deviation defined by the following equation: infusion rate deviation (%) = (Ratemea - Rateest ) / Rateest × 100, where Ratemea is the infusion rate (ml/h) as measured by the gravimetric system, and Rateest is the infusion rate (ml/h) as estimated by the pump. An infusion rate representing TCI mode was determined from previous clinical trial data which evaluated the predictive performance of the pharmacokinetic model. The PION TCI pump used in that clinical trial was used to evaluate accuracy of the syringe pump. The distribution of infusion rates obtained from the clinical trial was calculated, and the median value of the distribution was determined as the representative value. Results The representative infusion rate representing TCI mode was 31 ml/h, at which the infusion rate deviation was 4.5 ± 1.6%. Conclusions The inaccuracy of the syringe pump contributing to TCI system inaccuracy is insignificant.
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Affiliation(s)
- Il Doh
- Center for Medical Metrology, Korea Research Institute of Standards and Science (KRISS), Daejeon, Korea
| | - Seok Hwan Lee
- Center for Thermometry and Fluid Flow Metrology, Korea Research Institute of Standards and Science (KRISS), Daejeon, Korea
| | - Yong-Hun Lee
- Department of Anesthesiology and Pain Medicine, University of Ulsan College of Medicine, Seoul, Korea
| | - Bokyoung Jeon
- Department of Anesthesiology and Pain Medicine, University of Ulsan College of Medicine, Seoul, Korea
| | - Byung-Moon Choi
- Department of Anesthesiology and Pain Medicine, University of Ulsan College of Medicine, Seoul, Korea
| | - Gyu-Jeong Noh
- Department of Anesthesiology and Pain Medicine, University of Ulsan College of Medicine, Seoul, Korea.,Department of Clinical Pharmacology and Therapeutics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Cattai A, Bizzotto R, Cagnardi P, Di Cesare F, Franci P. A pharmacokinetic model optimized by covariates for propofol target-controlled infusion in dogs. Vet Anaesth Analg 2019; 46:568-578. [PMID: 31326349 DOI: 10.1016/j.vaa.2019.04.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Revised: 02/28/2019] [Accepted: 04/11/2019] [Indexed: 12/30/2022]
Abstract
OBJECTIVE To develop a population pharmacokinetic model for propofol target-controlled infusion (TCI) in dogs and to evaluate its performance for use in the clinical setting. STUDY DESIGN Prospective clinical study. ANIMALS A group of 40 client-owned dogs undergoing general anaesthesia for magnetic resonance imaging. METHODS Propofol was administered to 26 premedicated dogs and arterial blood samples were collected during the infusion and over 240 minutes after terminating the infusion. Propofol concentrations were measured by high-performance liquid chromatography. A population pharmacokinetic analysis was performed using a nonlinear mixed-effects modelling approach, allowing inter- and intra-individual variability estimation and quantitative evaluation of the influence of the following covariates: weight, body condition score, age, size-related age (Age_size), sex, premedication type, size and contrast agent administration. A final model was obtained using a stepwise approach in which individual covariate effects on each pharmacokinetic variable were incorporated. The performance of the developed TCI model was subsequently evaluated while inducing and maintaining anaesthesia in 14 premedicated dogs and assessed by comparing predicted and measured concentrations at specific time points. RESULTS Propofol pharmacokinetics was best described by a three-compartment model. Weight, Age_size, premedication and sex showed significant pharmacokinetic effects. Addition of the significant covariate/variable associations to the final model resulted in a reduction of the objective function value from 285.53 to -22.34. The median values of prediction error and absolute performance error were 3.1% and 28.4%, respectively. Induction targets between 4.0 and 6.5 μg mL-1 allowed intubation within 5.0 ± 0.9 minutes. Anaesthesia was achieved with targets between 3.0 and 6.5 μg mL-1. Mean time to extubation was 9.7 ± 2.6 minutes. All dogs recovered smoothly and without complications. CONCLUSIONS AND CLINICAL RELEVANCE Overall predictive performance of the pharmacokinetic model-driven infusion developed was clinically acceptable for administering propofol to dogs in routine anaesthesia.
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Affiliation(s)
- Andrea Cattai
- Department of Animal Medicine, Production and Health, Università degli Studi di Padova, Padua, Italy.
| | | | - Petra Cagnardi
- Department of Health, Animal Science and Food Safety, Università degli Studi di Milano, Milan, Italy
| | - Federica Di Cesare
- Department of Health, Animal Science and Food Safety, Università degli Studi di Milano, Milan, Italy
| | - Paolo Franci
- Department of Animal Medicine, Production and Health, Università degli Studi di Padova, Padua, Italy
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Yi JM, Doh I, Lee SH, Kim SY, Lee YH, Lee EK, Lee SH, Choi BM, Noh GJ. Predictive performance of a new pharmacokinetic model for propofol in underweight patients during target-controlled infusion. Acta Anaesthesiol Scand 2019; 63:448-454. [PMID: 30690713 DOI: 10.1111/aas.13335] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Revised: 01/02/2019] [Accepted: 01/07/2019] [Indexed: 01/24/2023]
Abstract
BACKGROUND In a previous study, the modified Marsh and Schnider models respectively showed negatively- and positively-biased predictions in underweight patients. To overcome this drawback, we developed a new pharmacokinetic propofol model-the Choi model-for use in underweight patients. In the present study, we evaluated the predictive performance of the Choi model. METHODS Twenty underweight patients undergoing elective surgery received propofol via TCI using the Choi model. The target effect-site concentrations (Ces) of propofol were 2.5, 3, 3.5, 4, 4.5, and 2 μg/mL. Arterial blood samples were obtained at least 10 minutes after achieving pseudo-steady-state. Predicted propofol concentrations with the modified Marsh, Schnider, and Eleveld pharmacokinetic models were obtained by simulation (Asan pump, version 2.1.3; Bionet Co. Ltd., Seoul, Korea). The predictive performance of each model was assessed by calculation of four parameters: inaccuracy, divergence, bias, and wobble. RESULTS A total of 119 plasma samples were used to determine the predictive performance of the Choi model. Our evaluation showed that the pooled median (95% CI) bias and inaccuracy were 4.0 (-4.2 to 12.2) and 23.9 (17.6-30.3), respectively. The pooled biases and inaccuracies of the modified Marsh, Schnider, and Eleveld models were clinically acceptable. However, the modified Marsh and Eleveld models consistently produced negatively biased predictions in underweight patients. In particular, the Schnider model showed greater inaccuracy at a target Ce ≥ 3 µg/mL. CONCLUSION The new propofol pharmacokinetic model (the Choi model) developed for underweight patient showed adequate performance for clinical use.
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Affiliation(s)
- Jung-Min Yi
- Department of Anesthesiology and Pain Medicine; Catholic Kwandong University International St. Mary's Hospital; Incheon Korea
| | - Il Doh
- Center for Medical Metrology; Korea Research Institute of Standards and Science (KRISS); Daejeon Korea
| | - Seok-Hwan Lee
- Center for Thermometry and Fluid Flow Metrology; Korea Research Institute of Standards and Science (KRISS); Daejeon Korea
| | - Soo-Young Kim
- Department of Anesthesiology and Pain Medicine, Asan Medical Center; University of Ulsan College of Medicine; Seoul Korea
| | - Yong-Hun Lee
- Department of Anesthesiology and Pain Medicine, Asan Medical Center; University of Ulsan College of Medicine; Seoul Korea
| | - Eun-Kyung Lee
- Department of Statistics; Ewha Womans University; Seoul Korea
| | - Soo-Han Lee
- New Drug Development Center; Osong Medical Innovation Foundation; Chungcheongbuk-do Korea
| | - Byung-Moon Choi
- Department of Anesthesiology and Pain Medicine, Asan Medical Center; University of Ulsan College of Medicine; Seoul Korea
| | - Gyu-Jeong Noh
- Department of Anesthesiology and Pain Medicine, Asan Medical Center; University of Ulsan College of Medicine; Seoul Korea
- Department of Clinical Pharmacology and Therapeutics, Asan Medical Center; University of Ulsan College of Medicine; Seoul Korea
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Park J, Choi S, Park J, Lee K, Yun H, Lee E, Choi B, Noh G. Population pharmacokinetic analysis of propofol in underweight patients under general anaesthesia. Br J Anaesth 2018; 121:559-566. [DOI: 10.1016/j.bja.2018.04.045] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2017] [Revised: 03/14/2018] [Accepted: 05/20/2018] [Indexed: 11/16/2022] Open
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Cox S, Bailey J, Okafor C, Seddighi R, Doherty T. The influence of storage time and temperature on propofol concentrations in canine blood and plasma. PeerJ 2017; 5:e3476. [PMID: 28674652 PMCID: PMC5494168 DOI: 10.7717/peerj.3476] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2017] [Accepted: 05/30/2017] [Indexed: 11/29/2022] Open
Abstract
Propofol is an intravenous anesthetic commonly used due to its favorable pharmacokinetic and pharmacodynamic profile. There are discrepancies in the literature about the most appropriate sample for determining propofol concentrations. Although plasma has been used for determining propofol concentrations, whole blood has been the preferred sample. There is also a lack of consistency in the literature on the effect of storage time and temperature on propofol concentrations and this may lead to errors in the design of pharmacokinetic/pharmacodynamics studies. The purpose of this study was to determine the difference in propofol concentrations in whole blood versus plasma and to evaluate the influence of storage time (56 days) and temperature (4 °C, −20 °C, −80 °C) on the stability of propofol concentrations in blood and plasma samples. Results from the study indicate that whole blood and plasma samples containing propofol stored at −80 °C have concentrations as high as or higher than those stored at 4 °C or −20 °C for 56 days; thus, −80 °C is an appropriate temperature for propofol sample storage. Plasma propofol concentrations were consistently higher than whole blood for all three storage temperatures. Consequently, plasma is the most appropriate sample for propofol analysis due to its consistent determinations.
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Affiliation(s)
- Sherry Cox
- Department of Biomedical and Diagnostic Sciences, University of Tennessee, Knoxville, TN, United States of America
| | - Joan Bailey
- Department of Biomedical and Diagnostic Sciences, University of Tennessee, Knoxville, TN, United States of America
| | - Chika Okafor
- Department of Biomedical and Diagnostic Sciences, University of Tennessee, Knoxville, TN, United States of America
| | - Reza Seddighi
- Department of Large Animal Clinical Sciences, University of Tennessee, Knoxville, TN, United States of America
| | - Tom Doherty
- Department of Large Animal Clinical Sciences, University of Tennessee, Knoxville, TN, United States of America
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Lee Y, Choi G, Jung K, Choi B, Bang J, Lee E, Choi B, Noh G. Predictive performance of the modified Marsh and Schnider models for propofol in underweight patients undergoing general anaesthesia using target-controlled infusion. Br J Anaesth 2017; 118:883-891. [DOI: 10.1093/bja/aex102] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2017] [Indexed: 11/14/2022] Open
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Park SK, Park JH, Kang HU, Choi BM, Noh GJ. Comparison of the clinical performance of the modified Marsh model for propofol between underweight and normal-weight patients with Crohn's disease. Korean J Anesthesiol 2017; 70:606-611. [PMID: 29225743 PMCID: PMC5716818 DOI: 10.4097/kjae.2017.70.6.606] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Revised: 03/04/2017] [Accepted: 03/12/2017] [Indexed: 11/24/2022] Open
Abstract
Background The aim of this retrospective study was to compare the clinical performance of the modified Marsh model for propofol between underweight and normal-weight patients with Crohn's disease. Methods The medical records of 50 patients who underwent elective surgery for Crohn's disease were reviewed retrospectively. Propofol and remifentanil were administered using target effect-site concentration (Ce)-controlled infusion with the modified Marsh and Minto models. Target Ce values of propofol were adjusted within a range of 2.5–3 µg/ml to maintain a bispectral index (BIS) value of less than 60 during anesthesia maintenance. Dosages of anesthetic agents administered during surgery were compared between underweight and normal-weight patients. The infusion profiles of patients were applied as inputs to calculate the Ce values in the Schnider model. Results The total midazolam and remifentanil dosages required for underweight patients were higher than those required for normal-weight patients to maintain BIS values at less than 60 within a target propofol Ce range of 2.5–3 µg/ml. Simulation results suggested that the Schnider model may be an appropriate pharmacokinetic model for target-controlled infusion in underweight patients, as the clearance was consistently higher in the Schnider model than the modified Marsh model, particularly in underweight patients. Conclusions The modified Marsh model might cause inadvertent propofol underdosing in underweight patients. Future studies are necessary to compare the predictive performance of the modified Marsh and Schnider pharmacokinetic models in underweight patients.
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Affiliation(s)
- Soo-Kyung Park
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Ji Hyun Park
- Department of Anesthesiology and Pain Medicine, Hangang Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Korea
| | - Hyun Uk Kang
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Byung-Moon Choi
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Gyu-Jeong Noh
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.,Department of Clinical Pharmacology and Therapeutics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Structural effects on cosolubilization of dendrimer and propofol in water dilutable microemulsions as delivery vehicle. Colloids Surf A Physicochem Eng Asp 2016. [DOI: 10.1016/j.colsurfa.2016.03.016] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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Perlstein M, Aserin A, Wachtel EJ, Garti N. Propofol solubilization and structural transformations in dilutable microemulsion. Colloids Surf B Biointerfaces 2015; 136:282-90. [DOI: 10.1016/j.colsurfb.2015.08.044] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Accepted: 08/25/2015] [Indexed: 10/23/2022]
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Choi BM, Karm MH, Jung KW, Yeo YG, Choi KT. The predictive performance of infusion strategy nomogram based on a fluid kinetic model. Korean J Anesthesiol 2015; 68:128-35. [PMID: 25844130 PMCID: PMC4384399 DOI: 10.4097/kjae.2015.68.2.128] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Revised: 08/13/2014] [Accepted: 09/04/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In a previous study, fluid kinetic models were applied to describe the volume expansion of the fluid space by administration of crystalloid and colloid solutions. However, validation of the models were not performed, it is necessary to evaluate the predictive performance of these models in another population. METHODS Ninety five consenting patients undergoing elective spinal surgery under general anesthesia were enrolled in this study. These patients were randomly assigned to three fluid groups i.e. Hartmann's solution (H group, n = 28), Voluven® (V group, n = 34), and Hextend® (X group, n = 33). After completion of their preparation for surgery, the patients received a loading and maintenance volume of each fluid predetermined by nomograms based on fluid pharmacokinetic models during the 60-minute use of an infusion pump. Arterial samples were obtained at preset intervals of 0, 10, 20, and 30 min after fluid administration. The predictive performances of the fluid kinetic modes were evaluated using the fractional change of arterial hemoglobin. The relationship between blood-volume dilution and target dilution of body fluid space was also evaluated using regression analysis. RESULTS A total of 194 hemoglobin measurements were used. The bias and inaccuracy of these models were -2.69 and 35.62 for the H group, -1.53 and 43.21 for the V group, and 9.05 and 41.82 for the X group, respectively. The blood-volume dilution and target dilution of body-fluid space showed a significant linear relationship in each group (P < 0.05). CONCLUSIONS Based on the inaccuracy of predictive performance, the fluid-kinetic model for Hartmann's solution showed better performance than the other models.
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Affiliation(s)
- Byung Moon Choi
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Korea
| | - Myung Hwan Karm
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Korea
| | - Kyeo Woon Jung
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Korea
| | - Young Goo Yeo
- The College of Engineering Hanyang University, Seoul, Korea
| | - Kyu Taek Choi
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Korea
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Elviri L, Mangia M, Menabeni R, Della Bella A, Camellini C, Beltrami D, Arduini L, Bettini R. Understanding solid-state properties of triglycerides used in pharmaceutical and food microencapsulation. J Microencapsul 2014; 32:240-6. [PMID: 25537117 DOI: 10.3109/02652048.2014.995732] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Hydrophobic materials, in particular hydrogenated vegetable oils, HVO, are extensively used as coating materials in food and pharmaceutical systems. Correct application of these coatings requires an evaluation of their behaviour as a function of various parameters such as melting temperature, solubility, concentration and/or pH. The purpose of this study was to assess the physico-chemical properties of an HVO in terms of composition, crystallisation, phase transition and polymorphism using a variety of analytical techniques, such as electrospray mass spectrometry (ESI-MS), differential scanning calorimetry (DSC) and X-ray diffraction (XRD). High-resolution ESI-MS allowed establishment of the HVO main composition of long-chain triglycerides (average molecular weight 1183 Da). DSC results showed that thermal history determines the formation of at least two polymorphs of HVO, namely two different crystal forms, assigned as form α, melting point (m.p.) 48 °C, and form β', m.p. 60 °C. A third polymorph, the more thermodynamically stable β-form, having a melting point at 62 °C, is obtained by solution-mediated re-crystallisation. Phase transformation paths were investigated by isothermal DSC experiments, which evidenced that the α-form is kinetically stable at temperatures lower than 25 °C. These data are of particular interest in practical applications such as spray freezing or pan coating where significant heat transfer phenomena are involved.
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