Pharmacokinetics and Pharmacodynamics of Ketamine as an Analgesic for Rational Intravenous Infusion in Ponies.
Graduate School for Cellular and Biomedical Sciences University of Bern
PhD Thesis
Submitted by
Olivier Louis Raymond LEVIONNOIS from Cancale, France
Thesis advisor
Prof. Dr. Meike Mevissen Division of Veterinary Pharmacology and Toxicology Department of Clinical Research and Veterinary Public Health Vetsuisse Faculty, University of Bern
AUTHOR
OLIVIER LOUIS RAYMOND LEVIONNOIS
Born the 6th September 1977, Paris, France
EDUCATION 2003 Academic degree DVM Ecole Nationale Vétérinaire, Agroalimentaire et de l'Alimentation Nantes-Atlantique, Nantes, France 2006 Academic degree Dr. med.vet. Department of Clinical Veterinary Medicine, Vetsuisse Faculty, University of Bern, Switzerland 2006-2011 PhD-student for the DVM-PhD at the Graduate School for Cellular and Biomedical Sciences, University of Bern, Switzerland
POSTGRADUATE TRAINING 2007 Diplomate of the European College of Veterinary Anaesthesia and Analgesia (ECVAA)
CURRENT POSITION Clinical educator and Research assistant, Division Anaesthesiology, Department Clinical Veterinary Medicine, Vetsuisse Faculty, University of Bern, Switzerland.
LAST PUBLICATIONS Pieper K, Schuster T, Levionnois O, Matis U, Bergadano A. Antinociceptive efficacy and plasma concentrations of transdermal buprenorphine in dogs. Vet J. 2010 Mar 3. [Epub ahead of print] Levionnois OL, Mevissen M, Thormann W, Spadavecchia C. Assessing the efficiency of a pharmacokinetic-based algorithm for target-controlled infusion of ketamine in ponies. Res Vet Sci. 2010 Jun;88(3):512-8. Levionnois OL, Menge M, Thormann W, Mevissen M, Spadavecchia C. Effect of ketamine on the limb withdrawal reflex evoked by transcutaneous electrical stimulation in ponies anaesthetised with isoflurane. Vet J. 2010 Dec;186(3):304-11. Larenza MP, Peterbauer C, Landoni MF, Levionnois OL, Schatzmann U, Spadavecchia C, Thormann W. Stereoselective pharmacokinetics of ketamine and norketamine after constant rate infusion of a subanesthetic dose of racemic ketamine or S-ketamine in Shetland ponies. Am J Vet Res. 2009 Jul;70(7):831-9. Enderle AK, Levionnois OL, Kuhn M, Schatzmann U. Clinical evaluation of ketamine and lidocaine intravenous infusions to reduce isoflurane requirements in horses under general anaesthesia. Vet Anaesth Analg. 2008 Jul;35(4):297-305. Spadavecchia C, Levionnois OL, Kronen P, Andersen OK. The effects of isoflurane minimum alveolar concentration on withdrawal reflex activity evoked by repeated transcutaneous electrical stimulation in ponies. Vet J. 2010 Mar;183(3):337-44. Levionnois OL, Spadavecchia C, Kronen PW, Schatzmann U. Determination of the minimum alveolar concentration of isoflurane in Shetland ponies using constant current or constant voltage electrical stimulation. Vet Anaesth Analg. 2009 Jan;36(1):9-17. Levionnois OL, Kronen P. Development of post-pump syndrome in a sheep after mitral valve stenting. Lab Anim. 2008 Oct;42(4):505-10. Larenza MP, Knobloch M, Landoni MF, Levionnois OL, Kronen PW, Theurillat R, Schatzmann U, Thormann W. Stereoselective pharmacokinetics of ketamine and norketamine after racemic ketamine or S-ketamine administration in Shetland ponies sedated with xylazine. Vet J. 2008 Sep;177(3):432-5. Larenza MP, Landoni MF, Levionnois OL, Knobloch M, Kronen PW, Theurillat R, Schatzmann U, Thormann W. Stereoselective pharmacokinetics of ketamine and norketamine after racemic ketamine or S-ketamine administration during isoflurane anaesthesia in Shetland ponies. Br J Anaesth. 2007 Feb;98(2):204-12. Knobloch M, Portier CJ, Levionnois OL, Theurillat R, Thormann W, Spadavecchia C, Mevissen M. Antinociceptive effects, metabolism and disposition of ketamine in ponies under target-controlled drug infusion. Toxicol Appl Pharmacol. 2006 Nov 1;216(3):373-86. Spadavecchia C, Levionnois OL, Kronen PW, Leandri M, Spadavecchia L, Schatzmann U. Evaluation of administration of isoflurane at approximately the minimum alveolar concentration on depression of a nociceptive withdrawal reflex evoked by transcutaneous electrical stimulation in ponies. Am J Vet Res. 2006 May;67(5):762-9. Pharmacokinetics and Pharmacodynamics of Ketamine as an Analgesic for Rational Intravenous Infusion in Ponies.
Department of Clinical Veterinary Medicine
Division of Anaesthesiology, Vetsuisse Faculty,
University of Berne, Berne, Switzerland
University of Bern | Graduate School for Cellular and Biomedical Sciences
Theodor Kocher Institute | Freiestrasse 1 | CH-3012 Bern
Olivier Louis Raymond LEVIONNOIS
2011
Accepted by the Faculty of Medicine, the Faculty of Science and the Vetsuisse Faculty of the University of Bern at the request of the Graduate School for Cellular and Biomedical Sciences
Bern, Dean of the Faculty of Medicine
Bern, Dean of the Faculty of Science
Bern, Dean of the Vetsuisse Faculty Bern A ma famille, d’ici et de là bas, tous dans mon cœur.
Supervisor: Prof. Meike Mevissen Division of Veterinary Pharmacology and Toxicology Department of Clinical Research and Veterinary Public Health Vetsuisse Faculty, University of Bern, Switzerland
Co-referee: Prof. Claudia Spadavecchia Division of Veterinary Anaesthesiology and Pain Medicine Department of Clinical Veterinary Sciences Vetsuisse Faculty, University of Bern, Switzerland
Secondary Co-referee and Reviewers: Prof. Wolfgang Thormann Department of Clinical Pharmacology, University of Bern, Switzerland
Prof. Christopher Portier Environmental Toxicology Program National Institute of Environmental Health Sciences Research Triangle Park, NC 27709, USA
Thesis Mentor: Prof. Mireille Meylan Ruminant Clinic Department of Clinical Veterinary Sciences Vetsuisse Faculty, University of Bern, Switzerland
Ketamine pharmacokinetic and pharmacodynamic
0 Ketamine pharmacokinetic and pharmacodynamic
Content
1. Abbreviations ...... 2
2. Acknowledgments ...... 3
3. Summary ...... 4
(1) Abstract (English) ...... 4
(2) Abstract (German) ...... 5
(3) Abstract (French) ...... 6
4. List of original publications ...... 7
5. Preface ...... 9
(1) Preliminary notes ...... 9
(2) Background ...... 9
6. Introduction ...... 13
7. Aims of the PhD project ...... 15
(1) Characterization of ketamine pharmacokinetics ...... 15
(2) The effect of isoflurane on the Withdrawal Reflex ...... 16
(3) Effects of ketamine on the Withdrawal Reflex ...... 16
8. Methods and Results ...... 17
(1) Animals ...... 17
(2) Induction of isoflurane general anaesthesia ...... 17
(3) Ketamine: stereoselective pharmacokinetics ...... 17
(4) Electrophysiological recordings of the Withdrawal Reflexes ...... 27
9. Conclusion and Future applications ...... 31
10. References ...... 35
Declaration of Originality ...... 39
Appendix: Publications ...... 41
1 Ketamine pharmacokinetic and pharmacodynamic
1. Abbreviations
CC Constant current CE Capillary electrophoresis CV Constant voltage EMG Electromyographic ETT Endotracheal tube HPLC High pressure liquid chromatography ID Internal diameter MAC Minimum alveolar concentration NMDA N-methyl-D-aspartate NWR Nociceptive withdrawal reflex PBPk Physiologically-based pharmacokinetic R-ket R (-) ketamine R-nor R (-) norketamine RMS Root mean square S-ket S (+) ketamine S-nor S (+) norketamine TCI Target-controlled infusion TS Temporal summation WDR Wide dynamic range WR Withdrawal reflex
2 Ketamine pharmacokinetic and pharmacodynamic
2. Acknowledgments
The present study has been carried out at the Anaesthesiology division, Department of Clinical Veterinary Medicine, Vetsuisse Faculty, University of Berne, Switzerland. I wish to sincerely thank Prof. Urs Schatzmann who initially received me in this team and continuously supported me in the development of my career, as well as providing location and experimental animals.
I wish to express my deepest and sincere gratitude to the whole team of the Anaesthesiology division where I grew up together with many collaborators: Prof. Claudia Spadavecchia, for her continuous support from the first day until the last one, for her to trust me, and of course for her best-quality scientific supervision; Dr. Paula Larenza, for sharing interests and joining forces at the time we both started our PhD work, and to all my other colleagues for sharing idea, time and help by the experiments as well as supporting my agenda between clinics and office.
My sincere thanks to Prof. Meike Mevissen for overtaking the supervision of this PhD and providing organizational support in financing these years, in writing and in reviewing pharmacokinetic issues as well as leading the investigation on the PBPk model.
I am in debt to Dr. Monika Knobloch who, besides being a warm friend since many years, invested time of her life to start this PhD and to help with unfettered motivation to set the capillary electrophoresis method. This would not have been possible without the full support of Prof. Wolfgang Thormann, Regula Theurillat, and their all laboratory team at the Institute of Clinical Pharmacology and Visceral Research. Many thanks for their help and wonderful work.
Thanks to Dr. Luciano Spadavecchia who developed the devices and software. The ketamine and S- ketamine were obtained from the laboratory company Dr. E. Graeub AG. I thank them for their support. Thanks to Prof. André Jaggy for its support at combining clinical duty with experimental work.
Finally my gratefulness and love to my wife Simone, who provided me the most important in life – Immense love, blind confidence and full of time!
The studies of this PhD have been supported financially by Vetsuisse and the Swiss National Science Foundation. The grants are gratefully acknowledged.
3 Ketamine pharmacokinetic and pharmacodynamic
3. Summary
(1) Abstract (English)
The research presented in this thesis focused on experimental studies on the pharmacokinetics and the antinociceptive activity of ketamine in ponies anaesthetized with isoflurane. The latter was investigated by the modulation of the nociceptive withdrawal reflex (NWR).
In a first step, an analytical method using capillary electrophoresis was developed to quantify both ketamine enantiomers and their metabolites S- and R-norketamine. Secondly, the stereospecific pharmacokinetics of ketamine and norketamine was studied after administration of a single bolus. Slight but significant differences were found between S-norketamine and R-norketamine levels. A target- controlled infusion (TCI) of ketamine was administered successfully. Subsequently, the pharmacokinetics of the ketamine infusion was studied and integrated, together with previous data, in a physiologically-based pharmacokinetic (PBPk) model.
In order to investigate the modulation of the NWR by ketamine, the minimal alveolar concentration (MAC) of isoflurane was determined, and the effect of isoflurane on the NWR was studied below and up to the MAC when single stimulation as well as repeated stimulations was applied. Isoflurane dose- dependently depressed the NWR but did not completely inhibit it. Repeated stimulation elicited stronger reflexes, but temporal summation (TS) was inhibited at peri-MAC concentration of isoflurane. Finally, the TCI of ketamine significantly abolished the NWR with the effect being more pronounced when compared to the administration of isoflurane alone. In absence of TS, a specific effect of the NMDA- antagonist ketamine on central sensitization could not be investigated.
In conclusion, the work presented in this PhD thesis has provided a new method for enantioselective quantification of ketamine in plasma, large evidence for the stereoselective pharmacokinetics of ketamine in anaesthetized ponies, and its integration in a PBPk model, as well as modulatory effects of isoflurane and ketamine on the NWR. At the plasma levels observed in the present work, ketamine was found to modulate the sensory-motor processing.
4 Ketamine pharmacokinetic and pharmacodynamic
(2) Abstract (German)
Die vorliegende Arbeit befasst sich mit experimentellen Studien zur Pharmakokinetik und der antinocizeptiven Aktivität von Ketamin bei Ponies unter Isoflurananästhesie. Letztere wurde über die Regulierung des sogenannten ‚nociceptive withdrawal reflex„ (NWR) erforscht.
Im ersten Schritt wurde eine analytische Methode etabliert, die es erlaubte beide Ketaminenantiomere sowie deren Metaboliten S- und R-Norketamin mittels Kapillarelektrophorese zu analysieren. Anschliessend wurde die stereospezifische Pharmakokinetik von Ketamin und Norketamin nach Verabreichung einer Ketamin-Bolus-Infusion untersucht. Es konnten geringe, aber signifikante Unterschiede zwischen den S-Norketamin und R-Norketamin Level nachgewiesen werden. Eine ‚target- controlled„ Ketamininfusion (TCI) wurde erfolgreich verabreicht. Die Pharmakokinetik der Ketamininfusion wurde zusammen mit vorher erhobenen Daten in einem Pharmakokinetik-Modell untersucht, welches die Physiologie der zu untersuchenden Spezies miteinbezieht (PBPk) pharmakokinetischen (PBPk) Model untersucht.
Um die Modulation des NWR durch Ketamin zu untersuchen, wurde die minimale alveoläre Konzentration (MAC) von Isofluran bestimmt und der Einfluss von Isofluran auf den NWR unterhalb und oberhalb der MAC bei einmaligen und sich wiederholenden Stimulationen erforscht. Isofluran hemmte den NWR dosisabhängig, aber nicht vollständig. Wiederholte Stimulationen riefen stärkere Reflexe hervor, allerdings wurde die ‚temporal summation„ (TS) bei der MAC Konzentration von Isofluran gehemmt. Die Ketamin TCI hemmte den NWR stärker im Vergleich zu Isofluran allein. In Abwesenheit von TS konnte kein Effekt des NMDA Antagonisten Ketamin auf die zentrale Sensitivierung untersucht werden.
Zusammenfassend kann gesagt werden, dass eine neue Methode für die enantioselektive Quantifikation von Ketamin in Plasma etabliert wurde. Weiterhin konnte gezeigt werden, dass die Pharmakokinetik von Ketamin in anästhesierten Ponies stereoselektiv ist. Die erhobenen Daten der experimentellen Studie erlaubten die Erstellung eines PBPk Model und die regulierende Wirkung von Isofluran und Ketamin auf den NWR wurde nachgewiesen. Es konnte gezeigt werden, dass Ketamin, bei den in unserer Studie vorliegenden Plasmaspiegeln, neuromuskuläre Prozesse reguliert.
5 Ketamine pharmacokinetic and pharmacodynamic
(3) Abstract (French)
La collection d‟articles présentée ici offre l‟investigation des propriétés pharmacocinétiques ainsi que l‟activité antinociceptive de la kétamine chez des poneys sous anesthésie générale à l‟isoflurane. Les propriétés anti nociceptives furent étudiées grâce au modèle du reflexe de retrait à la douleur.
Dans un premier temps, une méthode analytique basée sur l‟electrophorèse capillaire fut développée pour permettre la quantification des deux énantiomères de la kétamine et de ses métabolites issus de la N-déméthylation (les énantiomères de la nor-kétamine). Puis, la pharmacocinétique stéréospécifique de ces molécules fut étudiée in vivo après l‟administration d‟un bolus intraveineux unique chez les poneys. Les différences entre énantiomères de la nor-kétamine furent légères mais présentes et significatives. Une perfusion intraveineuse à objectif de concentration plasmatique fut administrée ensuite avec succès. Le profil pharmacocinétique de la kétamine a été étudié et avec l‟ensemble des données recueillies, un modèle pharmacocinétique de type physiologique fut élaboré.
Afin de caractériser l‟effet modulatoire de la kétamine sur le modèle du reflexe de retrait à la douleur, la concentration minimale alvéolaire fut déterminée, et l‟influence de l‟isoflurane sur le modèle fut étudiée autour ce cette concentration lorsque des stimulations électriques uniques, ou répétées, ont été appliquées. L‟isoflurane a démontré un effet dépresseur dose-dépendant du reflexe mais n‟a pas pu l‟inhiber complètement. Les stimulations répétées ont évoqué des réflexes plus marqués, mais la sommation temporelle fut inhibée lorsque l‟isoflurane était administré à environ la concentration minimale alvéolaire. La perfusion intraveineuse de kétamine a finalement montré un effet depresseur supplémentaire du reflexe. Etant donné l‟absence de sommation temporelle par l‟isoflurane, cet effet de la kétamine ne put être démontré.
En conclusion, le travail présenté dans cette thèse procure une nouvelle méthode de quantification énantioselective de la kétamine dans le plasma sanguin, une évidence pour la pharmacocinétique stéréoselective de la kétamine chez les poneys sous anesthésie générale à l‟isoflurane, le développement d‟un modèle pharmacocinétique physiologique, ainsi que les effets modulatoire de l‟isoflurane et de la kétamine sur le modèle du reflexe de retrait à la douleur. Aux niveaux plasmatiques étudiés dans les articles présents, un effet modulateur du système sensoriel et moteur par la kétamine a pu être démontré.
6 Ketamine pharmacokinetic and pharmacodynamic
4. List of original publications
The present thesis is based on the following original publications, referred to in the text by their roman numerals (I-VIII).
I. Theurillat R, Knobloch M, Levionnois O, Larenza P, Mevissen M, Thormann W. Characterization of the stereoselective biotransformation of ketamine to norketamine via determination of their enantiomers in equine plasma by capillary electrophoresis. Electrophoresis. 2005 Oct;26(20):3942-51.
II. Larenza MP, Landoni MF, Levionnois OL, Knobloch M, Kronen PW, Theurillat R, Schatzmann U, Thormann W. Stereoselective pharmacokinetics of ketamine and norketamine after racemic ketamine or S-ketamine administration during isoflurane anaesthesia in Shetland ponies. Br J Anaesth. 2007 Feb;98(2):204-12.
III. Levionnois OL, Mevissen M, Thormann W, Spadavecchia C. Assessing the efficiency of a pharmacokinetic-based algorithm for target-controlled infusion of ketamine in ponies. Res Vet Sci. 2010 Jun;88(3):512-8.
IV. Knobloch M, Portier CJ, Levionnois OL, Theurillat R, Thormann W, Spadavecchia C, Mevissen M. Antinociceptive effects, metabolism and disposition of ketamine in ponies under target-controlled drug infusion. Toxicol Appl Pharmacol. 2006 Nov 1;216(3):373-86.
V. Levionnois OL, Spadavecchia C, Kronen PW, Schatzmann U. Determination of the minimum alveolar concentration of isoflurane in Shetland ponies using constant current or constant voltage electrical stimulation. Vet Anaesth Analg. 2009 Jan;36(1):9-17.
VI. Spadavecchia C, Levionnois O, Kronen PW, Leandri M, Spadavecchia L, Schatzmann U. Evaluation of administration of isoflurane at approximately the minimum alveolar concentration on depression of a nociceptive withdrawal reflex evoked by transcutaneous electrical stimulation in ponies. Am J Vet Res. 2006 May;67(5):762-9.
VII. Spadavecchia C, Levionnois O, Kronen P, Andersen OK. The effects of isoflurane minimum alveolar concentration on withdrawal reflex activity evoked by repeated transcutaneous electrical stimulation in ponies. Vet J. 2010 Mar;183(3):337-44.
VIII. Levionnois OL, Menge M, Thormann W, Mevissen M, Spadavecchia C. Effect of ketamine on the limb withdrawal reflex evoked by transcutaneous electrical stimulation in ponies anaesthetised with isoflurane. Vet J. 2010 Dec;186(3):304-11.
7 Ketamine pharmacokinetic and pharmacodynamic
8 Ketamine pharmacokinetic and pharmacodynamic
5. Preface
(1) Preliminary notes
The manuscript presented here is based on experimental studies conducted by our research group. This thesis has been written in 2010. Reported experimental studies were performed between 2005 and 2007, and published between 2005 and 2010. The author of the present thesis (OL Levionnois) was the main investigator conducting study design, data collection, data analysis and article writing with help from collaborators and co-authors in the publications III., V. and VIII. In the publications VI. and VII., the author of the thesis (OL Levionnois) was a main investigator (study design, data collection, data analysis and article writing) together with C Spadavecchia who directed the experiments and the article writing. In the publication IV., the author of the present thesis (OL Levionnois) was a main investigator (study design, data collection, data analysis and article writing) together with M Knobloch who led the data analysis and the article writing under the direction of M Mevissen and C Spadavecchia. The development of the PBPk model was under the direction of CJ Portier. In the publications I. and II., the author of the present thesis (OL Levionnois) has been involved only partially to the experimental design and the data collection. The main investigators were R Theurillat and MP Larenza, respectively, under the direction of W Thormann and M Mevissen. These two publications are included in the description of this thesis but are not joined to the appendix.
(2) Background
In an editorial, contemporary to the writing of this thesis, J.F. Antognini wrote that “there are at least three desired end-points for general anaesthesia, namely, (1) amnesia, (2) unconsciousness and (3) immobility. Some clinicians and investigators would also include analgesia and perhaps cardiovascular stability” (Antognini 2010). From the clinical perspective, all anaesthesiologists would agree to state that their primary goal is getting the best possible conditions to safely perform surgical, therapeutic or diagnostic procedures, with the lowest possible morbidity rate. Under these circumstances, amnesia, unconsciousness and immobility may appear as means, rather than main endpoints, to serve the primary objectives: blunt the stress response to the (physical and psychic) surgical trauma and provide the best conditions for the success of the required procedure. Shafer and Stanski (Shafer and Stanski 2008) recently pointed out that analgesia is in fact at least as important as hypnosis during general anaesthesia. Since the early development of general anaesthesia, Crile (1901) defined the concept of anociassociation: “In conscious individuals, all noxious stimuli reach the brain. During general anaesthesia only the traumatic stimuli are perceived centrally while with complete anociassociation all stimuli are blocked” (Vandam 2000). Once again, general anaesthesia is defined as amnesia, unconsciousness and immobility, but not analgesia, which could be provided at this time by loco- regional anaesthetic techniques to reach anociassociation. Shortly after, Cushing (1902) considered also
9 Ketamine pharmacokinetic and pharmacodynamic general anaesthesia combined to opioid analgesics as anociassociation (Vandam 2000). With developments of better techniques and drugs, these first fruits of “balanced anaesthesia” were then complemented by the association of muscle relaxant and premedication to improve the triad immobility, unconsciousness and amnesia of the hypnosis, then named “combined anaesthesia” (Griffith and Johnson 1942). At this time, there was no drug able to produce all these effects adequately without undesirable over-dosage and the association of several drugs owing these respective properties was necessary. Of further interest is the approach of Little and Stephen (1954). They distanced themselves from the means to perform a satisfactory anaesthesia, rather defining basic goals to be achieved: “The patient should undergo surgery safely and pleasantly; The surgeon’s work should be made expeditious; Prompt return to pre-operative physiological Status Quo” (Little and Stephen 1954). The clinical endpoints to reach these goals were described, and included oxygenation, analgesia, removal of waste product, maintenance of circulatory, acid-base and electrolyte equilibrium, the control of undesirable reflex activity, optimal working conditions, and the triad of hypnosis, muscle relaxation and amnesia. As the title of the article indicated in 1954, these tenets for “modern” balanced anaesthesia are holding until today. Nowadays, some single anaesthetic drugs cover all three aspects of the triad and allow for good quality of unconsciousness, muscle relaxation, and amnesia. Therefore, the distinction between each of these parameters is not as important anymore when setting up a clinical anaesthetic plan for standard procedures. Moreover, advanced loco-regional techniques and sedative drugs highlight that adequate analgesia may be enough to allow for performing procedures with neither loss of consciousness nor immobility, providing the patient is cooperative. Recent advances in the understanding of the physiology of nociception and antinociception confirmed these hypotheses, mentioned since the early twentieth century, that hypnosis is not all and anociassociation is superior. If emotional pain may not be integrated and actually felt in absence of consciousness, noxious stimulation, nociception and hyperalgesia still take place and induce the stress response, responsible for physiological instability, metabolic alterations and potentially morbidity. Based on actual knowledge, it would be appropriate to reformulate the definition of anaesthesia and state that there are at least four desired end-points for general anesthesia in animals, namely, (1st.) antinociception and antihyperalgesia (i.e. depression of nociceptive pathways and subsequent consequences), more than analgesia sensu stricto, (2nd.) physiological protection (through stability of cardio-respiratory, acid-base and electrolyte equilibrium, or via controlled depression of potential stress response like sympathetic activity, oxygen demand), (3rd.) vigilance/arousal depression, from anxiolysis to unconsciousness, and (4th.) movement depression (from mild myorelaxation to complete immobility). However, the last two are more means than primary objectives.
This point of view predicts very well the clinical impression that an anaesthetic protocol focusing on amnesia, immobility and unconsciousness (e.g. acepromazine premedication, propofol induction and isoflurane maintenance) may be appropriate for non noxious procedures, but will reveal to be very poor at maintaining a stable and safe peri-anaesthetic phase - even though still better than without general anaesthesia at all - and will provide only minimal amelioration during the post-operative phase. Indeed, a very large clinical interest developed over the last decades for peri-operative analgesia. This is to be understood on the top of adequate hypnosis (“combined anaesthesia”). Nowadays, the term “general anaesthesia” automatically implies hypnosis (unconsciousness and muscle relaxation) and analgesia (Shafer and Stanski 2008), together with general patient safety. In this regard, several analgesic drugs have been described to be administered intravenously concomitantly to hypnotics. Ketamine is one of
10 Ketamine pharmacokinetic and pharmacodynamic those drugs and can be administered at doses which do not target loss of consciousness (sub- anaesthetic) but elicit antinociception. Ketamine is in use by clinicians since decades in all commonly treated animal species and has been reported in clinical studies to decrease isoflurane requirement, while reducing its undesirable effects and provide partial antinociception. Some clinical regimens of administration have even been proposed. However, only little information is available on its efficacy and potency as an analgesic. This is the focus of the present thesis.
11 Ketamine pharmacokinetic and pharmacodynamic
12 Ketamine pharmacokinetic and pharmacodynamic
6. Introduction
Ketamine is an anaesthetic drug widely used in many animal species since several decades to induce and maintain general anaesthesia (Wright 1982). Its mechanism of action is still unclear. However, beside interactions with multiple receptor types, ketamine antagonistic action at the N-methyl-D- aspartate (NMDA) receptor has been described (Anis, Berry et al. 1983) and appears to play a major role in its anaesthetic properties (Flohr, Glade et al. 1998). The key contribution of NMDA receptors within the nociceptive physiology has also been reported (Haley, Sullivan et al. 1990; Dickenson and Aydar 1991; Murray, Cowan et al. 1991), with particular emphasis on its interplay with central sensitization and hyperalgesia (Woolf and Thompson 1991; Coderre and Melzack 1992; Coderre and Melzack 1992). At this point, it was straightforward to propose that ketamine could have clinically relevant analgesic properties. As expected, this was demonstrated in rats (Alam, Saito et al. 1996). Ketamine is in fact a non-competitive antagonist at the NMDA subtype of glutamate receptor at the phencyclidine binding site, modulating the duration and the frequency of the calcium channel opening followed by a depression of the long term potentiation of C-fibers-evoked potentials (Liu and Sandkuhler 1995). This mechanism is responsible for avoiding wind-up and subsequent central sensitization leading to hyperalgesia and potentially chronic pain states (Orser, Pennefather et al. 1997).
One limitation for the use of ketamine as an analgesic, is the panel of side-effects observed at anaesthetic dosage (i.e. hallucination, psychodyslepsia, excitation, muscle tremors). Its use requires association to sedatives and/or muscle relaxants, and leads to complete loss of consciousness. However, some investigations raised the hypothesis that lower “sub-anaesthetic” doses of ketamine could decrease hyperalgesia and allodynia contributing in a dose-dependent manner to its antinociceptive properties with minimal side-effects. Soon thereafter, clinical investigations demonstrated the analgesic effect of low-dose of ketamine in man (Schmid, Sandler et al. 1999; Snijdelaar, Cornelisse et al. 2004; Richebe, Rivat et al. 2005). Similar trials followed in veterinary medicine (Wagner, Walton et al. 2002; Fielding, Brumbaugh et al. 2006) based on the same assumptions. However, dose and efficacy were extrapolated from human studies and there is good evidence that the relationship between administered dose and obtained plasma level (pharmacokinetic) as well as between plasma level and analgesic effect (pharmacodynamic) vary among species. Moreover, all authors agree on a continuum for ketamine activity from anti-hyperalgesic properties at a very low dose, till deep depression of the central nervous system with profound general anaesthesia at high dose (Richebe, Rivat et al. 2005). More information is available on the effect of anaesthetic dose of ketamine as reported by studies aiming at reducing the minimal alveolar concentration (MAC) of volatile anaesthetic agents (Muir, Wiese et al. 2003; Boscan, Pypendop et al. 2005; Solano, Pypendop et al. 2006). In 2006, only scarce information was available about ketamine‟s analgesic efficacy and adequate dosing in animals. It has to be noted that the pharmacokinetic-pharmacodynamic profile of ketamine is rendered more complicated by its racemic nature. Ketamine is a racemic mixture of two optical isomers R ( - ) and S ( + ) ketamine (Figure 1).
13 Ketamine pharmacokinetic and pharmacodynamic
Both enantiomers are active but S ( + ) ketamine (S-ket) was found to be four-times more potent than R ( - )-ketamine (R-ket) according to its superior binding affinity to the NMDA receptor (Orser, Pennefather et al. 1997). Moreover, even though metabolism pathways are similar, each enantiomer may have a different rate of metabolism depending on species, and concomitant therapy (i.e. administration of premedication or hypnotics) (Geisslinger, Hering et al. 1993; Henthorn, Krejcie et al. 1999; Ihmsen, Geisslinger et al. 2001).
More difficult than the identification of species-specific pharmacokinetic profiles, is the quantification of the pharmacodynamic effects of ketamine. Usually, experimental pain models are invasive, allow only for measurement of thresholds and are not sensitive enough to detect anti-hyperalgesic properties of a drug. Moreover, the experimental testing of analgesics should be performed under circumstances as close as possible to the clinical ones and should allow to study antinociception regardless of potential drug-related behavioural depression. In humans, an objective non-invasive method to study nociception has been developed. The electromyographic analysis of the withdrawal reflex (WR) in response to electrical noxious stimuli has even been described as a means to study temporal summation, a model of wind-up and central sensitization (Andersen, Gracely et al. 1995; Andersen, Jensen et al. 1995; Arendt- Nielsen, Sonnenborg et al. 2000). This model was able to quantify the hypoalgesic profile of ketamine in humans (Arendt-Nielsen, Petersen-Felix et al. 1995; Guirimand, Dupont et al. 2000; You, Morch et al. 2003). Recently, it has been applied and validated in the equine species (Spadavecchia, Spadavecchia et al. 2002; Spadavecchia, Arendt-Nielsen et al. 2003; Spadavecchia, Andersen et al. 2004; Spadavecchia, Arendt-Nielsen et al. 2005).
14 Ketamine pharmacokinetic and pharmacodynamic
7. Aims of the PhD project
In order to gain species-specific knowledge about the effects of ketamine on spinal nociceptive processing in ponies anaesthetized with isoflurane, a set of experiments was planned and two main goals were targeted.
To obtain insights in the stereoselective pharmacokinetics of ketamine in ponies and allow for maintenance of a constant plasma level of ketamine while measuring its analgesic activity. To demonstrate the feasibility of evoking the WR from the forelimb in ponies anaesthetised with isoflurane and study the modulation of the reflex after single and repeated electrical stimulations (model of temporal summation) as a first step before studying its further modulation by ketamine To investigate the pharmacological activity of ketamine of the spinal nociceptive processing (through the WR and temporal summation) during a CRI at sub-anaesthetic dose in ponies anaesthetised with isoflurane. The experimental work has been published in eight (I.-VIII.) different publications. This thesis presents and discusses the experimental work and the results obtained.
(1) Characterization of ketamine pharmacokinetics
The first aim of the study was to maintain ketamine plasma concentration constant over a 2-hours period in ponies anaesthetized with isoflurane, in order to allow for comparable data over time and between subjects with regards to ketamine modulation of the WR. Several steps were required to reach this aim. Firstly, ketamine plasma levels were measured to obtain a dose-concentration time course of ketamine and extract its pharmacokinetic parameters. The first publication (I.) describes an original technique, which was developed to separate and measure plasma levels of ketamine enantiomers and their respective metabolites in plasma samples with minimal blood volume. We tested the hypothesis that capillary electrophoresis is able to separate and quantify both S- and R-ket enantiomers as well as their noketamine metabolites (S-nor and R-nor).
The second publication (II.) describes investigations on the pharmacokinetics of ketamine enantiomers in ponies under isoflurane anaesthesia. Ketamine was administered as a single bolus, and a standard compartmental analysis of the time course was conducted.
Once ketamine pharmacokinetic parameters were obtained, it became possible to predict which administration regimen was required to target a constant plasma concentration at the desired sub- anaesthetic level. The third publication (III.) describes the technique employed to maintain the plasma level of S-ket constant over time. An algorithm used the pharmacokinetic parameters obtained in publication V to calculate automatically the infusion rate needed to maintain a constant plasma concentration of ketamine in blood. This allowed obtaining comparable results for the pharmacodynamic evaluation step.
15 Ketamine pharmacokinetic and pharmacodynamic
Finally, the fourth publication (IV.) presents an original attempt to fit the complete set of pharmacokinetic data obtained for ketamine enantiomers and their metabolites from publications II. and III. within a Physiologically-Based Pharmacokinetic (PBPk) recirculatory model. In several species, enantioselective pharmacokinetics of ketamine have been observed, with most often S-norketamine (S- nor) being present in blood at higher concentrations than R-nor. This model offers the possibility to test some hypotheses on metabolic pathways in ponies in different situations.
(2) The effect of isoflurane on the Withdrawal Reflex
Before the antinociceptive activity of ketamine could be investigated using the WR model in ponies anaesthetized with isoflurane, the baseline effect of isoflurane had to be characterized. The MAC is admitted to represent a standard of potency for volatile anaesthetics. In the fifth publication (V.), the MAC of isoflurane was determined for each experimental subject in order to provide standardization of the isoflurane dose in further studies. However, the mode of stimulation may influence the MAC. A constant-current transcutaneous electrical stimulation over the palmar nerve is used for the WR model, but has not been investigated previously in a MAC study. Therefore, we also intended to compare different mode of stimulation, and aimed at verifying the hypothesis that a constant-current electrical stimulation over the palmar nerve is comparable to previously described modes. The sixth publication (VI.) investigated the modulation of the WR under isoflurane anaesthesia in ponies for the first time. The WR was elicited by single electrical stimulus as investigated previously (V.). The hypothesis that isoflurane would dose-dependently depress the WR but not inhibit it completely at concentrations around MAC was investigated. The WR model also offers the possibility to observe the modulatory effects of drugs on temporal summation (TS). This is thought to be a peculiar mechanism of action for ketamine according to its NMDA-antagonist activity. However, TS was also depressed by volatile anaesthetics above or at MAC levels in humans. In order to investigate the effect of ketamine, the hypothesis was tested that isoflurane does not depress TS significantly at MAC-level when investigated by the WR model. In the seventh publication (VII.), the facilitation of the WR by repeated electrical stimuli was reported as a measure of temporal summation under isoflurane anaesthesia. The influence of different stimulus intensities and frequencies on temporal summation was evaluated. This was an important basis to understand later in the further experiment to which extent ketamine is able to depress these parameters.
(3) Effects of ketamine on the Withdrawal Reflex
The last goal of the project was to study the activity of ketamine when administered at a subanaesthetic dose in ponies anaesthetized with isoflurane. As presented in the eighth publication (VIII.), the antinociceptive activity of ketamine was determined in ponies receiving isoflurane by analyzing WR responses to single and repeated stimuli. Based on results obtained with isoflurane alone (VI. and VII.), the specific effect of ketamine on WR intensity and latency as well as on the stimulation-response relationship with increasing stimulation intensities, and finally on the depression of temporal summation in response to repeated stimulation was investigated.
16 Ketamine pharmacokinetic and pharmacodynamic
8. Methods and Results
The methods used to perform the different steps of the project are described here. The methods were developed to obtain a high-quality experimental design, and confidence in the obtained results.
(1) Animals
For all steps of this project, eight ponies were used over the period of 3 years of experimental data collection. The ponies were owned by our group (Anaesthesiology Section, Department for Veterinary Clinical Sciences, Vetsuisse Faculty, University of Berne) housed at the Vetsuisse Faculty. The ponies were healthy, underwent regularly a clinical examination, and maintained a good body condition over the whole experimental phase. The animals were all castrated males. All the ponies were familiar with the experimental personnel and the experimental procedures, such that anxiety and stress were kept as low as possible. Prior to the first experimental study, the right carotid artery had been surgically elevated to a subcutaneous position in order to facilitate its catheterization for arterial pressure measurement and arterial blood sampling. Food was withheld in the morning of the experimental sessions. Only one pony at a time was present in the laboratory. The laboratory room was kept at constant temperature (21°C). The ponies were continuously controlled after the experiments for possible complications, or skin alterations at the site of electrode application. No adverse events occurred during the experiments.
(2) Induction of isoflurane general anaesthesia
In all studies presented here, the ponies were anaesthetized with isoflurane. Anaesthesia was induced in a quiet and darkened room. The ponies were positioned in right lateral recumbency by gentle manual restraint, without any medication (V.). Both investigators and ponies were trained for this technique and acquainted. Oxygen (6 L minute-1, 100%) and isoflurane (delivered in a stepwise increase of 0.5% every 30 seconds up to 3%) were administered through a standard anaesthetic circle system via an air-tight face mask. The latter was specifically designed for this purpose (Figure 2). Once the palpebral reflex was absent, the trachea was intubated [14 or 16 mm ID, cuffed endotracheal tube (ETT)] and isoflurane end-tidal concentration maintained at 1.3%. The use of gentle manual restraint and apparently stress- free induction in our Shetland ponies may have minimized the influence of stress on our results.
(3) Ketamine: stereoselective pharmacokinetics
Determination of ketamine concentrations using enantioselective capillary electrophoresis
During all steps of the experiments, plasma samples were obtained from the animals to determine the concentration of ketamine and norketamine enantiomers. A P/ACETM MDQ capillary electrophoresis (CE) system (Beckman Coulter, Fullerton, CA, USA), equipped with an untreated fused-silica capillary (Polymicro Technologies, Phoenix, AZ, USA) of 50 m ID and 38.5 cm (28 cm to the detector) total length, was used for quantification (I.). The enantioselective CE assay was robust and provides an analytical method to monitor ketamine and norketamine enantiomer concentrations >0.01 g/mL in liquid–liquid extracts of 1 mL aliquots of equine plasma. Compared to HPLC methods described in the literature, sample extraction in the CE based assay is simpler and the running costs are considerably lower. Only small amounts of chemicals
17 Ketamine pharmacokinetic and pharmacodynamic and solvents are required. Furthermore, total ketamine and norketamine concentrations monitored with the enantioselective CE assay compare well to those determined by CE in absence of the chiral selector.
Figure 2. Tight respiratory mask used to induce general anaesthesia with isoflurane in unpremedicated ponies.
Figure 3. Position of electrodes for electrical stimulations.
18 Ketamine pharmacokinetic and pharmacodynamic
Stereoselective pharmacokinetics of ketamine as single bolus
Plasma concentrations for the enantiomers of ketamine and norketamine were determined over time after administration of a single bolus of ketamine racemic mixture as well as S-ket alone (II., Figure 8). The pharmacokinetics for all ketamine enantiomers could be well described with a two-compartment model. No significant differences in the pharmacokinetic variables between and within the treatment groups could be detected for the ketamine enantiomers. However, after administration of racemic ketamine, the area under the curve (AUC) and the maximal concentration (Cmax) of R-nor were found to be significantly smaller (P=0.002 and P=0.009, respectively) than those of S-nor showing an enantioselective metabolism of ketamine under these experimental settings (II.).
Figure 8. Mean and SD of plasma concentrations of (A) S-ket and R-ket and (B) S-nor and R-nor after racemic ketamine administration to seven ponies anaesthetized with isoflurane in oxygen. *P<0.05 within treatment group. **P<0.05 between the two treatment groups.
The concentrations of the two ketamine enantiomers in plasma are equal, whereas S-nor is typically found in a larger amount than R-nor. The statistically significant differences found for the S-ket plasma concentrations 2 min after administration of either racemic ketamine or S-ket had no significant impact on the calculated pharmacokinetic variables. However, the statistically significant differences found in the plasma disposition of S and R-nor after administration of the racemate, mirrored by their calculated pharmacokinetic parameters, suggested a highly stereoselective metabolism in ponies anaesthetized with 1 iMAC isoflurane (II.).
The Target-Controlled Infusion
During the experiments for studying the antinociceptive effects of a ketamine intravenous infusion in anaesthetized ponies, a target-controlled infusion (TCI) device was used to maintain a constant plasma level of ketamine over the whole study time in order to obtain comparable results (III.).
Ketamine was administered intravenously as a continuous infusion using a peristaltic pump. The pump was driven by a computer calculating the infusion rate necessary to maintain the plasma level of ketamine constant over time for the duration of the experiment and at a target level set by the anaesthetist. The computer-driven peristaltic pump has been purposely built for the experiment, was calibrated and had a high precision. The infusion rate was based on a prediction according to the pharmacokinetics of ketamine obtained in a previous experiment in similar conditions on the same experimental subjects.
19 Ketamine pharmacokinetic and pharmacodynamic
The classical tri-exponential equation that defines the time course of the molar concentration of a compound in plasma displaying linear pharmacokinetic is given by: - 1t - 2t - 3t C(t) = Y1·e + Y2·e + Y3·e (1) where C(t) is the plasma concentration ( M) at time t, Yi ( M) represents a fraction of the initial dose that is eliminated from plasma with the first-order rate constant i (per hour). When the compound of interest is best represented by a two-compartment model, the third term is set to zero. Assuming a mammillary arrangement of the three compartments and elimination only from the central compartment (Figure 9) , the model has been described by Maitre and Shafer (Maitre and Shafer 1990) using first-order transport rate constants (per minute) for tissue uptake (k12, k13), recycling (k21, k31) and elimination (k10).
Figure 9. A three compartment mammillary pharmacokinetic model. The parameters kij represent the intercompartmental transport rate constant (min-1) between the compartments i and j. The parameter k10 represents the elimination rate constant. The parameters V1 and C(t) represent the volume of the central compartment (compartment 1) and the plasma concentration in this compartment at the time t, respectively.
The time course of the plasma concentration can then be expressed by following equations:
A1(t) = (k21·A2(t-1) + k31·A3(t-1) – (k10 + k12 + k13) ·A1(t-1) + R(t-1)) · t + B(t) (2)
A2(t) = (k12·A1(t-1) – k21·A2(t-1)) · t (3) A3(t) = (k13·A1(t-1) – k31·A3(t-1)) · t (4) where A1(t), A2(t) and A3(t) are the amount of drug ( g) at the time t in compartments 1, 2 and 3, respectively. R(t) is the amount of drug ( g/min) administered intravenously at the time t by continuous infusion during the time interval, and B(t) ( g) the amount administered as a bolus injection. If the drug pharmacokinetic is better described by a two-compartment model, the transport rate constants k13 and k31 have to be set to zero. Eqs. (2)–(4) calculate Ai(t), the approximate change in the amount of drug ( g) in compartment i over the time interval t (min).
20 Ketamine pharmacokinetic and pharmacodynamic
The amount of drug in each compartment at the beginning of the time interval is given by:
Ai(t) = Ai(t-1) + Ai(t) (5) The accuracy of the approximation increases as smaller values for t are chosen (Maitre and Shafer 1990). Finally, the plasma concentration ( g/mL) at the time t is given by: C(t) = A1(t) / (V1·P) (6) where V1 is the volume of the central compartment (mL/kg) and P the body mass (kg) of the individual of interest.
Based on former Eqs. (2)–(6), a TCI algorithm for the prediction of the appropriate infusion rate (IR(t)) starting from a user-defined target plasma level (TC(t), g/mL) was obtained: IR(t) = ((TC(t)·V1) / t) – (A1(t) / (P· t)) – (k21·A2(t) + k31·A3(t) - (k10+k12+k13)·A1(t)) / P (7) The prediction error (PE) (Varvel, Donoho et al. 1992) was calculated for each time point as follows: PE = (Cm-Cp)/Cp x 100 (8)
Based on the two-compartmental model obtained, a TCI aiming at maintaining a constant plasma level of S-ket at 1 g/mL over 2 hours was realized. Based on prediction accuracy, the plasma concentration was satisfactorily maintained in all ponies as show in Figure 10. However, the targeted level was not always reached (Publication III.).
Figure 10. Infusion rates of S-ket and time course of S-ket and S-nor plasma concentrations measured during and after the target-controlled infusion in ponies (n = 6) anesthetized with isoflurane. S-ket was administered intravenously from 0 to 120 min to maintain a target plasma concentration of 1 g/mL. The continuous line represents the individual expected plasma concentrations of S-ket during the infusions. To ease the reading, a dotted line was added to follow the actually measured plasma concentrations of S-ket during the infusion.
21 Ketamine pharmacokinetic and pharmacodynamic
Four variables were calculated from the PE: 1) the median predictive error (MDPE) is a measure of bias per individual and constitutes the median of the PE. 2) The median absolute predictive error (MDAPE) is a measure of the error per individual and constitutes the median of the absolute values of the PE. 3) The divergence estimates the trend away from or toward the targeted concentration and constitutes the slope of the linear regression line when |PE| is plotted against time. Units of divergence are percentage per hour. 4) The wobble is a measure of the prediction instability per individual and is calculated as the median of the absolute value of the difference between MDPE and each PE. If the divergence and the wobble are low (close to zero), the prediction error defined by MDAPE is stable over time and samplings, respectively. Performance parameters are presented in Table 1.
Table 1. Performance parameters of the target-controlled infusion of S-ket (target of 1 g/mL over 120 min) in ponies (n = 6) anaesthetized with isoflurane at 0–10 min and 30–120 min after the beginning of the intravenous infusion of racemic ketamine.
The Physiologically-Based Pharmacokinetic (PBPk) model
Figure 11 illustrates the six-compartment flow-limited PBPk model used to analyze the plasma concentration data on R-ket, S-ket, R-nor and S-nor (publication IV.).
Figure 11. A schematic representation of the six-compartment physiologically based pharmacokinetic (PBPk) model describing the absorption, distribution, metabolism, and elimination of R-ket, S-ket and R-nor, S-nor in ponies.
22 Ketamine pharmacokinetic and pharmacodynamic
The plasma concentration was obtained from three different studies as described previously: two bolus studies (2.2 mg/kg racemic ketamine iv and 1.1 mg/kg S-ket iv) under isoflurane anaesthesia and the target-concentration infusion study in the same animals were fit to the model. Ketamine, as a 50:50 racemic mixture of R-ket and S-ket, was administered via iv dose into the saphenous vein over varying time periods directly into the venous blood where it is considered to become rapidly mixed as it moves through the lung into the arterial blood. From the arterial blood, distribution of R-ket and S-ket to the liver, kidney, fat, rapidly perfused tissues (a grouping of organs such as pancreas and heart) and the slowly perfused tissues (a grouping of organs such as muscle and skin) takes place. The equations used to model the physiology and the distribution of ketamine were given in the publication IV. and closely follow the flow-limited models used by numerous other authors for different compounds (Kohn and Melnick 1996; Reddy, Andersen et al. 2003).
In liver and lung, R-ket and S-ket are assumed to be metabolized through Hill kinetics to R-nor and S- nor, respectively. The Hill kinetic equation used has the general form:
nct Vxct Cct
nct nct (9) kmct Cct
where Cct is the concentration of compound c (R-ket or S-ket) in tissue t (this subscripting is used for all values), Vxct is the maximal rate of reaction (Vmax) for metabolism, kmct is the concentration yielding half of the maximal rate and nct is the Hill coefficient governing the shape of the reaction as C increases. In addition, both R-ket and S-ket are assumed to have a secondary first-order metabolic pathway in both the liver and the lung (IV.). The R-nor and S-nor are followed explicitly through a parallel PBPk model (IV.) with further metabolism via Hill kinetics in both the liver and lung.
The individual pony body weights were used in the model with tissue volumes (VT) calculated as a proportion of mean body weight using literature values. Blood flow rates to the tissues (Qt) were calculated as a proportion of total cardiac output using literature values. Partition coefficients for R-ket and S-ket were calculated based upon the octanol–water partition coefficient for ketamine (3.1) and an allometric relationship for calculating partition coefficients linked to lipid content in tissue. The partition coefficients for R-nor and S-nor were assumed to be 1 based upon the hydrophilicity of norketamine. The partition coefficients are presented in publication IV.
Metabolic parameters were estimated by maximum likelihood estimation where it was assumed that the data for R-ket, S-ket, R-nor and S-nor were log-normally distributed with constant variance over time. Separate variances were estimated for ketamine and norketamine enantiomers. Data below the limit of detection were treated as censored observations. Estimated parameters are presented in the article IV. They included the two variances, the metabolic constants (Vxct, kmct, nct and kect) and the elimination rate constant for R-nor and S-nor from the kidney (kect) where c is the compound (ketamine or norketamine). Confidence bounds for the estimated parameters and statistical tests based on the model were all done using the likelihood ratio test. Standard deviation for the model for ketamine (R or S) and for norketamine (R or S) were 3.03 and 1.00, respectively. The modeling and parameter estimation were done using MATLAB language version 6.5 (The Mathworks Inc., 2002, Natick, MA, USA).
23 Ketamine pharmacokinetic and pharmacodynamic
A PBPk recirculatory model was then built to predict the behavior of S- and R-ket as well as S- and R-nor after single bolus injections and continuous intravenous infusion (Figure 12, IV.). The use of recirculatory kinetic models is also expected to better estimate the early behaviour of rapid-acting intravenous drugs. Moreover, it allows testing hypotheses regarding the reason for ketamine stereospecific kinetics. Two hypotheses were tested to explain the consistently higher plasma concentrations of S-nor in comparison to R-nor. The first hypothesis assumed different biotransformation rates from ketamine enantiomers to R- and S-nor referring to Delatour et al. (Delatour, Benoit et al. 1990) followed by identical rates of biotransformation for norketamine enantiomers to further metabolites. The second hypothesis included different rates of biotransformation for R-nor and S-nor to further metabolites (Delatour, Jaussaud et al. 1991; Schmitz, Theurillat et al. 2009). Trevor et al. found human liver microsomes to exhibit selectivity with respect to the formation of hydroxylated norketamine metabolites, with R- and S-nor undergoing preferential hydroxylation at different positions at the cyclohexanone ring, termed product selectivity (Trevor, Woolf et al. 1983). However, identical biotransformation rates for R- and S-ket are assumed in the second hypothesis. Therefore, it did not consider differences in enzymatic reactions for R- and S-ket to norketamine enantiomers, termed substrate selectivity. Kharasch and Labroo concluded that human ketamine metabolism exhibits moderate degrees of both substrate and product stereoselectivity (Kharasch and Labroo 1992). After simulation of both hypotheses using the PBPk model, we could reject the first hypothesis due to a statistically significant difference (p<0.01) compared to the likelihood value of an overall and unrestricted model, but not the second hypothesis (p>0.05).
24 Ketamine pharmacokinetic and pharmacodynamic
Figure 12. Predicted (dashed line) plasma concentrations and 95% confidence intervals (dotted lines) for R-ket, S-ket, R- nor, and S-nor in one pony following ketamine TCI (A), intravenous bolus administration of 2.2 mg/kg racemic ketamine (B) and intravenous bolus administration of 1.1 mg/kg S-ketamine (C). Open circles represent measured plasma concentrations.
25 Ketamine pharmacokinetic and pharmacodynamic
26 Ketamine pharmacokinetic and pharmacodynamic
(4) Electrophysiological recordings of the Withdrawal Reflexes
The nociception tests used in this project consisted of electrical stimulations applied transcutaneously to a sensory nerve of the limb to elicit a withdrawal reflex response. This electrical stimulation modality was different from the ones presented in previously published equine MAC-determination studies. Therefore, we first intended to compare both techniques. During the MAC determination study (V.), three different modes of electrical stimulation (Figure 3) were applied sequentially: two used constant-voltage and one used constant-current. Details on electrodes and stimulation mode are presented in publications V. to VIII. Placement of the electrodes is presented in Figure 3.
As main findings, it could be well proven that MAC did not differ when the constant-current mode of stimulation was used and compared to constant-voltage mode and it can be applied to improve repeatability (V.).
Figure 4. Electrodes and cables in place ready for the recording session.
27 Ketamine pharmacokinetic and pharmacodynamic
Figure 5. Examples of electromyographic deflection recorded at the deltoid muscle elicited by the withdrawal reflex after single (1 x 5 pulses) electrical stimulation at an intensity of 40 mA.
Figure 6. Examples of electromyographic deflection recorded at the deltoid muscle elicited by the withdrawal reflex after repeated (10 x 5 pulses) electrical stimulation at intensity of 5 (A.), 20 (B.) and 40 (C.) mA.
28 Ketamine pharmacokinetic and pharmacodynamic
The WR model records via electromyography the efferent muscular activity in response to an electrical stimulation of an afferent sensitive nerve (publication II). This model of nociception has been previously described in horses as the nociceptive withdrawal reflex (NWR) (Spadavecchia, Spadavecchia et al. 2002; Spadavecchia, Arendt-Nielsen et al. 2003; Spadavecchia, Andersen et al. 2004; Spadavecchia, Arendt-Nielsen et al. 2005; Spadavecchia, Arendt-Nielsen et al. 2007). The reflex nature of the response is confirmed by its short latency after stimulation. The EMG activity of the WR was expected within the period of 20 to 70 milliseconds after stimulation (VI.). The EMG activity of the WR in response to stimulations was recorded for the common digital extensor and deltoid muscles of the ipsilateral limb (Figure 4).
Evidence of a reflex movement in response to each electrical stimulations was assessed by visual observation, and responses were recorded. To quantify EMG reflex activity in response to single stimulation, the EMG recording was conducted from 100 milliseconds before until 400 milliseconds after a stimulus, which resulted in a total recording time of 500 milliseconds with 512 sample points (sampling frequency, 1,024 Hz). To be considered a reflex response, the EMG burst following stimulation had to be at least 3 times the amplitude of the background activity with duration of at least 10 milliseconds within the period from 20 to 70 milliseconds after stimulation onset (Figure 5), to target the response to A -fibers activity (nociceptive activation of the WR) (Spadavecchia, Spadavecchia et al. 2002).
To record and quantify the EMG reflex activity in response to repeated stimulation (Figure 6), EMG activity was stored from 500 ms before until 1500 ms after the stimulation ended, resulting in a total recording time of 4000 ms (sampling frequency, 1 kHz). Details on the effect of isoflurane aloneor during ketamine administration are given in publications VI, VII and VIII, respectively.
Although isoflurane abolishes the electrically induced NWR in humans at concentrations substantially lower than 1.0 MAC (Petersen-Felix, Arendt-Nielsen et al. 1996), it did not occur to be the same in our ponies, even at approximately MAC, suggesting species-specific anesthetic modulation of spinal withdrawal reflexes despite homogeneous interspecific MAC values (Sani and Shafer 2003). At all tested MAC multiples, amplitude of the reflex response increased with stimulus intensity, whereas the slope of the stimulus-response function was reduced with increasing isoflurane concentrations (VI.).
When repeated stimulations were applied to evoke temporal summation (TS), reflexes were not abolished at isoflurane concentrations that were able to prevent purposeful movements in response to supra-maximal noxious stimulations (VII.). This is consistent with the results reported by Petersen-Felix et al. (Petersen-Felix, Arendt-Nielsen et al. 1995; Petersen-Felix, Arendt-Nielsen et al. 1996) who found that TS, but not reflexes to single stimuli, could still be evoked at isoflurane concentrations around MAC in humans.
Racemic ketamine significantly and dose-dependently depressed the reflex EMG activity (VIII.) when added to isoflurane anaesthesia administered at iMAC (Figure 7). The reflex activity recovered rapidly after the end of ketamine infusion. However, it did not return to pre-infusion values within the study time (90 min after cessation of ketamine administration), despite the rapid decrease of ketamine plasma concentrations. In the present study, no facilitation of the WR, as depicted by a lower threshold compared to single stimulations or increasing response amplitude throughout repeated stimulations could be observed after repeated stimulations during baseline measurements under isoflurane anaesthesia. Thus, no significant effect of ketamine on these parameters was determined. Ketamine equally decreased the responses to single and repeated stimulations (VIII.).
29 Ketamine pharmacokinetic and pharmacodynamic
Figure 7. Examples of electromyographic deflection recorded at the deltoid muscle elicited by the withdrawal reflex after single (A, 1 x 5 pulses) or repeated (B, 10 x 5 pulses at 5 Hz) electrical stimulation at increasing intensities (5, 20 and 40 mA) before (T0) and during (T2) R- /S-ket target-controlled infusion in one pony.
30 Ketamine pharmacokinetic and pharmacodynamic
9. Conclusion and Future applications
In the present work, we were able to develop an analytical assay to quantify plasma concentrations of ketamine‟s enantiomers and their metabolites based on capillary electrophoresis. This method has advantages over high-pressure liquid chromatography regarding sample amount and costs. The pharmacokinetic profile of ketamine‟s enantiomers could be studied and a TCI algorithm based on these results allowed for maintaining satisfactorily constant plasma levels over two hours. The complete set of data from both studies led to the elaboration of a physiologically-based pharmacokinetic recirculatory model giving further insights into stereoselective pharmacokinetics of ketamine. In parallel, the nociceptive withdrawal reflex model was used to define spinally-modulated antinociception of isoflurane and the additional effect of ketamine in ponies after single or repeated stimulation. A species- specific modulatory effect of isoflurane was observed with a significant but incomplete depression of both responses to single and to repeated stimulation. These observations were compared and linked to the usual MAC determination method, showing that isoflurane concentrations required to abolish purposeful movement in response to supramaximal stimulation are at about the level initiating spinal nociceptive reflex depression in ponies. Ketamine dose-dependently abolished the nociceptive withdrawal reflex in anaesthetized ponies indicating antinociceptive properties at sub-anaesthetic levels. It was hypothesized that the antagonistic activity of ketamine at NMDA receptors would results in a depression of the temporal summation, and this phenomenon could be evaluated by the nociceptive withdrawal reflex model. This could not be verified because the indicators of temporal summation were already inhibited by isoflurane during baseline recordings. Therefore, specific effect of ketamine on temporal summation could not be evaluated. As an overall conclusion, we succeeded to provide further insights within pharmacokinetic-pharmacodynamic profile of ketamine as an analgesic for rational intravenous infusion in ponies thanks to a series of original research studies. Both metabolism and distribution of drugs may be partially driven by active binding mechanism to membrane proteins (transport proteins or enzymes) and can therefore exhibit stereospecificity (Renkin and Curry 1982). However, several authors failed to demonstrate stereoselective ketamine distribution in humans (Geisslinger, Hering et al. 1993; Ihmsen, Geisslinger et al. 2001; Persson, Hasselstrom et al. 2002) and in dogs (Henthorn, Krejcie et al. 1999). In the present study, indicators of drug distribution like half-lives and Vc did not differ for the ketamine enantiomers between and within groups. These results do not support a stereoselective distribution for ketamine in the equine species when isoflurane is administered.
However, there are probably some differences with regard to the metabolic pathway of R- and S-nor, as shown by the presented results in the racemic ketamine treatment group. The hydroxylation of norketamine already exhibited enantioselectivity at different positions on the cyclohexanone ring. Therefore, it is possible that R-nor-hydroxylation prevails in one stereospecific pathway more than in the other. This hypothesis could be the consequence of substrate enantioselectivity of the cytochrome P450-dependent N-demethylation. In the present study, no R-ket was detected after administration of the pure S-enantiomer, and after administration of the racemate, the mean plasma concentrations of R- and S-ket were similar, suggesting no inversion between the R- and S-enantiomers. This has been supported by in vitro findings with liver microsomes (Schmitz, Portier et al. 2008).
The development of a recirculatory model for the pharmacokinetic behavior of ketamine‟s enantiomers and their respective metabolites helped to investigate hypotheses on the metabolic pathways responsible for their stereoselective disposition. However the conclusion still results from a
31 Ketamine pharmacokinetic and pharmacodynamic model and we could not conclude on real in vivo mechanisms. As a continuation of our studies, in vitro studies investigating the chemical transformation of ketamine‟s enantiomers and further degradation products by liver and lung cytochrome enzymes have been performed by collaborators of our team (Schmitz, Portier et al. 2008; Capponi, Schmitz et al. 2009; Schmitz, Thormann et al. 2010). In the future, such data could be introduced within the physiologically-based pharmacokinetic model to refine it. Similarly, further in vivo studies could be performed to provide additional insights and finally better understand pharmacokinetic differences associated to each ketamine enantiomers. A TCI for ketamine in anaesthetized ponies was achieved. In some subjects, the plasma level was higher than expected. Retrospectively, the main source of error was likely initiated by overdosing of the loading bolus (publication VI). In a standard compartmental model, the initial bolus dose calculation is based on the volume of the central compartment (V1) (Schwilden, Stoeckel et al. 1986). This parameter has been identified to be a weak point of such polyexponential models, which misspecifies the early time course of drug concentration assuming several simplifications far from reality (immediate distribution in the blood compartment, independent of cardiac output) (Fisher 1996; Krejcie and Avram 1999). Thus, the overestimated V1 was found to be responsible for common overdosing at the beginning of TCIs based on traditional kinetic models and its adjustment has been proposed to improve their performance (Avram and Krejcie 2003). A better understanding could also be obtained from the recirculatory model. The PBPk model could also further help to investigate the variations of the TCI regimen in different situations.
One aspect of the results presented here, is the application of the NWR model during MAC determination for an inhalant anaesthetic. The first study which was essential for the thesis discussed the validity of using the observation of a complex purposeful movement in response to supramaximal stimulation as end-point for MAC determination and thus as a measure of anaesthetic potency. Inhalation anaesthetics are mainly known to exert their effects at spinal level (Antognini 2010). Therefore, a method that allows more precise quantification of anaesthetic spinal depressant activity like the NWR seems to offer significant advantages over the classical MAC determination method. Indeed, not only could we describe the use of the NWR model to more precisely standardize, observe and quantify the response to noxious stimulation under different levels of isoflurane anaesthesia in equine, but we could also provide evidence of specific isoflurane effects on temporal summation, which is known to play an important but hidden role in the MAC determination process (Dutton, Zhang et al. 2003). This work opens a new method to better understand mechanism and quantification of anaesthetic effects like discrimination between peripheral, spinal and cerebral depression (Haga, Ranheim et al. 2009). Low dose ketamine administration to conscious patients has been reported to have little influence on the WR in response to single stimulation in humans (Arendt-Nielsen, Petersen-Felix et al. 1995) and in dogs (Bergadano, Andersen et al. 2009). In ponies, comparable plasma concentrations of ketamine (50 ng/mL) were associated with a mild but significant depression of the reflex amplitudes (Peterbauer, Larenza et al. 2008). If such low doses are generally not exceeded in conscious patients to avoid undesirable psychomimetic side effects (Schmid, Sandler et al. 1999), higher doses can be administered under general anaesthesia. In the present study, higher plasma levels of ketamine were reached (2– 4 g/mL) in our anaesthetised ponies. The responses to single stimulations were strongly depressed or even completely abolished in several ponies, and a flattening of the recruitment curves was observed in all individuals. This outcome might be explained by a dose-dependent modulation of the WR by ketamine and/or by a synergistic interaction with isoflurane. Owing to its antagonistic property at NMDA receptors, ketamine has been described to affect both the spinal „wind-up‟ and the development of central sensitization (Woolf and Thompson 1991). Low doses of ketamine limit the development of central sensitization in animal and human pain models, as well as in the post-operative period in the
32 Ketamine pharmacokinetic and pharmacodynamic clinic, where it has been described to be anti-hyperalgesic more than analgesic (Richebe, Rivat et al. 2005). The specific effect of ketamine on the WR is most likely due to inhibiting the activation of the NMDA receptors on wide dynamic range (WDR) neurons after sustained discharge to the dorsal horn from A fibres, with amelioration of the subsequent facilitation of the polysynaptic reflex (i.e. expansion of the receptive field, decreased stimulation threshold, increased response amplitude and duration). Unfortunately, because no facilitation of the WR could be observed after repeated stimulations during baseline measurements under isoflurane anaesthesia, no significant effect of ketamine on these parameters was determined. The biggest research field opened by this series of experimental work is the species-specific spinal modulation of nociception by ketamine. Our collaborators could already follow on further experiments based on the knowledge acquired here as the effect of ketamine intravenous infusion in awake ponies (Peterbauer, Larenza et al. 2008) and in dogs (Bergadano, Andersen et al. 2009). Ketamine also needs to be investigated in interaction with other commonly used analgesics, with a large interest on its complementary activity with opioids as NMDA antagonists may inhibit hyperalgesia and tolerance (Pascual, Goicoechea et al. 2010). Besides ketamine, its metabolite norketamine has also been proven to elicit antinociceptive activity. Norketamine was found to reduce pain in rodent models (Holtman, Crooks et al. 2008). Prolonged antinociceptive effect of ketamine could partly rely on norketamine enantiomers (Huge, Lauchart et al. 2010). As plasma concentrations of norketamine are maintained longer than those of ketamine, their role in prolonged analgesia after recovery has been hypothesized (Sakai, Mi et al. 1998). Even though we could provide some insights on the pharmacokinetic of norketamine‟s enantiomers, our studies could not discriminate the relative role of ketamine and norketamine on analgesia, but the NWR depression did not return to baseline value when ketamine plasma concentrations decreased while norketamine levels were still observable. Further investigations may be required to better define the role of norketamine enantiomers in clinical analgesia. Ketamine is an old drug in the anaesthetic pharmacy, but requires further investigations to argue at an evidence-based level on the large range of properties which are newly attributed to it. This does not only include the field of pain therapy as discussed in the present thesis, but also finds further applications as an anaesthetic for newborn, in head-trauma patients, as well as a new antidepressant drug (Persson 2008; aan het Rot, Collins et al. 2010; Persson 2010).
33 Ketamine pharmacokinetic and pharmacodynamic
34 Ketamine pharmacokinetic and pharmacodynamic
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38 Ketamine pharmacokinetic and pharmacodynamic
Declaration of Originality
Last name, first name: LEVIONNOIS, Olivier
Matriculation number: 05-118-690
I hereby declare that this thesis represents my original work and that I have used no other sources except as noted by citations.
All data, tables, figures and text citations which have been reproduced from any other source, including the internet, have been explicitly acknowledged as such.
I am aware that in case of non-compliance, the Senate is entitled to divest me of the doctorate degree awarded to me on the basis of the present thesis, in accordance with the “Statut der Universität Bern (Universitätsstatut; UniSt)”, Art. 20, of 17 December 1997.
Place, date Signature
…..Bern, 15th December 2010……………
39 Ketamine pharmacokinetic and pharmacodynamic
40 Ketamine pharmacokinetic and pharmacodynamic
Appendix: Publications
1. (III.) Levionnois OL, Mevissen M, Thormann W, Spadavecchia C. Assessing the efficiency of a pharmacokinetic-based algorithm for target-controlled infusion of ketamine in ponies. Res Vet Sci. 2010 Jun;88(3):512-8.
2. (IV.) Knobloch M, Portier CJ, Levionnois OL, Theurillat R, Thormann W, Spadavecchia C, Mevissen M. Antinociceptive effects, metabolism and disposition of ketamine in ponies under target-controlled drug infusion. Toxicol Appl Pharmacol. 2006 Nov 1;216(3):373-86.
3. (V.) Levionnois OL, Spadavecchia C, Kronen PW, Schatzmann U. Determination of the minimum alveolar concentration of isoflurane in Shetland ponies using constant current or constant voltage electrical stimulation. Vet Anaesth Analg. 2009 Jan;36(1):9-17.
4. (VI.) Spadavecchia C, Levionnois O, Kronen PW, Leandri M, Spadavecchia L, Schatzmann U. Evaluation of administration of isoflurane at approximately the minimum alveolar concentration on depression of a nociceptive withdrawal reflex evoked by transcutaneous electrical stimulation in ponies. Am J Vet Res. 2006 May;67(5):762-9.
5. (VII.) Spadavecchia C, Levionnois O, Kronen P, Andersen OK. The effects of isoflurane minimum alveolar concentration on withdrawal reflex activity evoked by repeated transcutaneous electrical stimulation in ponies. Vet J. 2010 Mar;183(3):337-44.
6. (VIII.) Levionnois OL, Menge M, Thormann W, Mevissen M, Spadavecchia C. Effect of ketamine on the limb withdrawal reflex evoked by transcutaneous electrical stimulation in ponies anaesthetised with isoflurane. Vet J. 2010 Dec;186(3):304-11.
41 Research in Veterinary Science 88 (2010) 512–518
Contents lists available at ScienceDirect
Research in Veterinary Science
journal homepage: www.elsevier.com/locate/rvsc
Assessing the efficiency of a pharmacokinetic-based algorithm for target-controlled infusion of ketamine in ponies
O.L. Levionnois a,*, M. Mevissen b, W. Thormann c, C. Spadavecchia a a Division of Veterinary Anesthesiology, Department of Clinical Veterinary Medicine, Vetsuisse Faculty, University of Bern, Switzerland b Division of Veterinary Pharmacology and Toxicology, Department of Clinical Research and Veterinary Public Health, Vetsuisse Faculty, University of Bern, Switzerland c Department of Clinical Pharmacology and Visceral Research, University of Bern, Switzerland article info abstract
Article history: The objective of this study was to assess a pharmacokinetic algorithm to predict ketamine plasma con- Accepted 6 December 2009 centration and drive a target-controlled infusion (TCI) in ponies. Firstly, the algorithm was used to simulate the course of ketamine enantiomers plasma concentrations after the administration of an intravenous bolus in six ponies based on individual pharmacokinetic Keywords: parameters obtained from a previous experiment. Using the same pharmacokinetic parameters, a TCI Target-controlled infusion of S-ketamine was then performed over 120 min to maintain a concentration of 1 lg/mL in plasma. Pharmacokinetic algorithm The actual plasma concentrations of S-ketamine were measured from arterial samples using capillary Predictive efficacy electrophoresis. Ketamine Equine The performance of the simulation for the administration of a single bolus was very good. During the TCI, the S-ketamine plasma concentrations were maintained within the limit of acceptance (wobble and divergence <20%) at a median of 79% (IQR, 71–90) of the peak concentration reached after the initial bolus. However, in three ponies the steady concentrations were significantly higher than targeted. It is hypothesized that an inaccurate estimation of the volume of the central compartment is partly responsible for that difference. The algorithm allowed good predictions for the single bolus administra- tion and an appropriate maintenance of constant plasma concentrations. Ó 2009 Elsevier Ltd. All rights reserved.
1. Introduction the drug concentration, a process referred to as ‘‘Titration of Intra- venous Agent by Computer” (TIAC, Absalom and Struys, 2007). Fur- When administering analgesic or anesthetic drugs intrave- thermore, this software can drive an infusion pump by frequently nously, it is of considerable advantage to maintain a stable efficacy adjusting the administered dose at its minimum necessary to target over time. This is ideally achieved with a steady-state blood con- and maintain in plasma a drug concentration as defined by the centration. For this purpose, Kruger-Thiemer (1968) described the anesthetist. This process is called target-controlled infusion (TCI, use of a classical pharmacokinetic compartmental model to opti- Absalom and Struys, 2007). When the plasma concentration is only mize drug administration. Standard pharmacokinetic parameters predicted by an algorithm, but not adjusted to actually measured including volume of distribution, clearance and elimination half- plasma samples, the TCI targeting a given plasma concentration is time allow a prediction of approximate doses for bolus and basic defined as ‘‘open-loop” (Absalom and Struys, 2007). Even though infusion schemes. However, accurate prediction of plasma levels better control of a plasma level can be achieved using TCI (Servin, after multiple dosing and prolonged infusions at various rates, as 1998), the clinical endpoints observed at the patient side by the it occurs during the course of a typical anesthesia, requires a more anesthetist are still the main determinants of the clinical effect of complex algorithm (Maitre and Shafer, 1990). Advanced technolo- the administered regimen. In complement to constant-rate infusion gies for intra-operative computer-assisted prediction of plasma lev- (CRI), TCI allows to reach more rapidly the desired drug concentra- els based on pharmacokinetic equations have been developed in tion in the blood while reducing drug accumulation and subsequent human anesthesia over the last years (Schwilden and Schuttler, hangover (Russell, 1998; Hu et al., 2005). To date, despite the equa- 2008). Specific softwares allow the clinician to predict and titrate tions being known and drug-specific software having been devel- oped for use in humans, no simple software is commercially available for the incorporation of veterinary pharmacokinetic data. * Corresponding author. Address: Division of Veterinary Anesthesiology, Depart- The purpose of this study was to generate a spreadsheet to pro- ment of Clinical Veterinary Medicine, Vetsuisse Faculty, University of Bern, P.O. 8466, 3001 Bern, Switzerland. Tel.: +41 316312287; fax: +41 316312620. vide a simulation of the dose-concentration course of ketamine E-mail address: [email protected] (O.L. Levionnois). enantiomers in ponies under isoflurane anesthesia (Larenza et al.,
0034-5288/$ - see front matter Ó 2009 Elsevier Ltd. All rights reserved. doi:10.1016/j.rvsc.2009.12.004 O.L. Levionnois et al. / Research in Veterinary Science 88 (2010) 512–518 513
2007). The algorithm is based on the pharmacokinetic equations used in traditional compartmental models. Based on this algo- rithm, an open-loop, plasma-targeted TCI of ketamine, a common component of veterinary balanced anesthesia (Knobloch et al., 2006; Solano et al., 2006; Bettschart and Larenza, 2007), was deliv- ered to ponies under isoflurane anesthesia using a computer-dri- ven pump to test the in vivo performance of the predictions.
2. Methods
Fig. 1. A three compartment mammillary pharmacokinetic model. The parameters 2.1. Spreadsheet for prediction of plasma concentration curve 1 kij represent the intercompartmental transport rate constant (min ) between the
compartments i and j. The parameter k10 represents the elimination rate constant.
2.1.1. Equations for the algorithm of the spreadsheet The parameters V1 and C(t) represent the volume of the central compartment This part aims at obtaining an algorithm to predict the time (compartment 1) and the plasma concentration in this compartment at the time t, course of the plasma concentration of a drug with known pharma- respectively. cokinetic parameters. The classical tri-exponential equation that defines the time course of the molar concentration of a compound Table 1 in plasma displaying linear pharmacokinetic is given by: Individual pharmacokinetic parameters of arterial plasma S- and R-ketamine obtained from ponies (n = 6) anaesthetized with isoflurane after intravenous racemic k1t k2t k3t CðtÞ ¼ Y1 e þ Y2 e þ Y3 e ð1Þ ketamine (2.2 mg/kg) or S-ketamine (1.1 mg/kg) administration (Larenza et al., 2007).
Pony ID 1 2 3 4 5 6 where C(t) is the plasma concentration (lM) at time t,Yi (lM) repre- sents a fraction of the initial dose that is eliminated from plasma S-ketamine V (L/kg) 0.257 0.214 0.276 0.127 0.026 0.388 with the first-order rate constant ki (per hour). When the compound 1 of interest is best represented by a two-compartment model, the k10 (per min) 0.264 0.322 0.116 0.533 0.647 0.09 k (per min) 0.164 0.197 0.115 0.341 0.874 0.18 third term is set to zero. Assuming a mammillary arrangement of 12 k21 (per min) 0.12 0.078 0.046 0.314 0.103 0.032 the three compartments (Fig. 1) and elimination only from the cen- Racemic ketamine tral compartment, the model has been described by Maitre and Sha- S-ketamine fer (1990) using first-order transport rate constants (per minute) for V1 (L/kg) 0.147 0.181 0.179 0.215 0.114 0.293 tissue uptake (k12, k13), recycling (k21, k31) and elimination (k10). The k10 (per min) 0.218 0.280 0.200 0.247 0.271 0.174 time course of the plasma concentration can then be expressed by k12 (per min) 0.146 0.190 0.274 0.115 0.198 0.173 k (per min) 0.051 0.078 0.097 0.082 0.034 0.057 following equations: 21 R-ketamine
DA1ðtÞ ¼ðk21 A2ðt 1Þ þ k31 A3ðt 1Þ ðk10 þ k12 þ k13Þ A1ðt 1Þ V1 (L/kg) 0.145 0.184 0.173 0.217 0.139 0.280 k10 (per min) 0.209 0.269 0.221 0.215 0.26 0.161 þ Rðt 1ÞÞ Dt þ BðtÞ ð2Þ k12 (per min) 0.145 0.182 0.297 0.129 0.172 0.201
k21 (per min) 0.043 0.079 0.14 0.048 0.037 0.054 DA2ðtÞ ¼ðk12 A1ðt 1Þ k21 A2ðt 1ÞÞ Dt ð3Þ V1, volume of the central compartment; kij, transfer rate constant between the ith and the jth compartment. DA3ðtÞ ¼ðk13 A1ðt 1Þ k31 A3ðt 1ÞÞ Dt ð4Þ where A1(t), A2(t) and A3(t) are the amount of drug (lg) at the time t tions of ketamine enantiomers after a single intravenous bolus. in compartments 1, 2 and 3, respectively. R(t) is the amount of drug In a previous study (Larenza et al., 2007), S-ketamine was admin- (lg/min) administered intravenously at the time t by continuous istered intravenously at 1.1 mg/kg at two occasions in five-year- infusion during the time interval, and B(t) (lg) the amount adminis- old healthy gelding Shetland ponies (n = 6), between 92 and tered as a bolus injection. If the drug pharmacokinetic is better de- 158 kg body mass (mean ± SD, 123 ± 22), anesthetized with isoflu- scribed by a two-compartment model, the transport rate constants rane. Once S-ketamine was administered alone and the second k13 and k31 have to be set to zero. Eqs. (2)–(4) calculate DAi(t), the time together with the same amount of R-ketamine in a racemic approximate change in the amount of drug (lg) in compartment i mixture. The plasma concentrations of S- and R-ketamine were over the time interval Dt (min). The amount of drug in each com- determined by capillary electrophoresis (Theurillat et al., 2005) partment at the beginning of the time interval is given by: at 0, 1, 2, 4, 8, 16, 32, 64, 128 min after bolus administration and three set of individual pharmacokinetic parameters were obtained Ai t ¼ Ai t 1 þ DAi t ð5Þ ð Þ ð Þ ð Þ (Table 1): S-ketamine alone, S-ketamine in the racemic mixture The accuracy of the approximation increases as smaller values and R-ketamine in the racemic mixture (Larenza et al., 2007). for Dt are chosen (Maitre and Shafer, 1990). Finally, the plasma These pharmacokinetic parameters were inserted in the spread- concentration (lg/mL) at the time t is given by: sheet to obtain a simulation of the individual plasma levels. The predictive accuracy of the simulations was then assessed. For each CðtÞ ¼ A1ðtÞ=ðV 1 PÞð6Þ curve, every single measured plasma concentration (Cm) corre- where V1 is the volume of the central compartment (mL/kg) and P sponded to a prediction (Cp) obtained from the algorithm. The dif- the body mass (kg) of the individual of interest. The equations pre- ference between Cp and Cm was then analyzed with the method sented above ((2)–(6)) were implemented in an excel spreadsheet described by Varvel et al. (1992). (standard Microsoft Office software for Windows), such that a pre- The prediction error (PE) was calculated for each time point as dicted plasma concentration curve was generated from a simulated follows: dose regimen. PE ¼ðCm CpÞ=Cp 100 ð7Þ 2.1.2. Evaluation of the predictive performance of the equations Four variables were calculated from the PE: (1) the median pre- This part aims at assessing if the algorithm implemented within dictive error (MDPE) is a measure of bias per individual and consti- the spreadsheet simulates appropriately the plasma concentra- tutes the median of the PE. (2) The median absolute predictive error 514 O.L. Levionnois et al. / Research in Veterinary Science 88 (2010) 512–518
(MDAPE) is a measure of the error per individual and constitutes 130, 150, 170, 190 min after starting the infusion. All samples were the median of the absolute values of the PE. (3) The divergence esti- immediately put on ice, centrifuged and the plasma was stored at mates the trend away from or toward the targeted concentration 80 °C for the determination of ketamine and norketamine enan- and constitutes the slope of the linear regression line when |PE| tiomers within 2 months (Knobloch et al., 2006). These compounds is plotted against time. Units of divergence are percentage per were measured in plasma using capillary electrophoresis (Theuril- hour. (4) The wobble is a measure of the prediction instability per lat et al., 2005). The detection limit for the enantiomers of keta- individual and is calculated as the median of the absolute value mine was 10 ng/mL. of the difference between MDPE and each PE. If the divergence For each sampling time point, the differences between actual and the wobble are low (close to zero), the prediction error defined and predicted plasma concentrations were evaluated by PE values. by MDAPE is stable over time and samplings, respectively. The parameters MDPE, MDAPE, Wobble and divergence were cal- culated. Therefore, three different time intervals were defined from 2.2. Target-controlled infusion of S-ketamine 0 to 30 min after the beginning of the infusion, from 30 to 120 min and from 120 to 190 min after the beginning of the infusion. The 2.2.1. Equation for TCI actual and estimated context-sensitive decrement time 50% This part aims at obtaining an algorithm to predict the infusion (CSDT50, time required for the plasma concentration to decrease rate necessary to drive a TCI of a drug with known pharmacoki- to 50% of its starting value when the IV infusion is stopped) were netic parameters. Based on former Eqs. (2)–(6), a TCI algorithm calculated. for the prediction of the appropriate infusion rate (IR(t)) starting from a user-defined target plasma level (TC(t), lg/mL) was 2.3. Statistical analysis obtained: The anesthetic data were described as parametric data by mean IR TC V = t A = P t k A k A ðtÞ ¼ðð ðtÞ 1Þ D ð 1ðtÞ ð D ÞÞ ð 21 2ðtÞ þ 31 3ðtÞ (±SD). The plasma concentrations, bolus dose, infusion rates, PE,