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Pharmacokinetics – a practical application of calculus April 6, 2009 Elena Ho Protein Bioanalytics / Pharmacokinetics Protein Therapeutics 1 Bayer Aspirin In 1897, Felix Hoffman, a research chemist employed by the "Farbenfabrikin vorm. Freidr. Bayer and Co." synthesized acetylsalicylic acid. On February 1, 1899, Aspirin® was registered as a trademark. On March 6th of the same year, this drug was registered with the Imperial Patent Office in Berlin. Aspirin quickly become popular worldwide, and remains an important drug today. (Interestingly, it was not until 1971 that Sir John Vane discovered the mechanism of action of aspirin, a feat that earned him the 1981 Nobel Prize for Medicine.) Business operations : Bayer HealthCare makes an important contribution to human and animal health with its innovative products and by researching new therapeutic approaches. The subgroup has four operating divisions: Bayer Schering Pharma* (prescription medicines), Consumer Care (over-the-counter medicines and nutritional supplements), Medical Care (blood glucose monitoring systems and contrast injection systems), Animal Health (veterinary medicines and grooming products) Bayer CropScience is a world leader in the areas of crop protection, pest control, seeds and plant biotechnology. As a partner in the production of highquality food, feed and fiber, the company offers comprehensive solutions for modern, sustainable agriculture and non-agricultural applications. Bayer MaterialScience is one of the world’s leading manufacturers of polymers and high-quality plastics. Apart from its polycarbonates and polyurethanes, this company’s offering also includes innovative developments in the fields of coatings, adhesives, insulating materials and sealants. Principal customers are the automotive and construction industries, the electrical/electronics sector and manufacturers of sports and leisure articles, packaging and medical equipment. Products The Bayer Group markets some 5,000 products. Best-sellers include: in the health care field: Yasmin®/YAZ®/Yasminelle®, Betaferon®/Betaseron®, Kogenate®, Adalat®, Avalox®/Avelox® in the nutrition field: Confidor®/Gaucho®/Admire®/Merit®, Flint®/Stratego®/Sphere® in the field of high-tech materials: Makrolon®, Baydur®, Bayflex® Footwear, Desmodur®/Desmophen® Workforce On December 31, 2007, the Bayer Group had 106,200 employees worldwide (2006: 106,000). North America accounted for 16,800 of these employees, while 18,900 were based in Asia-Pacific, 14,300 in Latin America/Africa/Middle East and 56,200 in Europe. In Germany we had 39,100 employees, who made up 36.8 percent of the Group workforce. 106,200 employees worldwide (as of December 31, 2007), including: 56,200 in Europe 16,800 in North America 18,900 in Asia-Pacific 14,300 in Latin America/Africa/Middle East Bayer is seeking exceptional college students for summer internships at the Berkeley site. Help us spread the word. Visit website for details... http://www.bayerjobfair.com/interns Application deadline is March 15, 2009. Dosing Regimen How much ? How often ? Oral bio- Half-life availability Permeability Efflux Aqueous Solubility Volume of Distribution Clearance Absorption Metabolic Stability Renal Excretion Biliary Excretion CNS Protein Penetration Binding Tissue Binding Typical Study Tools Barriers between Dose and Target Kerns & Li 2003, DDT 8:316-323 Interesting facts about a human body Absorbing surface area of skin: 1.73 m2 Absorbing surface area of the lung: 70 m2 Absorbing surface area of GI tract: ~200m2 (1/2 basketball court) Small intestine is ~2” around, 22’ long Total length of capillaries is ~ 37,000 miles Compartment models A compartment is an entity which can be described by a definite volume and a concentration (of drug) Concentration Dose V Dose (mg) = C (ug/ml) x V (ml) V = Dose/Concentration One compartment model: the drug enters the body, distributes instantly between blood and other body fluid or tissues. Model Hydrodynamic analogy Drug in 1. One compartment Drug in Drug out Drug out __________________________ 2. Two compartment Drug in central tissue Drug out ____________________________ 3. Three compartment Tissue 1 Drug in Tissue 1 central Drug in central Tissue 2 Tissue 2 Drug out Drug recycle Drug out The human body is a multimillion compartment model considering drug concentration in different organelles, cells, or tissues We have access to only two types of body fluid – blood and urine We will begin with the simplest model Single dose, IV, one compartment : dose of drug introduced rapidly and completely and quickly distributes into its homogenous volume of distribution. Drug is then eliminated by metabolism and excretion. Then : dA/dt = - kel A where kel = ke + km rearrange to : dA/A = - kel dt Integrate: Gives: A A0 dA/A = - kel ∫ | A ln A A0= - kel t ∫ t t0 dt t |t 0 or ln A – ln A0 = - kel . t – t0 This yields the familiar exponential or logarithmic expressions C0 A = A0 e – Kel t C = C0 e – Kel t - Kel/2.3 log C log C = log C0 – kel . t /2.3 Kel = 2.3/t . log C/C0 time Biological half-life (T1/2) Consider again the rearranged expression dA/A = - kel dt Integrate between limits A and A/2 t/2 A/2 ∫A dA/A = - kel Gives: ∫t 0 dt ln A – ln (A/2) = kel t1/2 ln 2 = kel t1/2 = 0.693 Therefore: t1/2 = 0.693 / kel Area Under the Curve (AUC) The integral of drug blood level over time from zero to infinity and a measure of quantity of drug absorbed in the body Area = A o ∞ Sum of all concentration from t0 to t∞ i) Linear trapezoidal method: AUC t1t2 = Area of a trapezoid t1t2 = (t2 – t1). (C2+ C1)/2 ii) Log trapezoidal method: AUC t1t2 = (t2 – t1). (C2+ C1)/ln(C2/C1) iii) Lagrange method: cubic polynomial equation iv) Spline method: piecewise polynomials for curve-fitting 2000 1500 1000 Observ ed Predicted 500 0 0 5 10 15 20 25 30 time (hour) 35 40 45 50 Linear and/or Log trapezoidal method 2000 1500 1000 Observ ed Predicted 500 0 0 5 10 15 20 25 30 35 40 45 50 time (hour) T1, T2, T3, T4, T5, T6 T7 Advantages: Easy to use. Reliable for slow declining or ascending curves Disadvantages: error-prone for data points with a wide interval; over or under estimate the true AUC; log 0 is not defined; not good for multiexponential curve In vivo Pharmacokinetics in Rodents Distribution Plasma Concentration Disposition kinetics: • single iv administration • repeated blood sampling • plasma concentration-time profile Plasma Half-life: T1/2 = ln 2 kel Plasma Clearance: CL = Dose AUC Elimination AUC(inf) Volume of Distribution at steady-state: Vdss = CL kel kel Time T1/2 = 0.693 x Vd/CL The clearance of compounds is evaluated in The volume of distribution should exceed that of relation to the liver blood flow which is total body water, i.e. 0.6-0.7 L/kg which indicates that 60 and 90 mL/min/kg in rat and mouse, respectively. the compound distributes freely into tissues. Absorption GI Tract Stomach: Dissolution Stability at pH 1 Intestines: Dissolution Stability at pH 3-8 Permeability Metabolic stability Compound properties controlling absorption: • size MW • aqueous solubility Sw • lipophilicity logP • polarity PSA • ionization pKa • ... Absorption Deriving Models of the Gastrointestinal Tract Oral bioavailability: Barriers and In vitro Models Fraction of dose absorbed: FA% Gut Wall Liver Oral bioavailabilit F% Oral Absorption limited by: Stability Solubility Permeability ATP-dependent Efflux Drug Metabolism Hepatocellular Uptake, Drug Metabolism and Biliary Excretion In Vitro Models: Gastric and Intestinal Juice Phys.-Chem. Descr. Caco-2 Liver Microsomes Hepatocytes S9 mix, Cytosol Intest. Microsomes In vivo Pharmacokinetics in Rodents Oral kinetics: Cmax • single Max. plasma conc. and Time of max. pl. conc. Tmax Distribution Plasma Concentration po administration • repeated blood sampling • plasma concentration-time profile Absorption Elimination kel AUC(inf) Time Tmax Oral Bioavailability: Cmax F= There is no possibility to extrapolate the bioavailability in rodents to that in man. The sources of its limitation are often more important than the actual value as this information may allow to study the corresponding mechanism using human in vitro systems and to extrapolate the expected bioavailability . AUC po / Dpo AUC iv / D iv x 100% Example of a pharmacokinetic study: single dose IV in the rat Study design Animal : Sprague-Dawley male rat, approximately 10 weeks old weighing ~250 g each (n=4) Compound : BAY xxxxxx supplied by AABBCC. Dissolve 0.7 mg in 10 ul of DMSO, bring it up to 1 mL with PBS. Dosing : each animal will receive a dose equivalent to 0.7 mg/kg. Time points: pre dose, 5 min, 30 min, 1, 2, 4, 7, 24, 28, 31 hours post dose Blood sample : collect 225 ul of blood in 25 ul of 5% Na Citrate at each time point. Centrifuge blood at 5000 g for 5 minutes. Separate the plasma and keep at -80ºC until analysis SUMMARY OF RESULTS: Plasma concentration in ng/ml: animal # animal wt (kg) dose volume(ml) rat 1 rat 2 rat 3 rat 4 0.278 0.28 0.296 0.30 0.295 0.30 0.29 0.29 <LLOQ <LLOQ <LLOQ <LLOQ 2259.1 1045.4 754.5 1888.1 977.5 639.0 2044.2 1005.3 678.9 2162.7 1095.3 838.2 519.2 271.2 251.7 444.9 238.6 196.5 513.4 273.3 177.2 415.5 254.1 209.8 30.8 25.5 18.8 30.7 20.2 18.0 35.6 21.5 16.4 36.6 23.0 16.8 time (hr) predose 0.083 0.5 1 2 4 7 24 28 31 LLOQ = 15.6 ng/ml Retain = 866 ug/ml Rat plasma concentration was determined using ELISA immunoassay method: MW: 2/3 rule fu [%]: Animal No. rat 1 rat 2 rat 3 rat 4 Mgeo SDgeo LOG SDgeo Mari orig. dose SDari CV orig. dose orig. orig.dose dose [mg/kg] 0.7 0.7 0.7 0.7 norm. norm.dose dose [mg/kg] 1 1 1 1 [#] [h] time point time 1 0 2258 1960 2093 2150 2113 1.06 0.0256 2115 124 5.87 2 0.083 2259 1888 2044 2163 2084 1.08 0.0336 2089 160 7.66 3 0.5 1045 978 1005 1095 1030 1.05 0.0214 1031 51.2 4.96 4 1 754 639 679 838 724 1.13 0.0519 728 87.9 12.1 5 2 519 445 513 416 471 1.12 0.0475 473 51.2 10.8 6 4 271 239 273 254 259 1.07 0.0276 259 16.3 6.27 7 7 252 196 177 210 207 1.16 0.0641 209 31.6 15.1 8 24 30.8 30.7 35.6 36.6 33.3 1.10 0.0405 33.4 3.12 9.32 9 28 25.5 20.2 21.5 23.0 22.5 1.11 0.0434 22.5 2.28 10.1 10 31 18.8 18.0 16.4 16.8 17.5 1.06 0.0270 17.5 1.09 6.24 [µg/L] concentrations plasma conc. of BAY 877030 Xxxxxx(Prep.No.= WANG1010-1-1) after iv bolus administration of 0.7mg/kg to male Sprague Dawley Rat, (n=4 of 4) 10000 rat 1 rat 2 rat 3 rat 4 conc. [µg/L] 1000 100 10 0 5 10 15 20 25 30 time [h] Pharmacokinetic parameters: Animal No. rat 1 rat 2 rat 3 rat 4 Mgeo Sdgeo Mari Sdari CV Dose [mg/kg] 0.700 0.700 0.700 0.700 0.700 1.00 0.700 0.00 0.00 AUC [µg·h/L] 5603 4819 5047 5299 5184 1.07 5192 337 6.49 AUCnorm [kg·h/L] 8.00 6.88 7.21 7.57 7.41 1.07 7.42 0.481 6.49 %AUC(t last -∞) [%] 3.01 3.31 3.19 3.19 3.17 1.04 3.17 0.122 3.84 CLplasma [L/h/kg] 0.125 0.145 0.139 0.132 0.135 1.07 0.135 0.00873 6.45 Vss [L/kg] 0.945 1.12 1.05 1.02 1.03 1.07 1.04 0.0736 7.11 MRT [h] 7.56 7.73 7.58 7.73 7.65 1.01 7.65 0.0916 1.20 t1/2 [h] 6.63 6.85 6.79 6.81 6.77 1.01 6.77 0.0974 1.44 t1/2,a [h] 0.588 0.592 0.583 0.681 0.610 1.08 0.611 0.0469 7.67 This compound represents a 2-compartment model. Com1: BAY 877030 = HKB11-R338A-HG3 (HTI AHIX-5041 was used as capture antibody in the assay) Summary Elimination T1/2 = 6.8 hours Total plasma clearance = 135 ml/h/kg Vss = 1.03 L/kg Remark This profile suggests a slow clearance compound with a moderate elimination half life. The volume of distribution at steady state is high, suggesting the compound distribution is beyond the plasma volume compartment Predicting Human PK • Direct Scaling of in vitro rate of metabolism to the CL in vivo in vitro CL c t in vivo CL • physiologically based • metabolic CL only • first-pass effect • oral bioavailability • Allometric Scaling of human PK based on animal data in vivo CL Vdss • empirical • total CL and Vss • requires mech. to be scalable • t1/2 body weight Research and development at Bayer HealthCare focus on identifying and developing new active substances to treat diseases with a high unmet medical need. Our job is to contribute to the understanding of our drug’s behavior and save lives one day