A PROCEDURE FOR DOCUMENTING AND ASSESSING BIOEQUIVALENCE A. ARDIA, C. MONTORO, N. ORLANDO

Size: px
Start display at page:

Download "A PROCEDURE FOR DOCUMENTING AND ASSESSING BIOEQUIVALENCE A. ARDIA, C. MONTORO, N. ORLANDO"

Transcription

1 ~. A PROCEDURE FOR DOCUMETIG AD ASSESSIG BIOEQUIVALECE A. ARDIA, C. MOTORO,. ORLADO ABSTRACT Bioequivalence comparative trials are conducted to demonstrate that the bioavailability of new formulations (one or more) of a standard drug does not differ from the original one or that new forms of administration (one or more) do not differ from the actually marketed formulation. The most widely used experimental procedures follows the cross-over scheme in which each subject receives each of the forms of the studied caupound over the course of the study in an order of administration such to generate a design constituted by a series of Latin squares. In alternative, not all of the formulations are given to the same subject but at least two of them conducting in such a way to an incomplete block design. Main response variables on which assessment is based are AUC (area under curve), Cmax (peak level) - observed or log-transformed values - and tmax (time to peak level). Several statistical methods have been developed and proposed to deal with the problem of "proving" the " pratical equality" of two parameters. We present a procedure, completely written in SAS, menu-driven, for producing a complete documentation of a bioequivalence trial. The output gives the list of the observations, of the response variables with descriptive statistics and table and exits of the statistical analysis. THE BIOEQUIVALECE PROBLEM When a new formulation of a drug is proposed, it is necessary to demonstrate that it is essentially equivalent to the standard formulation. Although it is possible to distinguish many kinds of equivalence - chemical, biological, therapeutic - it is the latter that chiefly concerns us. A direct demonstration of the therapeutic equivalence of two different formulations would require a large number of clinical trials. However if we assume that two formulations which produce the same blood-level profile over time give the same therapeutic effect, the problem of proving the "pharmacokinetic" or "bioavailability" equivalence is simplified. AIM OF A BIOEgUIVALECE TRIAL The aim of a bioequivalence trial is to prove that the bioavailability of a formulation does not differ from that of the standard by more than a prespecified value: in particular all the regulatory authorities agree that for equivalence to be claimed, two products should not differ by more than ± 20\ in mean bioavailability. '317

2 SUITABLE DESIGS: Since it' has been observed that even in a selected relatively hclllloqenous- group, the response (time taken for the drug to reach blood or urine levels) is quite variable, any design which eliminates the variations between subjects variation fra. the caaparison being made is an efficient one, even though --efficiency does not necessarily 1mply validity. Among such efficient designs, which are characterized by the use of each subject more than once, the most widely used are: - the cross-over design, for two formulations - the latin square and the incomplete randomized blocks for more than two formulations, the latter being useful when the number of adm1 nistrations on the same subject is less than the formulations under study. RBSPClIfSB In each subject after each administration the drug concentration in the blood and urine is measured at fixed times thus giving rise to a curve over t1meof which the quantities of interest are: - Area under curve (AUe) (i.e. integral of the blood levels over time) that gives information about the average concentration over the interval examined Maximum concentration ( 0Dax, or peak, and time to 0IIax) that contain information about the rate and extent of absorption. Instead of the original values of Aue and Cmax, their logs are usually analyzed. STATISTICAL AALYSIS AUe -0I\aX Several approaches have been proposed. In our procedure we have adopted two of them that meet the requirements of the regulatory agencies, one in the field of hypothesis testing and the other in the confidence interval approach. The adequate statistical hypothesis system for the proposed problem can be stated as: S1 Ra M~ SLc, or M~ Me: 8 1: Lo < < Uo M$ where M., Ms are respectively the means formulation L is the lower limit, usually 0.80 U is the upper limit, usually 1.20 ME Its of ~ Uo the new and the standard FDA requirements 378

3 or for loq-transformed data S,. [.H,,: hu-_ lls) S L H1 : L < (lle- ll,)< u or (lla- "S)~ U where lle= 109 M. 116= 109' M5 L = 109 L.. U = log Uo Assuminq that 109 transformed values follow the normal distributions with constant variance S2, they can be tested followinq the procedure proposed by Hauck and Anderson. First calculated the quantities XE - 'is- t ( L + V) T = S J(2/n) where X are the sample means (in the 109 scale) n is the size of each qroup S the error standard deviation calculated from the appropriate AOVA with degrees of freedom g I. and v - ~. 6 = S J(2/n) r = Fv (ITI - 6) - Fv ( -ITI - 6) where F is the distribution function of the Student's ~ with g deqrees of freedom. Bence decide for the bioequivalence if p < a not for HI otherwise. Alternatively the corrispoddtnq confidence interval approach can be used, followinq the criteria qiven by Westlake and accepted aa a standard evaluation by the FDA. On this basis for 109' transformed data the confidence interval for the difference is calculated as where lle D2 S lq (--- ) S D1 lls D1 1(1S J(1/n) - (Xs - Xe,) D2 = 1(2S J(l/n) - (Xs- XE.) 1(1' 1(2 are as such the inteqral of the t- distribution from 1(,. to 1(1 with the appropriate deqrees of freedom is (1~) with the constraint and bioequivalence accepted if, takinq antiloqs, L "s S lleo :S U lls 379

4 If data are not 109 transformed limits of confidence have to be expressed as percent o.fxs and compared with Land U. Kock's non parametric analysis for a cross-over design is usually adopted for two formulations. For more than two formulations Friedman's two-way non parametric scheme is applied both on treatments and periods. THE PROCEDURE The procedure uses the SAS AE, FSP, GRAPH, STAT and BASICS' products. It is completely menu-driven, largely adopts the PROC BUILD and DISPLAY of the AE module and is illustrated in the flow-chart. " The main menu proposes the foreseen operations. Data acquisition is performed by a data-entry created with the FSEDIT procedure of FSP. Statistical analysis adopts the PROC GLM whereas the bioequivalence assessment is ac;hieved by means of DATA STBP- BASICS module. The outputs are as follows: '.", s: - TABLES 1 - Individual blood/urine drug concentration observed in each subject subdivided by treatment with the means and standard deviations at the foot. - TABLES 2 - Pharmacokinetic parameters AUC - cmax (original and logtransformed) and tmax for each patient subdivided by treatment with mean and standard deviation at the foot. TABLES 3 Statistical Analysis - AUC and Cmax AHOVA according to the experimental design (PROC GLM Type III SS). - TABLES 4 - Statistical Analysis - t max Koch's non parametric test for cross-over design or Friedman's test for a two-way scheme applied both to periods and treatmen' (PROC PAR1WAY - PROC MRAK). - TABLES 5 - Bioequivalence assessment. Table summing up the mean values of the pharmacokinetic parameters AUC and Croax (original and log) and comparison of the new formu1ation(s) to the standard: Confidence Intervals (Westlake criteria). As regards the original data, the values in the table refer to the magnitude of the interval of the difference with the standard. As regards the logarithms, the value in the table correspond to the confidence interval of the ratio between the new and the standard formulation Hauck and Anderson test: the value in the table refers to the result of the test in terms of P value. 380

5 REFERECES 1. Anderson S. and Hauck W.W. A new procedure for testinq equivalence in comparative bioavailability and other clinical trials. Comm. Stat. A12: (1983). 2. FDA bioequivalence task force report conclusion. The pink Sheet, February 15: (1988). 3. Friedman and Milton. The use of ranks to avoid the assumption of normality implicit in the analysis of variance. J. Am. Statist. Assoc. 32: (1937). 4. Grizzle J.E. The two-period chanqe-over desiqn and its use in clinical trials. Biometrics 21: (1965). 5. Kirkwood T.B.L.Bioequivalence testinq - a need to rethink. Biometrics 37: (1981). 6. Koch G.G. The use of non-parametric methods in the statistical analysis of the two-period chanqe-over desiqn. Biometrics 28: (1972). 7. Mandallaz D. and Mau J. Comparison of different methods for decision-makinq in bioequivalence assessment. Biometrics 37: (1981). 8. Metzler C.M. Bioavailability - a problem in equivalence. Biometrics 30: (1974). 9. Westlake W. J.. Syrmnetric confidence intervals for bioequivalence trials. Biometrics 32: (1976). 10. Westlake W.J. Response to bioequ!valence testinq - a need to rethink. Biometrics 37: (1981). 11. Westlake W.J. Statistical aspects of comparative bioavailability trials. Biometrics 35: (1979). 381

6 TABLE 1/1 COCETRATIO ( TREATMET STADARD SUBJECT SEQ o TIMES MEA S.D. TABLE 1/2 COCETRATIO ( TREATMET EW SUBJECT SEQ TIMES o U 12 MEA S.D. 382

7 TABLE 2/J. PllAlllfACOKDIETICS PA1IAMETERS STADARD StIIIJECT CIIAX LOG AUC LOG SEQ CIIAX AUC MEAS sm TABLE 2/2 PHARMACOKIETICS PA1IAMETERS TREATMET: EW SUBJECT CMAX LOG A U C LOG TMAX SEQ CMAX A U C l2 MEAS sm 383

8 TABLE 5. BIOEQUIVALECE AALYSIS OBSERVED VALUES LOG - TRAF VALUES TREATMET MEAS (ARITM. IF OBS. - GEOM. IF LOG) SYMMETRIC COFIDECE ITERVAL (WESTLAKE) A VS B RHO-VALUE () (HAUCK TEST) SSE (A) STADARD (B) TEST ' AUC.... CMAX AUC CMAX d!i '" TYPE I ERROR ALPHA=O.05 SSE = AOVA ERROR STADARD DEV (D.F... BIOEQUIVALECE ACCEPTED IF RHO = ALPHA

9 COCETRATIO :1 M ::f 5 4 S 3~~~~~~~~~~~~~~~~~~~~~~~ o so TIM E TREATMT -~ EW 4-+-& STADARD 385

10 PROGRAM o. 1 2 I Edi t SAS d"ta set ; DATI. TEST! Co-and... ~ Screen 1 PROTOCOL O. DESCRIPTIO TREA"""", PATIET O. "i'!m Obs II--- C. """"""" -- PERIOD T I III S TOTAL o. OF PATIET - TREATMETS A (STADARD) c= - I Edi t SAS 'data set ; DATI. TESTl Screen PATIEKT O. T'" SEQ<mICE -- PERIOD 386

11 , S~lect Option ==~ Press ED to return. I - I 1. DEFIITIO OF A EW PROTOCOL BIOEQUIVALECE 2. EDITIG A OLD PROTOCOL 3. LISTIG OF EXISTIG PROTOCOLS 4. REPORT AD STAT. : CROSS"'{)VER 5. : LATI SQUARE & BIBD, 6. BIOEQ. ASSESSMET : CROSs"'{)VER, 7. : LATI SQUARE & BIBD J ~ 3 I 4,'S I 6,~ 1 " Text Editor f TABLES 1-2 "-'"..., Col ' PROTOCOL HO. DESCRIPTIO AD MODEL - (see enclosures) : &:PROT- D."..or - AlIA 6ALl- PI\O'lOOOL \ --, f TABLES i' AOYA - PROC GLM i" O PARAMETRIC TEST "ER1-- % OW< -- " k: I AlJC LOG_CMAX :',-. LDG_AUC i: I J " t: " ~ ri.er2--.er3--.-.': i TABLE 5!' (see enclosures) r' f ~ I 387

Clinical Trials A Practical Guide to Design, Analysis, and Reporting

Clinical Trials A Practical Guide to Design, Analysis, and Reporting Clinical Trials A Practical Guide to Design, Analysis, and Reporting Duolao Wang, PhD Ameet Bakhai, MBBS, MRCP Statistician Cardiologist Clinical Trials A Practical Guide to Design, Analysis, and Reporting

More information

Dr. M.Mothilal Assistant professor

Dr. M.Mothilal Assistant professor Dr. M.Mothilal Assistant professor Bioavailability is a measurement of the rate and extent of drug that reaches the systemic circulation from a drug product or a dosage form. There are two different types

More information

PROFILE SIMILARITY IN BIOEQUIVALENCE TRIALS

PROFILE SIMILARITY IN BIOEQUIVALENCE TRIALS Sankhyā : The Indian Journal of Statistics Special Issue on Biostatistics 2000, Volume 62, Series B, Pt. 1, pp. 149 161 PROFILE SIMILARITY IN BIOEQUIVALENCE TRIALS By DAVID T. MAUGER and VERNON M. CHINCHILLI

More information

READER REACTION. Bioequivalence TestiIlg-A Need to Rethink. September 1981

READER REACTION. Bioequivalence TestiIlg-A Need to Rethink. September 1981 BIOMETRICS 37, 589-594 September 1981 READER REACTION Bioequivalence TestiIlg-A Need to Rethink Thomas B. L. Kirkwood1 Statistics Section, National Institute for Biological Standards and Control, Holly

More information

SCHOOL OF MATHEMATICS AND STATISTICS

SCHOOL OF MATHEMATICS AND STATISTICS Data provided: Tables of distributions MAS603 SCHOOL OF MATHEMATICS AND STATISTICS Further Clinical Trials Spring Semester 014 015 hours Candidates may bring to the examination a calculator which conforms

More information

The science behind generic drugs

The science behind generic drugs The science behind generic drugs Are generics manufactured to the same high quality standards? Are generics equivalent to the pioneer? Do pioneer drugs go through more testing? Should I feel confident

More information

Helmut Schütz. Satellite Short Course Budapest, 5 October

Helmut Schütz. Satellite Short Course Budapest, 5 October Multi-Group and Multi-Site Studies. To pool or not to pool? Helmut Schütz Satellite Short Course Budapest, 5 October 2017 1 Group Effect Sometimes subjects are split into two or more groups Reasons Lacking

More information

Cross-over trials. Martin Bland. Cross-over trials. Cross-over trials. Professor of Health Statistics University of York

Cross-over trials. Martin Bland. Cross-over trials. Cross-over trials. Professor of Health Statistics University of York Cross-over trials Martin Bland Professor of Health Statistics University of York http://martinbland.co.uk Cross-over trials Use the participant as their own control. Each participant gets more than one

More information

DRAFT GUIDANCE DOCUMENT Comparative Bioavailability Standards: Formulations Used for Systemic Effects

DRAFT GUIDANCE DOCUMENT Comparative Bioavailability Standards: Formulations Used for Systemic Effects 1 2 3 DRAFT GUIDANCE DOCUMENT Comparative Bioavailability Standards: Formulations Used for Systemic Effects 4 This guidance document is being distributed for comment purposes only. 5 6 Published by authority

More information

EMA/EGA. Session 1: orally administered Modified Release Products European Regulatory Requirements London 30 April 2015 Dr.

EMA/EGA. Session 1: orally administered Modified Release Products European Regulatory Requirements London 30 April 2015 Dr. EMA/EGA Session 1: orally administered Modified Release Products European Regulatory Requirements London 30 April 2015 Dr. Henrike Potthast Disclaimer The presentation reflects the personal opinion of

More information

Prasugrel hydrochloride film-coated tablets 5 mg and 10 mg product-specific bioequivalence guidance

Prasugrel hydrochloride film-coated tablets 5 mg and 10 mg product-specific bioequivalence guidance 31 May 2018 EMA/CHMP/158772/2016/Rev.1 Committee for Medicinal Products for Human Use (CHMP) Prasugrel hydrochloride film-coated tablets 5 mg and 10 mg Draft Agreed by Pharmacokinetics Working Party April

More information

Johnson & Johnson Pharmaceutical Research & Development, L.L.C.

Johnson & Johnson Pharmaceutical Research & Development, L.L.C. SYNOPSIS Issue Date: 27 April 2009 Document No.: EDMS-PSDB-9908562:2.0 Name of Sponsor/Company Name of Finished Product Name of Active Ingredient Johnson & Johnson Pharmaceutical Research & Development,

More information

A Review Article on Bioavailability and Bioequivalence Studies

A Review Article on Bioavailability and Bioequivalence Studies International Journal of PharmTech Research CODEN (USA): IJPRIF ISSN : 0974-4304 Vol.5, No.4, pp 1711-1721, Oct-Dec 2013 A Review Article on Bioavailability and Bioequivalence Studies Srivastav Atul Kumar*,

More information

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

Understand the physiological determinants of extent and rate of absorption

Understand the physiological determinants of extent and rate of absorption Absorption and Half-Life Nick Holford Dept Pharmacology & Clinical Pharmacology University of Auckland, New Zealand Objectives Understand the physiological determinants of extent and rate of absorption

More information

PUBLIC ASSESSMENT REPORT Scientific Discussion

PUBLIC ASSESSMENT REPORT Scientific Discussion Direction de l Evaluation des Médicaments et des Produits Biologiques PUBLIC ASSESSMENT REPORT Scientific Discussion Tramadol hydrochloride + paracetamol 37.5 mg-325 mg Grünenthal film coated tablets Bonoc

More information

This clinical study synopsis is provided in line with Boehringer Ingelheim s Policy on Transparency and Publication of Clinical Study Data.

This clinical study synopsis is provided in line with Boehringer Ingelheim s Policy on Transparency and Publication of Clinical Study Data. abcd Clinical Study Synopsis for Public Disclosure This clinical study synopsis is provided in line with s Policy on Transparency and Publication of Clinical Study Data. The synopsis which is part of the

More information

Draft Agreed by Pharmacokinetics Working Party February Adoption by CHMP for release for consultation 1 April 2016

Draft Agreed by Pharmacokinetics Working Party February Adoption by CHMP for release for consultation 1 April 2016 15 December 2016 Committee for Medicinal Products for Human Use (CHMP) Everolimus tablets 0.25 mg, 0.5 mg, 0.75 mg and 1 mg; 2.5 mg, 5 mg and 10 mg, dispersible tablets 0.1 mg and 0.25 mg; 2 mg, 3 mg and

More information

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. PHA 5127 Second Exam Fall 2011 On my honor, I have neither given nor received unauthorized aid in doing this assignment. Name Put all answers on the bubble sheet TOTAL /200 pts 1 Question Set I (True or

More information

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

Statistical Tests of Agreement Based on Non-Standard Data

Statistical Tests of Agreement Based on Non-Standard Data Statistical Tests of Agreement Based on Non-Standard Data Elizabeth Stanwyck Bimal Sinha Department of Mathematics and Statistics University of Maryland, Baltimore County Barry Nussbaum Office of Environmental

More information

Multivariate Bioequivalence

Multivariate Bioequivalence Multivariate Bioequivalence S h i t a l A g a w a n e, S a n j u k t a R o y P h U S E 2013 S t r e a m : S t a t i s t i c s a n d P h a r m a c o k i n e t i c s S P 0 4 PhUSE 2013 Disclaimer Any views

More information

Final Report (Amendment 1) April 11, 2006 Page 4 of 50

Final Report (Amendment 1) April 11, 2006 Page 4 of 50 Page 4 of 50 2 SYNOPSIS Title: A Bioavailability Study to Assess the Bioequivalence of Alfacalcidol Capsule and Oral Drop Formulations: A Comparative, Randomized, Single-Dose, 4-Way Crossover Bioavailability

More information

Clinical Endpoint Bioequivalence Study Review in ANDA Submissions. Ying Fan, Ph.D.

Clinical Endpoint Bioequivalence Study Review in ANDA Submissions. Ying Fan, Ph.D. Clinical Endpoint Bioequivalence Study Review in ANDA Submissions Ying Fan, Ph.D. 1 Disclaimer This presentation constitutes an informal communication that represents the best judgment of the speaker at

More information

CHAPTER - 6 STATISTICAL ANALYSIS. This chapter discusses inferential statistics, which use sample data to

CHAPTER - 6 STATISTICAL ANALYSIS. This chapter discusses inferential statistics, which use sample data to CHAPTER - 6 STATISTICAL ANALYSIS 6.1 Introduction This chapter discusses inferential statistics, which use sample data to make decisions or inferences about population. Populations are group of interest

More information

Public Assessment Report Scientific discussion. Ibuprofen 400 mg/100 ml solution for infusion & Ibuprofen 600 mg/100 ml solution for infusion

Public Assessment Report Scientific discussion. Ibuprofen 400 mg/100 ml solution for infusion & Ibuprofen 600 mg/100 ml solution for infusion Public Assessment Report Scientific discussion Ibuprofen 400 mg/100 ml solution for infusion & Ibuprofen 600 mg/100 ml solution for infusion Ibuprofen arginine ES/H/0390/001/DC ES/H/0392/001/DC Applicant:

More information

Chapter 9. Factorial ANOVA with Two Between-Group Factors 10/22/ Factorial ANOVA with Two Between-Group Factors

Chapter 9. Factorial ANOVA with Two Between-Group Factors 10/22/ Factorial ANOVA with Two Between-Group Factors Chapter 9 Factorial ANOVA with Two Between-Group Factors 10/22/2001 1 Factorial ANOVA with Two Between-Group Factors Recall that in one-way ANOVA we study the relation between one criterion variable and

More information

Clinical Study Synopsis for Public Disclosure

Clinical Study Synopsis for Public Disclosure abcd Clinical Study for Public Disclosure This clinical study synopsis is provided in line with s Policy on Transparency and Publication of Clinical Study Data. The synopsis - which is part of the clinical

More information

Basic Biostatistics. Chapter 1. Content

Basic Biostatistics. Chapter 1. Content Chapter 1 Basic Biostatistics Jamalludin Ab Rahman MD MPH Department of Community Medicine Kulliyyah of Medicine Content 2 Basic premises variables, level of measurements, probability distribution Descriptive

More information

Flecainide pharmacokinetics in healthy volunteers: the influence of urinary ph

Flecainide pharmacokinetics in healthy volunteers: the influence of urinary ph Br. J. clin. Pharmac. (1985), 20, 333-338 Flecainide pharmacokinetics in healthy volunteers: the influence of urinary ph A. JOHNSTON, S. WARRNGTON' & P. TURNER Department of Clinical Pharmacology, St Bartholomew's

More information

These results are supplied for informational purposes only.

These results are supplied for informational purposes only. These results are supplied for informational purposes only. Prescribing decisions should be made based on the approved package insert in the country of prescription Sponsor/company: sanofi-aventis ClinialTrials.gov

More information

This clinical study synopsis is provided in line with Boehringer Ingelheim s Policy on Transparency and Publication of Clinical Study Data.

This clinical study synopsis is provided in line with Boehringer Ingelheim s Policy on Transparency and Publication of Clinical Study Data. abcd Clinical Study for Public Disclosure This clinical study synopsis is provided in line with s Policy on Transparency and Publication of Clinical Study Data. The synopsis which is part of the clinical

More information

Evaluation of a Scenario in Which Estimates of Bioequivalence Are Biased and a Proposed Solution: t last (Common)

Evaluation of a Scenario in Which Estimates of Bioequivalence Are Biased and a Proposed Solution: t last (Common) Drug Development Evaluation of a Scenario in Which Estimates of Bioequivalence Are Biased and a Proposed Solution: t last (Common) The Journal of Clinical Pharmacology 2016, 56(7) 794 800 C 2015, The Authors.

More information

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only.

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. Please note that the results reported in any single trial may not reflect the overall

More information

Sponsor: Sanofi Drug substance(s): SAR342434

Sponsor: Sanofi Drug substance(s): SAR342434 These results are supplied for informational purposes only. Prescribing decisions should be made based on the approved package insert in the country of prescription. Sponsor: Sanofi Drug substance(s):

More information

Current Challenges and Opportunities in Demonstrating Bioequivalence

Current Challenges and Opportunities in Demonstrating Bioequivalence Current Challenges and Opportunities in Demonstrating Bioequivalence Gur Jai Pal Singh, Ph.D. Watson Laboratories, Inc. Corona, California, USA Demonstrating Bioequivalence of Locally Acting Orally Inhaled

More information

PHA 5127 FINAL EXAM FALL On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA 5127 FINAL EXAM FALL On my honor, I have neither given nor received unauthorized aid in doing this assignment. PHA 5127 FINAL EXAM FALL 1997 On my honor, I have neither given nor received unauthorized aid in doing this assignment. Name Question Points 1. /14 pts 2. /10 pts 3. /8 pts 4 /8 pts 5. /12 pts 6. /8 pts

More information

Helmut Schütz. BioBriges 2018 Prague, September

Helmut Schütz. BioBriges 2018 Prague, September Multi-Group Studies in BE. Multi-Group Studies in Bioequivalence. To pool or not to pool? Helmut Schütz BioBriges 2018 Prague, 26 27 September 2018 1 Remember Whenever a theory appears to you as the only

More information

BIOEQUIVALENCE STANDARDIZED Singer Júlia Chinoin Pharmaceutical and Chemical Works Ltd, Hungary

BIOEQUIVALENCE STANDARDIZED Singer Júlia Chinoin Pharmaceutical and Chemical Works Ltd, Hungary BIOEQUIVALENCE STANDARDIZED Singer Júlia Chinoin Pharmaceutical and Chemical Works Ltd, Hungary As the attention of pharmaceutical companies focused towards generic drugs, the design and analysis of bioequivalence

More information

Adaptive Treatment Arm Selection in Multivariate Bioequivalence Trials

Adaptive Treatment Arm Selection in Multivariate Bioequivalence Trials Adaptive Treatment Arm Selection in Multivariate Bioequivalence Trials June 25th 215 Tobias Mielke ICON Innovation Center Acknowledgments / References Presented theory based on methodological work regarding

More information

Noncompartmental Analysis (NCA) in PK, PK-based Design

Noncompartmental Analysis (NCA) in PK, PK-based Design Noncompartmental Analysis (NCA) in PK, PK-based Design Helmut Schütz BEBAC Consultancy Services for Bioequivalence and Bioavailability Studies 17 Vienna, Austria helmut.schuetz@bebac.at Bioequivalence

More information

Clinical Study Synopsis for Public Disclosure

Clinical Study Synopsis for Public Disclosure abcd Clinical Study for Public Disclosure This clinical study synopsis is provided in line with s Policy on Transparency and Publication of Clinical Study Data. The synopsis - which is part of the clinical

More information

Instructions for doing two-sample t-test in Excel

Instructions for doing two-sample t-test in Excel Instructions for doing two-sample t-test in Excel (1) If you do not see Data Analysis in the menu, this means you need to use Add-ins and make sure that the box in front of Analysis ToolPak is checked.

More information

A review of statistical methods in the analysis of data arising from observer reliability studies (Part 11) *

A review of statistical methods in the analysis of data arising from observer reliability studies (Part 11) * A review of statistical methods in the analysis of data arising from observer reliability studies (Part 11) * by J. RICHARD LANDIS** and GARY G. KOCH** 4 Methods proposed for nominal and ordinal data Many

More information

FDB FOOD AND DRUGS BOARD G H A N A GUIDELINES FOR CONDUCTING BIOEQUIVALENCE STUDIES

FDB FOOD AND DRUGS BOARD G H A N A GUIDELINES FOR CONDUCTING BIOEQUIVALENCE STUDIES FDB FOOD AND DRUGS BOARD G H A N A GUIDELINES FOR CONDUCTING BIOEQUIVALENCE STUDIES 1 SCOPE In pursuance of section 47 of the Food and Drugs Law 1992, P.N.D.C.L 305B, as amended by Act 523, 1996, these

More information

Generic Drug Approval Process

Generic Drug Approval Process 1 Generic Drug Approval Process Sharon Ricciardo Katherine P. Weld. M.S., Ph.D. AAVPT Veterinary Drug Regulatory Life Cycle Course March 2, 2011 Overview Background Approval Process Bioequivalence Special

More information

Public Assessment Report Scientific discussion. Anastrozole Bluefish 1 mg film-coated tablets (anastrozole) SE/H/781/01/DC

Public Assessment Report Scientific discussion. Anastrozole Bluefish 1 mg film-coated tablets (anastrozole) SE/H/781/01/DC Public Assessment Report Scientific discussion Anastrozole Bluefish 1 mg film-coated tablets (anastrozole) SE/H/781/01/DC This module reflects the scientific discussion for the approval of Anastrozole

More information

Pharmacokinetics for Physicians. Assoc Prof. Noel E. Cranswick Clinical Pharmacologist Royal Children s Hospital Melbourne

Pharmacokinetics for Physicians. Assoc Prof. Noel E. Cranswick Clinical Pharmacologist Royal Children s Hospital Melbourne Pharmacokinetics for Physicians Assoc Prof. Noel E. Cranswick Clinical Pharmacologist Royal Children s Hospital Melbourne The Important Therapeutic Questions What drug? What dose? How long? Drug Dosage

More information

Interested parties (organisations or individuals) that commented on the draft document as released for consultation.

Interested parties (organisations or individuals) that commented on the draft document as released for consultation. 25 January 2018 EMA/CHMP/729976/2017 Committee for Medicinal Products for Human Use (CHMP) Overview of comments received on 'Paracetamol oral use, immediate release formulations product-specific bioequivalence

More information

Pharmacokinetic and Statistical Analysis of BE Data

Pharmacokinetic and Statistical Analysis of BE Data Wikimedia Commons 2009 Berthold Werner Creative Commons Attribution-ShareAlike 3.0 Unported Pharmacokinetic and Statistical Analysis of BE Data Pharmacokinetic and Statistical Analysis of BE Data Helmut

More information

Disclaimer. Statistical Aspects of Revision of CHMP Bioequivalence Guidelines. David Brown MHRA

Disclaimer. Statistical Aspects of Revision of CHMP Bioequivalence Guidelines. David Brown MHRA Statistical Aspects of Revision of CHMP Bioequivalence Guidelines David Brown MHRA 1 Disclaimer The views and opinions expressed in the following PowerPoint slides are those of the individual presenter

More information

CLINICAL RESEARCH METHODS VISP356. MODULE LEADER: PROF A TOMLINSON B.Sc./B.Sc.(HONS) OPTOMETRY

CLINICAL RESEARCH METHODS VISP356. MODULE LEADER: PROF A TOMLINSON B.Sc./B.Sc.(HONS) OPTOMETRY DIVISION OF VISION SCIENCES SESSION: 2006/2007 DIET: 1ST CLINICAL RESEARCH METHODS VISP356 LEVEL: MODULE LEADER: PROF A TOMLINSON B.Sc./B.Sc.(HONS) OPTOMETRY MAY 2007 DURATION: 2 HRS CANDIDATES SHOULD

More information

Study No Title: Rationale: Phase: Study Period: Study Design: Centers: Indication: Treatment: Objectives: Study Endpoints: Pharmacokinetics:

Study No Title: Rationale: Phase: Study Period: Study Design: Centers: Indication: Treatment: Objectives: Study Endpoints: Pharmacokinetics: The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only.

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. Please note that the results reported in any single trial may not reflect the overall

More information

Guideline for Bioequivalence Studies of Generic Products

Guideline for Bioequivalence Studies of Generic Products English translation of Attachment 1 of Division-tification 0229. 10 of the Pharmaceutical and Food Safety Bureau, dated February 29, 2012 Guideline for Bioequivalence Studies of Generic Products Index

More information

LAB ASSIGNMENT 4 INFERENCES FOR NUMERICAL DATA. Comparison of Cancer Survival*

LAB ASSIGNMENT 4 INFERENCES FOR NUMERICAL DATA. Comparison of Cancer Survival* LAB ASSIGNMENT 4 1 INFERENCES FOR NUMERICAL DATA In this lab assignment, you will analyze the data from a study to compare survival times of patients of both genders with different primary cancers. First,

More information

Public Assessment Report. Scientific discussion. Ropinirol Actavis. Ropinirole hydrochloride DK/H/1212/ /DC

Public Assessment Report. Scientific discussion. Ropinirol Actavis. Ropinirole hydrochloride DK/H/1212/ /DC Public Assessment Report Scientific discussion Ropinirol Actavis Ropinirole hydrochloride DK/H/1212/001-007/DC This module reflects the scientific discussion for the approval of Ropinirole film-coated

More information

Exercise Verify that the term on the left of the equation showing the decomposition of "total" deviation in a two-factor experiment.

Exercise Verify that the term on the left of the equation showing the decomposition of total deviation in a two-factor experiment. Exercise 2.2.1 Verify that the term on the left of the equation showing the decomposition of "total" deviation in a two-factor experiment y ijk y = ( y i y ) + ( y j y ) + [( y ij y ) ( y i y ) ( y j y

More information

Interchangeable Drug Products - Additional Criteria

Interchangeable Drug Products - Additional Criteria Interchangeable Drug Products - Additional Criteria Principle: Decisions respecting interchangeability and drug lists remain in the domain of the institution responsible for the costs of the product which

More information

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only.

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. Please note that the results reported in any single trial may not reflect the overall

More information

6/7 Statistical Design and Analysis III. and Analysis II

6/7 Statistical Design and Analysis III. and Analysis II Statistical Design and Analysis II Helmut Schütz BEBAC Consultancy Services for Bioequivalence and Bioavailability Studies 1070 Vienna, Austria helmut.schuetz@bebac.at Bioequivalence and Bioavailability,

More information

Bioequivalence Studies of Two Formulations of Famciclovir Tablets by HPLC Method

Bioequivalence Studies of Two Formulations of Famciclovir Tablets by HPLC Method Asian Journal of Chemistry Vol. 19, No. 6 (2007), 4245-4250 Bioequivalence Studies of Two Formulations of Famciclovir Tablets by HPLC Method K.V. SUBRAHMANYAM*, P. MOHANRAJ, P. SANDHYARANI, V.S. SARAVANAN

More information

HS Exam 1 -- March 9, 2006

HS Exam 1 -- March 9, 2006 Please write your name on the back. Don t forget! Part A: Short answer, multiple choice, and true or false questions. No use of calculators, notes, lab workbooks, cell phones, neighbors, brain implants,

More information

Clinical Study Synopsis for Public Disclosure

Clinical Study Synopsis for Public Disclosure abcd Clinical Study for Public Disclosure This clinical study synopsis is provided in line with s Policy on Transparency and Publication of Clinical Study Data. The synopsis - which is part of the clinical

More information

Establishing the Biostudy Statistical Design

Establishing the Biostudy Statistical Design Establishing the Biostudy Statistical Design Helmut Schütz Wikimedia Commons 2008 Thomas Wolf CCA-ShareAlike 3.0 Unported Bioequivalence, Dissolution & IVIVC Berlin, 14 16 November 2016 [Session 4, part

More information

Review Statistics review 2: Samples and populations Elise Whitley* and Jonathan Ball

Review Statistics review 2: Samples and populations Elise Whitley* and Jonathan Ball Available online http://ccforum.com/content/6/2/143 Review Statistics review 2: Samples and populations Elise Whitley* and Jonathan Ball *Lecturer in Medical Statistics, University of Bristol, UK Lecturer

More information

Principal Investigator: Marion, Alan, S, M.D., MDS Pharma Services (US) Inc., 621 Rose Street, PO Box 80837, Lincoln, NE 68502, USA

Principal Investigator: Marion, Alan, S, M.D., MDS Pharma Services (US) Inc., 621 Rose Street, PO Box 80837, Lincoln, NE 68502, USA SYNOPSIS Issue Date: 06 October 2008 Document No.: EDMS-PSDB-8954363:2. Name of Sponsor/Company Johnson & Johnson Pharmaceutical Research & Development, L.L.C. Name of Finished Product Name of Active Ingredient(s)

More information

Add-On n and Sequential Designs

Add-On n and Sequential Designs Add-On and Sequential Designs Helmut Schütz BEBAC Wikimedia Commons 2007 Sujit Kumar Creative Commons Attribution-ShareAlike 3.0 Unported 1 26 Add-On Designs Were extensively discussed at the Bio-International

More information

Analysis of single gene effects 1. Quantitative analysis of single gene effects. Gregory Carey, Barbara J. Bowers, Jeanne M.

Analysis of single gene effects 1. Quantitative analysis of single gene effects. Gregory Carey, Barbara J. Bowers, Jeanne M. Analysis of single gene effects 1 Quantitative analysis of single gene effects Gregory Carey, Barbara J. Bowers, Jeanne M. Wehner From the Department of Psychology (GC, JMW) and Institute for Behavioral

More information

Hungry Mice. NP: Mice in this group ate as much as they pleased of a non-purified, standard diet for laboratory mice.

Hungry Mice. NP: Mice in this group ate as much as they pleased of a non-purified, standard diet for laboratory mice. Hungry Mice When laboratory mice (and maybe other animals) are fed a nutritionally adequate but near-starvation diet, they may live longer on average than mice that eat a normal amount of food. In this

More information

METHODS OF STUDYING BIOAVAILABILITY AND BIOEQUIVALENCE

METHODS OF STUDYING BIOAVAILABILITY AND BIOEQUIVALENCE METHODS OF STUDYING BIOAVAILABILITY AND BIOEQUIVALENCE INTRODUCTION: A multisource drug product is a drug product that contains the same active drug substance in the same dosage form and is marketed by

More information

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard Cocepts Module 7: Comparig Datasets ad Comparig a Dataset with a Stadard Idepedece of each data poit Test statistics Cetral Limit Theorem Stadard error of the mea Cofidece iterval for a mea Sigificace

More information

LOREAL USA. February 6, Theresa Michelle, M.D.

LOREAL USA. February 6, Theresa Michelle, M.D. Theresa Michelle, M.D. LOREAL ~OREAL USA PRODUCTS, Inc. - Clark, NJ 07066 2) Chemical structure: 1) Product name: Drometrizole trisiloxane The following information is being provided for the purposes of

More information

Public Assessment Report Scientific discussion. Ivabradine Grindeks 5 mg and 7.5 mg and filmcoated. Ivabradine hydrochloride ES/H/0375/ /DC

Public Assessment Report Scientific discussion. Ivabradine Grindeks 5 mg and 7.5 mg and filmcoated. Ivabradine hydrochloride ES/H/0375/ /DC Public Assessment Report Scientific discussion Ivabradine Grindeks 5 mg and 7.5 mg and filmcoated tablets Ivabradine hydrochloride ES/H/0375/001-002/DC Registration number in Spain: 81.898, 81.899 This

More information

Examining differences between two sets of scores

Examining differences between two sets of scores 6 Examining differences between two sets of scores In this chapter you will learn about tests which tell us if there is a statistically significant difference between two sets of scores. In so doing you

More information

ANOVA in SPSS (Practical)

ANOVA in SPSS (Practical) ANOVA in SPSS (Practical) Analysis of Variance practical In this practical we will investigate how we model the influence of a categorical predictor on a continuous response. Centre for Multilevel Modelling

More information

SUMMER 2011 RE-EXAM PSYF11STAT - STATISTIK

SUMMER 2011 RE-EXAM PSYF11STAT - STATISTIK SUMMER 011 RE-EXAM PSYF11STAT - STATISTIK Full Name: Årskortnummer: Date: This exam is made up of three parts: Part 1 includes 30 multiple choice questions; Part includes 10 matching questions; and Part

More information

Annex I. List of the names, pharmaceutical form, strengths of the medicinal product, route of administration, applicants in the Member States

Annex I. List of the names, pharmaceutical form, strengths of the medicinal product, route of administration, applicants in the Member States Annex I List of the names, pharmaceutical form, strengths of the medicinal product, route of administration, applicants in the Member States 1 Member State EU/EEA Applicant (Invented) Name Strength Pharmaceutical

More information

Business Statistics Probability

Business Statistics Probability Business Statistics The following was provided by Dr. Suzanne Delaney, and is a comprehensive review of Business Statistics. The workshop instructor will provide relevant examples during the Skills Assessment

More information

Notes for laboratory session 2

Notes for laboratory session 2 Notes for laboratory session 2 Preliminaries Consider the ordinary least-squares (OLS) regression of alcohol (alcohol) and plasma retinol (retplasm). We do this with STATA as follows:. reg retplasm alcohol

More information

NEUROBLASTOMA DATA -- TWO GROUPS -- QUANTITATIVE MEASURES 38 15:37 Saturday, January 25, 2003

NEUROBLASTOMA DATA -- TWO GROUPS -- QUANTITATIVE MEASURES 38 15:37 Saturday, January 25, 2003 NEUROBLASTOMA DATA -- TWO GROUPS -- QUANTITATIVE MEASURES 38 15:37 Saturday, January 25, 2003 Obs GROUP I DOPA LNDOPA 1 neurblst 1 48.000 1.68124 2 neurblst 1 133.000 2.12385 3 neurblst 1 34.000 1.53148

More information

Measures of Dispersion. Range. Variance. Standard deviation. Measures of Relationship. Range. Variance. Standard deviation.

Measures of Dispersion. Range. Variance. Standard deviation. Measures of Relationship. Range. Variance. Standard deviation. Measures of Dispersion Range Variance Standard deviation Range The numerical difference between the highest and lowest scores in a distribution It describes the overall spread between the highest and lowest

More information

A comparison of the intrasubject variation in drug exposure between generic and brand-name drugs: a retrospective analysis of replicate design trials

A comparison of the intrasubject variation in drug exposure between generic and brand-name drugs: a retrospective analysis of replicate design trials British Journal of Clinical Pharmacology DOI:10.1111/bcp.12828 A comparison of the intrasubject variation in drug exposure between generic and brand-name drugs: a retrospective analysis of replicate design

More information

Study Population: 12 years and older A EF Calcipotriene Foam, 0.005%

Study Population: 12 years and older A EF Calcipotriene Foam, 0.005% Study No.: CAL.203 Title: A Randomized, Open-Label Study to Assess the Bioavailability of Emulsion Formulation Foam, 0.005%, and Dovonex, 0.005%, in Patients with Mild to Moderate Plaque-Type Psoriasis

More information

The Association Design and a Continuous Phenotype

The Association Design and a Continuous Phenotype PSYC 5102: Association Design & Continuous Phenotypes (4/4/07) 1 The Association Design and a Continuous Phenotype The purpose of this note is to demonstrate how to perform a population-based association

More information

Decentralised Procedure. Public Assessment Report. Nurofen Immedia 200mg Weichkapseln Ibuprofen DE/H/1482/001/DC

Decentralised Procedure. Public Assessment Report. Nurofen Immedia 200mg Weichkapseln Ibuprofen DE/H/1482/001/DC Bundesinstitut für Arzneimittel und Medizinprodukte Decentralised Procedure Public Assessment Report Nurofen Immedia 200mg Weichkapseln Ibuprofen DE/H/1482/001/DC Applicant: Reckitt Benckiser Reference

More information

Saliva Versus Plasma Bioequivalence of Rusovastatin in Humans: Validation of Class III Drugs of the Salivary Excretion Classification System

Saliva Versus Plasma Bioequivalence of Rusovastatin in Humans: Validation of Class III Drugs of the Salivary Excretion Classification System Drugs R D (2015) 15:79 83 DOI 10.1007/s40268-015-0080-1 ORIGINAL RESEARCH ARTICLE Saliva Versus Plasma Bioequivalence of Rusovastatin in Humans: Validation of Class III Drugs of the Salivary Excretion

More information

Draft Agreed by Immunologicals Working Party January Adoption by CVMP for release for consultation 12 March 2009

Draft Agreed by Immunologicals Working Party January Adoption by CVMP for release for consultation 12 March 2009 15 March 2010 EMA/CVMP/IWP/105506/2007 Committee for medicinal products for veterinary use (CVMP) Guideline on data requirements for multi-strain dossiers for inactivated vaccines against avian influenza

More information

FREEDOM OF INFORMATION SUMMARY

FREEDOM OF INFORMATION SUMMARY Date of Approval: June 18, 2004 FREEDOM OF INFORMATION SUMMARY Original Abbreviated New Animal Drug Application Ivermectin Chewable Tablets (ivermectin) Antilarval For use in dogs to prevent canine heartworm

More information

Basic Pharmacokinetics and Pharmacodynamics: An Integrated Textbook with Computer Simulations

Basic Pharmacokinetics and Pharmacodynamics: An Integrated Textbook with Computer Simulations Basic Pharmacokinetics and Pharmacodynamics: An Integrated Textbook with Computer Simulations Rosenbaum, Sara E. ISBN-13: 9780470569061 Table of Contents 1 Introduction to Pharmacokinetics and Pharmacodynamics.

More information

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only.

The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. The clinical trial information provided in this public disclosure synopsis is supplied for informational purposes only. Please note that the results reported in any single trial may not reflect the overall

More information

PFIZER INC. THERAPEUTIC AREA AND FDA APPROVED INDICATIONS: See USPI

PFIZER INC. THERAPEUTIC AREA AND FDA APPROVED INDICATIONS: See USPI PFIZER INC. These results are supplied for informational purposes only. Prescribing decisions should be made based on the approved package insert. For publications based on this study, see associated bibliography.

More information

Development of Canagliflozin: Mechanistic Absorption Modeling During Late-Stage Formulation and Process Optimization

Development of Canagliflozin: Mechanistic Absorption Modeling During Late-Stage Formulation and Process Optimization Development of Canagliflozin: Mechanistic Absorption Modeling During Late-Stage Formulation and Process Optimization Nico Holmstock Scientist, Janssen R&D M CERSI 2017, BALTIMORE (USA) Canagliflozin An

More information

Immediate-release Hydrocodone/Acetaminophen M Abbreviated Clinical Study Report R&D/08/1020

Immediate-release Hydrocodone/Acetaminophen M Abbreviated Clinical Study Report R&D/08/1020 2.0 Synopsis Abbott Laboratories Individual Study Table Referring to Part of Dossier: (For National Authority Use Only) Name of Study Drug: Volume: Hydrocodone Bitartrate- Acetaminophen (NORCO ) Name of

More information

Noncompartmental Analysis (NCA) in PK, PK-based Design

Noncompartmental Analysis (NCA) in PK, PK-based Design Noncompartmental Analysis (NCA) in PK, PK-based Design Helmut Schütz BEBAC Bioequivalence and Bioavailability, Pre-Conference Workshop Ljubljana, 17 May 21 1 54 Bioequivalence History Surrogate of clinical

More information

ANOVA. Thomas Elliott. January 29, 2013

ANOVA. Thomas Elliott. January 29, 2013 ANOVA Thomas Elliott January 29, 2013 ANOVA stands for analysis of variance and is one of the basic statistical tests we can use to find relationships between two or more variables. ANOVA compares the

More information

Revised European Guideline on PK and Clinical Evaluation of Modified Release Dosage Forms

Revised European Guideline on PK and Clinical Evaluation of Modified Release Dosage Forms 1st MENA Regulatory Conference on Bioequivalence, Biowaivers, Bioanalysis and Dissolution Jordan September 23 24, 2013 Revised European Guideline on PK and Clinical Evaluation of Modified Release Dosage

More information

Unit 1 Exploring and Understanding Data

Unit 1 Exploring and Understanding Data Unit 1 Exploring and Understanding Data Area Principle Bar Chart Boxplot Conditional Distribution Dotplot Empirical Rule Five Number Summary Frequency Distribution Frequency Polygon Histogram Interquartile

More information

(Invented) name Strength. Leflunomide Apotex 10 mg Tablet Oral use. Leflunomide Apotex 20 mg Tablet Oral use

(Invented) name Strength. Leflunomide Apotex 10 mg Tablet Oral use. Leflunomide Apotex 20 mg Tablet Oral use Annex I List of the names, pharmaceutical form, strengths of the medicinal products, route of administration, marketing authorisation holders in the member states 1 Member State EU/EEA Marketing authorisation

More information

appstats26.notebook April 17, 2015

appstats26.notebook April 17, 2015 Chapter 26 Comparing Counts Objective: Students will interpret chi square as a test of goodness of fit, homogeneity, and independence. Goodness of Fit A test of whether the distribution of counts in one

More information