application of qbd approach to the development of a
TRANSCRIPT
Data from original development of the method for electrophoretic mobility determination in red blood cells (1988) have been reprocessed according to QbD principles (2)(3)(4) in 4 sequential steps: 1) Method development: Analytical Target Profile (ATP), Critical Method Parameters (CMP) and Critical Method Attributes (CMA) and their acceptance criteria were established. 2) Risk assessment: factors affecting the analytical behavior were analyzed using a Priorization Matrix and Failure Mode and Effects Analysis (FMEA). 3) Method robustness: Design of Experiments (DoE) tools were used to determine Method Operable Design Reg ion (MODR) where the CMA acceptance criteria are met, and Control Space which defines the best conditions for analytical determinations. 4) Method ruggedness: Measurement System Analysis (MSA) techniques were used to quantify equipment, analysts and samples contribution to total method variability.
MODR
MODR
APPLICATIONOFQbDAPPROACHTOTHEDEVELOPMENTOFACYTOPHEROMETRICANALYSISOFHUMANREDBLOODCELLS:COMPARISONWITHTRADITIONALDEVELOPMENTMETHODOLOGY.
FernandoFERRÁNDIZ-VINDEL*andAdriánGARCÍADEMARINABAYO.GlaxoSmithKline,S.A.*/InkemiaIUCTGroup
Cytopherometry has been used to measure the electrophoretic mobility of normal and pathological human red blood cells . A c c o r d i n g t o t h e o r i g i n a l m e t h o d development (1), the most convenient methodology consists of the application of a 10 mA electric field to fresh-not-washed erythrocytes (preserved at 4ºC if necessary), suspended in physiological saline solution (pH = 5.65, ionic strength = 0.1 M) and measured within a thermostatted chamber at 25-30ºC.
1)Ferrándiz,F.,Ródenas,S.,DelCastillo,B.(1988):“Análisiscitoferométricodeeritrocitoshumanos”.AnálisisClínicos,XIII,117-1202)http://www.ich.org/fileadmin/Public_Web_Site/ICH_Products/Guidelines/Quality/(access25/07/2018)3)Borman,P.,Nethercote,P.,Chatfield,M.,Thompson,D.,Truman,K.(2007):“TheApplicationofQualitybyDesigntoAnalyticalMethods”.Pharm.Tech.31(10),142-152.4)Nethercote,P.,Ermer,J.(2012):“QualitybyDesignforAnalyticalMethods”.Pharm.Tech.Europe,24(10),52-56.5)DeepaM.,RavindraReddyK.,SatyanarayanaS.V.(2017):“Areviewonqualitybydesignapproachforanalyticalmethoddevelopment”.J.Pharm.Res.11(4),272-277.6)ArgentineM.,BarnettK.,ChatfieldM.,HewittE.,JacksonP.,KarmarkarS.,MarolewskiA.,PlessA.,RignallA.,SeminD.,TroneM.D.,WangQ.,WilliamsZ.,ZhaoY.(2017):“Evaluatingprogressinanalyticalqualitybydesign”.Pharm.Tech.Europe29(4),36-42.
XFactorsORIGINAL FOLLOWINGQbD
Workingconditions MODR(DesignSPace)
ControlSpace
SuspensionmediapH 5.65 5.00-5.75 5.65Mediaionicstrength 0.1M 0.1–0.2 0.1MElectrophoretic chambertemperature
25–30ºC 25–31ºC 25ºC
Electricalcurrentintensity 10mA 10–15mA 10mASamplestoragetemperature 4ºC N/A 4ºCRed blood cells (RBC)washing
No N/A No
UseoffreshRBC Yes N/A Yes
Results obtained following QbD show an enhancement in the knowledge and control of the cytopherometric method originally developed in 1988, giving more flexibility on CMP management and appropriate tools to control the principal sources of analytical variability. This behavior has been widely found when using analytical QbD (5)(6).
Pp/Ppk19.3653.3956.79056.79
% Proc5.3814.8315.78015.78
% Tol9.6826.728.4028.4
% Contrib11.6288.381000100Total
ANOVA AnalysisSourceEquipmentAppraiserGRRParts
DoE
MSA
VariableVariable
type (X/N/C)
Accuracy Precision Repeteability Reproducibility Selectivity Global Score
Ionic Strength X 9 5 5 5 5 29pH X 9 5 5 5 5 29Current intensity X 9 9 9 9 9 45Chamber temperature X 9 9 9 9 9 45Suspension media composition C 9 5 5 5 5 29
Process Possible error Consequences Probability (1 to 5)
Severity (1 to 5) Risk Validation
implications
Staff trainingStaff not enough trained in
sample preparation
High dispersion of results (high %CV)-
Reproducibility3 4 12 HIGH
Correct staff training
EquipmentInappropriate maintenance
and use records
High dispersion of results (high %CV)-
Repeatibility2 4 8 MEDIUM
Appropriate maintenance
Equipment Inappropriate placementHigh dispersion of
results (high %CV)-Reproducibility
5 4 20 HIGHUse appropriate
placement for the equipment
InletIncorrect sample inlet
(bubbles)
High dispersion of results (high %CV)-
Repeatibility1 2 2 LOW
Equipment11.62%
Appraiser88.38%
Parts,0,00%
Equipment
Appraiser
Parts
QbDterms Commments
AnalyticalTargetProfile(ATP)
Humanerythrocyteselectrophoreticmobilityaccuratedeterminationbycitopherometry,withabilitytodiscriminate between normal and pathological cells andwithout interference fromother particles insuspension.
CriticalMethodParameters(CMP)
• Ionicstrengthofsuspensionmedia• pHofsuspensionmedia• Electricalcurrentintensity• Temperature• Other(tobedetermined)
CriticalMethodAttributes(CMA)
Accuracy N/A(originaldevelopment)%Error ≤ 9,3% (QbD based onstatisticalanalysis)
Precision% CV≤ 10,0% (originaldevelopment, based onbibliography)
%CV≤ 7,16% (QbD based onstatisticalanalysis)
Selectivity: cells distribution(histogramplotter)
Erythrocytes subpopulations determination using histogramplotter. Normal erythrocytes should show only one population