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Home » GATE Study Material » Pharmaceutical Science » Clinical Pharmacy » Data Analysis

Data Analysis

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Data Analysis

DATA ANALYSIS

The primary intent of the data analysis is to assess whether dosage adjustment is needed for pregnant patients, and, if so, to develop dosing recommendations for such patients based on gestational age or trimester.  The analysis, specifically modeling and dosing recommendations, will depend on the study design characteristics.  The categorization of pregnancy status, either as nominal (e.g., trimester) or continuous (e.g., week of gestation) data will direct the type of analysis performed.  The Agency encourages giving special analytical considerations to longitudinal study designs and the baseline (e.g., postpartum) comparisons.  The data analysis typically consists of the following steps: 



·  Estimation of PK parameters

·  Development of dosing recommendations 

A. Parameter Estimation

The Agency recommends that total and unbound plasma concentration data (and urinary excretion data if collected) be used to estimate PK parameters of the parent drug and metabolite(s).  Standard PK parameters of a drug include the area under the plasma concentration curve (AUC), peak concentration (Cmax), plasma clearance (CLT) or apparent oral clearance (CL/F), renal clearance (CLR), apparent volume of distribution (VZ/F or Vss/F), and terminal half-life (t1/2).  It is recommended that PK parameters be expressed in terms of total and unbound concentrations and when applicable (e.g., oral and renal clearance, expressed in terms of body weight, L/hr/kg).  For drugs and metabolites with a relatively low extent of plasma protein binding (e.g., extent of binding less than 80 percent), description and analysis of the PK in terms of total concentrations can be sufficient.  Noncompartmental and/or compartmental modeling approaches to parameter estimation can be employed. 

B. Development of Dosing Recommendations

Specific dosing recommendations should be constructed based on study results.  Typically the dose should be adjusted to produce a comparable range of unbound plasma concentrations of drug or active metabolites in both controls and pregnant patients.  Simulations are encouraged as a means to identify doses and dosing intervals that achieve that goal for pregnant patients at different trimesters or gestational ages. 

One approach might be for the sponsor to recommend, prior to the conduct of the studies, specific no effect boundaries for the ratio of a PK measurement from pregnant patients and controls, such as (AUCu,pregnant/AUCu,control) or (Dpregnant/Dcontrol).  If the 90 percent confidence interval for the ratio of PK measurements falls within these boundaries, the sponsor might claim no effect of pregnancy on PK, and it would be reasonable to conclude that no dosage adjustment is needed for pregnancy.  The sponsor might determine no effect boundaries from population or individual PK/PD relationships, dose-finding studies and/or dose-response studies which are conducted as part of drug development. 

Another approach might be for the sponsor to assume no effect boundaries of 80-125 percent for Cmax and AUC without further justification, recognizing that the small sample sizes in pregnancy studies coupled with high intersubject variability can preclude meeting the 80-125 percent no effect boundaries. 

For some drugs, pregnancy may not alter PK sufficiently to warrant dosage adjustment.  A sponsor might make this claim by providing an analysis of the study data to show that the PK measurements most relevant to therapeutic outcome in pregnant patients are similar or equivalent to those in the comparator group. 



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