Surrogate Endpoints for Hepatitis B Trials Greg Soon, Ph.D Rafia Bhore, Ph.D. Division of Biometrics III/Antiviral 8/7/2002 AC
Potential Surrogate Endpoints Knodell Score (Biopsy, Histology) ALT, HBV DNA –Proportion < threshold –Change from Baseline –End of treatment –Time to suppression –Duration of suppression –Time to virologic failure –DAVG or Average change over time –Others HBeAg, HBeAb, HBsAg, HBsAb Composition of the above
Data Source: EpivirHBV Submission
Data Source: Adefovir Submission
HBV DNA Assays Lamivudine trials used Abbott Hybridization assay, which has a lower limit of approximately 500,000 copies/mL –Limiting ability to differentiate patient responses on viral load –Converted to copies/mL for this presentation Adefovir Trials used PCR assay that has a lower limit of 400 copies/mL
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Change of Knodell Score vs Baseline
Convention White for placebo arms Yellow for LAM 100mg or ADV 10mg Orange for LAM 25mg or ADV 30mg Red for IFN + LAM 100mg Green for IFN alone
Log10 ALT/ULN Over Time
Study 438
Study 437
LAM Studies
Study 437
Log10 HBV DNA Over Time
Study 438
Study 437
LAM Studies
Study 437
HBeAg Loss Over Time
Study 437
LAM Studies
Transition of HBeAg Status
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Lamivudine: HBV DNA vs. Knodell Change of Knodell Score Year 1 LOG10 HBV DNA
Change of Knodell Score Year 1 LOG10 HBV DNA Lamivudine: HBV DNA vs. Knodell
Lamivudine: Correlation Year 1 HBV DNA vs. Knodell Score Change *: p-value<0.05**: p-value<0.001
Change of Knodell Score Year 1 LOG10 HBV DNA Adefovir: HBV DNA vs. Knodell
Adefovir: Correlation Year 1 HBV DNA vs. Knodell Score Change *: p-value<0.05**: p-value<0.001
Lamivudine: ALT vs. Knodell Change of Knodell Score Change of LOG10 ALT
Change of Knodell Score Change of LOG10 ALT Lamivudine: ALT vs. Knodell
Lamivudine: Correlation ALT Change vs. Knodell Score Change *: p-value<0.05**: p-value<0.001
Change of Knodell Score Change of LOG10 ALT Adefovir: ALT vs. Knodell
Adefovir: Correlation ALT Change vs. Knodell Score Change *: p-value<0.05**: p-value<0.001
DNA, HBeAg & Knodell Yr 1 eAg Neg 437 Yr 1 eAg
Joint Prediction
Predicting Change of Knodell *Excluding adefovir HBeAg negative study *stratified by study and treatment
Summary With near certainty, better response on change of log10 ALT and Year 1 log10 HBV DNA are associated with better Knodell improvement The associations are weak to moderate Multiple predictors do not improve much on top of ALT
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Methods Studies were divided into smaller trials according to region and ethnic background to increase data points for analysis Size of “trials” range from 20 to 70.
HBV DNA vs. Knodell By Trial and Treatment
ALT vs. Knodell By Trial and Treatment
HBV DNA vs Knodell: Treatment effects by Trial R^2=25% (0, 60%)
HBV DNA vs Knodell: Treatment effects by Trial R^2=6% (0, 30%)
ALT vs Knodell: Treatment effects by Trial R^2=24% (0, 49%)
ALT vs Knodell: Treatment effects by Trial R^2=33% (8, 57%)
Variability and Correlation
Assume overall SD for Knodell is 3
Impact on relationship among treatment effects
Replication of a Single Trial r1=0.74 r0=0.31 R=0.56
Replication of a Single Trial r1=0.50 r0=0.47 R=0.44
Other considerations Variations in trial results are desirable for the trial-level correlation validation method. Two trials of different effect sizes are more useful than two trials of similar effect size
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Proportion of Treatment Effect Explained Attempts to determine, of the total effect size observed for the Knodell score in each trial, how much can be attributed to the effect on the potential surrogate? –Linear regression model to determine how much effect remain when there is no effects on surrogate –The remainder portion of the treatment effect is considered mediated through surrogate Long used but also widely debated
PTE: HBV DNA vs Knodell
PTE: ALT vs Knodell
Overview Summary of Efficacy Patient-level Correlation Trial-level Correlation Proportion of Treatment Effect Explained (PTE) Summary
Treatment effects and variability for HBV DNA, ALT, HBeAg and Knodell score. –Baseline Knodell correlates with change –Effects over time for HBV DNA, ALT, and HBeAg –Both ALT and HBV DNA are variable over time
Summary Weak individual level correlation with Change of Knodell score –Year 1 HBV DNA, r = 0.3 –Change of ALT, r = 0.45 –Not much improvement with multiple predictors
Summary Weak Trial-level correlation –Biopsy variability may reduce individual correlation –Trial level correlation will be similar to individual level correlation if trials are similar –Adefovir and Epivir trial results are somewhat similar in effect sizes
Summary PTE for Year 1 HBV DNA and Change of ALT –For baseline HBeAg negative study, both HBV DNA and ALT have low PTE –For baseline HBeAg + Study, PTE are somewhat consistent in adefovir or lamivudine vs placebo comparisons –Interferon-containing comparisons are not informative