Surrogate Endpoints: The Challenges are Greater than they Seem March 7, 2005 Thomas R. Fleming, Ph.D. Professor and Chair of Biostatistics University of Washington NIDDK Workshop:
Surrogate Endpoints Criteria for Study Endpoints A Correlate does not a Surrogate Make Validation of Surrogates Controversial Issues with AA
Criteria for Study Endpoints in Clinical Trials Measurable/Interpretable Sensitive Clinically relevant ~ Retinopathy, Nephropathy ~ Major hypoglycemic events: Coma/Seizure
Use of Surrogate Endpoints Treatment Effects on Surrogate Endpoints eg: ~ Oncology: Tumor Burden Outcomes ~ HIV/AIDS: CD4, Viral Load ~ Cardiovascular Dis: B.P., Cholesterol ~ Type 1 Diabetes: HbA 1c, C-Peptide Establishes Biological Activity But Not Necessarily Clinical Efficacy
Surrogate Endpoints Criteria for Study Endpoints A Correlate does not a Surrogate Make Validation of Surrogates Controversial Issues with AA
Surrogate Endpoint: Not in Causal Pathway of Disease Process Disease Surrogate True Clinical Endpoint Endpoint Causal Pathway
The Surrogate Endpoint is not in the Causal Pathway of the Disease Process. Diseas e Biomarker Mother-to-Child e.g., CD4 Trans of HIV HIV Viral Load Anti-Islet End-Organ Autoantibodies Diabetic Complications β-Cell Function “Correlates”: Useful for Disease Diagnosis, or Assessing Prognosis and Effect Modification “Valid Surrogates”: Replacement Endpoints
Surrogate True Clinical Endpoint Intervention Disease True Clinical Endpoint Surrogate Endpoint Disease Intervention Multiple Pathways of the Disease Process
Surrogate True Clinical Endpoint Intervention Disease End-Organ Diabetic Complications HbA 1c Glycemic Control Disease Intervention Multiple Pathways of the Disease Process
CD4 Cell AIDS Events Count & Death IL-2 Disease IL-2: known > 200 CD4 cell count increase Unknown whether IL-2 is increasing the level of functional CD4 cells NIH is sponsoring the evaluation of 6000 patients, followed for >5 years, in SILCAAT and ESPRIT Time
Surrogate True Clinical Endpoint Endpoint Disease Intervention Interventions having Mechanisms of Action Independent of the Disease Process
Arrhythmia Overall Suppression Survival Disease Intervention Interventions having Mechanisms of Action Independent of the Disease Process
Surrogate Endpoints Criteria for Study Endpoints A Correlate does not a Surrogate Make Validation of Surrogates Controversial Issues with AA
End Stage Renal Disease Goal: Normalize Hematocrit Values and reduce Death and MI
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN 60% 45% 30% 15% 0%
End Stage Renal Disease Goal: Normalize Hematocrit Values and reduce Death and MI
End Stage Renal Disease High Dose Epogen Standard Dose Epogen R Goal: Normalize Hematocrit Values and reduce Death and MI
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN 60% 45% 30% 15% 0%
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN HIGH DOSE EPOGEN 30% death RR for 10 pt in hem. 60% 45% 30% 15% 0% 60% 45% 30% 15% 0%
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN HIGH DOSE EPOGEN 30% death RR for 10 pt in hem. 60% 45% 30% 15% 0% 60% 45% 30% 15% 0%
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN HIGH DOSE EPOGEN 30% death RR for 10 pt in hem. in hematocrit 60% 45% 30% 15% 0% 60% 45% 30% 15% 0%
Patient Distribution & Percent Deaths by Hematocrit % STANDARD DOSE EPOGEN HIGH DOSE EPOGEN 30% death RR for 10 pt in hem. in hematocrit 30% in death RR 60% 45% 30% 15% 0% 60% 45% 30% 15% 0%
End Stage Renal Disease High Dose Epogen Standard Dose Epogen R Goal: Normalize Hematocrit Values and reduce Death and MI Besarab et al, NEJM 339: , 1998: “ in incidence of thrombosis of vascular access sites”
How does one validate a surrogate endpoint?
Validation of Surrogate Endpoints Property of a Valid Surrogate Effect of the Intervention on the Clinical Endpoint is reliably predicted by the Effect of the Intervention on the Surrogate Endpoint
Prentice’s Sufficient Conditions 1.The surrogate endpoint must be correlated with the clinical outcome 2.The surrogate endpoint must fully capture the net effect of the intervention on the clinical outcome
Z = 1 : Control ; Z = 0 : Intervention S(t) : Surrogate Endpoint at t (t | Z) = 0 (t) e (t | Z,S(t) ) = 0 (t) e Z + S(t) Proportion of net intervention effect explained by the surrogate endpoint: DeGruttola et al, J Infectious Diseases 175: , 1997 p = 1 -
Meta-analyses are required to explore the validity of surrogate endpoints
Z = 1 : Control ; Z = 0 : Intervention S(t) : Surrogate Endpoint at t (t | Z) = 0 (t) e (t | Z,S(t) ) = 0 (t) e Z + S(t) Proportion of net intervention effect explained by the surrogate endpoint: DeGruttola et al, J Infectious Diseases 175: , 1997 p = 1 -
HbA 1c Major Clinical Glycemic Control Events Unintended negative effects Alternative beneficial effects Disease Intervention Time
Validation of Surrogate Endpoints Statistical Meta-analyses of clinical trials data Clinical Comprehensive understanding of the ~ Causal pathways of the disease process ~ Intervention’s intended and unintended mechanisms of action
Hazard Ratios for DFS vs Overall Survival
Endpoint Hierarchy True Clinical Efficacy Measure Validated Surrogate Endpoint (Rare) Non-validated Surrogate Endpoint that is “reasonably likely to predict clinical benefit” Correlate that is solely a measure of Biological Activity
Illustrations of Valid Surrogates Preventing Mother-to-Child Transmission of HIV when using short course antiretrovirals ~ Prevention of AIDS and Death often occurring within two years Substantial Sustained Reduction in Blood Pressure when using β-blockers or low dose diuretics ~ Prevention of Fatal and Non-fatal Stroke
Hierarchy for Outcome Measures True Clinical Efficacy Measure Validated Surrogate Endpoint (Rare) Non-validated Surrogate Endpoint that is “reasonably likely to predict clinical benefit” Correlate that is solely a measure of Biological Activity
Establishing a Level #3 Outcome Measure Accurately representing the treatment’s effect on the predominant mechanism through which the disease process induces clinical risks Lack of large adverse effects on clinical endpoint not captured by the outcome measure Net effect on the clinical endpoint is consistent with what would be predicted by level of effect on the outcome measure Targeted effect on outcome measure sufficiently strong and durable to predict meaningful benefit
Hierarchy for Outcome Measures True Clinical Efficacy Measure Validated Surrogate Endpoint (Rare) Non-validated Surrogate Endpoint that is “reasonably likely to predict clinical benefit” Correlate that is solely a measure of Biological Activity
Surrogate Endpoints Criteria for Study Endpoints A Correlate does not a Surrogate Make Validation of Surrogates Controversial Issues with AA
FDA Oncology Drugs AC: 3/12-13/03 ’95-’00: 12 Accelerated Approvals Facts presented to ODAC: Of 12 AA, 8 remain unresolved: Average time from AA to Completion of Validation Trial projected to be 10 years In one case, sponsor enrolled 8 pts/year In 3 cases, Validation Trial indicated minimal treatment benefit
FDA Oncology Drugs AC: 3/12-13/03 ’95-’00: 12 Accelerated Approvals Disturbing Issues re Validation Trials: Enrollment difficulties into validation trials Cross-ins on the control arm Loss of “sense of urgency” by sponsor Lack of clear vision for proper process when the validation trial is not conclusively positive
FDA Oncology Drugs AC: 3/12-13/03 ’95-’00: 12 Accelerated Approvals Facts presented to ODAC: Of 12 AA, 8 remain unresolved: Average time from AA to Completion of Validation Trial projected to be 10 years In one case, sponsor enrolled 8 pts/year In 3 cases, Validation Trial indicated minimal treatment benefit
FDA Oncology Drugs AC: 3/12-13/03 ’95-’00: 12 Accelerated Approvals Disturbing Issues re Validation Trials: Enrollment difficulties into validation trials Cross-ins on the control arm Loss of “sense of urgency” by sponsor Lack of clear vision for proper process when the validation trial is not conclusively positive
Hierarchy for Outcome Measures True Clinical Efficacy Measure Validated Surrogate Endpoint (Rare) Surrogate Endpoint that is “reasonably likely to predict clinical benefit” None of the Above: A Correlate that is solely a measure of Biological Activity
Use of Biological Markers As “Correlates”… Disease Diagnosis, or assessing Prognosis or Effect Modification In Screening or Proof of Concept Trials… Primary Endpoint In Definitive Trials… Supportive Data on Mechanism of Action
NIDDK Workshop Surrogate Endpoints The Next Step after the Phase 1 Trial
Development Strategies After Phase 1: What should be the next step? ~ Phase 2 ~ Phase 2B (Intermediate Trial) ~ Phase 3
Why Conduct a Phase 2 Trial? Obtain improved insights: Biological Activity: Proof of Concept Refinements in dose/schedule Safety Improving adherence to interventions Improving quality of trial conduct - Timely accrual - High quality study implementation - High quality data, including retention
Development Strategies After Phase 1: What should be the next step? ~ Phase 2 ~ Phase 2B (Screening Trial) ~ Phase 3
The Randomized Phase 2B “Screening Trial” Illustration: Type 1 Diabetes Primary Endpoint: Time to Hypoglycemic Events or End-Organ Diabetic Complications Targeted Treatment Effect: 33% reduction in progression rate
Screening Trial Design Phase 3 Trial Design -33% 0% 33% 44% 67% Further Studies Positive -17% 0% 17% 33% 50% Positive
An Illustration of the Use of an Intermediate Trial Before a Definitive Trial Surgical Adjuvant Therapy of Colorectal Cancer 5-FU + Levamisole Levamisole Control R
SURGICAL ADJUVANT THERAPY OF COLORECTAL CANCER Surviving, % Years from randomization NCCTG Trial 5-FU+LEV n=91 Levamisole n=85 Control n=86
Screening Trial Design Phase 3 Trial Design -33% 0% 33% 44% 67% Further Studies Positive -17% 0% 17% 33% 50% Positive
SURGICAL ADJUVANT THERAPY OF COLORECTAL CANCER Surviving, % Years from randomization NCCTG Trial 5-FU+LEV n=91 Levamisole n=85 Control n=86
SURGICAL ADJUVANT THERAPY OF COLORECTAL CANCER Surviving, % Years from randomization NCCTG TrialCancer Intergroup Trial Years from randomization 5-FU+LEV n=91 Levamisole n=85 Control n=86 5-FU+LEV n=304 Levamisole n=310 Control n=315
Important Observations Confirmatory trials of promising results from Intermediate Trials can be performed successfully Confirmatory trials - can reveal true positives (eg, 5-FU+Lev) - can reveal true negatives (eg, Levamisole)
SURGICAL ADJUVANT THERAPY OF COLORECTAL CANCER Surviving, % Years from randomization NCCTG TrialCancer Intergroup Trial Years from randomization 5-FU+LEV n=91 Levamisole n=85 Control n=86 5-FU+LEV n=304 Levamisole n=310 Control n=315
R AZTLabor/Delivery/1 wk to I NVPSingle doses to M/I Illustration of a Screening Trial with “Compelling” Results: HIVNET 012 8/99 ResultsLancet 1999; 354: MCT of HIV N 6-8 wks wks AZT (21.3%) 65 (25.1%) NVP (11.9%) 37 (13.1%) 1p = p =
Screening Trial Design Phase 3 Trial Design -33% 0% 33% 44% 67% Further Studies Positive -17% 0% 17% 33% 50% Positive
Goals in Development of Diabetes Drugs Using Biomarkers to achieve a cost-effective research strategy Achieving rapid availability of drugs providing improved benefit-to-risk profile Achieving reliable as well as timely evaluation of both efficacy and safety of new interventions