Notes
Slide Show
Outline
1
Lessons Learned:
Surrogates & Intermediate Outcomes

David L. DeMets, Ph.D.

Department of Biostatistics and Medical Informatics
University of Wisconsin-Madison
2
Definition of Surrogate & Intermediate Outcome
  • A physiologic or biological measurement that is used instead of a clinical outcome (e.g. live longer, feel good, function better)
  • Surrogate may be used to
    • Develop a new intervention
    • Assess biological or mechanical activity
    • Assess clinical efficacy
3
Appeal of Surrogates/Intermediate Outcomes
  • Criticism of clinical trials
    • Too long
    • Too large
    • Too expensive


  • May allow for studies to be
    • Smaller
    • Shorter and faster
    • Less expensive
4
Response Variables
  • Cancer
    • Death or disease recurrence
    • Tumor shrinkage


  • Cardiology
    • Death, non fatal MI or hospitalization
    • Blood pressure, lipid levels, PVCs, cardiac output
5
Response Variables
  • AIDS
    • Death or progression to AIDS
    • T4 Cells, viral load


  • Diabetes
    • Death, visual impairment, kidney failure
    • Microaneurysms, clearance
6
Use of Surrogates
  • Phase I Trials
    • Maximum Dose/Dose Response


  • Phase II Trials
    • Measures of Activity


  • Phase III Trials
    • Supporting Evidence/Secondary Outcomes
      e.g., Cholesterol Changes
    • Primary Outcome?
7
 
8
 
9
Concerns About Surrogates
  • 1. Relationship between surrogate and true endpoint may not be causal, but coincidental to a third factor
  • 2. Other unfavorable effects of the drug
  • 3. Effect on surrogate may correlate with one clinical endpoint, but not others
10
Intermediate/Surrogate Outcomes
  • Reliance on intermediate outcome might lead to incorrect conclusion about benefit or harm
  • Consider a few examples
11
Nocturnal Oxygen Therapy Trial (NOTT)
  • Hypothesis
    • Is continuous oxygen therapy better than nocturnal oxygen therapy in chronic obstructive lung disease patients?
      • Surrogates
      • Survival
  • Design
    • 203 patients
    • Two-sided 0.05 Type I error
    • Powered for several intermediate outcomes
    • Randomized, multicenter
12
Possible NOTT Surrogates
  • PaO2
  • Hematocrit
  • FEV1 % Predicted
  • FVC % Predicted
  • Maximum Workload
  • Heart Rate
  • Mean Pulmonary Artery Pressure
  • Cardiac Index
  • Pulmonary Vascular Resistance
  • Neuropsychiatric Impairment
  • Quality of Life
13
 
14
Cardiac Arrhythmias
  • Cardiac arrhythmias associated with sudden death
  • Class of drugs developed to suppress arrhythmias
  • Drugs approved for high risk patients
  • “Off-label” use increased
15
Cardiac Arrhythmia
Suppression Trial
  • Hypothesis
  • Does suppression of arrhythmia following an MI reduce incidence of:
  • 1. Sudden death
  • 2. Total mortality
16
Cardiac Arrhythmia
Suppression Trial

  • Three Drug Arms vs. Placebo
  • Double blind placebo control
  • One Sided (0.025 Type I Error) for Benefit
  • Advisory One Sided (0.025) for Harm
  • Sequential monitoring plan
17
Cardiac Arrhythmia Suppression Trial
  • Early Termination in Two Drug Arms
  • Drugs Placebo
  • Sudden Death 33 9


  • Total Mortality 56 22
18
Chronic Heart Failure
  • A major problem in heart disease
  • Increased mortality, decreased quality of life
  • Drugs developed to improve cardiac function
  • Not known if survival or quality of life improved


19
PROFILE
 (Prospective Randomized Flosequinan Longevity Evaluation)
  • Flosequinan is primarily a vasodilator
  •  Approved for CHF
    • improved exercise tolerance
    • reduced symptoms
    • slight adverse mortality
  • PROFILE Design
    • randomized double blind multicenter
    • Mortality outcome
    • placebo vs. 75 mg vs. 100 mg
    • Class III or IV CHF
20
PROFILE Results
 Flosequinan Dose
  • 75 mg 100 mg Combined Total

    Flosequinan 40/206 201/964 241/1170
      Mortality (19.4%) (20.9%) (20.6%)
     
    Placebo 43/238 138/937 181/1175
    Mortality (18.1%) (14.7%)   (15.4%)
     
    Relative Risk 1.05 1.48 1.39

    P-value .83 .0004 .0009
21
SURROGATES
  • Can delay use of effective treatments
  • Example: Beta blockers in congestive heart failure; betablockers known to
    • lower blood pressure
    • slow heart rate
  • Beta blocker drugs not used for heart failure for a decade or more
22
Beta-Blockers in Heart Failure
  • Then four trials
    • Metoprolol in MERIT [JAMA 283(10):1295-1302, 2000]
    • Bisoprolol in CIBIS-II [Lancet 353: 9-13, 1999]
    • Carvedilol in COPERNICUS [New Engl J Med 334(22):1651-58, 2001]
    • Bucindolol in BEST [Am J Cardiol 1995;75:1220-3]


  • Class II-IV heart failure, low ejection fraction patients
  • Demonstrated beneficial effects
23
MERIT
24
Intermediate/Surrogate Outcomes
  • Reliance on an intermediate outcome might lead to concluding harm when in fact intervention is beneficial
25
Diabetes
  • Diabetes affects several organ systems
    (heart, kidney, eyes)
  • Long duration causes visual impairment
    (diabetic retinopathy)
  • Clinical Outcome
    • Blindness
    • Severe visual loss
  • Surrogate
    • Microaneurysm (retinal small vessel deformity filled with blood)
26
DCCT
(Diabetes Complication and Control Trial)
(NEJM, 1994)
  • Hypothesis
    Does tight control of glucose reduce visual
    impairment compared to normal control?
  • Design
    • Tight control achieved by intense monitoring of an insulin pump
    • Randomized multicenter trial
    • 1441 diabetic patients
    • Followed for average of 6 years
27
DCCT
(Diabetes Complication and Control Trial)
  • Results
    • Early trends for microaneurysm were in negative direction, could perhaps have led to termination if the primary outcome
    • Longer term follow-up showed definite reduction in visual impairment
    • Trial terminated early for benefit


28
Concluding Remarks on Surrogates
  • Surrogates play an important role in the development of Phase I, II, and pilot Phase III studies
  • Treatments may affect more than one mechanism
  • “Surrogates” do not reliably predict treatment on clinical outcome
  • Problems seen in many disease areas
  • Continued success in a given field is not even guaranteed


29
References
  • Prentice RL:  Surrogate endpoints in clinical trials:  Definition and operational criteria.  Statistics in Medicine 8:431-440, 1989
  • Temple RJ:  A regulatory authority's opinion about surrogate endpoints.  In:  "Clinical Measurement in Drug Evaluation" (Ed. WS Nimmo, GT Tucker).  John Wiley & Sons Ltd., 1996.
  • Fleming TR and DeMets DL: Surrogate endpoints in clinical trials: Are we being misled?  Annals of Int Med 125(7):605-613, 1996