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Brian Healy, PhD Measurement Issues in Short Term Clinical Trials

MeasurementIssues&in&Short Term&Clinical&Trials&...Overview&! In&order&to&iden>fy&treatmenteffects&or& predictors&of&disease&course,&measurementof& disease&course&is&required&! Although&this&sounds&straighEorward,&

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Page 1: MeasurementIssues&in&Short Term&Clinical&Trials&...Overview&! In&order&to&iden>fy&treatmenteffects&or& predictors&of&disease&course,&measurementof& disease&course&is&required&! Although&this&sounds&straighEorward,&

Brian  Healy,  PhD  

Measurement  Issues  in  Short  Term  Clinical  Trials  

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Overview  

n  In  order  to  iden>fy  treatment  effects  or  predictors  of  disease  course,  measurement  of  disease  course  is  required  

n Although  this  sounds  straighEorward,  measurement  of  disease  worsening  is  challenging  in  several  neurological  diseases  –  For  clinical  trials,  we  require  measures  that  change  in  the  short  term  

–  For  phase  II  trials,  surrogate  markers  are  desirable  

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Common  themes  

n Mul>ple  outcome  measures  – MS:  relapses,  EDSS  –  ALS:  ALSFRS,  death  –  Parkinson’s:  Mul>ple  scales  

n Mul>ple  mechanisms  of  ac>on  for  treatment  – MS:  Reduce  relapse  rate  (an>-­‐inflammatory)  or  reduce  disease  worsening  (neuroprotec>ve)  

–  Parkinson’s:  Symptoma>c  or  neuroprotec>ve  n  Surrogate  markers  

– MS:  Neuroimaging,  biomarkers  

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Mul>ple  sclerosis  

n  In  the  first  talk,  the  challenges  associated  with  measuring  neurodegenera>on  over  the  short  term  will  be  discussed  – Measurement  of  disease  worsening  over  the  long-­‐term  in  MS  has  defined  endpoints,  but  short-­‐term  surrogate  measures  have  performed  poorly  §  Typical  trials  not  long  enough  to  measure  outcome  of  interest  

–  Treatment  effects  on  inflamma>on  have  been  shown,  but  measures  for  neurodegenera>on  are  uncertain  

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Parkinson’s  disease  

n  In  the  second  talk,  the  challenges  associated  with  measuring  neurodegenera>on  in  a  clinical  trial  will  be  discussed  –  Symptoma>c  vs.  neuroprotec>ve  effects  

§ Modern  trial  design  can  dis>nguish  between  these  two  types  of  effects  

–  Rescue  therapy  §  Subjects  who  experience  specific  events  are  given  rescue  therapy  

§  Simple  treatment  vs.  placebo  comparisons  may  be  inappropriate  

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Ques>ons  

n How  can  we  improve  measurement  of  all  aspects  of  the  disease?  

n Can  changes  in  trial  design,  outcome,  or  analysis  allow  us  to  measure  the  parts  of  the  disease  we  are  most  interested  in?  

n Can  we  iden>fy  surrogate  markers  that  allow  measurement  of  treatment  effect  in  short  dura>on  studies?  

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Measurement  Issues  in  Short  Term  Clinical  Trials  of  Mul>ple  

Sclerosis  

Brian  Healy,  PhD      

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Disclosures  

n  I  receive  research  support  from  Merck  Serono  and  Novar>s  

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Outline  

n Background  – Outcome  measures  for  MS  

n Measurement  of  neurodegenera>on  –  Long-­‐term  vs.  short-­‐term  –  Confirmed  (sustained)  disease  progression  –  Sample  size  considera>ons  – MRI  outcomes  

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Background  

n MS  is  the  most  common  neurologic  disease  among  young  people  

n The  typical  disease  course  for  over  80%  of  subjects  is  to  start  with  a  relapsing-­‐remi^ng  course  (inflammatory  phase)  

n A_er  inflammatory  phase,  pa>ents  have  more  steady  disease  worsening  (neurodegenera>ve  phase)  

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Outcome  measures  n  Inflammatory  

–  Clinical:  Relapse  – MRI:  Gadolinium  enhancing  lesions,  new  T2  lesions  

§  Rela>onship  between  these  is  strong  n Neurodegenera>on  

–  Clinical:  Expanded  disability  status  scale  (EDSS)  landmarks  (EDSS=6),  Confirmed  worsening  on  EDSS  

– MRI:  Brain  atrophy  §  Rela>onship  between  these  is  weaker  

n  Disability  –  EDSS  

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Neurodegenera>on  

n Despite  the  availability  of  and  proven  effec>veness  of  treatments,  uncertainty  remains  about  the  impact  of  the  treatments  on  neurodegenera>on  – How  do  we  measure  neurodegenera>on  in  a  short  dura>on  trial?  § How  do  our  present  defini>ons  perform?  

– Does  the  analysis  approach/outcome  measure  change  the  power  to  detect  a  treatment  effect?  

– Are  alterna>ve  outcome  measures  beeer?  

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EDSS  

n  Expanded  disability  status  scale  (EDSS)  is  a  0-­‐10  ordinal  scale  with  0.5  unit  steps  –  At  the  low  end  of  the  scale,  the  EDSS  combines  informa>on  from  7  func>onal  system  scales  to  calculate  the  EDSS  score  

–  At  the  higher  end  of  the  scale,  the  EDSS  is  largely  determined  by  the  walking  score  for  the  pa>ent  

–  Changes  in  EDSS  are  small  over  the  short  term  n  EDSS  score  is  most  commonly  used  measure  of  disability  by  neurologists  

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Measuring  neurodegenera>on-­‐long  term  

n  Long-­‐term  natural  history  studies  have  iden>fied  important  disease  landmarks  

n  EDSS=6  –  Requires  assistance  to  walk  –  When  a  pa>ent  reaches  this  level,  it  is  generally  assumed  that  they  have  reached  the  progressive  phase  of  the  disease  

n  Even  though  this  is  a  well  defined  landmark,  the  median  >me  to  EDSS=6  in  our  sample  is  over  25  years  –  Not  a  prac>cal  endpoint  for  clinical  trials  –  Even  in  long  term  follow-­‐up  studies,  this  is  not  observed  sufficiently  o_en  

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Measuring  neurodegenera>on-­‐short  term  

n  Although  the  EDSS  provides  a  measure  of  disability,  change  in  EDSS  does  not  directly  provide  a  measure  of  neurodegenera>on  –  EDSS  is  elevated  during  a  relapse  because  disability  has  increased  even  though  pa>ent  may  recover  

–  To  address  this  limita>on,  the  most  common  measure  in  clinical  trials  is  to  require  the  increase  on  the  EDSS  to  be  confirmed  for  a  specific  amount  of  >me  

–  Idea  is  that  if  the  EDSS  is  elevated  for  more  than  one  >me  point,  the  increase  on  the  EDSS  is  a  true  measure  of  disease  worsening  

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Confirmed  (sustained)  disease  progression  

n Most  common  defini>on  –  Increase  on  the  EDSS  of  at  least  1  point  confirmed  for  3  or  6  months  for  subjects  with  baseline  EDSS<5.5  

–  Increase  of  at  least  0.5  point  confirmed  for  3  or  6  months  for  subjects  with  baseline  EDSS>=5.5  

n  Some>mes,  an  addi>onal  caveat  is  added  that  the  increase  on  the  EDSS  must  be  at  least  1.5  points  for  subjects  with  baseline  EDSS=0  

n No  single  defini>on  is  used  in  all  trials/studies  

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Is  sustained  progression  truly  sustained?  

n  Even  though  a  reasonable  number  of  subjects  experience  sustained  progression,  more  than  half  fail  to  maintain  the  sustained  progression  (Healy  et  al,  2013)  

n  Interpreta>on:  Not  truly  irreversible  disability  

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Func>onal  scales  n  As  described  previously,  the  EDSS  in  the  low  end  of  the  scale  is  determined  based  on  the  func>onal  system  scales  

n  One  poten>al  explana>on  for  the  poor  performance  of  sustained  progression  on  the  EDSS  is  that  by  combining  across  the  func>onal  scales,  we  are  losing  informa>on  

n  To  assess  whether  we  could  just  switch  to  the  func>onal  scales,  we  performed  a  similar  set  of  analyses  

n  Using  FS  scales  failed  to  iden>fy  irreversible  disease  progression  –  Much  less  than  50%  of  subjects  maintained  progression  

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Recommenda>ons  

n  Lublin  et  al  (2014)  proposed  changing  the  defini>ons  of  MS  disease  categories  and  states  to  clarify  some  of  the  terms  –  Change  from  sustained  disease  progression  to  confirmed  disease  worsening  will  lead  to  beeer  understanding  of  changes  in  pa>ents  

n  Although  these  changes  in  terms  reduce  confusion  regarding  what  is  measured,  these  do  not  necessarily  improve  measurement  of  neurodegenera>on  –  Alterna>ve  analysis  approaches  using  available  outcomes  –  Alterna>ve  outcome  measures  

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Alterna>ve  analysis  approaches  

n Although  confirmed  disease  worsening  solved  one  problem  (transient  increases  on  the  EDSS),  it  introduces  a  couple  of  new  problems  –  Confirmed  disease  worsening  is  a  dichotomous  variable  so  the  amount  of  change  is  ignored  

–  Fails  to  incorporate  any  improvement  on  the  EDSS  – Unequal  likelihood  of  changing  disease  state  is  not  incorporated  into  the  model  

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Comparison  of  approaches  n  Given  the  poten>al  problems  associated  with  confirmed  

progression,  six  analysis  approaches  were  compared  in  terms  of  power  for  a  2  year  clinical  trial  (Healy  et  al  2011)  –  Logis>c  regression  for  confirmed  progression  –  Cox  model  for  >me  to  confirmed  progression  –  Stra>fied  Wilcoxon  test  (van  Elteren’s  test)  –  Repeated  measures  propor>onal  odds  model  (GEE)  –  Markov  transi>on  model  

n  Results  showed  that  analyses  based  on  confirmed  progression  had  least  power  –  Alterna>ve  analysis  approaches  could  improve  power  even  if  no  change  to  the  measurement  was  made  

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Alterna>ve  measures  n  Could  we  develop  an  alterna>ve  measure  of  disability  to  beeer  measure  changes  in  disability/  neurodegenera>on?  

n  Challenge:  Must  develop  a  measure  that  is  highly  correlated  with  the  EDSS  

n  Clinical  –  MSFC  –  Other  scales  in  development  

n  MRI  –  Whole  brain  atrophy  –  Gray  maeer  atrophy  –  Spinal  cord  atrophy  

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Mul>ple  sclerosis  func>onal  composite  (MSFC)  

n MSFC  was  developed  as  an  alterna>ve  measure  of  disability  that  combined  three  components  –  Timed  25  foot  walk  (Walking  func>on)  –  9  hole  peg  test  (Hand  func>on)  –  Paced  Auditory  Serial  Addi>on  Test  (cogni>ve  func>on)  

–  Scores  from  each  component  are  normalized  and  summed  using  equal  weights  

PASATHPTFWT zzzMSFC ++= 925

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MSFC  

n Pro  –  Easy  to  deal  with  sta>s>cally  – More  powerful  than  sustained  progression  

n Con  – Uncertain  clinical  meaning  

§ Cau>onary  tale  regarding  making  new  outcome  measure  

–  Lengthy  to  administer  (limited  the  use  of  the  scale  in  the  clinic)  

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Atrophy  measures  n  Phase  II  studies  in  MS  use  MRI  measures  of  inflamma>on  to  reduce  sample  size  required  to  detect  treatment  effect  

n  Several  studies  have  inves>gated  the  sample  size  considera>ons  for  clinical  trials  using  atrophy  as  a  measure  –  Healy  et  al  (2009)  inves>gated  whether  gray  maeer  atrophy  might  provide  power  advantages  over  whole  brain  atrophy  

–  Although  trials  have  been  designed  with  atrophy  as  a  secondary  outcome  measure,  atrophy  is  not  the  gold  standard  for  neurodegenera>on  in  early  trials  

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Conclusions  

n Measurement  of  neurodegenera>on  is  one  of  the  major  challenges  in  MS  clinical  trials  

n  Tradi>onal  short-­‐term  measure  performs  poorly  n  Alterna>ve  analysis  approaches  and  measures  are  available,  but  these  have  not  become  the  standard  in  clinical  trials  

n  Beeer  approaches  may  lead  to  more  success  in  iden>fica>on  of  treatments  for  neurodegenera>on  

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THANK YOU to our

CLIMB patients!

CLIMB Medical Director Tanuja Chitnis, MD Director, Partners MS Center Howard Weiner, MD

Director, Clinical Research Operations

Bonnie Glanz, PhD Head of Biostatistics Brian Healy, PhD

CLIMB Study Staff

Sandra Cook, RN Mira Weiner

Study Coordinators Grace Little Emily Greeke

Immunology/Biomarkers Head of MS Biomarker Group Head of Biorepository & Assay Development Biomarker Development Translational Genomics & Integrative Analyses

Roopali Gandhi, PhD Pia Kivisäkk, MD PhD Francisco Quintana, PhD Philip De Jager, MD PhD

IT/Database Database Manager Software Architect System Administrator Data Analyst

Mariann Polgar-Turcsanyi, MS Adam Polgar Mark Anderson Alicia Chua, MS

Neuroimaging Research

Rohit Bakshi, MD Charles Guttmann, MD

MRI Analyst Svetlana Egorova, MD PhD

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References  n  Healy  BC,  Valsasina  P,  Filippi  M,  Bakshi  R.  Sample  size  requirements  

for  treatment  effects  using  gray  maeer,  white  maeer  and  whole  brain  volume  in  relapsing-­‐remi^ng  mul>ple  sclerosis.  Journal  of  Neurology,  Neurosurgery  and  Psychiatry.  2009  Nov;80(11):1218-­‐23.  

n  Healy  B,  Chitnis  T,  Engler  D.  Improving  power  to  detect  disease  progression  in  mul>ple  sclerosis  through  alterna>ve  analysis  strategies.  J  Neurol.  2011  Oct;258(10):1812-­‐9.  

n  Healy  BC,  Engler  D,  Glanz  B,  Musallam  A,  Chitnis  T.  Assessment  of  defini>ons  of  sustained  disease  progression  in  relapsing-­‐remi^ng  mul>ple  sclerosis.  Mult  Scler  Int.  2013;2013:189624.  doi:  10.1155/2013/189624.  

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