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Ready to Adopt the Regulatory CDISC Standards?...Catalog!!!CDISC!in!the!Data Submission!Framework!...

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WEBINAR www.cytel.com - Ready to adopt the regulatory CDISC Standards? 1 Angelo Tinazzi, Cytel Inc. Geneva – Switzerland [email protected] WEBINAR Ready to Adopt the Regulatory CDISC Standards? Decisions for Your Next Clinical Trial April 12th, 2018
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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 1

Angelo Tinazzi, Cytel Inc. Geneva – Switzerland

[email protected]

WEBINAR

Ready to Adopt the Regulatory CDISC Standards?

Decisions for Your Next Clinical Trial April 12th, 2018

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CONTENTS Introduction

 History  and  Ra-onale    The  Concept  of  Standard  Catalog      CDISC  in  the  Data  Submission  Framework    More  Standard  Requirements  

Planning Ahead  Mee-ng  with  the  «  Agency  »    Study  Data  Standardiza-on  Plan      Test  Your  Submission    

Challenges and Success Factors  Timing    «  Make  »  the  reviewer  happy    Do  not  loose  the  control  of  your  data    Transparency  

Conclusions  References  

 New  regulatory  expecta-ons  are  taking  shape,  including  the  need  for  interac-ve  and  transparent  data  handling,  increased  safety  data  demands  and  electronic  data  (CDISC)  submission.  Clinical  trial  sponsors  must  carefully  plan  their  data  consolida-on  and  analysis  strategies  not  only  in  prepara-on  for  CDISC-­‐compliant  submissions,  but  to  respond  to  market  influences  and  evolving  clinical  partnership  models.

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230  162  37  

85  142  213  

23  179  233   WEBINAR

Introduction History  and  Ra-onale  (FDA).  The  Concept  of  Standard  Catalog.  CDISC  in  the  Data  Submission  Framework.  More  Standard  Requirements.  

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4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 4

INTRODUCTION: HISTORY AND RATIONALE - FDA

1980s 1980s

FDA  Clinical  Sta7s7cal  Sec7ons  

SAS  Datasets  or  ASCII  

1999

FDA  Support  for  SAS  xpt  

CDISC-­‐FDA  Collabora7on  

2012

FDASIA  PDUFA  V  

2014 ---24 Months Later

Final  754(a)  Guidance  Final  eStudy  Data  Guidance  Tech  Conformance  Guide  

Dec 2016

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0  82  186  

4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 5

INTRODUCTION: HISTORY AND RATIONALE - FDA

Final  754(a)  Guidance  Electronic  submission  

Final  eStudy  Data  Guidance  Use  of  Standards  

Tech  Conformance  Guide  Technical  Details  

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4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 6

INTRODUCTION: THE CONCEPT OF STANDARD CATALOG - FDA

Data Exchange Standards

https://www.fda.gov/ForIndustry/DataStandards/StudyDataStandards/default.htm

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4  27  58  

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198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 7

https://www.fda.gov/ForIndustry/DataStandards/StudyDataStandards/default.htm

Terminology Standards

INTRODUCTION: THE CONCEPT OF STANDARD CATALOG - FDA

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0  82  186  

4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 8

INTRODUCTION: CDISC IN THE DATA SUBMISSION FRAMEWORK

More standards requirements to

consider. See backup slides

CDISC in the eCTD Folders.

See backup slides

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230  162  37  

85  142  213  

23  179  233   WEBINAR

Planning Ahead Mee-ng  with  the  Agency.  Study  Data  Standardiza-on  Plan.  Take  advantage  of  the  “regulatory”  availability:  test  your  submission.  

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4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 10

PLANNING AHEAD

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4  27  58  

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198  217  241  

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150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 11

PLANNING AHEAD: MEETING WITH THE « AGENCY » - Example the PRE-NDA MEETING - FDA The  objec-ve  of  this  mee-ng  is  to  obtain  guidance  on  certain  aspects  of  the  Sponsor’s  plans  for  NDA  submission.  Specifically,  the  Sponsor  seeks  agreement  related  to  ac-vi-es  that  must  be  undertaken  prior  to  the  final  submission  

Does  the  FDA  agree  with  the  Sponsor’s  plan  regarding  the  composi7on  and  format  of  the  clinical  data  submission  for  the  XXXXXXX  eCTD  NDA?   Do  not  use  «Open  Ques-on»,  always  propose  solu7ons  and  ask  for  confirma-on  

Formal  Mee-ngs  between  the  FDA  and  Sponsors  or  Applicants  of  PDUFA  Products  (dra^)  https://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM590547.pdf

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230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 12

PLANNING AHEAD: STUDY DATA STANDARDIZATION PLAN (SDP) - FDA

•  Expected  at  the  End-­‐of-­‐Phase  2,  if  not  earlier  (pre-­‐IND  stage)  •  Issuing  and  Maintaining  the  SDSP    •  Requested  in  the  FDA  Data  Technical  Conformance  Guide  •  Content  

o  Basic  introductory  informa-on  about  the  plan  o  List  of  non-­‐clinical  and  clinical  studies  and  associated  standards  o  Documenta-on  of  any  FDA  standards  discussions,  and  references  o  An-cipate  pooling  strategy  

!  The  sponsor  (regulatory)  is  the  owner  but  CRO  can  help  

hRp://www.phusewiki.org/wiki/index.php?7tle=Study_Data_Standardiza7on_Plan_%28SDSP%29    

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4  27  58  

142  180  227  

198  217  241  

75  75  75  

150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 13

PLANNING AHEAD: STUDY DATA STANDARDIZATION PLAN - FDA

STUDY  AND  DATA  STANDARDS  INVENTORY  

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4  27  58  

142  180  227  

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150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 14

PLANNING AHEAD: STUDY DATA STANDARDIZATION PLAN - FDA

ANTICIPATING  THE  POOLING  STRATEGY  –  AN  EXAMPLE  For  this  updated  Integrated  Summary  of  Safety  (ISS),  the  integrated  ADaM  datasets  will  be  generated  by  pooling  the  NEW  Study  ADaM  datasets  with  the  ADaM  datasets  used  to  support  the  integrated  safety  analyses  for  the  approved  NDA  XXXXXX,  and  it  will  follow  the  ADaM  implementa-on  guide  1.1.  Given  the  fact  the  original  ISS  integrated  ADaM  datasets  were  created  from  SDTM  Ig  3.1.2  datasets  with  CDISC  Terminology  YYYY-­‐MM-­‐DD,  and  because  the  original  ISS  ADaM  datasets  were  following  ADaM  Ig  1.0,  an  assessment  of  key  changes  in  new  versions  of  both  data  standards  and  terminology  will  be  made;  as  such  in  the  new  integrated  ISS  ADaM  datasets  key  ‘up-­‐version’  will  be  made  directly  in  the  integrated  ADaM  datasets,  therefore  original  SDTM  datasets  submihed  for  XXXXX  NDA  will  be  not  modified.  An  example  of  possible  changes  is  CDISC  CT  term  no  longer  exis-ng  in  the  most  recent  CDISC  CT  terminology  (e.g.  ECG  parameter).  

 Across  all  studies,  the  adverse  events  pooled  in  the  integrated  ADaM  adverse  events  datasets,  will  be  coded  using  a  single  version  of  the  Medical  Dic7onary  for  Regulatory  Ac7vi7es  (MedDRA)  and  concomitant  medica-ons  pooled  in  the  integrated  ADaM  concomitant  medica-ons  datasets  will  be  coded  using  a  single  version  of  the  World  Health  Organiza-on  -­‐  Drug    

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230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 15

PLANNING AHEAD: TEST YOUR SUBMISSION

•  Technical  ques-ons  (i.e.  CDISC)  sent  via  email  to  the  eData  Group  ([email protected])  

•  Test  submission  with  one  study  (full  eCTD  package)  

o  SDTM  and  ADaM  datasets  o  Choose  a  “Tricky”  study  e.g.  

extension  study    o  Good  Technical  Feedback  and  

Advice  

hRps://www.fda.gov/Drugs/DevelopmentApprovalProcess/FormsSubmissionRequirements/ElectronicSubmissions/ucm174459.htm    cder-­‐[email protected]  or  [email protected]          

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230  162  37  

85  142  213  

23  179  233   WEBINAR

Challenges and Success Factors Timing.  “Make”  the  Reviewer  happy.      Do  not  loose  the  control  of  your  data.    Transparency.    

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4  27  58  

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150  150  150  

230  230  230  

230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 17

CHALLENGES AND SUCCESS FACTORS: TIMING •  It  is  never  too  early  to  adopt  standards.  Start  Now  •  Start  with  CDASH  

o  Adopt  Standard  Terminology  to  help  restrict  the  «  range  of  choice  »  o  Clear  «  item  wording  »  o  Smooth  transi-on  to  SDTM  then  to  ADaM  

o  67%  of  CDASH  v2.0  maps  directly  to  SDTM  IG  variables*    o  86%  of  CDASH  maps  directly  with  standard  mapping  included  (e.g.  dates)  *  

 

 

 

 

 

 

 

 

*  «SDTM  vs  CDASH:  Why  You  Need  Both  »  Kit  Howard,  Shannon  Labout,  CDISC.  Presented  at  PhUSE  2017  (hhps://www.cdisc.org/system/files/all/CDISC_SDTM_and_CDASH_You_Need_Both.pdf)    

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4  27  58  

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230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 18

CHALLENGES AND SUCCESS FACTORS: TIMING

•  Adop-ng  standards  retrospec-vely  (legacy  data  migra-on)  might  pose  «  severe  »  traceability  issues  o  Following  standard  recommenda-ons  from  the  beginning  «  could  »  help  in  making  

sure  you  collect  everything  you  need    e.g.  Seriousness  Adverse  Event  Criteria  "  almost  impossible  to  collect  them  retrospec-vely  

o  Risk  not  gerng  the  same  results  o  Traceability  if  «  lost  »  can  compromise  or  delay  the  submission  -meline  

 

 

 

 

 

 

 

 

 

   

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CHALLENGES AND SUCCESS FACTORS: TIMING – THE RISK WHEN STARTING LATE Retrospec7ve  Terminology  Adop7on*  

Mapping  to  CDISC  (NCI)  Controlled  Terminology  -­‐  e.g.  Concomitant  Medica-ons  Route  

Source   CDISC/NCI  CT  

INFUSION   PARENTERAL  Administra-on  by  injec-on,  infusion,  or  implanta-on  

MOUTH/THROAT   ORAL  Administra-on  to  or  by  way  of  the  mouth  

TOPICAL-­‐EYE   OPHTHALMIC  

TOPICAL  PO   TOPICAL  

184  unique  terms  translated  to  25  unique  terms  in  CDISC  Controlled  Terminology  

*  Looking  for  SDTM  migra-on  specialist.  A.  Tinazzi.  PhUSE  2015  

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142  180  227  

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230  162  37  

85  142  213  

23  179  233   WEBINAR

www.cytel.com - Ready to adopt the regulatory CDISC Standards? 20

CHALLENGES AND SUCCESS FACTORS: TIMING – THE RISK WHEN STARTING LATE Retrospec7ve  Migra7on  from  Legacy  Data  to  SDTM*  

*  Looking  for  SDTM  migra-on  specialist.  A.  Tinazzi.  PhUSE  2015  

SDTM   Raw  Datasets  

AE   AE        AEAER  

CM   CMCMR        CMPRIOR      PRAML          BPP    

DM   DEMO        SCEL          DS  

DS   DEMO        DS          RD            ET  

EX   IFVPR        IFCRE  

IE   IE  (only  violated  criteria)  

MH   MH        CH          PSC                      DX  

VS   VS        PMBSA  

…….  

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230  162  37  

85  142  213  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 21

CHALLENGES AND SUCCESS FACTORS: TIMING – THE RISK WHEN STARTING LATE Lost  in  Traceability  Provide  a  clear  ,  traceable  pathway  from  the  primary  collec-on  documents  (e.g.  CRF,  Diary,  External  Data)  to  the  raw  datasets  (SDTM)  to  the  analysis  datasets  (ADaM)*  to  your  TFL  (Table  Figures  and  Lis-ngs)  to  your  CSR  (Clinical  Study  Report)  

   

         

Data Collection

SDTM

ADaM

TFLs / CSR

What you « try » to achieve /submit  

* Optimizing Your Study Data Submissions to FDA – Updates from CDER and CBER, July 2017, http://sbiaevents.com/files/study-data-071217.pdf

Data Collection

Analysis Datasets

TLFs CSR

In reality  

X  

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CHALLENGES AND SUCCESS FACTORS: « MAKE » THE REVIEWER HAPPY

•  Current  Standards  do  not  cover  all  possible  medical  «  situa-ons  »  

•  Regulatory  might  ask  for  something  different  or  for  something  more  (e.g.  FDA  Study  Data  Technical  Conformance  Guide)  o  Flagging  Treatment  Emergent  Adverse  Event  is  not  an  SDTM  requirement*  

o  Preferences  for  Laboratory  Standard  Units  might  differ  across  regulatory  agencies  e.g.  FDA  vs  PMDA  "  «  worldwide  »  standardiza-on  is  an  ongoing  effort  

"  More  examples  in  the  Backup-­‐Slides    

*  FDA  requirement  seems  not  applicable  anymore  from  recent  Study  Data  Technical  Conformance  Guide  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 23

CHALLENGES AND SUCCESS FACTORS: DO NOT LOOSE THE CONTROL OF YOUR DATA •  Make  sure  your  partners,  both  internal  and  external,  understand  standard  

requirements  

•  When  outsourcing  to  mul-ple  CROs  make  sure  they  (and  you)  ‘do  standards’  consistently  o  Proper  use  of  Controlled  Terminology  o  Conven-ons  maintained  across  studies  

•  Implement  Proper  Surveillance  

•  «  Choose  »  and  do  not  let  the  «  others  »  choose  for  you  o  Develop  your  own  understanding  of  the  standards  o  Put  in  place  a  standard  governance  process  in  your  company  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 24

CHALLENGES AND SUCCESS FACTORS: TRANSPARENCY •  Data  and  Standards  are  not  perfect  

•  Validate  your  data  prior  to  submit  o  Correct    or  

o  Document  (Explain  if  issues  could  be  not  corrected)  Make  appropriate  use  of  the  Reviewer  Guide*  (for  SDTM  and  for  ADaM)  

* hhp://www.phusewiki.org/wiki/index.php?-tle=Analysis_Data_Reviewer%27s_Guide  and  hhp://www.phusewiki.org/wiki/index.php?-tle=Study_Data_Reviewer%27s_Guide

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CHALLENGES AND SUCCESS FACTORS: TRANSPARENCY These  are  not  good  explana-ons                    See  also  «  The  Most  Common  Issues  in  Submission  Data»  PharmaSUG  2015  (hhps://www.pharmasug.org/proceedings/2015/SS/PharmaSUG-­‐2015-­‐SS06.pdf  )  

Please  Fix  them  !  

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CHALLENGES AND SUCCESS FACTORS: TRANSPARENCY Do  not  hide  «  changes  »  

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Conclusions

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 28

CONCLUSIONS: A FINAL SPECIAL DISCLAIMER

•  The content of this presentation represents our personal submission experience with “our” sponsors on specific indications

•  Although some of the slides contain information coming from existing requirements, such as CDISC standards and FDA guidance, they represent our experience of applying standards and interacting with the FDA

•  Topic and timing of submission, as well as reviewer “preferences”, are important factors to consider when submitting data to FDA

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CONCLUSIONS

•  Standards  are  «  facilitators  »  o  Ini-al  Investment  …  o  …  but  long-­‐term  «  stability  »  and  more  streamlined  process  o  Improve  and  make  faster  the  review  process  

•  Make  use  of  CDISC  Therapeu-c  Area  User  Guide  

•  Stay  tuned:  standards  and  regulatory  requirements  are  evolving  rapidly  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 30

CONCLUSIONS: REFERENCES - CDISC

•  Accessing  CDISC  Standards  www.cdisc.org    •  CDISC  Discussion  Forum  www.cdisc.org/forum      •  NCI  EVS  Controlled  Terminology  

www.cancer.gov/cancertopics/terminologyresources/CDISC  

•  Pinnacle  21  Forum  hhps://www.pinnacle21.com/forum    •  Linkedin  Forum  

o  Official  CDISC  Forum  hRps://www.linkedin.com/groups/56393  o  CDISC  Advocates  hRps://www.linkedin.com/groups/107674  o  CDISC  SDTM  Experts  hRps://www.linkedin.com/groups/2758697  

o  CDISC  ADaM  hRps://www.linkedin.com/groups/3092582    o  CDISC  define.xml  hRps://www.linkedin.com/groups/4975366  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 31

CONCLUSIONS: REFERENCES - PhUSE

PhUSE  Working  Groups  hhp://www.phuse.eu/op-mizing-­‐data-­‐standards  Op-mizing  the  Use  of  Data  Standards  !  Analysis  Data  Reviewer’s  Guide  (ADRG)  !  Study  Data  Reviewers  Guide  (SDRG)  !  Nonclinical  SDRG  Package  !  Best  Prac-ces  for  Data  Collec-on  Instruc-ons  !  Best  Prac-ces  for  Metadata  Documenta-on  !  Clinical  Legacy  Data  Conversion  Plan  &  Report  !  Data  Reviewer’s  Guide  in  XML  !  Define-­‐XML  V2.0  Comple-on  Guidelines  &  Style  Sheet  Recommenda-ons  !  Pooling  WHO  Drug  B3  Format  !  SDTM  ADaM  Implementa-on  FAQ  !  Standardizing  Data  Within  the  Inspec-on  Site  Selec-on  Process  !  Study  Data  Standardiza-on  Plan  (SDSP)    

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 32

CONCLUSIONS: REFERENCES: REGULATORY FDA AND PMDA

•  Study  Data  for  Submission  to  CDER  and  CBER  hhps://www.fda.gov/Drugs/DevelopmentApprovalProcess/FormsSubmissionRequirements/ElectronicSubmissions/ucm248635.htm    

•  Check  for  FDA  regular  events/webinar                                hhp://sbiaevents.com/  

o  Op-mizing  Your  Study  Data  Submissions  to  FDA  –  Updates  from  CDER  and  CBER,  July  2017                                                                                                                    hhp://sbiaevents.com/files/study-­‐data-­‐071217.pdf    

•  PMDA  Advanced  Review  with  Electronic  Data  Promo-on  Group                                                                                                                  hhps://www.pmda.go.jp/english/review-­‐services/reviews/advanced-­‐efforts/0002.html    

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Back-up Slides

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 34

INTRODUCTION: MORE « STANDARD » REQUIREMENTS

FDA  Portable  Document  Format  (PDF)  Specifica7ons  •  Use  of  fonts,  colors  •  PDF  proper-es  

eCTD  Specifica7ons  

•  Specific  folder  loca-on  for  your  study  data  •  Valida-on  Criteria    e.g.  Filename  

o  lowercase,  lehers,  digits  and  ‘-­‐’  (hyphen)  

o  Max  64  chars  

 

Technical  Rejec7on  Criteria  e.g.  what  is  «  mandatory  »  

   

 

   

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« WORLDWIDE » REGULATORY DATA SUBMISSION REQUIREMENTS

Country/Region     Data  Submission  Requirements  

US  (FDA)  !  Data  Packages  required  !  CDISC  required  for  studies  star-ng  a^er  2016-­‐12-­‐17  !  Trial  Summary  (SDTM  .TS)  required  for  all  studies  (including  legacy)  

Japan  (PMDA)  !  Data  packages  currently  not  required  !  CDISC  data  packages  required  for  submissions  on/a^er  2020-­‐04-­‐01,  but  sponsor  are  

already  encouraged  to  submit  data  using  CDISC  standards  (PMDA-­‐Pilot  Phase)  

EU  (EMA)   Under  Review,  but  no  other  standards  will  be  endorsed  when  data  submission  will  be  required  

China  (China-­‐FDA)   !  Data  packages  currently  not  required.  They  have  endorsed  CDISC  !  They  requested  CDISC  data  packages  for  some  submissions  

Canada   !  Data  packages  currently  not  required.  No  CDISC  requirement  yet  !  They  requested  CDISC  data  packages  for  some  submissions  

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www.cytel.com - Ready to adopt the regulatory CDISC Standards? 36

REGULATORY REQUIREMENTS (FDA): CDISC IN THE eCTD STRUCTURE

A  standard  format  for  transferring  submissions  to  regulatory  agencies  (e.g.  Folder  structure)  

 Developed  by  Interna-onal  Council  for  

Harmoniza-on  (ICH)  

 Used  in  US,  Japan,  EU,  and  other  

countries  

 The  CTD  is  organized  into  five  modules  

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REGULATORY REQUIREMENTS (FDA): CDISC IN THE eCTD STRUCTURE

Electronic  Common  Technical  Document  Specifica7ons    hhp://estri.ich.org/eCTD/eCTD_Specifica-on_v3_2_2.pdf    

 

FDA  Data  Technical  Conformance  Guide  hhp://www.fda.gov/downloads/ForIndustry/DataStandards/StudyDataStandards/UCM384744.pdf    

ADaM  Analysis  Datasets  and  Programs  

Non  ADaM  Analysis  Datasets  and  Programs  

Non-­‐SDTM  Tabula-on  Datasets  

SDTM  Tabula-on  Datasets  

Other  datasets  i.e.  look-­‐up  datasets  

ISS/ISE  Pooling  Folders  

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CHALLENGES AND SUCCESS FACTORS: « MAKE » THE REVIEWER HAPPY

More  requirements  from    the  FDA  Study  Data  Technical  Conformance  Guide  •  USUBJID/SUBJID  for  subjects  par-cipa-ng  to  mul-ple  studies  •  Adjudica-on  Data  •  Death  date  in  SDTM  DS-­‐Disposi-on  •  How  to  handle  logically  skipped  ques-on  in  SDTM  QS-­‐Ques-onnaires  •  EPOCH  for  clinical  subject  data  •  ADaM  recommenda-ons  •  TS  Mandatory  for  legacy  studies  

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CHALLENGES AND SUCCESS FACTORS: DO NOT LOOSE THE CONTROL OF YOUR DATA

Beyond  the  standards:  «Conven-ons  maintained  across  studies»  e.g.  visit  numbering  conven-ons  

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