the do’s and don’ts of data submission
DESCRIPTION
Presented at BIAS 2013 (Biometristi Italiani Associati) The state of the Art of Data SubmissionTRANSCRIPT
Geneva Branch
THE DO’S AND DON’TS OF DATA SUBMISSION
- Biometristi Italiani Associati – V Annual Congress Università Bicocca – Milano - 24-25/10/2013 Angelo Tinazzi Cytel Inc., Wilmington Del. USA Succursale de Meyrin – Geneva – Switzerland [email protected]
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THE DO’S AND DON’TS OF DATA SUBMISSION
Disclaimer
The information contained in this presentation is based on personal
research of the author and does not necessarily represent Cytel Inc..
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
Conclusions
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission
Missing Variables and Mislabeled Variables Datasets are presented in a way that remains
confusing despite diligent and repeated efforts to understand the presentation
The problems these issues cause prevent even an initial cursory verification of the primary and secondary endpoints of the XXXXX trial let alone any more sophisticated analysis
A Failed Submission
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A world of Standards
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Meet the reviewer
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission Datasets Deficiency
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission Datasets Deficiency
Variable Name
Variable Label
Type Decode/Format
Origin Comment
OCS1DT Date of first recurrence
Num Date9 Derived See derved datasets specs page 125
Variable Name
Variable Label
Type Decode/Format
Origin Comment
OCS1DT Date of first recurrence
Num Date9 Derived Actual date associated with QOC1CD = 1. FRE1SDT = minimum FRE1SDT, where FRE1SDT ≥ RNDT.
No link provided
Variable FRE1SDT and RNDT are not in the same dataset
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission
Datasets Deficiency
illog
ical
Ord
er
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
Conclusions
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THE DO’S AND DON’TS OF DATA SUBMISSION
A Failied Submission
Meet the reviewer and always be «honest»
Clear Communication
Create robust Analysis Dataset Specifications Claritiy Use plain
english Traceability
PDUFA V, 21st Century Review, CDER Data Standards, PhUSE/FDA and ADaM: Getting It All Right; Steve Wilson. PhUSE SDE - Durham, North Carolina. Thursday, April 18th, 2013
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
Prescription Drug User Fee Act (PDUFA) Part of the law for Food and Drug Administration
Safety Innovation Act (FDASIA) Passed in 1992 allows FDA to collect fees from
Sponsors (User Fee Programme) In return for meeting review performance goals �Really works �Review time decrease by half (priority) and 37%
(standard) Since 1993 over 1000 drugs were approved Over 50% of new drugs are launching in US
compare to 8% pre-‐PDUFA
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
Prescription Drug User Fee Act (PDUFA) �Reauthorized for 2013-‐1017 �Performance Goals
“Review and act on 90% ….. Submissions in 10/6 months of the 60 day filing date”
�Improve the efficiency of human drug review through required electronic submissions standardization of electronic drug application data
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
Prescription Drug User Fee Act (PDUFA) High Quality Standard of Data CDISC data is foundational pre-‐requisite �Makes possible the �Use of standard‐based review tools Development of reusable analysis scripts Analysis across submissions
�In February 2012, FDA requested congress to make standard data required for submissions
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
Prescription Drug User Fee Act (PDUFA) Timeline �Dec 2012 – Draft Guidance on standards and format
of eSub +12 Months – Final Guidance released +36 Months – All new NDAs/BLAs to use CDISC
End 2015 / 2016 no more an option
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
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THE DO’S AND DON’TS OF DATA SUBMISSION Agencies pushing for Standards
CDISC Interchange 2013
What about the other Agencies? A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
SDTM Version 3.1.2 Dec-2011 Amendment 1 to the SDTM V1.2 and SDTMIG
V3.1.2 New variables in DM (e.g. DTHDTC/DTHFL and
ACTARM) and AE (e.g. additional coding variables)
SDTM Version 3.1.3 Oncology (efficacy) domains (TU,TR,RS)
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
SDTM Version 3.1.4 (upcoming) SS (Survival Status) EX/EC Exposure Domains New domains: IS/SR (Immunogenicity/Skin React),
PR (Procedure), DD (Death) TD (Trial Disease Assessment) HO (Healthcare Encounters) AP (Associated Persons)
What’s new in draft SDTM IG 3.1.4, Nicola Tambascia, 28th June 2013, PhUSE SDE Basel
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
SDTM Version 3.1.5 (planned) More Oncology Domains More enanchements Lab Findings (e.g. biomarkers) More TA domains
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
ADaM Latest Release (2012-2013) ADTTE for Time-to-Event Endpoints ADAE for Adverse Events Validation Checks
ADaM To come General Occurrences IG v1.1 ADaM Integration IG 1.0 ADaM Metatadata Guide
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
Define.xml v2.0 Case Report Tabulation Data Definition Specification, (CRT-DDS) “A critical component of data submission is the define file. A properly functioning define.xml file is an important part of the submission of standardized electronic datasets and should not be considered optional” “Additionally, sponsors should make certain that every data variables code list, origin, and derivation is clearly and easily accessible from the define file. An insufficiently documented define file is a common deficiency that reviewers have noted.”
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
Define.xml v2.0
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Specification for describing data sets (metadata)
Does not describe how this metadata should be displayed; display is not part of the
standard
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
Validation Rules
A Failed Submission
Agencies
A world of Standards
eCTD Rules
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http://www.fda.gov/forindustry/datastandards/studydatastandards/default.htm
THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
Accepted Standards at FDA
A Failed Submission
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SDTM IG 3.1.3 ADaM IG 1.0 SEND 3.0 Define.xml 2.0 Validation Rules
(OpenCDISC 1.4.1)
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THE DO’S AND DON’TS OF DATA SUBMISSION A World of Clinical Standards - CDISC
CDISC submission In 2010, CDER received an average of over 650
datasets/week, with 23% of active NDAs containing CDISC/SDTM data In 2011 this number has increased to an average
39% in SDTM and 32% in ADaM
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules A Failed Submission
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The Electronic Common Technical Document (eCTD) allows for the electronic submission of the Common Technical Document (CTD) from applicant to regulator The CTD describes the organization of modules, sections and
documents.
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THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules
ADaM datasets, Define.xml
ADaM SAS programs
SDTM datasets, Define.xml, SDTM
annotated blank eCRF
A Failed Submission
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Module 5: Clinical Study Reports
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eCTD File Format
THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules
Protocol – pdf (i.e., study001-protocol.pdf) SAP – pdf (i.e., sutdy001-sap.pdf) eCRF – pdf (i.e., sutdy001-blankecrf.pdf) SDTM – xpt (i.e., dm.xpt, ae.xpt, ds.xpt, and etc) ADaM – xpt (i.e., adsl.xpt, adae.xpt, adtteos.xpt,
and etc) SEND – xpt (i.e., dm.xpt, se.xpt, bw.xpt, and etc) CSR – pdf (i.e., sutdy001-csr.pdf) Define.xml – xml or pdf (i.e., define.xml/define.pdf) ADaM SAS programs – txt (i.e., c-adsl-sas.txt) Output SAS programs – txt (i.e., t-14-01-001-ds-
sas.txt )
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules
Naming Conventions Lower case of letter from “a” to “z” Number from “0” to “9” “-” hypen No special character ( #, %, $ and etc) File name should be less than or equal to 64 characters including the appropriate file extension The length of entire path of the file should not exceed 230 characters. (m5/datasets/study001/sdtm/ae.xpt)
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules
File Guideline Version – 1.4 thru 1.7 are acceptable Fonts Standard : Arial, Courier New, Times Roman Sizes : range from 9 to 12 point ( Times New
Roman 12-point font is recommended for narrative text )
Page Print area : 8.5 inches by 11 inches Margin : at least ¾ inch
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THE DO’S AND DON’TS OF DATA SUBMISSION
eCTD Rules
SAS XPT File Guidance Length Variable length is less than or equal to 8 Variable label is less than or equal to 40 Dataset length is less than or equal to 8 Dataset label is less than or equal to 40
Dataset Size – less than 1 GB (LB1, LB2, and so on) The length of character variables should be
minimized (i.e., if the maximum length of USUBJID is 20 character long, keep the length as 20, not 200)
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION
Meet the reviewer
Pre-NDA Meeting The objective of this meeting is to obtain guidance on certain aspects of the Sponsor’s plans for NDA submission. Specifically, the Sponsor seeks agreement related to activities that must be undertaken prior to the final submission
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
Pre-NDA Meeting Does the FDA concur with the Sponsor’s plan
regarding the composition and format of the clinical data submission for the XXXXXXX eCTD NDA?
Do not use «Open Question», always propose solutions and ask for confirmation
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
More details in the backup slides
Top 7 CDER/CBER CDISC Issues A Failed Submission
Agencies
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eCTD Rules
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THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
http://www.fda.gov/Drugs/DevelopmentApprovalProcess/FormsSubmissionRequirements/Electro nicSubmissions/ucm248635.htm
May-2011: CDER published Common Data Standards Issues
Dec-2011: v1.1 is published Issued by CDER to convey Common Issues Requests for future submissions Study Data Specifications v2.0, July 18, 2012
CDER Common Data Standards Issues A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
Sponsors should refer to the latest version of SDTM IG
Sponsors should refer to Amendment 1 to SDTM V1.2
Sponsors should ensure that every data variable’s codelist, origin and derivation is clearly and easily accessible in define file
SDTM should be consistent with submitted analysis datasets
CDER Common Data Standards Issues A Failed Submission
Agencies
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Traceability Understanding relationship between the analysis
results the analysis datasets and the SDTM domains
Establishing the path between an element and its immediate predecessor
Two levels: Metadata traceability Relationship between an analysis result and analysis dataset(s) Relationship of the analysis variable to its source dataset(s)
and variable(s) Data point traceability Predecessor record(s)
CDER Common Data Standards Issues
THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
Conclusions
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Cytel Inc. - Confidential 38 [A. Tinazzi]
Traceability CDER Common Data Standards Issues
THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
A Failed Submission
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Controlled Terminology Use existing CDISC terminology If available CDISC terminology is insufficient,
sponsors should create their own terminology Documentation on sponsor-specific terminology
should be included in define.xml
http://www.cancer.gov/cancertopics/cancerlibrary/terminologyresources/cdisc
THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
CDER Common Data Standards Issues A Failed Submission
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MedDRA and Common Dictionary Sponsors should exactly follow spelling and case MedDRA version should be consistent across
trials within the submission Dictionary name and version should be
documented in define.xml
More details in the backup slides
THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
CDER Common Data Standards Issues
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
Conclusions
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PhUSE SDE; ADaM Review from a CDER Statistical Reviewer's Perspective; Behrang (Ben) Vali. FDA ‘Traceability’ is the key for reviewers Less is NOT more ADaM appropriately emphasizes this Derived Variables SHOULD ONLY exist in
ADaM datasets SDTM Datasets SHOULD ONLY present the
observed data from the CRF
THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
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THE DO’S AND DON’TS OF DATA SUBMISSION Meet the reviewer
A Failed Submission
Agencies
A world of Standards
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THE DO’S AND DON’TS OF DATA SUBMISSION What Next
More Metadata Oriented e.g. Results Metadata
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Also addressed in the FDA Guidance «Semantic Interoperability»
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THE DO’S AND DON’TS OF DATA SUBMISSION What Next
The FDA/PhUSE Collaboration
A Failed Submission
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Cytel Inc. - Confidential 45 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION What Next
The FDA/PhUSE Collaboration
A Failed Submission
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Cytel Inc. - Confidential 46 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION What Next
The FDA/PhUSE Collaboration – Optimizing the Use of Data Standards
A Failed Submission
Agencies
A world of Standards
eCTD Rules
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Geneva Branch
Cytel Inc. - Confidential 47 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION What Next
The FDA/PhUSE Collaboration – Optimizing the Use of Data Standards
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION What Next
Other PhUSE Initiatives
A Failed Submission
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THE DO’S AND DON’TS OF DATA SUBMISSION What Next
More requirements to come The agency uses it to facilitate use of a risk-based approach for the timely identification of clinical investigator sites for on-site inspection by CDER during the review of marketing applications Experiences in Preparing Summary Level Clinical Site Data within NDA’s Submission for FDA’s Inspection Planning. Xiangchen (Bob) Cui, PharmaSUG 2013
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THE DO’S AND DON’TS OF DATA SUBMISSION What Next
Data Sharing A Failed Submission
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Geneva Branch
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Communication, clarity and honesty play a key role in data submission Traceability Use of Standards There are still Regional Differences (e.g. Japanese HA looks more closely at details)
THE DO’S AND DON’TS OF DATA SUBMISSION Conclusions
A Failed Submission
Agencies
A world of Standards
eCTD Rules
Meet the reviewer
What Next
Conclusions
Geneva Branch
Cytel Inc. - Confidential 52 [A. Tinazzi]
Communication, clarity and honesty play a key role in data submission Traceability Use of Standards There are still Regional Differences (e.g. Japanese HA looks more closely at details)
THE DO’S AND DON’TS OF DATA SUBMISSION Conclusions
Data Submission
A Failed Submission
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A world of Standards
eCTD Rules
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New Geneva offices – November 2012
THE DO’S AND DON’TS OF DATA SUBMISSION
Questions
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THE DO’S AND DON’TS OF DATA SUBMISSION More details on the following topics
• Top 7 CDER/CBER CDISC Issues • CDER Common Data Standards Issues
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
1. Waste of Space i.e. actual length = 8, allotted length = 200 Impact on dataset size compounded by large number of
rows In the CDISC IG, an example references a column
length of 200. It appears this example was taken to heart by industry
2. Extras (Domains, Variables, SUPPQUAL) Use common sense and discuss with review team on
whether all information in supp- datasets are necessary (e.g. Initials)
If “important” variables (support key analyses) are placed in SUPPQUAL, discuss with the review team
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
3. Validation Errors Validation process results in error log -> read it! Errors and warnings that CAN be fixed, SHOULD
be fixed Some errors/warnings will inherently exist because
of your study design i.e. no baseline result, no exposure record
Others won’t Don’t simply address and dismiss these errors in a
“Reviewer’s Guide”
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
3. Validation Errors – Common Errors Codelist mis-match for extensible codelists End date is prior to start date Required and expected variables should be present
in the dataset Variable labels in the dataset should match CDISC
naming conventions AE set to serious but no qualifier exists that has
been set to “Y”
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
Geneva Branch
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
4. Extended Codelist Submissions include codelists where variable
values are not included in the codelist Incorrect define.xml 5. ISO Dates (YYYY-MM-DDThh:mm:ss) Clarification needs to occur in CDISC IGs
regarding when to input times and when to omit
If time was captured in CRFs, include in tabulations data
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
Geneva Branch
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
6. Traceability No traceability between source data and datasets Need linkage: CRF -> SDTM -> ADaM -> CSR SDTM datasets should be created from CRFs If instead CRFs -> Raw -> SDTM, your analysis (and
hopefully ADaM) datasets should be created from those same SDTM datasets, not the raw datasets
Features exist in the ADaM standard that allow for traceability of analyses to ADaM to SDTM
Creating SDTM and Analysis data from the raw data is incorrect (especially when submitting only SDTM and analysis data)
Raw data should create SDTM, and SDTM should then create Analysis
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
Geneva Branch
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THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
7. Inadequate Documentation Often times not all aspects of the standard apply to
your study/submission Submit supporting documentation in the form of a
“Reviewer’s Guide” to explain how the data standard was implemented: What is in the custom domains? What is in the suppqual’s? Insufficient codelists? Unfixable errors/warnings and why? Derivation of key analysis variables
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
Geneva Branch
Cytel Inc. - Confidential 61 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION Top 7 CDER/CBER CDISC Issues
Reccomendations Start implementing CDISC as soon as possible �Pre-‐NDA/BLA is too late Pre-‐IND is the best time for planning
Communicate with FDA �Follow FDA guidelines and recommendations (e.g.
CDER Data Standards Common Issues Document) �Data validation errors and warning that CAN be
fixed, SHOULD be fixed
CDER/CBER’s Top 7 CDISC Standards Issues Dhananjay Chhatre, eData Management Solutions Team, Office of Business Informatics CDER, U.S. FDA Amy Malla, Review Management, CBER, U.S. FDA
Geneva Branch
Cytel Inc. - Confidential 62 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION CDER Common Data Standards Issues
SDTM Datasets SUPPQUAL Should not be used as a waste basket
DM Strongly preferred to use additional variables in
Amendment 1 DS EPOCH should be used to distinguish between multiple
disposition events If DEATH occurs, it should be documented in the last record
with the associated EPOCH
Geneva Branch
Cytel Inc. - Confidential 63 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION CDER Common Data Standards Issues
SDTM Datasets AE Provide variables for MedDRA hierarchy Sponsors should include all AEs, not only the
one caused by the study treatment AESOC = MedDRA-defined, primary mapped
SOC AEBODSYS = SOC used for analysis
Geneva Branch
Cytel Inc. - Confidential 64 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION CDER Common Data Standards Issues
SDTM Datasets Custom Domains Only to be used for data that does not fit in a
published domain LB Ideal filesize < 400 megabytes Larger files should be split according to LBCAT,
LBSCAT; Nonsplit dataset should also be included
Discuss with your review division
Geneva Branch
Cytel Inc. - Confidential 65 [A. Tinazzi]
THE DO’S AND DON’TS OF DATA SUBMISSION CDER Common Data Standards Issues
SDTM Datasets Permissible variables that CDER expects to see --BLFL (LB, VS, EG, Pharmacokinetics, Microbiology) EPOCH --DY and --STDY in SE and Findings
No imputations allowed Dates in ISO 8601 Missing dates are missing dates
USUBJID No leading or trailing spaces allowed Should match across all datasets (SDTM, ADaM) on a
character basis