CDISC Standards from Start to Finishportal.cdisc.org/CDISC User Networks/North America/Washington...
Transcript of CDISC Standards from Start to Finishportal.cdisc.org/CDISC User Networks/North America/Washington...
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CDISC Standards from Start to Finish
Noble Shore, EmmesDr. Sheena Aris, Emmes
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• Founded in 1977; over 35 years of public health experience• 500+ staff supporting 1,000+ clinical trials and research studies
across a range of diseases• Global reach: Studies in more than 60 countries on six continents• Proven IT capabilities• Diverse range of commercial and government clients• Offices in:
• Rockville, Maryland (HQ)
• Frederick, Maryland
• Bangalore, India
• Vancouver, Canada
Emmes at a Glance
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Goals of CDISC Integration
• Incorporate CDISC into every aspect of protocol design, operations, and analyses
• Give data managers the right tools to produce the mapping themselves
• Standardize for future scalability• Facilitate transfer of data to other organizations and for FDA
submission
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an integrated ecosystem of efficient tools to design, manage
and run your clinical trials
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eClinical Components
• Protocol and Form Builder
• Enrollment/Randomization
• EDC (Data Capture)
• Protocol Monitoring
• SDTM Mapping Tool
• Inventory Tracking with GlobalTraceSM
• Electronic Patient-Reported Outcomes (ePRO)
• Data Import/Export
• MedDRA/WHODrug Coding
• Regulatory Tracking System/Document Management System
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Advantage eClinical Dashboard
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eClinical-CDISC IntegrationWeb Form Builder Protocol and eCRF builder Randomization design EDC System configuration Publish to EDC
EDC Enrollment and randomization Data entry and upload Data quality review, reports, query tracking and resolution SDV and site monitoring E-signatures and locking ODM export (metadata/data, snapshot/transactional) SDTM mapping tool
Reporting Standard, ad-hoc, and custom
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Web Form Builder: Protocol BuilderSDTM version, Controlled Terminology release date added to metadata
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Web Form Builder: Data DictionarySDTM variable (alias), label, and group code(s) added to metadata
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Web Form Builder: Data DictionaryInstant lookup of SDTM variables from IG, and test codes from Controlled Terminology
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Web Form Builder: Codelist EditorSDTM value added to metadata
Instant lookup of controlled terms for mapped SDTM variable
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Publishing to EDC
Web Form Builder
Operational Database
(Test)
SDTM mapping and
QC
Operational Database
(Production)
TabluationDatabase
Analysis and Reporting
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SDTM Mapping Tool: Choose Protocol/DomainThe data manager picks a protocol and domain to edit
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SDTM Mapping Tool: Map a CRFThe Adverse Event CRF has been added to the AE domain. The system has auto-mapped some
fields based on the SDTM variable aliases which the data manager entered in Web Form Builder.
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SDTM Mapping Tool: Map a fieldRight-click one of the SDTM variables to add a new mapping
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SDTM Mapping Tool: Map a fieldSelect a field from the CRF’s source data and choose whether to use the literal value from the
operational database or the SDTM value from the metadata (if defined).
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SDTM Mapping Tool: Auto-validationThe field flashes blue to indicate that the mapping has passed validation.
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SDTM Mapping Tool: Auto-validationIf the user introduces an error while modifying the mapping, the field is highlighted in red until the error is corrected. Here, “PROJIDz” is not found in the source data.
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SDTM Mapping Tool: MedDRA/WHO DrugThe tool also links to the MedDRA and WHO Drug databases. Here, the “Core” value
is no longer in red since we have completed the mapping for a required field.
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SDTM Mapping Tool: Functions
Age/Age Units Inputs: birth date, start date Outputs: age value, age units
CRF data: Inputs: source field, get literal or SDTM value? Output: literal or SDTM value for field
Controlled Test Name Inputs: Controlled Term listname to search (ECG, Lab, etc) Output: description of test
Custom decode Inputs: source field, name of lookup table Output: decoded value
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SDTM Mapping Tool: Functions
Date operations Calculate study day from start date and input date
If/thenMetadata lookup Inputs: source field, get EDC label or SDTM label? Outputs: label from metadata
Reference time point Inputs: start/end of time period, input date Output: controlled term classifying the input date
Units lookupVisit number formatting
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SDTM Mapping Tool: Publish a mappingOnce the data manager is done mapping the fields, (s)he can publish the
mapping, which creates a view of the operational data in the test environment.
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Reporting and Analysis
• Daily ETL process populates tabulation database from operational database
• SDTM views in operational DB become tables in the tabulation DB
• Standardized R and SAS programs generate HTML reports which get posted on access-controlled project/study websites
• SDTM and ADaM datasets used to produce safety reports and CSR
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Future IT Initiatives
• Cross-protocol and interactive reporting tools using SDTM datasets
• Blank forms with SDTM annotations• Expand auto-mapping capabilities• ADaM mapping tools• Advantage eClinical on cloud
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Click to edit Master title styleOverview
Outline CDISC subject matter expert (SME) organization and
team structure Review of the protocol Review of the DCFs Annotations in WFB SDTM Mapping Tool QC and Verifying of domains
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All Together
DCF Design
WFB eCRF design and SDTM annotations
Advantage eClinical data
entry
Data transposition
Mapped to SDTM
Pinnacle 21 validationSAS SDTM database
files created
SAS ADaM database files created
Analysis and TFLs from ADaM
Submission to FDA
Analysis informs new protocol decisions
Protocol Receipt
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Click to edit Master title styleSME Organization
SME Team Lead
Project Lead
Protocol Lead
SMEs are trained internally on Emmesstandards
Attend CDISC courses
Receive internal training on basics of coding
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Click to edit Master title styleReview of the Protocol
Emmes has developed protocol review guidelines that incorporate CDISC requirements Ensure that the criteria length is under 200
characters Placement of the new inclusion/exclusion
criteriaUse of the AESEV Toxicity Grading Scale for most
trials Review to ensure that there is no Day 0 in study
schedule
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Click to edit Master title styleReview of the Protocol
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Click to edit Master title styleReview of the Data Collection Forms
Emmes has CDASH compliant forms repository that can be adapted for various sponsors Ensure that the all the data are collected in a
similar fashion for each study The forms get reviewed by the SMEs for
adherence to CDISC/CDASH standards
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Click to edit Master title style
Verify that the forms ideally contain data going to only one domain Ensure there is no imputing of information Remove comments fields if not absolutely
necessary
Review of the DCFs
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Click to edit Master title style
Are all the key variables necessary for mapping the domain on the form If the form is going to LB domain, are the units being collected for
each test Are terms pre-specified on the form?
Review of the DCFs
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• SDTM Variable
• SDTM Label
• SDTM Groups
• Used for “transposition”
SDTM Annotations
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• How is the eCRF structured?• SDTM-like?
• ZAE (Adverse Events), CM1 (Concomitant Medications)
• One eCRF row One Domain row
• One field One variable OR multiple fields One variable
• Non-SDTM like• VS1 (Vital Signs), LLR (Local Lab Results)
• One eCRF row Multiple Domain rows
• One field One variable OR multiple fields One variable
Determining SDTM Annotations
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• SDTM-Like eCRFs – DV1: Protocol Deviation• SDTM:
• DVTERM – Protocol Deviation Term
• Can contain verbatim term for deviation (often times a codelist)
• Emmes:• DV1TERM – Other deviation specify
• DV1DESCR – Description
• Separate fields capturing a deviation that is not contained on the codelist
• Two or more fields same variable, same row
Determining SDTM Annotations
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• Non-SDTM-Like eCRFs – VS1: Vital Signs• VSTEMPF
• SYSBPA
• DIABPA
• PULSE
Determining SDTM Annotations
SDTM: VSORRES - Multiple rows, one column
Emmes: One row, multiple columns
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• Non-SDTM-Like eCRFs – VS1• VSTEMPF
• SYSBPA
• DIABPA
• PULSE
Mapping: Determining SDTMAnnotations
Same variableDifferent groups
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Click to edit Master title style
WFB Annotations/QC in WFB
Publish to SQL
QC Annotations in SQL
Map Domains/Publish Domains to SQL
QC/ Test Domains in EDC/SQL
Overall Process
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Click to edit Master title styleQC of the SDTM Annotations
Checklists used to verifythat all the variables are annotated as intended
Run a report in WFB to check these issues
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Click to edit Master title style
Annotations are viewed in SQL
Run a SQL queries to validate the transposition of the form
Conflicts column helps to identify where the SMEs need to fix SDTM GROUPs
Same SDTM GROUP and same SDTM variable then you get a conflict
QC of the SDTM Annotations
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Click to edit Master title style
WFB Annotations/QC in WFB
Publish to SQL
QC Annotations in SQL
Map Domains/Publish Domains to SQL
QC/Test Domains in EDC/SQL
Overall Process
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Click to edit Master title styleQC of the SDTM Domains
Checklists used to verifythat all the variables are mapped as intended
Programmatically compare to other similar protocol
Established ‘Gold’ protocol for each project
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Click to edit Master title styleVerifying of the SDTM Domains
Verifying the accuracy includes:
• ensuring that the decode functions are working properly
• Variables are populated as intended
• Dates are in ISO8601 format
• Running the Pinnacle21 open source validator
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Click to edit Master title style
Is this standard units per CDISC Control terminology?Is the LBORNRLO
not reported or is this an error? Are the specimen types
not known?
Is the baseline flag populating accurately?
Verifying of the SDTM Domains
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Click to edit Master title styleAdditional Tools
Creation of a mapping summary that helps programmers Downloads every domain mapped from the SQL
server Shows the verbatim mapping code for each
variable Columns include ‘Codelist’, Protocol, SDTM
version and the three SDTM fields assigned from WFB
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Questions