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Evolving Data Standards: Implications for Statistical Analysis and Review
Stephen J. Ruberg, Ph.D.Eli Lilly & CompanySept 2004
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
2
Outline
Background
The Language of Clinical Data
CDISC• CDISC Mission / Scope • The World of Standards
CDISC & HL7• Goals• Computable, Semantic Interoperability
Implications for Statistics
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
3
In the beginning ...
And the Lord said “Behold, they have all one language…. Nothing that they now propose will be impossible for them. Come, let us go down and there confuse their language that they may not understand one another’s speech.”
Genesis 11
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
4
The World is Getting Smaller
What enables you to travel the world and still be able to use your credit card at most ATMs?
Standardization of the electronic banking world
This creates value for the banks and the users
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
5
Pharma 2010• IBM Business Consulting
Services analysis of the pharma industry in 2010
• New forms of data management, integrated databases and network of communication channels to share clinical data
• Increased use of rolling dossiers
• Pervasive connectivity with patients requires data standards and interoperable environments
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
6
FDA News, Press ReleaseJuly 21, 2004
• Study Data Tabulation Model (SDTM) developed by CDISC can be used for Clinical Trial Submission Data
• “... Having the data presented in a standard structure will improve FDA’s ability to evaluate the data and help speed new discoveries to the public.” Lester M. Crawford, Acting FDA Commissioner.
• FDA is currently exploring regulatory approaches to require the use of the STDM standard for regulatory submissions.
FDA Draft Guideline on Study Data Specifications
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
7
The Language of Clinical Trials
Language has two components• Structure: syntax, grammatical rules• Content: vocabulary
Vocabulary has attributes• Well-defined words; spelling• Nouns, verbs, etc.• Definition, meaning
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
8
Syntax vs. Semantics
The dog eats red meat.
The dog eats blue trees.
Give the patient pain medication.
Give the patient medication for pain.
Time flies like an arrow.
Fruit flies like a banana.
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
9
CDISC Vision - Simply Stated
A future conversation on data interchange:
anyone: How do you want me to send the data?
everyone: We are using CDISC version 4.3.
anyone: I can do that.
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
10
CDISC Mission
CDISC is an open, multidisciplinary, non-profit organization committed to the development of industry standards to support the electronic acquisition, exchange, submission and archiving of clinical trials data and metadata for medical and biopharmaceutical product development.
The mission of CDISC is to lead the development of global, vendor-neutral, platform independent standards to improve data quality and accelerate product development in our industry.
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
11
CDISC Mission
Extending to all aspect of pharmaceutical drug development• All clinical trial data• Protocol elements• Stability studies• Toxicology data
CDISC in the “World of Standards”
SNOMED
MedDRA
= Document Standard, or Architecture
Protocol Std
ClinicalDocument
Architecture
DICOM
ADaM
International Conference on Harmonization (ICH) U.S. Dept. of Health and Human Services
(HHS)
Health Level 7 (HL7)
U.S. FDA
CDISC
TC:RCRIM
NIH/NCI NLM
EFPIA
EMEA MHLWKIKO
PhRMAJPMA
CDC
Reference Information Model
RIM
LAB
eCTD
LOINC
ISO
ODMSDS
= Organization= Dictionary, Codelist = Standard = Model
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
13
CDISC/HL7 Goal
Every physician is a potential investigator.
Every patient is a potential trial participant.
Research data at the point of clinical care.
Clinical care data at the point of research.
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
14
Challenge for Statistics
A world of computable, semantic interoperability• Access to electronic medical records
Analysis of data from controlled trials and naturalistic settings
• More data• More unstructured data
A few patients from many investigators
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
15
Opportunities for Statistics
Adaptive randomization designs
Integratable data across• Studies• Compounds• Companies (e.g. FDA)
Rolling submissions
23 Sept 20042004 FDA/Industry Statistics Workshop
Company ConfidentialCopyright © 2000 Eli Lilly and Company
16
Summary
Standards
IntegratedData
Automated Tools
Information
Knowledge