Title: Data Integrity
1Data Integrity
- Impact of Validation in Data Management and
Statistics
Joanne Malia Associate Director,
Medical Research
Process Management
2Agenda
1. Brief Review of GCPs Part 11
2. Data Integrity
3. Validation
4. Data Management and Statistics
3International GCPs
- Good Clinical Practice (GCP) is an international
ethical and scientific quality standard for
designing, conducting, recording and reporting
trials that involve the participation of human
subjects. - ?Compliance with this standard provides public
assurance that the rights, safety and well-being
of trial subjects are protected consistent with
the principles of the Declaration of Helsinki and
that clinical trial data are credible. - Guidance for Industry E6 Good Clinical Practice
Consolidated Guidance
4Principles of ICH GCPs (E6)
- 1. Trials should be conducted in accordance with
the ethical principles originating from the
Declaration of Helsinki and consistent with GCP
and applicable regulatory requirements. - 2. Before a trial starts, risks and
inconveniences should be weighed against
anticipated benefits for the subjects and
society. Only trials where benefits justify the
risks should be initiated. - The rights, safety and well-being of the subjects
are the most important and should be considered
over science and society. - 4. Available pre-clinical and clinical
information on an investigational product should
be adequate to support the proposed clinical
trial.
5Principles of ICH GCPs (E6)
- 5. Clinical trials should be scientifically
sound and described in a clear, detailed
protocol. - A trial should be conducted in compliance with
the protocol that has received prior
institutional review board approval. - 7. Medical care given to and medical decisions
made on behalf of subjects should always be the
responsibility of a qualified physician or a
qualified dentist. - Each individual involved in conducting a trial
should be qualified by education, training, and
experience to perform his or her respective
task(s). - 9. Freely given informed consent should be
obtained from every subject prior to clinical
trial participation.
6Principles of ICH GCPs (E6)
- 10. All clinical trial information should be
recorded, handled, and stored in a way that
allows its accurate reporting, interpretation,
and verification. - 11. Confidentiality of records that could
identify subjects should be protected, respecting
the privacy and confidentiality rules in
accordance with the applicable regulatory
requirements. - 12. Investigational products should be
manufactured, handled, and stored in accordance
with applicable good manufacturing practice
(GMP). They should be used in accordance with
the approved protocol. - 13. Systems with procedures that assure the
quality of every aspect of the trial should be
implemented.
7ICH E6 Guidance
- Data Handling and Record Keeping
- The sponsor should utilize appropriately
qualified individuals to supervise the overall
conduct of the trial, to handle the data, to
verify the data, to conduct the statistical
analyses, and to prepare the trial reports. - E6 Section 5.5.1
8ICH E6 Guidance
- When using e-data handling and/or remote e-data
systems, sponsor should - Ensure and document that the electronic data
processing system(s) conforms to the sponsors
established requirements for completeness,
accuracy, reliability, and consistent intended
performance (I.e. validation) - Maintain SOPs for using these systems
- Ensure that the systems are designed to permit
data changes in such a way that the data changes
are documented and that there is no deletion of
entered data (I.e. maintain audit trail). - Maintain a security system that prevents
unauthorized access to the data. - Maintain list of individuals who are authorized
to make data changes - Maintain adequate backup of the data
- Safeguard the blinding (I.e. maintain the
blinding during data entry and processing). - E6 Section 5.5.3
9ICH E6 Guidance
- If data are transformed during processing, it
should always be possible to compare the original
data and observations with the processed data.
E6 Section 5.5.4 - Essential documents should be retained until at
least 2 years after the last approval of a
marketing application in an ICH region and until
there are no pending or contemplated marketing
applications in an ICH region or at least 2 years
have elapsed since the formal discontinuation of
clinical development of the investigational
product. E6 Section 5.5.11
10ICH E6 Guidance
- Requirements of Content
- Identification of any data to be recorded
directly on the CRFs (I.e. no prior written or
electronic record of data), and to be considered
to be source data. E6 Section 6.4.9 - Protocol or written agreement that
investigator/institution will permit
trial-related monitoring, audits, IRB review and
regulatory inspections by providing direct access
to source data and documents. E6 Section 5.15.1
11Summary of ICH Data Expectations
- Data should be traceable and have integrity
- Systems handling data should be validated
12FDA Regulations
- - in 21 CFR Part 312.62 (b)
- An investigator is required to prepare and
maintain adequate and accurate case histories
that record all observations and other data
pertinent to the investigation on each individual
administered the investigational drug or employed
as a control in the investigation. Case
histories include the case report forms and
supporting data including, for example, signed
and dated consent forms and medical records
including, for example progress notes of the
physician, the individuals hospital chart(s) and
the nurses notes. The case history for each
individual shall document that informed consent
was obtained prior to participation in the study.
13Electronic Records
- Scope of 21 CFR Part 11
- Applies to records in electronic form that are
created, modified, maintained, archived,
retrieved, or transmitted, under any records set
forth in agency regulations. - To ensure that electronic records are
trustworthy, reliable and generally equivalent to
paper records. - Allows use of electronic records if they comply
with part 11.
14Definitions
- Closed system - an environment in which system
access is controlled by persons who are
responsible for the content of the electronic
records that are on the system. - Open system - an environment in which system
access in not controlled by persons who are
responsible for the content of electronic records
that are on the system.
15Electronic Records - Closed
- Validation of systems
- Ability to generate human readable and electronic
copies for inspectors - Protection of records throughout retention time
- Use of secure, computer generated, time-stamped
audit trails - Use of operational checks to enforce sequencing
of steps - Access restricted to authorized users and checked
- Use of device checks to determine validity of
source of data input - Users are trained
- Policies that define accountability
- Controls over system documentation (e.g.
distribution, use of, and version control, etc.)
16Electronic Records - Open
- Same as for closed plus
- Document encryption
- Authentication verification
- To ensure the authenticity, integrity and
confidentiality of electronic records from their
creation to their receipt.
17Inspection Expectations
- FDA needs to be able to verify the quality and
integrity of the data during inspections. - Data needs to meet ALCOA elements of quality
- Computerized Systems Used in Clinical
Investigations
18Data Integrity and Quality
- ALCOA?
- Attributable data are identified with a
specific subject and a specific observer and
recorder. (Password, audit trail and e-signature) - Legible data are readable and understandable by
humans (reports, tables, and listings) - Contemporaneous - data are recorded at the time
they are generated or observed. (Time stamps and
time-limited entry) - Original data are recorded for the first time.
(Source data and meta data) - Accurate data are correct (Calculations,
algorithms, analyses, and transmissions)
19Integrity
- More or ethical strength
- The quality of being honest
- The condition of being free from defects or flaws
- The state of being whole
- According to Rogets
20Data Integrity
- Information that is accurate, complete and
truthful.
21Evidence Change of Custody
- Real world analogy
- Consider the chain of custody which must be
maintained for a jury to be confident that
evidence has not been tampered.
22 Validation
- Establishing documented evidence which provides a
high degree of assurance that a specific process
will consistently produce a product meeting its
predetermined specifications and quality
attributes. - According to FDAs Glossary of Computerized
- System and Software Development Terminology
23Better Definition?
- Software Validation means confirmation by
examination and provision of objective evidence
that software specifications conform to user
needs and intended uses, and that the particular
requirements implemented through the software can
be consistently fulfilled. - According to FDAs Guidance on Computerized
- Systems Used in Clinical Investigations
24System Life Cycle
- One of the main principles of validation involves
the system life cycle - The course of developmental changes through which
a system passes from its conception to the
termination of its use, e.g. The phases and
activities associated with the analysis,
acquisition, design, development, test,
integration, operation, maintenance, and
modification of a system. - FDAs Glossary of Computerized System and
- Software Development Terminology
25FDA Expectations
- Each company should have its own procedure on
system lifecycle and follow it whether for
off-the-shelf or in-house developed software - Many methodologies available through ISO, IEEE,
etc. most common is the waterfall methodology
26Sample SLC
27Meaning?
- Basically,
- System performs as intended
28Define System
- People, machines, and methods organized to
accomplish a set of specific functions. - FDAs Glossary of Computerized System and
- Software Development Terminology
- FDA considers a system more than the computer!
29Additional Terms
- Software Verification In general the
demonstration of consistency, completeness and
correctness of the software at each stage and
between each stage of the development life cycle. - Qualification (installation) Establishing
confidence that process equipment and ancillary
systems are compliant with appropriate codes and
approved design intentions, and that
manufacturers recommendations are suitably
considered. - FDAs Glossary of Computerized System and
Software Development Terminology
30Expectations
- Computerized System
- Requirements for the computerized system which
are used to develop or purchase the software - Evaluation of vendor to ensure they have produced
a quality product and will continue to support it - If developed in-house, evidence that developer
has qualifications to create this software
support it - A plan to describe what will be done and how
- Testing documentation and traceability to
requirements - People are trained to carry out their
responsibilities - Procedures are in place which describe what will
be done by whom and how it will be done
31Data Management
- Most companies have purchased or commercialized
off the shelf software as their system. - Some companies have developed their own software
and supporting system. - What is expected of each?
- Basic system is validated
- UAT testing done of both paper based and EDC
systems
32CDM Computer Systems
- Qualification of System Developer
- Internal training records / experience
- External vendor due diligence
- Process for system lifecycle
- System requirements
- Validation Plan
- Testing and traceability of requirements
- Summary Report
- Support and changes
33Computer System Maintenance
- Access and privilege controls
- Change management
- Virus protection
- Audit trail
- Disaster Recovery / Business Continuity
- Archival
34People and Processes
- People have experience and training to fulfill
their responsibility - Internal CVs and Training records
- External CVs of key personnel and evidence of
due diligence - Study specific training
- Procedures
- SOPs and work instructions
- Protocol
- Study specific plans
35Key Opportunities
- Transmission of data from CROs, labs, ecgs,
e-diaries, etc. - Secure and confidential transmission expected
- Standard e-mail is not acceptable for final
official transmission not secure or
confidential (antivirus?), easy to delete /
modify, not typically part 11 compliant - Formats (truncation of results, differing of
transmission formats any qc checks) - All data for all patients?
36Key Opportunities
- Integration of data
- Different formats from different vendors
- Not all accept / work with CDISC standards
- Difference between paper and electronic
- Lab reports
- ECGs
- Protection of cells and functions in Excel
- Unblinding
- Modifications after study is unblinded
- Queries from PK analyst
37Statistics
- Current situation
- Some companies have developed systems for
generating tables, listings and graphs - Most just program using SAS
38Expectations
- People
- Qualified programmers
- Process
- Programming standards
- Process for SAS program verification / validation
- Computerized System
- Qualification of SAS (includes vendor due
diligence) - Requirements for programs in clinical protocol
and statistical analysis plan
39Detailed Expectations
- Programming standards are followed a reviewer
checks! - Programs are access and versioned controlled
- Output from programs meet requirements
- Programs and output are verified based on
procedure - Algorithms are documented and tested to provide
traceability of data
40Key Opportunities
- Review of SAS output is just as important as
programming - Acceptance of CDISC standards
- Standards for tables, listings and graphs
- Documentation of definitions / algorithms
- Study Day (count the first day or not)
- Time recording
- Mapping of data
- Dealing with missing data
- What to do with changes to legacy data
- Emailing results
41Data Integrity and Quality
- Remember the data and the chain of custody.
- Want to ensure that no doubts
can be raised.
42Data Integrity Quality
- Data integrity must be maintained across the
entire process - Remember that data are our evidence in chain of
custody of a submission - People
- Process
- Computerized systems
43 Thank you for listening!