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Data Integrity

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Title: Data Integrity


1
Data Integrity
  • Impact of Validation in Data Management and
    Statistics


Joanne Malia Associate Director,
Medical Research
Process Management
2
Agenda
1. Brief Review of GCPs Part 11
2. Data Integrity
3. Validation
4. Data Management and Statistics
3
International 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

4
Principles 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.

5
Principles 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.

6
Principles 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.

7
ICH 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

8
ICH 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

9
ICH 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

10
ICH 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

11
Summary of ICH Data Expectations
  • Data should be traceable and have integrity
  • Systems handling data should be validated

12
FDA 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.

13
Electronic 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.

14
Definitions
  • 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.

15
Electronic 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.)

16
Electronic 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.

17
Inspection 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

18
Data 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)

19
Integrity
  • 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

20
Data Integrity
  • Information that is accurate, complete and
    truthful.

21
Evidence 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

23
Better 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

24
System 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

25
FDA 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

26
Sample SLC
27
Meaning?
  • Basically,
  • System performs as intended

28
Define 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!

29
Additional 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

30
Expectations
  • 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

31
Data 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

32
CDM 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

33
Computer System Maintenance
  • Access and privilege controls
  • Change management
  • Virus protection
  • Audit trail
  • Disaster Recovery / Business Continuity
  • Archival

34
People 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

35
Key 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?

36
Key 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

37
Statistics
  • Current situation
  • Some companies have developed systems for
    generating tables, listings and graphs
  • Most just program using SAS

38
Expectations
  • 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

39
Detailed 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

40
Key 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

41
Data Integrity and Quality
  • Remember the data and the chain of custody.
  • Want to ensure that no doubts
    can be raised.

42
Data 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!
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