Common issues related to data integrity

Data integrity is “The maintenance of, and the assurance of the accuracy and consistency of, data over its entire life cycle, and is a critical aspect to the design, implementation and usage of any system which stores, processes, or retrieves data.

  • Data integrity is the opposite of data corruption, which is a form of data loss
  • The intent of any data integrity technique is the same: ensure data is recorded exactly as intended … [stored]… and upon later retrieval, ensure the data is the same as it was when it was originally recorded.
  • In short, data integrity aims to prevent unintentional changes to information
  • Data integrity is not to be confused with data security [cybersecurity]. — “Data Integrity and Compliance With CGMP Guidance for Industry”, Draft Guidance, April 2016.

Common Issues:

  • Workflow not validated
  • Access not properly restricted
  • Shared login accounts not monitored or controlled
  • Controls not in place for blank forms
  • Audit trails not reviewed
  • Electronic copies not verified
  • Paper print-outs not tested, but used to make decisions
  • Electronic signatures not authentic or monitored

New Issues surfacing recently:

  • Manipulation of date/time stamps to make it appear samples were tested on a different day than they actually were
  • Failed to exercise appropriate controls over computer or related systems to assure that only authorized personnel institute changes in master production and control records, or other records (21 CFR 211.68(b))
    • Lack of basic controls to prevent changes to electronically stored data
    • Audit trails turned off
    • No controls to prevent substitution, deletion, or overwriting of data
    • Sharing user names and passwords
    • QC personnel created unauthorized folders on lab computers without appropriate oversight
    • Failure to prevent unauthorized access or changes to data and to provide adequate controls to prevent omission of data
    • Only included the most favorable result obtained from multiple test results without any justification
    • Failure to record activities at the time they are performed
    • Destruction of original records
    • “Rough notes” (unbound, uncontrolled loose paper) used to capture original critical manufacturing data were destroyed after transcription into the batch production records.
    • Backdating of production records when personnel were not onsite to perform the activity

Related Reading : Data Integrity & 21 CFR Part 11 Compliance Requirements