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UNDERSTANDING CLINICAL DATA
MANAGEMENT
INTRODUCTION
 Clinical Data Management is involved in all aspects of
processing the clinical data, working with a range of computer
applications, database systems to support collection, cleaning
and management of subject or trial data.
 Data management in clinical research relates to the processes
of gathering, capturing, monitoring, analysing and reporting on
data.
 Data management begins with the development of the data
management plan and design of the data capture instrument
(e.g. the case report form), continues with data collection and
regular quality control procedures, the database cleaning,
locking and ends with the analysis, archiving and write-up.
Protocol
Design
CRF
Design
Database
Design
Database
Validation
Database
Locked
Database
Cleaning
Database
Entry
Database
Collection
Medical
Coding
SAE
Reconciliation
Statistical
Analysis
Final Report
IMPORTANCE OF CDM
 The objectives of good clinical data management are to ensure that the
study database is: An accurate and true representation of what took
place in the study sufficiently clean to support the statistical analysis
and its interpretation
 Review & approval of new drugs by Regulatory Agencies is dependent
upon a trust that clinical trials data presented are of sufficient integrity
to ensure confidence in results & conclusions presented by
pharmaceutical company
 Important to obtaining that trust is adherence to quality standards &
practices
 Hence companies must assure that all staff involved in the clinical
research are trained & qualified to perform data management tasks
DATA MANAGEMENT PLAN
DMP should give a complete picture of how the data will be handled
throughout the study by outlining all of the information relating to the
study’s data management procedures.
These should include:
 database structure specifications
 a description of the database building and testing procedures
 a list of SOPs for the data management processes (e.g. data entry and
data validation) which will be used to ensure consistency
 a description of how the data will be reviewed (e.g. data queries and
resolution processes) and information about how changes in data will
be managed
 details of how the data will be coded, analysed and archived
CASE REPORT FORM DESIGN
 A CRF (also known as a data collection form) turns the protocol
into the data capture system. The CRF is essential in obtaining
accurate and complete study data.
 CRF is a printed, optical, or electronic document that ‘is designed
to record all of the protocol required information to be reported
to the sponsor on each study subject.
 CRF can be
 Traditional Paper Based Case Report Forms
 e-CRF(Electronic Case Report Form)-Study
information directly entered into computer.
DATA MANAGEMENT SYSTEM
 The data management system is typically a computer system
used for data entry, editing, storage, and transmission into an
analysis package.
 There is a wide variety of software that can be used for
processing clinical study data.
 The choice of which software package to use is usually based
on the complexity of data handling required and the costs of
the different systems.
DATABASE VALIDATION
 Success of any clinical study depends on the quality and integrity of its
final database. Validation of the software system and database used for
a study are crucial risk-focused quality processes for assuring and
ensuring quality and integrity
 Generate a validation plan defining the testing methodology, scope,
problem reporting and resolution, test data, acceptance criterion and
members of the validation team.
 Ensure the CDMS meets user/functional and regulatory requirements
and continues to meet these requirements through the course of its
use.
 Implement the CDMS carefully, testing according to specifications,
documenting all testing and issues, and ensuring objective evidence of
testing is generated.
DATA ENTRY
 Data entry is a process of entering/transferring data from case
report form to the Clinical Data Management System (CDMS).
 Accurately transcribing the data from the CRF to the database is
essential. Errors in transcription are usually due to typographical
errors (“typos”) or illegibility of the values on the CRF.
 Data Entry:
① Single data Entry
② Double Data Entry
MEDICAL CODING
 The process of classifying the reported terms by using a large
list of possibilities is known as coding. The list of possibilities or
standard terms is known as a dictionary or thesaurus.
 The medical coding for a study is done as per the project
specific protocol requirement.
SAE RECONCILIATION
 The data on all Serious Adverse Events (SAE) that occur during a
clinical trial are recorded in two databases.
 a) Clinical database
 b) Master Drug Safety database
 Clinical database is created and maintained by the clinical data
management team. Master Drug safety database is the database
maintained by the sponsor.
 Reconciliation is performed to ensure that events recorded in SAE
Database and those residing in the clinical Database are
consistent.
DATABASE LOCK
 After the last patient’s data has been collected from the sites,
the race is on to close and “lock” the study. Once a study has
been locked, the final analysis can be made and conclusions
drawn.
 Types of database lock-
① Hard Lock
② Soft lock or Freeze
CAREER OPPORTUNITIES IN CDM
 Data Manager
 Database Programmer/Designer
 Medical Coder
 Clinical Data Coordinator
 Quality Control Associate
 Data Entry Associate
DATA MANAGER
 The data manager is responsible for supervising the entire
CDM process.
 The data manager prepares the DMP, approves the CDM
procedures and all internal documents related to CDM
activities.
 Controlling and allocating the database access to team
members is also the responsibility of the data manager.
DATABASE PROGRAMMER/DESIGNER
 The database programmer/designer performs the CRF
annotation, creates the study database, and programs the
edit checks for data validation.
 He/she is also responsible for designing of data entry
screens in the database and validating the edit checks with
dummy data
MEDICAL CODER
 The medical
coder will do the
coding for
adverse events,
medical history,
co-illnesses, and
concomitant
medication
administered
during the study
CLINICAL DATA COORDINATOR
 The clinical data coordinator
designs the CRF, prepares
the CRF filling instructions,
and is responsible for
developing the Data
validation plan and
discrepancy management.
 All other CDM-related
documents, checklists, and
guideline documents are
prepared by the clinical data
coordinator
DATA ENTRY ASSOCIATE
 The data entry personnel will be tracking the receipt of CRF
pages and performs the data entry into the database
Visit website for more details on
course :
www.finenessinstitute.com

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Understanding clinical data management

  • 2. INTRODUCTION  Clinical Data Management is involved in all aspects of processing the clinical data, working with a range of computer applications, database systems to support collection, cleaning and management of subject or trial data.  Data management in clinical research relates to the processes of gathering, capturing, monitoring, analysing and reporting on data.  Data management begins with the development of the data management plan and design of the data capture instrument (e.g. the case report form), continues with data collection and regular quality control procedures, the database cleaning, locking and ends with the analysis, archiving and write-up.
  • 4. IMPORTANCE OF CDM  The objectives of good clinical data management are to ensure that the study database is: An accurate and true representation of what took place in the study sufficiently clean to support the statistical analysis and its interpretation  Review & approval of new drugs by Regulatory Agencies is dependent upon a trust that clinical trials data presented are of sufficient integrity to ensure confidence in results & conclusions presented by pharmaceutical company  Important to obtaining that trust is adherence to quality standards & practices  Hence companies must assure that all staff involved in the clinical research are trained & qualified to perform data management tasks
  • 5. DATA MANAGEMENT PLAN DMP should give a complete picture of how the data will be handled throughout the study by outlining all of the information relating to the study’s data management procedures. These should include:  database structure specifications  a description of the database building and testing procedures  a list of SOPs for the data management processes (e.g. data entry and data validation) which will be used to ensure consistency  a description of how the data will be reviewed (e.g. data queries and resolution processes) and information about how changes in data will be managed  details of how the data will be coded, analysed and archived
  • 6. CASE REPORT FORM DESIGN  A CRF (also known as a data collection form) turns the protocol into the data capture system. The CRF is essential in obtaining accurate and complete study data.  CRF is a printed, optical, or electronic document that ‘is designed to record all of the protocol required information to be reported to the sponsor on each study subject.  CRF can be  Traditional Paper Based Case Report Forms  e-CRF(Electronic Case Report Form)-Study information directly entered into computer.
  • 7. DATA MANAGEMENT SYSTEM  The data management system is typically a computer system used for data entry, editing, storage, and transmission into an analysis package.  There is a wide variety of software that can be used for processing clinical study data.  The choice of which software package to use is usually based on the complexity of data handling required and the costs of the different systems.
  • 8.
  • 9. DATABASE VALIDATION  Success of any clinical study depends on the quality and integrity of its final database. Validation of the software system and database used for a study are crucial risk-focused quality processes for assuring and ensuring quality and integrity  Generate a validation plan defining the testing methodology, scope, problem reporting and resolution, test data, acceptance criterion and members of the validation team.  Ensure the CDMS meets user/functional and regulatory requirements and continues to meet these requirements through the course of its use.  Implement the CDMS carefully, testing according to specifications, documenting all testing and issues, and ensuring objective evidence of testing is generated.
  • 10. DATA ENTRY  Data entry is a process of entering/transferring data from case report form to the Clinical Data Management System (CDMS).  Accurately transcribing the data from the CRF to the database is essential. Errors in transcription are usually due to typographical errors (“typos”) or illegibility of the values on the CRF.  Data Entry: ① Single data Entry ② Double Data Entry
  • 11. MEDICAL CODING  The process of classifying the reported terms by using a large list of possibilities is known as coding. The list of possibilities or standard terms is known as a dictionary or thesaurus.  The medical coding for a study is done as per the project specific protocol requirement.
  • 12. SAE RECONCILIATION  The data on all Serious Adverse Events (SAE) that occur during a clinical trial are recorded in two databases.  a) Clinical database  b) Master Drug Safety database  Clinical database is created and maintained by the clinical data management team. Master Drug safety database is the database maintained by the sponsor.  Reconciliation is performed to ensure that events recorded in SAE Database and those residing in the clinical Database are consistent.
  • 13.
  • 14. DATABASE LOCK  After the last patient’s data has been collected from the sites, the race is on to close and “lock” the study. Once a study has been locked, the final analysis can be made and conclusions drawn.  Types of database lock- ① Hard Lock ② Soft lock or Freeze
  • 15. CAREER OPPORTUNITIES IN CDM  Data Manager  Database Programmer/Designer  Medical Coder  Clinical Data Coordinator  Quality Control Associate  Data Entry Associate
  • 16. DATA MANAGER  The data manager is responsible for supervising the entire CDM process.  The data manager prepares the DMP, approves the CDM procedures and all internal documents related to CDM activities.  Controlling and allocating the database access to team members is also the responsibility of the data manager.
  • 17. DATABASE PROGRAMMER/DESIGNER  The database programmer/designer performs the CRF annotation, creates the study database, and programs the edit checks for data validation.  He/she is also responsible for designing of data entry screens in the database and validating the edit checks with dummy data
  • 18. MEDICAL CODER  The medical coder will do the coding for adverse events, medical history, co-illnesses, and concomitant medication administered during the study
  • 19. CLINICAL DATA COORDINATOR  The clinical data coordinator designs the CRF, prepares the CRF filling instructions, and is responsible for developing the Data validation plan and discrepancy management.  All other CDM-related documents, checklists, and guideline documents are prepared by the clinical data coordinator
  • 20. DATA ENTRY ASSOCIATE  The data entry personnel will be tracking the receipt of CRF pages and performs the data entry into the database
  • 21. Visit website for more details on course : www.finenessinstitute.com