Request a demo specialized to your need.
Unify CTMS, EDC, and eTMF so records reconcile cleanly and fast.
Design a unified model aligned to E6(R3) and data ownership
Sponsors and CROs frequently struggle to keep CTMS, EDC, and eTMF in sync. Small mismatches—site codes that differ by a character, visit names that drift after amendments, document versions that lag—snowball into reconciliation backlogs, payment delays, and inspection findings. The antidote is a shared semantic layer and operating model that make alignment the default, not an afterthought. Start with design foundations. Define a canonical data model that spans the three systems and establishes ownership for each object. CTMS is the operational spine for studies, countries, sites, visit plans, milestones, issues, and monitoring; EDC is the source for subject‑level activity and data quality; eTMF is the source for essential document status and versions.
Map where these domains intersect and specify which system publishes what, when, and to whom. Adopt a risk‑based mindset aligned to ICH E6(R3). Identify critical‑to‑quality (CTQ) intersections—those parts of the model where misalignment threatens participant safety or data reliability (e.g., activation readiness, informed consent documentation, endpoint‑defining visits). Instrument your workflows so CTQ‑linked discrepancies receive priority and trigger predefined playbooks. The final E6(R3) guideline is available at ICH E6(R3). Plan for versioning and amendments. When protocols change, ensure identifier dictionaries (visit names, schedule windows, document templates) update centrally and cascade to CTMS, EDC, and eTMF with effective dates.
Maintain version metadata and archive superseded values so historical records remain explainable. These foundations prevent the most common reconciliation pitfalls and set the stage for automation.
Build event‑driven data flows, matching rules, and dashboards
Execution is about disciplined data flows and robust matching logic. Start by defining the truth source for each data element: CTMS owns countries, sites, visits, milestones, and monitoring events; EDC owns subject enrollment, visit/procedure completion, and queries; eTMF owns essential document status and versioned artifacts. Build interfaces that publish changes as events, not just nightly files, so downstream systems can update in near real time. Harmonize identifiers end‑to‑end: study IDs, site codes, subject IDs, visit names, and artifact IDs. Enforce referential integrity at integration boundaries—reject records with unknown IDs and route them to exception queues with reason codes.
Use matching rules that mimic human reasoning: for visit alignment, match on subject ID + visit name + visit date within tolerance; for monitoring activities, match on site code + date + monitor ID. Provide explainable outcomes for each match—exact, fuzzy within threshold, or no‑match with actionable guidance. Instrument reconciliation dashboards that reflect operational reality. For CTMS↔EDC, show visit plan vs. actuals; completed visits in EDC that have not updated CTMS should be flagged with links to the suspect records. For CTMS↔eTMF, show required document packs by country/site with status and version; missing or outdated documents should block readiness milestones. Build drill‑throughs to the underlying records so teams can resolve issues in context rather than by spreadsheet. Design integrations and dashboards with validation and audit in mind.
For computerized systems used in clinical trials, regulators expect validated, secure, and traceable records; see FDA principles at FDA computerized systems. Where analytics drive decisions, document intended use and test calculations. For interoperability conventions, review CDISC overview materials at CDISC standards.
Governance, monitoring, and inspection‑ready evidence across systems
Sustained harmony requires governance, monitoring, and learning. Establish a cross‑functional data council that owns identifiers, mapping tables, and interface contracts. Track integration KPIs: latency from source change to target update, reconciliation exception aging, auto‑match rate, and audit trail completeness.
Publish service‑level targets and review them with study leadership. Prepare an inspection‑readiness package that links SOPs, validation summaries, integration specifications, configuration exports, and sample trails demonstrating CTMS↔EDC↔eTMF alignment (e.g., a site activation with required documents in eTMF and corresponding readiness milestones in CTMS; a subject visit completed in EDC with matching CTMS visit status and a payable trigger). Close the loop with continuous improvement. Analyze recurring exception types—ID mismatches, visit naming inconsistencies, late document filing—and update templates, training, and interface rules.
When protocols amend, automatically propagate identifier and plan changes and re‑baseline dashboards. Over time, clean reconciliation reduces rework, speeds payments and database lock, and strengthens confidence across sponsors, CROs, and sites.
Subscribe to our Newsletter