Resources
A comprehensive library for trainers, analysts, and learners in the OHDSI Train-the-Trainer program.
Core OHDSI Resources
Key official sites and references maintained by the global OHDSI community.
- Join the Journey – overview of OHDSI’s mission and collaboration model
- Athena Vocabulary Browser – explore OMOP vocabularies and concepts
- OMOP Common Data Model – full documentation and specifications
- OMOP CDM FAQ – answers to common questions
- The Book of OHDSI – foundational text on OHDSI methods and tools
- Atlas Demo Environment – interactive OHDSI Atlas demo instance
- OHDSI Software Tools – overview of Atlas, Achilles, DataQualityDashboard, and more
- MIMIC-IV Demo Data (OMOP CDM) – example dataset mapped to OMOP CDM
Learning & Training
Educational materials, tutorials, and recorded sessions to deepen OMOP/OHDSI knowledge.
Introduction to OMOP: Your Frequently Asked Questions Answered
Taught by: Danielle Boyce (ALS TDI) and Pavel Goriacko (Montefiore)
Hosted on the Tufts CTSI iLEARN platform.
Overview
- A practical, accessible introduction to the OMOP Common Data Model, vocabulary concepts, and the OHDSI ecosystem.
- Designed to address common questions from analysts, clinicians, and data engineers new to OMOP.
- Ideal for onboarding new OHDSI collaborators and supplementing the Week 1 curriculum.
Enroll: Click here to join the course →
EHDEN Academy — All Courses
EHDEN Academy offers free, self-paced training from the European Health Data & Evidence Network on topics essential to the OMOP and OHDSI communities.
Highlights
- OMOP Common Data Model & Standardized Vocabularies
- ETL Design, Data Quality, and Governance
- Observational Health Data Science, RWE, and OHDSI Tooling
Use in this program
- Great supplemental material for Weeks 1–2 (CDM & Vocabularies)
- Deep dives for ETL and Data Quality sessions later in the curriculum
Access: academy.ehden.eu → All Courses
ELIXIR-EXCELERATE Train-the-Trainer Repository)
A foundational Train-the-Trainer resource developed as part of the ELIXIR / EXCELERATE project.
This GitHub repository includes slides, materials, and guidance on training frameworks and community building across data networks.
Highlights
- Training program structure and facilitator guidance
- Teaching methods and train-the-trainer resources from the original initiative
- Served as an early model for open-network skill-building programs like the OHDSI Train-the-Trainer series
Access: github.com/TrainTheTrainer/ELIXIR-EXCELERATE-TtT →
OHDSI YouTube Channel
The official OHDSI YouTube Channel hosts tutorials, community calls, symposium sessions, and lightning talks.
Highlights
- Weekly community calls and global symposium presentations
- Deep dives into the OMOP CDM, Atlas, HADES, and data quality tools
- Great for visual learners and staying up to date with OHDSI developments
Access: youtube.com/@OHDSI →
Technical & GitHub Resources
Tools, repositories, and documentation for developers and data engineers.
- OHDSI on GitHub – official OHDSI codebase, pipelines, and utilities
- Common Data Model Specs – CDM structure and SQL DDLs
- White Rabbit / Rabbit in a Hat – tools for data profiling and ETL design
- Usagi – vocabulary mapping and concept alignment
- Data Quality Dashboard (DQD) – automated data quality assessment for OMOP CDM
- HADES R Packages – collection of OHDSI R libraries for analytics
- GitHub Learning Guide – learn GitHub basics for version control and collaboration
Oncology-Specific Resources
Key Publications
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Belenkaya R, Gurley MJ, Golozar A, Dymshyts D, Miller RT, Williams AE, Ratwani S, Siapos A, Korsik V, Warner J, Campbell WS, Rivera D, Banokina T, Modina E, Bethusamy S, Stewart HM, Patel M, Chen R, Falconer T, Park RW, You SC, Jeon H, Shin SJ, Reich C. (2021). Extending the OMOP Common Data Model and Standardized Vocabularies to Support Observational Cancer Research. JCO Clin Cancer Inform. 5:12–20. doi:10.1200/CCI.20.00079. PMID: 33411620; PMCID: PMC8140810
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Wang L, Wen A, Fu S, Ruan X, Huang M, Li R, Lu Q, Lyu H, Williams AE, Liu H. (2025). A Scoping Review of OMOP CDM Adoption for Cancer Research Using Real-World Data. NPJ Digit Med. 8(1):189. doi:10.1038/s41746-025-01581-7. PMID: 40189628; PMCID: PMC11973147
Oncology Workgroup & Repositories
- OHDSI Oncology Working Group Repository → https://github.com/OHDSI/OncologyWG
Includes educational resources, sample ETLs, and documentation for oncology-specific extensions. - Bladder Cancer Study
- Oncology Tutorial
- Scaling OHDSI Open-Source Projects – Poster & Abstract (2021 Global Symposium)
Talks & Tutorials
-
Rimma Belenkaya – OMOP Cancer Model: Making the OMOP Common Data Model Fit for Cancer Research (OHDSI 2020 Lightning Talk)
Watch on YouTube -
Asieh Golozar – Ensuring Data Fitness for Oncology Research (OHDSI Community Call, March 25, 2025)
Recording | Slides (PDF) -
Asieh Golozar – Detailed Cancer-Specific Analytics in the Remote OHDSI Network Settings (OHDSI 2020 Lightning Talk)
Watch on YouTube -
Asieh Golozar – Large-Scale Observational Cancer Research Informatics Grand Rounds (JHU BIDS, 10/13/22)
Recording
Trainers: Customize this page with site-specific references, URLs, and internal data access resources as needed. Include institutional VPNs, intranet documentation, or Teams/Slack channels for communication.
Train-the-Trainer downloads
All materials below are ALS TDI branded and live in this repository so they travel together. Please keep the template with these materials rather than sharing it on its own.
Feasibility First
- Instructor deck with notes (PPTX), the full 30-minute deck with speaker script.
- Importable ATLAS cohort (JSON), import into atlas-demo and save for the live demo.
- Kahoot quiz (CSV), 10 questions on the feasibility workflow.
- Kit README, setup steps and the concept IDs used. Module pages start at Feasibility First.
Slide template
- ALS TDI presentation template (PPTX), use it as the starting point for any new deck.
Sample notebooks (Colab ready, synthetic data, no credentials)
- Day 1, OMOP CDM and vocabularies: download
- Day 2, concept sets and data quality: download
- Day 3, cohort building: download
- Day 5, treatment pathways: download
- Day 6, patient-level prediction: download
Day 3, cohort definitions
Day 5, treatment pathways kit
- Instructor deck with notes
- Participant workbook
- Kahoot quiz (CSV)
- The full kit (handouts, answer keys, scripts, interpretation guides) is in
training/day-05-treatment-pathways/kit/.
Day 6, advanced analytics with HADES kit
- Instructor deck
- Participant workbook
- Kahoot quiz (CSV)
- The full kit is in
training/day-06-hades/kit/.
The large lecture decks (Day 1 to Day 6 full slide sets) are hosted separately in Google Drive because of their size, and linked from there.