Literature DB >> 30085008

Web services for data warehouses: OMOP and PCORnet on i2b2.

Jeffrey G Klann1,2,3, Lori C Phillips1, Christopher Herrick1, Matthew A H Joss1, Kavishwar B Wagholikar1,3, Shawn N Murphy1,2,4.   

Abstract

Objective: Healthcare organizations use research data models supported by projects and tools that interest them, which often means organizations must support the same data in multiple models. The healthcare research ecosystem would benefit if tools and projects could be adopted independently from the underlying data model. Here, we introduce the concept of a reusable application programming interface (API) for healthcare and show that the i2b2 API can be adapted to support diverse patient-centric data models. Materials and
Methods: We develop methodology for extending i2b2's pre-existing API to query additional data models, using i2b2's recent "multi-fact-table querying" feature. Our method involves developing data-model-specific i2b2 ontologies and mapping these to query non-standard table structure.
Results: We implement this methodology to query OMOP and PCORnet models, which we validate with the i2b2 query tool. We implement the entire PCORnet data model and a five-domain subset of the OMOP model. We also demonstrate that additional, ancillary data model columns can be modeled and queried as i2b2 "modifiers." Discussion: i2b2's REST API can be used to query multiple healthcare data models, enabling shared tooling to have a choice of backend data stores. This enables separation between data model and software tooling for some of the more popular open analytic data models in healthcare.
Conclusion: This methodology immediately allows querying OMOP and PCORnet using the i2b2 API. It is released as an open-source set of Docker images, and also on the i2b2 community wiki.

Entities:  

Mesh:

Year:  2018        PMID: 30085008      PMCID: PMC6188504          DOI: 10.1093/jamia/ocy093

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  10 in total

1.  Architecture of the open-source clinical research chart from Informatics for Integrating Biology and the Bedside.

Authors:  Shawn N Murphy; Michael Mendis; Kristel Hackett; Rajesh Kuttan; Wensong Pan; Lori C Phillips; Vivian Gainer; David Berkowicz; John P Glaser; Isaac Kohane; Henry C Chueh
Journal:  AMIA Annu Symp Proc       Date:  2007-10-11

2.  Data interchange using i2b2.

Authors:  Jeffrey G Klann; Aaron Abend; Vijay A Raghavan; Kenneth D Mandl; Shawn N Murphy
Journal:  J Am Med Inform Assoc       Date:  2016-02-05       Impact factor: 4.497

3.  Apps to display patient data, making SMART available in the i2b2 platform.

Authors:  Nich Wattanasin; Alyssa Porter; Stella Ubaha; Michael Mendis; Lori Phillips; Joshua Mandel; Rachel Ramoni; Kenneth Mandl; Isaac Kohane; Shawn N Murphy
Journal:  AMIA Annu Symp Proc       Date:  2012-11-03

4.  Computing health quality measures using Informatics for Integrating Biology and the Bedside.

Authors:  Jeffrey G Klann; Shawn N Murphy
Journal:  J Med Internet Res       Date:  2013-04-19       Impact factor: 5.428

5.  Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2).

Authors:  Shawn N Murphy; Griffin Weber; Michael Mendis; Vivian Gainer; Henry C Chueh; Susanne Churchill; Isaac Kohane
Journal:  J Am Med Inform Assoc       Date:  2010 Mar-Apr       Impact factor: 4.497

6.  Taking advantage of continuity of care documents to populate a research repository.

Authors:  Jeffrey G Klann; Michael Mendis; Lori C Phillips; Alyssa P Goodson; Beatriz H Rocha; Howard S Goldberg; Nich Wattanasin; Shawn N Murphy
Journal:  J Am Med Inform Assoc       Date:  2014-10-28       Impact factor: 4.497

7.  Observational Health Data Sciences and Informatics (OHDSI): Opportunities for Observational Researchers.

Authors:  George Hripcsak; Jon D Duke; Nigam H Shah; Christian G Reich; Vojtech Huser; Martijn J Schuemie; Marc A Suchard; Rae Woong Park; Ian Chi Kei Wong; Peter R Rijnbeek; Johan van der Lei; Nicole Pratt; G Niklas Norén; Yu-Chuan Li; Paul E Stang; David Madigan; Patrick B Ryan
Journal:  Stud Health Technol Inform       Date:  2015

8.  SMART-on-FHIR implemented over i2b2.

Authors:  Kavishwar B Wagholikar; Joshua C Mandel; Jeffery G Klann; Nich Wattanasin; Michael Mendis; Christopher G Chute; Kenneth D Mandl; Shawn N Murphy
Journal:  J Am Med Inform Assoc       Date:  2017-03-01       Impact factor: 4.497

9.  SHRINE: enabling nationally scalable multi-site disease studies.

Authors:  Andrew J McMurry; Shawn N Murphy; Douglas MacFadden; Griffin Weber; William W Simons; John Orechia; Jonathan Bickel; Nich Wattanasin; Clint Gilbert; Philip Trevvett; Susanne Churchill; Isaac S Kohane
Journal:  PLoS One       Date:  2013-03-07       Impact factor: 3.240

10.  PCORnet: turning a dream into reality.

Authors:  Francis S Collins; Kathy L Hudson; Josephine P Briggs; Michael S Lauer
Journal:  J Am Med Inform Assoc       Date:  2014-05-12       Impact factor: 4.497

  10 in total
  9 in total

1.  Development of a Data Model and Data Commons for Germ Cell Tumors.

Authors:  Bo Ci; Donghan M Yang; Mark Krailo; Caihong Xia; Bo Yao; Danni Luo; Qinbo Zhou; Guanghua Xiao; Lin Xu; Stephen X Skapek; Matthew M Murray; James F Amatruda; Lindsay Klosterkemper; Furqan Shaikh; Cecile Faure-Conter; Brice Fresneau; Samuel L Volchenboum; Sara Stoneham; Luiz Fernando Lopes; James Nicholson; A Lindsay Frazier; Yang Xie
Journal:  JCO Clin Cancer Inform       Date:  2020-06

2.  Enhancing research data infrastructure to address the opioid epidemic: the Opioid Overdose Network (O2-Net).

Authors:  Leslie A Lenert; Vivienne Zhu; Lindsey Jennings; Jenna L McCauley; Jihad S Obeid; Ralph Ward; Saeed Hassanpour; Lisa A Marsch; Michael Hogarth; Perry Shipman; Daniel R Harris; Jeffery C Talbert
Journal:  JAMIA Open       Date:  2022-06-30

3.  Toolkit to Compute Time-Based Elixhauser Comorbidity Indices and Extension to Common Data Models.

Authors:  Shorabuddin Syed; Ahmad Baghal; Fred Prior; Meredith Zozus; Shaymaa Al-Shukri; Hafsa Bareen Syeda; Maryam Garza; Salma Begum; Kim Gates; Mahanazuddin Syed; Kevin W Sexton
Journal:  Healthc Inform Res       Date:  2020-07-31

4.  Deep-learning-based automated terminology mapping in OMOP-CDM.

Authors:  Byungkon Kang; Jisang Yoon; Ha Young Kim; Sung Jin Jo; Yourim Lee; Hye Jin Kam
Journal:  J Am Med Inform Assoc       Date:  2021-07-14       Impact factor: 4.497

5.  Data Challenges With Real-Time Safety Event Detection And Clinical Decision Support.

Authors:  Eric Steven Kirkendall; Yizhao Ni; Todd Lingren; Matthew Leonard; Eric S Hall; Kristin Melton
Journal:  J Med Internet Res       Date:  2019-05-22       Impact factor: 5.428

6.  The Generalized Data Model for clinical research.

Authors:  Mark D Danese; Marc Halperin; Jennifer Duryea; Ryan Duryea
Journal:  BMC Med Inform Decis Mak       Date:  2019-06-24       Impact factor: 2.796

7.  Automated production of research data marts from a canonical fast healthcare interoperability resource data repository: applications to COVID-19 research.

Authors:  Leslie A Lenert; Andrey V Ilatovskiy; James Agnew; Patricia Rudisill; Jeff Jacobs; Duncan Weatherston; Kenneth R Deans
Journal:  J Am Med Inform Assoc       Date:  2021-07-30       Impact factor: 4.497

8.  Use of automatic SQL generation interface to enhance transparency and validity of health-data analysis.

Authors:  Kavishwar B Wagholikar; David Zelle; Layne Ainsworth; Kira Chaney; Alexander J Blood; Angela Miller; Rupendra Chulyadyo; Michael Oates; William J Gordon; Samuel J Aronson; Benjamin M Scirica; Shawn N Murphy
Journal:  Inform Med Unlocked       Date:  2022-06-25

9.  I2b2-etl: Python application for importing electronic health data into the informatics for integrating biology and the bedside platform.

Authors:  Kavishwar B Wagholikar; Layne Ainsworth; David Zelle; Kira Chaney; Michael Mendis; Jeffery Klann; Alexander J Blood; Angela Miller; Rupendra Chulyadyo; Michael Oates; William J Gordon; Samuel J Aronson; Benjamin M Scirica; Shawn N Murphy
Journal:  Bioinformatics       Date:  2022-10-14       Impact factor: 6.931

  9 in total

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