Literature DB >> 31077269

A novel approach for exposing and sharing clinical data: the Translator Integrated Clinical and Environmental Exposures Service.

Karamarie Fecho1, Emily Pfaff2, Hao Xu1, James Champion2, Steve Cox1, Lisa Stillwell1, David B Peden2,3,4, Chris Bizon1, Ashok Krishnamurthy1,2, Alexander Tropsha1,5, Stanley C Ahalt1,2.   

Abstract

OBJECTIVE: This study aimed to develop a novel, regulatory-compliant approach for openly exposing integrated clinical and environmental exposures data: the Integrated Clinical and Environmental Exposures Service (ICEES).
MATERIALS AND METHODS: The driving clinical use case for research and development of ICEES was asthma, which is a common disease influenced by hundreds of genes and a plethora of environmental exposures, including exposures to airborne pollutants. We developed a pipeline for integrating clinical data on patients with asthma-like conditions with data on environmental exposures derived from multiple public data sources. The data were integrated at the patient and visit level and used to create de-identified, binned, "integrated feature tables," which were then placed behind an OpenAPI.
RESULTS: Our preliminary evaluation results demonstrate a relationship between exposure to high levels of particulate matter ≤2.5 µm in diameter (PM2.5) and the frequency of emergency department or inpatient visits for respiratory issues. For example, 16.73% of patients with average daily exposure to PM2.5 >9.62 µg/m3 experienced 2 or more emergency department or inpatient visits for respiratory issues in year 2010 compared with 7.93% of patients with lower exposures (n = 23 093). DISCUSSION: The results validated our overall approach for openly exposing and sharing integrated clinical and environmental exposures data. We plan to iteratively refine and expand ICEES by including additional years of data, feature variables, and disease cohorts.
CONCLUSIONS: We believe that ICEES will serve as a regulatory-compliant model and approach for promoting open access to and sharing of integrated clinical and environmental exposures data.
© The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  clinical data; data harmonization; data integration; environmental data; open science; patient privacy; regulatory compliance; semantic harmonization

Mesh:

Substances:

Year:  2019        PMID: 31077269      PMCID: PMC6748811          DOI: 10.1093/jamia/ocz042

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


  36 in total

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2.  Association between pediatric asthma care quality and morbidity and English language proficiency in Ohio.

Authors:  Martha P Montgomery; Elizabeth D Allen; Olivia Thomas; Byron F Robinson; Donnie Clark; Ann Connelly; Joshua A Mott; Elizabeth Conrey
Journal:  J Asthma       Date:  2018-06-14       Impact factor: 2.515

3.  Health disparities in asthma.

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4.  Daily asthma severity in relation to personal ozone exposure and outdoor fungal spores.

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Journal:  Am J Respir Crit Care Med       Date:  1996-09       Impact factor: 21.405

5.  Long-term exposure to low concentrations of air pollutants and hospitalisation for respiratory diseases: A prospective cohort study in Australia.

Authors:  Farhad Salimi; Geoffrey Morgan; Margaret Rolfe; Evangelia Samoli; Christine T Cowie; Ivan Hanigan; Luke Knibbs; Martin Cope; Fay H Johnston; Yuming Guo; Guy B Marks; Jane Heyworth; Bin Jalaludin
Journal:  Environ Int       Date:  2018-09-25       Impact factor: 9.621

6.  Anesthesia-related perioperative adverse events during in-patient and out-patient procedures.

Authors:  Karamarie Fecho; Charity G Moore; Anne T Lunney; Peter Rock; Edward A Norfleet; Philip G Boysen
Journal:  Int J Health Care Qual Assur       Date:  2008

7.  Relationship of outdoor air quality to pediatric asthma exacerbations.

Authors:  Michelle B Lierl; Richard W Hornung
Journal:  Ann Allergy Asthma Immunol       Date:  2003-01       Impact factor: 6.347

Review 8.  Near-highway pollutants in motor vehicle exhaust: a review of epidemiologic evidence of cardiac and pulmonary health risks.

Authors:  Doug Brugge; John L Durant; Christine Rioux
Journal:  Environ Health       Date:  2007-08-09       Impact factor: 5.984

9.  Poverty Status and Childhood Asthma in White and Black Families: National Survey of Children's Health.

Authors:  Shervin Assari; Maryam Moghani Lankarani
Journal:  Healthcare (Basel)       Date:  2018-06-12

10.  Columbia Open Health Data, clinical concept prevalence and co-occurrence from electronic health records.

Authors:  Casey N Ta; Michel Dumontier; George Hripcsak; Nicholas P Tatonetti; Chunhua Weng
Journal:  Sci Data       Date:  2018-11-27       Impact factor: 6.444

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  11 in total

1.  Leveraging Open Electronic Health Record Data and Environmental Exposures Data to Derive Insights Into Rare Pulmonary Disease.

Authors:  Karamarie Fecho; Stanley C Ahalt; Michael Knowles; Ashok Krishnamurthy; Margaret Leigh; Kenneth Morton; Emily Pfaff; Max Wang; Hong Yi
Journal:  Front Artif Intell       Date:  2022-06-28

2.  Sex, obesity, diabetes, and exposure to particulate matter among patients with severe asthma: Scientific insights from a comparative analysis of open clinical data sources during a five-day hackathon.

Authors:  Karamarie Fecho; Stanley C Ahalt; Saravanan Arunachalam; James Champion; Christopher G Chute; Sarah Davis; Kenneth Gersing; Gustavo Glusman; Jennifer Hadlock; Jewel Lee; Emily Pfaff; Max Robinson; Eric Sid; Casey Ta; Hao Xu; Richard Zhu; Qian Zhu; David B Peden
Journal:  J Biomed Inform       Date:  2019-10-30       Impact factor: 6.317

3.  Clinical Data: Sources and Types, Regulatory Constraints, Applications.

Authors:  Stanley C Ahalt; Christopher G Chute; Karamarie Fecho; Gustavo Glusman; Jennifer Hadlock; Casey Overby Taylor; Emily R Pfaff; Peter N Robinson; Harold Solbrig; Casey Ta; Nicholas Tatonetti; Chunhua Weng
Journal:  Clin Transl Sci       Date:  2019-05-09       Impact factor: 4.689

4.  FHIR PIT: an open software application for spatiotemporal integration of clinical data and environmental exposures data.

Authors:  Hao Xu; Steven Cox; Lisa Stillwell; Emily Pfaff; James Champion; Stanley C Ahalt; Karamarie Fecho
Journal:  BMC Med Inform Decis Mak       Date:  2020-03-11       Impact factor: 2.796

5.  Translator Exposure APIs: Open Access to Data on Airborne Pollutant Exposures, Roadway Exposures, and Socio-Environmental Exposures and Use Case Application.

Authors:  Alejandro Valencia; Lisa Stillwell; Stephen Appold; Saravanan Arunachalam; Steven Cox; Hao Xu; Charles P Schmitt; Shepherd H Schurman; Stavros Garantziotis; William Xue; Stanley C Ahalt; Karamarie Fecho
Journal:  Int J Environ Res Public Health       Date:  2020-07-21       Impact factor: 3.390

6.  Visualization Environment for Federated Knowledge Graphs: Development of an Interactive Biomedical Query Language and Web Application Interface.

Authors:  Steven Cox; Stanley C Ahalt; James Balhoff; Chris Bizon; Karamarie Fecho; Yaphet Kebede; Kenneth Morton; Alexander Tropsha; Patrick Wang; Hao Xu
Journal:  JMIR Med Inform       Date:  2020-11-23

7.  Open Application of Statistical and Machine Learning Models to Explore the Impact of Environmental Exposures on Health and Disease: An Asthma Use Case.

Authors:  Bo Lan; Perry Haaland; Ashok Krishnamurthy; David B Peden; Patrick L Schmitt; Priya Sharma; Meghamala Sinha; Hao Xu; Karamarie Fecho
Journal:  Int J Environ Res Public Health       Date:  2021-10-29       Impact factor: 3.390

8.  Development and Application of an Open Tool for Sharing and Analyzing Integrated Clinical and Environmental Exposures Data: Asthma Use Case.

Authors:  Karamarie Fecho; Stanley C Ahalt; Stephen Appold; Saravanan Arunachalam; Emily Pfaff; Lisa Stillwell; Alejandro Valencia; Hao Xu; David B Peden
Journal:  JMIR Form Res       Date:  2022-04-01

9.  An approach for open multivariate analysis of integrated clinical and environmental exposures data.

Authors:  Karamarie Fecho; Perry Haaland; Ashok Krishnamurthy; Bo Lan; Stephen A Ramsey; Patrick L Schmitt; Priya Sharma; Meghamala Sinha; Hao Xu
Journal:  Inform Med Unlocked       Date:  2021-09-20

10.  Fast Healthcare Interoperability Resources (FHIR) as a Meta Model to Integrate Common Data Models: Development of a Tool and Quantitative Validation Study.

Authors:  Emily Rose Pfaff; James Champion; Robert Louis Bradford; Marshall Clark; Hao Xu; Karamarie Fecho; Ashok Krishnamurthy; Steven Cox; Christopher G Chute; Casey Overby Taylor; Stan Ahalt
Journal:  JMIR Med Inform       Date:  2019-10-16
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