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Afshar M, Oguss M, Callaci TA, Gruenloh T, Gupta P, Sun C, Safipour Afshar A, Cavanaugh J, Churpek MM, Nyakoe-Nyasani E, Nguyen-Hilfiger H, Westergaard R, Salisbury-Afshar E, Gussick M, Patterson B, Manneh C, Mathew J, Mayampurath A. Creation of a data commons for substance misuse related health research through privacy-preserving patient record linkage between hospitals and state agencies. JAMIA Open 2023; 6:ooad092. [PMID: 37942470 PMCID: PMC10629613 DOI: 10.1093/jamiaopen/ooad092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 10/04/2023] [Accepted: 10/16/2023] [Indexed: 11/10/2023] Open
Abstract
Objectives Substance misuse is a complex and heterogeneous set of conditions associated with high mortality and regional/demographic variations. Existing data systems are siloed and have been ineffective in curtailing the substance misuse epidemic. Therefore, we aimed to build a novel informatics platform, the Substance Misuse Data Commons (SMDC), by integrating multiple data modalities to provide a unified record of information crucial to improving outcomes in substance misuse patients. Materials and Methods The SMDC was created by linking electronic health record (EHR) data from adult cases of substance (alcohol, opioid, nonopioid drug) misuse at the University of Wisconsin hospitals to socioeconomic and state agency data. To ensure private and secure data exchange, Privacy-Preserving Record Linkage (PPRL) and Honest Broker services were utilized. The overlap in mortality reporting among the EHR, state Vital Statistics, and a commercial national data source was assessed. Results The SMDC included data from 36 522 patients experiencing 62 594 healthcare encounters. Over half of patients were linked to the statewide ambulance database and prescription drug monitoring program. Chronic diseases accounted for most underlying causes of death, while drug-related overdoses constituted 8%. Our analysis of mortality revealed a 49.1% overlap across the 3 data sources. Nonoverlapping deaths were associated with poor socioeconomic indicators. Discussion Through PPRL, the SMDC enabled the longitudinal integration of multimodal data. Combining death data from local, state, and national sources enhanced mortality tracking and exposed disparities. Conclusion The SMDC provides a comprehensive resource for clinical providers and policymakers to inform interventions targeting substance misuse-related hospitalizations, overdoses, and death.
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Affiliation(s)
- Majid Afshar
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Madeline Oguss
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Thomas A Callaci
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Timothy Gruenloh
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Preeti Gupta
- Division of Pulmonary and Critical Care, University of Illinois-Chicago, Chicago, IL 60607, United States
| | - Claire Sun
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Askar Safipour Afshar
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Joseph Cavanaugh
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Matthew M Churpek
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Edwin Nyakoe-Nyasani
- State of Wisconsin Department of Health Services, Madison, WI 53703, United States
| | | | - Ryan Westergaard
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
- State of Wisconsin Department of Health Services, Madison, WI 53703, United States
| | - Elizabeth Salisbury-Afshar
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
- State of Wisconsin Department of Health Services, Madison, WI 53703, United States
| | - Megan Gussick
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Brian Patterson
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Claire Manneh
- Datavant Incorporated, San Francisco, CA 94104, United States
| | - Jomol Mathew
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
| | - Anoop Mayampurath
- School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53706, United States
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