Related Experiment Video
Updated: Sep 15, 2025

Mouse Model of Pressure Ulcers After Spinal Cord Injury
Published on: March 9, 2019
Patterns of Co-Occurring Pressure Injuries: A Data-Driven Study Using Real-World Clinical Records
Veysel Karani Baris1,2,3, Wenyu Song1,2, Min-Jeoung Kang1,2
1Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.
Objective:
This study aimed to investigate patterns and risk factors associated with co-occurring pressure injuries (PrIs) using real-world clinical data.
Approach:
This retrospective cohort study analyzed electronic health records (EHRs) of adult patients with PrIs from 2015 to 2023 across five hospitals within a large U.S. health care system. An EHR-based phenotype-a set of algorithmic rules using structured clinical data-was developed and validated to identify patients with co-occurring PrIs, enabling classification of all patients in the study cohort into either single-occurring or co-occurring PrI groups. The accuracy of the co-occurring PrI phenotype was assessed through chart review. Univariate analyses and binary logistic regression were employed to identify risk factors associated with co-occurring PrIs. All findings are reported in accordance with the STROBE checklist.
Results:
Among 18,195 patients with at least one PrI record, 4,415 (24.3%) had co-occurring PrIs. The phenotype demonstrated high accuracy (accuracy = 0.96). Pattern analysis showed a direct association between the number of PrIs and severe-stage injuries. Logistic regression revealed that severe PrIs (odds ratio [OR] 3.47; 95% confidence interval [CI]: 3.23-3.74) were most strongly associated with co-occurring PrIs, followed by Black or African American race (OR: 1.45; 95% CI: 1.14-1.84) and spinal cord injury (OR: 1.32; 95% CI: 1.14-1.52).
Innovation:
This study introduces a validated EHR-based phenotype for identifying co-occurring PrIs. It reveals a direct link between co-occurring PrIs and injury severity, as well as unique risk factors associated with co-occurring PrIs.
Conclusions:
Co-occurring PrIs are prevalent and strongly associated with severe PrIs. This study also revealed distinct occurrence patterns, with injury severity increasing as the number of co-occurring PrIs rises. The findings from this study emphasize the need for targeted risk assessment and prevention efforts for co-occurring PrIs.
More Related Videos
06:45Development of a Benchtop Model for Evaluating the Compatibility of Wound Dressing Materials with Negative Pressure Wound Therapy Systems
Published on: May 2, 2025
07:14A Quantitative Sensory Testing Paradigm to Obtain Measures of Pain Processing in Patients Undergoing Breast Cancer Surgery
Published on: January 18, 2018
Related Concept Videos
Methods of Documentation III: PIE
Data Collection III
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Healthcare Associated Infections II: Preventive Measures
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
Peripheral Artery Disease III: Interprofessional Care
Burn Injuries
The damage results in the death of skin cells, which can lead to a massive loss of fluid. Dehydration, electrolyte imbalance, and renal and circulatory failure follow, which can be fatal. Burn patients are treated with intravenous fluids to offset...