How Does a New Sepsis Prediction Model Compare to Other Sepsis Determinations Models?
BACKGROUND AND PURPOSE:
- There are multiple established sepsis determination models such as SIRS, qSOFA, and SOFA
- A new prediction model, the Sepsis Prediction Model (SPM), a proprietary decision support tool created by Epic Systems, has not yet been evaluated against the established models
- Schertz et al. (JAMA Netw Open, 2023) assessed the validity and timeliness of the SPM compared with SIRS, qSOFA, and SOFA
METHODS:
- Retrospective cohort study
- 5 US Hospitals within a single system
- Between June 2019 and December 2020
- Population
- Adults admitted to US acute care hospitals
- Exposures
- Sepsis prediction models (SIRS, qSOFA, and SOFA, and SPM)
- Study design
- Time zero was defined as 15 minutes prior to qualifying antimicrobial or blood culture order
- Sepsis was defined as receipt of 4 or more days of antimicrobials | Blood cultures collected within ±48 hours of initial antimicrobial | ≥1 organ dysfunction
- Primary outcomes
- The ability of each of the prediction models to classify sepsis admissions
- The timeliness of each tool with respect to time zero
RESULTS:
- 60,507 total admissions
- Met sepsis criteria: 2.7%
- Within the vendor recommended predicting sepsis score (PSS) of 5 to 8, the SPM had the highest balanced accuracy for classifying a sepsis admission with a score of ≥8
- The greatest sensitivity for determining sepsis was achieved with change in SOFA score of ≥2
- Median time to score positivity from time zero varied widely among the different tests
- At a PSS of ≥8: 68.00 (IQR, 6.75 to 605.75) minutes
- SIRS: 7.00 (IQR, −105.00 to 08.00) minutes
- qSOFA: 74.00 (IQR, −22.25 to 599.25) minutes
- SOFA: 28.00 (IQR, −108.50 to 134.00) minutes
CONCLUSION:
- The balanced accuracy at predicting sepsis was higher for SPM, especially at a higher threshold PSS
- However, SIRS and SOFA both far outperformed SPM for timeliness
- The authors state
In the case of sepsis, prioritization of timely treatment is paramount, given the potentially severe consequences when the diagnosis is missed or delayed
Learn More – Primary Sources:
Sepsis Prediction Model for Determining Sepsis vs SIRS, qSOFA, and SOFA
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