RESUMO
BACKGROUND: Postoperative pediatric congenital heart patients are predisposed to develop low-cardiac output syndrome. Serum lactate (lactic acid [LA]) is a well-defined marker of inadequate systemic oxygen delivery. OBJECTIVES: We hypothesized that a near real-time risk index calculated by a noninvasive predictive analytics algorithm predicts elevated LA in pediatric patients admitted to a cardiac ICU (CICU). DERIVATION COHORT: Ten tertiary CICUs in the United States and Pakistan. VALIDATION COHORT: Retrospective observational study performed to validate a hyperlactatemia (HLA) index using T3 platform data (Etiometry, Boston, MA) from pediatric patients less than or equal to 12 years of age admitted to CICU (n = 3,496) from January 1, 2018, to December 31, 2020. Patients lacking required data for module or LA measurements were excluded. PREDICTION MODEL: Physiologic algorithm used to calculate an HLA index that incorporates physiologic data from patients in a CICU. The algorithm uses Bayes' theorem to interpret newly acquired data in a near real-time manner given its own previous assessment of the physiologic state of the patient. RESULTS: A total of 58,168 LA measurements were obtained from 3,496 patients included in a validation dataset. HLA was defined as LA level greater than 4 mmol/L. Using receiver operating characteristic analysis and a complete dataset, the HLA index predicted HLA with high sensitivity and specificity (area under the curve 0.95). As the index value increased, the likelihood of having higher LA increased (p < 0.01). In the validation dataset, the relative risk of having LA greater than 4 mmol/L when the HLA index is less than 1 is 0.07 (95% CI: 0.06-0.08), and the relative risk of having LA less than 4 mmol/L when the HLA index greater than 99 is 0.13 (95% CI, 0.12-0.14). CONCLUSIONS: These results validate the capacity of the HLA index. This novel index can provide a noninvasive prediction of elevated LA. The HLA index showed strong positive association with elevated LA levels, potentially providing bedside clinicians with an early, noninvasive warning of impaired cardiac output and oxygen delivery. Prospective studies are required to analyze the effect of this index on clinical decision-making and outcomes in pediatric population.
RESUMO
Despite the use of sterile technique for indwelling urinary catheter insertion, as well as use of the defined catheter-associated urinary tract infection (CAUTI) bundle elements per Children's Hospitals' Solutions for Patient Safety, the CAUTI rate in the pediatric intensive care unit (PICU) at a free-standing pediatric hospital was increasing. In 2017, the PICU accounted for 87% of the organization's CAUTIs and 65% of the total indwelling catheter device days. With an important risk factor for CAUTIs being the duration of catheterization, the indication for catheters became an organizational executive priority. METHODS: An early 2017 review of the bundle elements identified that the indication for catheterization was not consistently addressed in daily patient rounds. A multidisciplinary project team applying the Plan, Do, Check, Act methodology developed an evidenced-based, nurse-driven indwelling urinary catheter removal protocol. This protocol allows nursing autonomy when removing a catheter by providing clinical indications for catheter use and promoting prompt removal when no longer indicated. RESULTS: Indwelling urinary catheter device days in the PICU decreased by 28% within 6 months of protocol implementation. The PICU CAUTI rate declined from 4.8 (per 1,000 device days) in 2017 to 0.8 in 2018, 1 year after protocol implementation. CONCLUSIONS: Providing the bedside nurse with an evidence-based protocol that is driven by specific patient indications and diagnoses allows them to practice autonomously in catheter removal. Prompt removal of indwelling urinary catheters results in decreased device days and decreased incidence of CAUTIs.
