Prediction of blood pressure variability during thrombectomy using supervised machine learning and outcomes of patients with ischemic stroke from large vessel occlusion.

Mechanical thrombectomy (MT) is the standard of care for patients with acute ischemic stroke from large vessel occlusion (AIS-LVO). The association of blood pressure variability (BPV) during MT and outcomes are unknown. We leveraged a supervised machine learning algorithm to predict patient characteristics that are associated with BPV indices. We performed a retrospective review of our comprehensive stroke center's registry of all adult patients undergoing MT between 01/01/2016 and 12/31/2019. The primary outcome was poor functional independence, defined as 90-day modified Rankin Scale (mRS) ≥ 3. We used probit analysis and multivariate logistic regressions to evaluate the association of patients' clinical factors and outcomes. We applied a machine learning algorithm (random forest, RF) to determine predictive factors for the different BPV indices during MT. Evaluation was performed with root-mean-square error (RMSE) and normalized-RMSE (nRMSE) metrics. We analyzed 375 patients with mean age (± standard deviation [SD]) of 65 (15) years. There were 234 (62%) patients with mRS ≥ 3. Univariate probit analysis demonstrated that BPV during MT was associated with poor functional independence. Multivariable logistic regression showed that age, admission National Institutes of Health Stroke Scale (NIHSS), mechanical ventilation, and thrombolysis in cerebral infarction (TICI) score (OR 0.42, 95% CI 0.17-0.98, P = 0.044) were significantly associated with outcome. RF analysis identified that the interval from last-known-well time-to-groin puncture, age, and mechanical ventilation were among important factors significantly associated with BPV. BPV during MT was associated with functional outcome in univariate probit analysis but not in multivariable regression analysis, however, NIHSS and TICI score were. RF algorithm identified risk factors influencing patients' BPV during MT. While awaiting further studies' results, clinicians should still monitor and avoid high BPV during thrombectomy while triaging AIS-LVO candidates quickly to MT.

Association between resuscitation in the critical care resuscitation unit and in-hospital mortality.

INTRODUCTION: Patients who present in shock have high expected mortality and early resuscitation is crucial to improve their outcomes. The Critical Care Resuscitation Unit (CCRU) is a specialized unit at the University of Maryland Medical Center (UMMC) that prioritizes early resuscitation of critically ill patients. We hypothesized that lactate clearance and reduction of Sequential Organ Failure Assessment (SOFA) score during CCRU stay would be associated with lower in-hospital mortality. METHODS: We performed a retrospective analysis of adult patients who were admitted to the CCRU between 01/01/2018-12/31/2018 and had a diagnosis of severe shock, determined by serum lactate ≥4 mmol/L. We excluded patients who died during CCRU stay. We used multivariable logistic regression to evaluate the association between lactate clearance and reduction in SOFA scores during CCRU stay and in-hospital mortality. RESULTS: Out of 1740 patients admitted to the CCRU in 2018, 172 (10%) had serum lactate ≥4 mmol/L. Twenty-two (13%) patients died during their CCRU stay. Our primary analysis included 129 patients with lactate clearance data and 136 patients with SOFA data. Average patients' age was 54 years, and median length of stay in the CCRU was 6 h 55 min. The average lactate and SOFA score on admission were 7.4 (3.8) mmol/L and 8.3 (4.7), respectively. Average lactate clearance was 1.9 (3.1) and average SOFA score reduction was 0.2 (2.9). In multivariable logistic regressions evaluating SOFA score and lactate separately, SOFA score reduction during CCRU stay was associated with lower in-hospital mortality (OR 0.83, 95% CI: 0.70-0.97) but lactate clearance was not (OR 0.90, 95% CI 0.78-1.03). In forward stepwise multivariable analysis containing both SOFA score and lactate values, SOFA score clearance during CCRU stay was still associated with decreased in-hospital mortality (OR 0.84, 95% CI 0.72-0.98). CONCLUSIONS: Care in the CCRU is more effective at reducing lactate than SOFA scores in patients with severe shock. However, SOFA score reduction in the resuscitation phase during the CCRU stay was associated with decreased odds of in-hospital mortality in this group of patients. Further studies are necessary to confirm our observations.

Patterns of opioid prescribing in emergency departments during the early phase of the COVID-19 pandemic.

INTRODUCTION: The COVID-19 pandemic was superimposed upon an ongoing epidemic of opioid use disorder and overdose deaths. Although the trend of opioid prescription patterns (OPP) had decreased in response to public health efforts before the pandemic, little is known about the OPP from emergency department (ED) clinicians during the COVID-19 pandemic. METHODS: We conducted a pre-post study of adult patients who were discharged from 13 EDs and one urgent care within our academic medical system between 01/01/2019 and 09/30/2020 using an interrupted time series (ITS) approach. Patient characteristics and prescription data were extracted from the single unified electronic medical record across all study sites. Prescriptions of opioids were converted into morphine equivalent dose (MED). We compared the "Covid-19 Pandemic" period (C19, 03/29/2020-9/30/2020) and the "Pre-Pandemic" period (PP, 1/19/2020-03/28/2020). We used a multivariate logistic regression to assess clinical factors associated with opioid prescriptions. RESULTS: We analyzed 361,794 ED visits by adult patients, including 259,242 (72%) PP and 102,552 (28%) C19 visits. Demographic information and percentages of patients receiving opioid prescriptions were similar in both groups. The median [IQR] MED per prescription was higher for C19 patients (70 [56-90]) than for PP patients (60 [60-90], P < 0.001). ITS demonstrated a significant trend toward higher MED prescription per ED visit during the pandemic (coefficient 0.11, 95% CI 0.05-0.16, P = 0.002). A few factors, that were associated with lower likelihood of opioid prescriptions before the pandemic, became non-significant during the pandemic. CONCLUSION: Our study demonstrated that emergency clinicians increased the prescribed amount of opioids per prescription during the COVID-19 pandemic compared to the pre-pandemic period. Etiologies for this finding could include lack of access to primary care and other specialties during the pandemic, or lower volumes allowing for emergency clinicians to identify who is safe to be prescribed opioids.

Stevens Johnson Syndrome Initiated by an Adverse Reaction to Trimethoprim-Sulfamethoxazole.

The authors present a case of a 54-year-old male who presented to the ED with Stevens Johnson syndrome (SJS) beginning on his upper lips, then spreading to his glans penis, airway, and buttocks. After using trimethoprim-sulfamethoxazole (TMP-SMX) to treat a pilonidal cyst diagnosed seven days prior to presentation, the patient began to have desquamating lesions on his upper and lower lips. Subsequently, he noticed desquamation on the glans penis and then between his buttocks. Before being referred to dermatology, he was treated with a high dosage of corticosteroids.