Hyperkalemia Detection in Emergency Departments Using Initial ECGs:A Smartphone AI ECG Analyzer vs. Board-Certified Physicians

Background@#Hyperkalemia is a potentially fatal condition that mandates rapid identification in emergency departments (EDs). Although a 12-lead electrocardiogram (ECG) can indicate hyperkalemia, subtle changes in the ECG often pose detection challenges. An artificial intelligence application that accurately assesses hyperkalemia risk from ECGs could revolutionize patient screening and treatment. We aimed to evaluate the efficacy and reliability of a smartphone application, which utilizes camera-captured ECG images, in quantifying hyperkalemia risk compared to human experts. @*Methods@#We performed a retrospective analysis of ED hyperkalemic patients (serum potassium ≥ 6 mmol/L) and their age- and sex-matched non-hyperkalemic controls. The application was tested by five users and its performance was compared to five board-certified emergency physicians (EPs). @*Results@#Our study included 125 patients. The area under the curve (AUC)-receiver operating characteristic of the application’s output was nearly identical among the users, ranging from 0.898 to 0.904 (median: 0.902), indicating almost perfect interrater agreement (Fleiss’ kappa 0.948). The application demonstrated high sensitivity (0.797), specificity (0.934), negative predictive value (NPV) (0.815), and positive predictive value (PPV) (0.927). In contrast, the EPs showed moderate interrater agreement (Fleiss’ kappa 0.551), and their consensus score had a significantly lower AUC of 0.662. The physicians’ consensus demonstrated a sensitivity of 0.203, specificity of 0.934, NPV of 0.527, and PPV of 0.765. Notably, this performance difference remained significant regardless of patients’ sex and age (P < 0.001 for both). @*Conclusion@#Our findings suggest that a smartphone application can accurately and reliably quantify hyperkalemia risk using initial ECGs in the ED.

Longitudinal Intravital Imaging of Tumor-Infiltrating Lymphocyte Motility in Breast Cancer Models / 한국유방암학회지

Immunoreactive dynamics of tumor-infiltrating lymphocytes (TILs) within the tumor microenvironment in breast cancer are not well understood. This study aimed to investigate the spatiotemporal cellular dynamics of TILs in breast cancer models. Breast cancer cells were implanted into the dorsal skinfold chamber of BALB/c nude mice, and T lymphocytes were adoptively transferred. Longitudinal intravital imaging was performed, and the spatiotemporal dynamics of TILs were assessed. In the 4T1 model, TILs progressively exhibited increased motility, and their motility inside the tumor was significantly higher than that outside the tumor. In the MDA-MB-231 model, the motility of TILs progressively decreased after an initial increase. TIL motility in the MDA-MB-231 and MCF-7 models differed significantly, suggesting an association between programmed death-ligand 1 expression levels and TIL motility, which warrants further investigation. Furthermore, intravital imaging of TILs can be a useful method for addressing dynamic interactions between TILs and breast cancer cells.

Comparison of body water status and its distribution in patients with non-septic infection, patients with sepsis, and healthy controls

Objective@#Although fluid resuscitation is the cornerstone of treatment for sepsis, the role of body water status in sepsis is poorly understood. This study aimed to understand how body water and its distribution are modified in patients with sepsis and those with non-septic infection compared to healthy individuals. @*Methods@#Two groups of adults presumed to have non-septic infection (n=87) and sepsis (n=54) were enrolled in this prospective study in a single emergency department, and they were compared to sex-, age-, and height-matched (1:3 ratio) healthy controls (n=11,190) from retrospective data in a health promotion center. Total body water (TBW), intracellular water (ICW), and extracellular water (ECW), determined using direct segmental multi-frequent bioelectrical impedance analysis (InBody S10) were expressed as indices for normalization by body weight (BW). The ratio of ECW to TBW (ECW/TBW) was evaluated to determine body water distribution. @*Results@#TBW/BW, ICW/BW, and ECW/BW were significantly higher in the non-septic infection group than in the healthy group (P<0.001), but ECW/TBW was not significantly different (P=0.690). There were no differences in TBW/BW and ICW/BW between the sepsis and healthy groups (P=0.083 and P=0.963). However, ECW/BW and ECW/TBW were significantly higher in the sepsis group than in the healthy group (P<0.001). @*Conclusion@#Compared to the healthy group, the ratio of body water to BW was significantly increased in the non-septic infection group, while ECW/BW and ECW/TBW were significantly increased in the sepsis group. These indices could be utilized as diagnostic variables of body water deficit in septic patients.

Comparison of body water status and its distribution in patients with non-septic infection, patients with sepsis, and healthy controls

Objective@#Although fluid resuscitation is the cornerstone of treatment for sepsis, the role of body water status in sepsis is poorly understood. This study aimed to understand how body water and its distribution are modified in patients with sepsis and those with non-septic infection compared to healthy individuals. @*Methods@#Two groups of adults presumed to have non-septic infection (n=87) and sepsis (n=54) were enrolled in this prospective study in a single emergency department, and they were compared to sex-, age-, and height-matched (1:3 ratio) healthy controls (n=11,190) from retrospective data in a health promotion center. Total body water (TBW), intracellular water (ICW), and extracellular water (ECW), determined using direct segmental multi-frequent bioelectrical impedance analysis (InBody S10) were expressed as indices for normalization by body weight (BW). The ratio of ECW to TBW (ECW/TBW) was evaluated to determine body water distribution. @*Results@#TBW/BW, ICW/BW, and ECW/BW were significantly higher in the non-septic infection group than in the healthy group (P<0.001), but ECW/TBW was not significantly different (P=0.690). There were no differences in TBW/BW and ICW/BW between the sepsis and healthy groups (P=0.083 and P=0.963). However, ECW/BW and ECW/TBW were significantly higher in the sepsis group than in the healthy group (P<0.001). @*Conclusion@#Compared to the healthy group, the ratio of body water to BW was significantly increased in the non-septic infection group, while ECW/BW and ECW/TBW were significantly increased in the sepsis group. These indices could be utilized as diagnostic variables of body water deficit in septic patients.

A Novel Pancreatic Imaging Window for Stabilized Longitudinal In Vivo Observation of Pancreatic Islets in Murine Model

Longitudinal imaging of murine pancreas is technically challenging due to the mechanical softness of the tissue influenced by peristalsis. Here, we report a novel pancreatic imaging window for long-term stabilized cellular-level observation of the islets in the pancreas in vivo. By spatially separating the pancreas from the bowel movement and physiologic respiration with a metal plate integrated in the imaging window, we successfully tracked the pancreatic islets up to three weeks and visualized the dumbbell-shape transformation from the single islet. This window can be a useful tool for long-term cellular-level visualization of the microstructure in the pancreas.

Prognostic Significance of Initial Serum Albumin on Mortality in Out-of-hospital Cardiac Arrest

PURPOSE: The association of serum albumin concentration on hospital arrival with long-term mortality in survivors from out-of-hospital cardiac arrest (OHCA) was investigated. METHODS: A retrospective analysis was conducted of patients presumed to have cardiac cause of arrest and achieved sustained return of spontaneous circulation (ROSC) from prospective OHCA. The individual medical records were reviewed for data, including initial serum albumin. The primary outcome was survival at 6 months and the secondary outcome was Cerebral Performance Category (CPC) at 6 months. Differences in variables between survivors and non-survivors at 6 months after cardiac arrest were analyzed. Albumin was categorized into tertiles of 3.7 g/dL. Hazard ratios (HRs) were estimated using Cox-proportional hazard models in both univariate and multivariate analysis. All prognostic variables with p value<0.1 in univariate analysis were used in multivariate analysis for adjustment. Receiver operating curve (ROC) analysis was performed to evaluate the discriminative power of albumin. RESULTS: In a total of 547 OHCA patients, 136 patients had a presumed cardiac cause of arrest and sustained ROSC with available initial serum albumin. The survival rate at 6 months was significantly higher in patients in the higher albumin group and neurological outcomes were also more favorable in the higher albumin group (log rank test, p<0.05). In a Cox proportional hazard regression analysis, initial serum lactate and albumin levels were independently associated with 6-month mortality and albumin levels showed moderate discriminative power for 6-month mortality by ROC analysis (AUC=0.738, 95% CI: 0.652-0.825). CONCLUSION: Serum albumin is associated with long-term mortality and neurological outcome in patients with presumed cardiac cause of arrest and sustained ROSC from OHCA.

Prognostic Significance of Initial Serum Albumin on Mortality in Out-of-hospital Cardiac Arrest

PURPOSE: The association of serum albumin concentration on hospital arrival with long-term mortality in survivors from out-of-hospital cardiac arrest (OHCA) was investigated. METHODS: A retrospective analysis was conducted of patients presumed to have cardiac cause of arrest and achieved sustained return of spontaneous circulation (ROSC) from prospective OHCA. The individual medical records were reviewed for data, including initial serum albumin. The primary outcome was survival at 6 months and the secondary outcome was Cerebral Performance Category (CPC) at 6 months. Differences in variables between survivors and non-survivors at 6 months after cardiac arrest were analyzed. Albumin was categorized into tertiles of 3.7 g/dL. Hazard ratios (HRs) were estimated using Cox-proportional hazard models in both univariate and multivariate analysis. All prognostic variables with p value<0.1 in univariate analysis were used in multivariate analysis for adjustment. Receiver operating curve (ROC) analysis was performed to evaluate the discriminative power of albumin. RESULTS: In a total of 547 OHCA patients, 136 patients had a presumed cardiac cause of arrest and sustained ROSC with available initial serum albumin. The survival rate at 6 months was significantly higher in patients in the higher albumin group and neurological outcomes were also more favorable in the higher albumin group (log rank test, p<0.05). In a Cox proportional hazard regression analysis, initial serum lactate and albumin levels were independently associated with 6-month mortality and albumin levels showed moderate discriminative power for 6-month mortality by ROC analysis (AUC=0.738, 95% CI: 0.652-0.825). CONCLUSION: Serum albumin is associated with long-term mortality and neurological outcome in patients with presumed cardiac cause of arrest and sustained ROSC from OHCA.