OBJECTIVES: To analyze the multimorbidity patterns and core diseases among hospitalized patients in different age groups and to explore the impacts of multimorbidity patterns on hospitalization costs. METHODS: Electronic medical records of adult inpatients (aged ≥18 years) from Ningbo Medical Center Lihuili Hospital between January 1, 2018, and June 30, 2023 were collected. The multimorbidity status involving 53 specific diseases was analyzed across different age groups. Association rule mining was used to identify common multimorbidity patterns. Complex network analysis was used to identify core diseases within the multimorbidity networks. Generalized estimating equations (GEE) were used to analyze the impact of different multimorbidity patterns on hospitalization costs. RESULTS: The prevalence of multimorbidity among the 359 402 adult inpatients was 38.51%, with higher rates observed in males (43.60%) and elderly patients (58.29%). Association rule mining identified 15 common multimorbidity patterns, which exhibited differences across age groups. The most prevalent multimorbidity pattern overall was "diabetes→hypertension" (support=7.04%, confidence=62.17%, lift=2.17). In the young adult group, the most prevalent pattern was "dyslipidemia→chronic liver disease" (support=1.19%, confidence=53.17%, lift=6.04). In the middle-aged group, it was "diabetes→hypertension" (support=4.84%, confidence=50.28%, lift=2.15). In the elderly group, it was "coronary heart disease, diabetes→hypertension" (support=2.38%, confidence=77.43%, lift=1.63). Complex network analysis revealed that the core diseases within multimorbidity networks differed across age groups. The core disease identified in the young adult group was chronic liver disease (degree centrality=50, betweenness centrality=0.055, closeness centrality=0.963). Core diseases in the middle-aged group included hypertension, chronic liver disease, and diabetes (all with degree centrality=52, betweenness centrality=0.022, closeness centrality=1.000). Core diseases in the elderly group comprised hypertension, diabetes, malignant tumors, chronic liver disease, thyroid disease, anemia, and arrhythmia (all with degree centrality=52, betweenness centrality=0.009, closeness centrality=1.000). Generalized estimating equations analysis indicated that, most multimorbidity patterns were significantly associated with increased hospitalization costs. However, the magnitude of cost increase varied across different multimorbidity patterns. Specifically, hospitalization costs for patients with patterns such as "heart failure→hypertension", "stroke→hypertension", "malignant tumor, diabetes→hypertension", "stroke, diabetes→hypertension", and "diabetes, heart failure→hypertension" were more than double those of patients without any target diseases. CONCLUSIONS Multimorbidity patterns and core diseases among hospitalized patients differ significantly across age groups, and different patterns exert varying impacts on hospitalization costs. These findings underscore the necessity for age-stratified and multimorbidity pattern specific management strategies.
Humans ; Multimorbidity ; Male ; Hospitalization/economics* ; Female ; Aged ; Middle Aged ; Adult ; Age Factors ; Young Adult ; Adolescent ; Diabetes Mellitus/epidemiology* ; Electronic Health Records ; Aged, 80 and over ; Hospital Costs ; China/epidemiology* ; Hypertension/economics* ; Liver Diseases/epidemiology*

OBJECTIVE: To analyze the characteristics of animal-related injuries and summarize the epidemiological features of the affected population using the hospital's emergency department electronic medical record system. METHODS: A retrospective cross-sectional study was conducted, collecting data on animal-related injuries (dogs, cats, rodents, or other animals) as recorded in the outpatient registration system of the emergency department at Tongde Hospital of Zhejiang Province from October 8, 2022, to October 30, 2023. The study variables encompassed patient demographic characteristics (gender, age, occupation, residence, etc.), and injury characteristics (date and location of injury, type of animal inflicting the injury, level of exposure, wound site, number of wounds, vaccination history, etc.). Descriptive statistics and univariate analysis were performed on the collected data. RESULTS: From October 8, 2022, to October 30, 2023, a total of 1 266 cases of animal bites were attended to in our hospital's emergency department. A distinct seasonal pattern was observed in the monthly distribution of animal bite patients, with a consistent presence throughout the year and notable fluctuations. There was a higher incidence during the summer and autumn (July to October), and a lower incidence during the winter and spring (December to the following March), marking a relatively quiescent period. The study included 680 female cases (53.7%) and 586 male cases (46.3%), with a median age of 27 years (range 11 months to 88 years). The majority of patients were clerks or workers (50.2%), followed by students (21.6%), laborers (8.5%), and retirees (3.6%). The majority of patients were local residents (90.6%), and the majority had no history of rabies vaccination (76.9%), with only 3 cases (0.2%) having pre-exposure immunization. Among the four types of animal bites, cat bites predominated (64.5%), followed by dog bites (28.7%), rodent bites (4.9%), and bites from other animals (1.9%). The time from injury to consultation was 0 (0-40) days. Most patients experienced a level III exposure (76.3%), with level II exposure being less common (23.2%), and level I exposure being the least frequent (0.5%). The upper limbs were the most common site of injury (72.1%), followed by the lower limbs (21.2%), and the trunk was the least affected (2.6%). The majority of patients had a single wound (75.8%), and the majority of injuries occurred at home (90.2%). The number of patients who self-cleaned their wounds was comparable to those who sought outpatient treatment. When stratified by age and gender, the age of 18 to 39 years group was identified as the high-incidence demographic for all four types of animal bites. In this age group, except for injuries caused by mice, injuries caused by other animals were more common in females than males. CONCLUSIONS The proportion of injuries caused by cats in animal-related incidents in the emergency department of Hangzhou, Zhejiang Province, is significantly high. The majority of patients lack a history of rabies vaccination and pre-exposure immunization. There is a higher incidence of cases during the summer and autumn months, with a prolonged high-incidence period. The utilization of emergency department data on animal injuries provides a convenient and sustainable method for monitoring animal bites, representing a novel approach to comprehensive surveillance data and serving as a valuable supplement to the existing disease control surveillance system.
Humans ; Retrospective Studies ; Animals ; Bites and Stings/epidemiology* ; Male ; Female ; Middle Aged ; Cross-Sectional Studies ; Emergency Service, Hospital/statistics & numerical data* ; Adult ; Adolescent ; Child ; Aged ; Young Adult ; Child, Preschool ; Electronic Health Records ; Infant ; Cats ; Aged, 80 and over ; Dogs ; China/epidemiology*

BACKGROUND: Emergencies in dentistry can be classified as medical and dental. Medical emergencies occur mainly during dental treatment in patients with a systemic disease. Dental emergency departments are largely divided into dental emergency rooms located in dental college hospitals and medical emergency rooms located in medical institutions. This study aimed to analyze the characteristics of and provide help to dental emergency patients in a dental hospital. METHODS: Overall, 1806 patients admitted to a dental emergency room at Yonsei University Dental Hospital for 1 year were included. The data collection period was from October 1, 2014 to September 30, 2015. An investigator reviewed medical records from the electronic medical record (EMR) system and radiographs. RESULTS: The patients were 1,070 men and 736 women. The sex ratio was 1.45:1. The commonest age group was of 0–9 years, including 451 (25.0%) patients, followed by 20–29 years, including 353 (19.5%) patients, and 30–39 years, including 277 (15.3%) patients. Of the 108 patients transferred to the Severance emergency department, 81 had trauma, 19 were in pain, 4 were bleeding, and 4 had other complaints. Among chief complaints, 1,079 patients (60.3%) had trauma, 564 (31.5%) had pain, and 75 (4.2%) had bleeding. Twenty-three cases (1.3%) were caused by temporomandibular disorder (TMD). CONCLUSION: Dentists should be able to adequately assess patients in a dental emergency room and treat trauma, pain, and bleeding.
Data Collection ; Dentistry ; Dentists ; Electronic Health Records ; Emergencies ; Emergency Service, Hospital ; Female ; Hemorrhage ; Humans ; Male ; Medical Records ; Research Personnel ; Retrospective Studies ; Sex Ratio ; Temporomandibular Joint Disorders

OBJECTIVES: A clinical data warehouse (CDW) is part of our hospital information system, and it provides user-friendly ‘data search and extraction’ interfaces for query composition. We carried out a risk factor analysis for the extended use of opioids after coronary artery bypass grafting (CABG), taking advantage of the CDW system. METHODS: From 2015 to 2017, clinical data from 461 patients who had undergone either isolated or concomitant CABG were extracted using the CDW; the extracted data included baseline patient characteristics, various examination results, and opioid prescription information. Supplementary data that could not be extracted with the CDW were collected via manual review of the electronic medical records. RESULTS: Data from a total of 447 patients were analyzed finally. The mean patient age was 66.8 ± 10.9 years, 332 patients (74%) were male, and 235 patients (53%) had diabetes. Among the 447 patients, 90 patients (20.1%) took some type of opioid at the 15th postoperative day. An oral rapid-acting agent was the most frequently used opioid (83%). In the risk factor analysis for extended opioid use, duration of operation was the only significant risk factor (odds ratio = 1.004; 95% confidence interval, 1.001–1.007; p = 0.008). CONCLUSIONS: Longer operation time was associated with the risk of extended opioid use after CABG. CDW was a helpful tool for extracting mass clinical data rapidly, but to maximize its utility, the data should be checked carefully as they are entered in the system so that post-processing can be minimized. Further refinement of the clinical data input and output interface is warranted.
Analgesics, Opioid ; Coronary Artery Bypass ; Coronary Vessels ; Database Management Systems ; Electronic Health Records ; Hospital Information Systems ; Humans ; Male ; Prescriptions ; Risk Factors

OBJECTIVES: This study aimed to investigate the user experience (UX) of the New Defense Medical Information System (N-DEMIS), which was introduced in 2012 as part of an effort to improve the old system of armed forces hospitals and ultimately bring their standards up to those of civilian hospitals. METHODS: In this study, the dependent variable was the UX of N-DEMIS and was composed of usability, affect, and user value. The questionnaire comprised 41 questions: nine on general characteristics, 20 on usability, four on affect, and eight on user value. The data collection period was from April 15 to April 30, 2018. Overall, 85 responses were received; of these, three insincere responses were excluded, and the remaining 82 responses were used in the analysis. RESULTS: The overall value of Cronbach's alpha was 0.917, indicating an overall high-reliability. There was a significant difference between user value and usability, but there was no significant differences between the other pairs. We observed a significant effect on UX for length of time working in an armed forces hospital and employment type. CONCLUSIONS: The results of our survey showed an even distribution of scores across the three elements of UX, showing that no particular aspect of N-DEMIS is superior to the others in terms of user satisfaction. However, the overall UX score of around 60% indicates the need for future improvements. Rather than focusing improvements on a specific area, improvements should be spread across usability, affect, and user value.
Arm ; Data Collection ; Electronic Health Records ; Employment ; Hospital Information Systems ; Information Systems ; Personal Satisfaction ; User-Computer Interface

PURPOSE: Various publications on the use of sedation and anesthesia for diagnostic procedures in children have demonstrated that no ideal agent is available. Although propofol has been widely used for sedation during esophagogastroduodenoscopy in children, adverse events including hypoxia and hypotension, are concerns in propofol-based sedation. Propofol is used in combination with other sedatives in order to reduce potential complications. We aimed to analyze whether the administration of midazolam would improve the safety and efficacy of propofol-based sedation in diagnostic esophagogastroduodenoscopies in children. METHODS: We retrospectively reviewed the hospital records of children who underwent diagnostic esophagogastroduodenoscopies during a 30-month period. Demographic characteristics, vital signs, medication dosages, induction times, sedation times, recovery times, and any complications observed, were examined. RESULTS: Baseline characteristics did not differ between the midazolam-propofol and propofol alone groups. No differences were observed between the two groups in terms of induction times, sedation times, recovery times, or the proportion of satisfactory endoscopist responses. No major procedural complications, such as cardiac arrest, apnea, or laryngospasm, occurred in any case. However, minor complications developed in 22 patients (10.7%), 17 (16.2%) in the midazolam-propofol group and five (5.0%) in the propofol alone group (p=0.010). CONCLUSION: The sedation protocol with propofol was safe and efficient. The administration of midazolam provided no additional benefit in propofol-based sedation.
Anesthesia ; Anoxia ; Apnea ; Child ; Conscious Sedation ; Endoscopy ; Endoscopy, Digestive System ; Endoscopy, Gastrointestinal ; Heart Arrest ; Hospital Records ; Humans ; Hypnotics and Sedatives ; Hypotension ; Laryngismus ; Midazolam ; Propofol ; Retrospective Studies ; Vital Signs

BACKGROUND/AIMS: The relationship between nonpulmonary organ failure and the development of acute respiratory distress syndrome (ARDS) in patients with sepsis has not been well studied. METHODS: We retrospectively reviewed the medical records of patients with septic bacteremia admitted to the medical intensive care unit (ICU) of a tertiary academic hospital between January 2013 and December 2016. RESULTS: The study enrolled 125 patients of median age 73.0 years. Urinary (n = 47), hepatobiliary (n = 30), and pulmonary infections (n = 28) were the most common causes of sepsis; the incidence of ARDS was 17.6%. The total number of nonpulmonary organ failures at the time of ICU admission was higher in patients with ARDS than in those without (p = 0.011), and the cardiovascular, central nervous system (CNS), and coagulation scores were significantly higher in ARDS patients. On multivariate analysis, apart from pneumonia sepsis, the CNS (odds ratio [OR], 1.917; 95% confidence interval [CI], 1.097 to 3.348) and coagulation scores (OR, 2.669; 95% CI, 1.438 to 4.954) were significantly associated with ARDS development. The 28-day and in-hospital mortality rates were higher in those with ARDS than in those without (63.6 vs. 8.7%, p < 0.001; 72.7% vs. 11.7%, p < 0.001), and ARDS development was found to be an independent risk factor for 28-day mortality. CONCLUSIONS: Apart from pneumonia, CNS dysfunction and coagulopathy were significantly associated with ARDS development, which was an independent risk factor for 28-day mortality.
Bacteremia ; Central Nervous System ; Hospital Mortality ; Humans ; Incidence ; Intensive Care Units ; Medical Records ; Mortality ; Multivariate Analysis ; Pneumonia ; Respiratory Distress Syndrome, Adult* ; Retrospective Studies ; Risk Factors* ; Sepsis

Transfusion-associated circulatory overload (TACO) is recently becoming more important than transfusion-related acute lung injury (TRALI) in terms of the number of patients with definite diagnosis as well as its prognosis. In order to diagnose TACO, it is helpful to recognize early the symptoms suspicious of transfusion reaction through electronic medical record system and computer network, and this will be of help for obtaining samples for brain natriuretic peptide (BNP) measurement before and after the onset of transfusion reaction. We report a case in which a transfusion reaction was diagnosed as TACO. A 62-year-old woman was admitted to the emergency room due to bleeding tendency. Two fresh frozen plasma units and one unit of leukocyte-reduced red blood cells were transfused. Blood pressure increased during transfusion, and the chest X-ray showed findings suggestive of newly developed pulmonary edema. N-terminal prohormone of BNP (NT-proBNP) test was carried out using the specimens in refrigerated storage. Compared with the NT-proBNP level measured 12 hours before the transfusion, that measured 6 hours after the transfusion was markedly increased (>48 fold of pre-transfusion level). As a result, this case was diagnosed with TACO.
Acute Lung Injury ; Blood Pressure ; Diagnosis ; Electronic Health Records ; Emergency Service, Hospital ; Erythrocytes ; Female ; Hemorrhage ; Humans ; Middle Aged ; Natriuretic Peptide, Brain ; Plasma ; Prognosis ; Pulmonary Edema ; Thorax ; Transfusion Reaction

OBJECTIVES: Vitamin D is regarded as one of the major nutrients that significantly influence bone metabolism. This study aims to look at the effect of supplementary vitamin D on bone mineral density (BMD) in female osteoporosis patients. METHODS: The retrospective hospital record review was performed on 282 patients who were diagnosed with osteoporosis and treated with selective estrogen receptor modulators (SERMs) between January 2015 and December 2016. Of these patients, 151 were treated with SERMs only while 131 were treated using both SERMs and vitamin D supplements. The BMD and any occurrence of osteoporotic fracture episode were investigated after one year. The result of two groups was compared to find the significance of vitamin D. RESULTS: Overall, improvement in BMD score was observed in 76% of the patients. The BMD of the SERMs only group improved by 3% in spine and 1% in the hip while that of the SERMs with vitamin D group improved by 6% and 1% respectively. Statistical significance was noticed in the spine only. One distal radius fracture and one single level vertebral fracture occurred in patients of SERMs group while two distal radius fractures occurred in SERMs with vitamin D group. There was no occurrence of around hip fracture in both groups. CONCLUSION: The result of the current study suggests that additional vitamin D may have some additive effect on improving BMD of the spine. Further study with the larger study population and the extended study period is recommended.
Bone Density ; Female ; Hip ; Hospital Records ; Humans ; Metabolism ; Osteoporosis ; Osteoporotic Fractures ; Radius Fractures ; Retrospective Studies ; Selective Estrogen Receptor Modulators ; Spine ; Vitamin D ; Vitamins

BACKGROUND: Understanding the epidemiology of anaphylaxis is imperative for appropriate diagnosis and treatment, but the prevalence reportedly varies and only a few studies have compared the clinical features of anaphylaxis with the underlying causes in Korea. OBJECTIVE: This study aimed to investigate the etiology and clinical features of anaphylaxis. METHODS: We retrospectively reviewed the medical records of 319 anaphylaxis patients who visited our emergency room and extracted information on the causes, clinical characteristics, and subsequent outpatient visits. RESULTS: Food, drugs, and environmental factors were common causes of anaphylaxis. Statistically significant differences (p<0.001) were observed between children (<18 years of age) and adults (≥18 years of age), with food and drugs identified as the most common causes, respectively. Clinical characteristics of the patients were compared according to the common causes of anaphylaxis. Cutaneous symptoms were observed more frequently in food-induced cases (n=137, 95.1%) compared to drug-induced (n=73, 77.7%) and bee sting-induced (n=18, 78.3%) cases (p<0.001), whereas neurological symptoms were observed more frequently in drug-induced (n=37, 39.4%) and bee sting-induced (n=11, 47.8%) cases than in food-induced (n=18, 12.5%) cases (p<0.01). Drug-induced (n=44, 46.8%) and bee sting-induced (n=11, 47.8%) cases were more severe than food-induced cases (n=32, 22.2%). Out of the 319 assessed patients, only 25, 14, and 14 patients were referred to the pediatrics, allergy, and dermatology departments, respectively, after visiting the emergency room. CONCLUSION: Clinical characteristics of anaphylactic patients differed according to the underlying cause, but these findings are presumably influenced by factors determining the severity of anaphylaxis. We found that subsequent follow-up care in other departments to identify the cause of anaphylaxis was inadequate for most patients.
Adult ; Anaphylaxis ; Bees ; Child ; Dermatology ; Diagnosis ; Emergencies ; Emergency Service, Hospital ; Epidemiology ; Follow-Up Studies ; Humans ; Hypersensitivity ; Korea ; Medical Records ; Outpatients ; Pediatrics ; Prevalence ; Retrospective Studies ; Tertiary Care Centers