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Nurses require optimal competency to deliver safe and high-quality care to patients with delirium. However, the factors influencing delirium care core competency remain unclear. This study aims to investigate the factors influencing core competency in delirium care among nurses. This study was conducted as a descriptive correlational study following the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines. A convenience sample of 202 Korean nurses from 15 hospitals completed a structured, web-based, self-administered questionnaire. The survey covered general characteristics, delirium care knowledge, moral sensitivity, barriers to delirium care, and core competency in delirium care. Multiple regression analysis identified the factors affecting core competency in delirium care. Results showed that barriers to delirium care, moral sensitivity, academic qualifications, and clinical ladder level were significant factors, accounting for 18.1% of the variance in delirium care core competency. To improve delirium care among nurses, using individual, team, and organizational approaches to address perceived barriers and moral sensitivity is crucial. Competency-based training programs and administrative support are crucial for enhancing the competency of nurses who are novices and those with associate degrees.
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Competencia Clínica , Delirio , Humanos , Delirio/terapia , Delirio/enfermería , Competencia Clínica/normas , Competencia Clínica/estadística & datos numéricos , Femenino , Masculino , Encuestas y Cuestionarios , Adulto , República de Corea , Enfermeras y Enfermeros/psicología , Enfermeras y Enfermeros/estadística & datos numéricos , Persona de Mediana Edad , Correlación de DatosRESUMEN
Large-scale studies of gene expression are commonly influenced by biological and technical sources of expression variation, including batch effects, sample characteristics, and environmental impacts. Learning the causal relationships between observable variables may be challenging in the presence of unobserved confounders. Furthermore, many high-dimensional regression techniques may perform worse. In fact, controlling for unobserved confounding variables is essential, and many deconfounding methods have been suggested for application in a variety of situations. The main contribution of this article is the development of a two-stage deconfounding procedure based on Bow-free Acyclic Paths (BAP) search developed into the framework of Structural Equation Models (SEM), called SEMbap(). In the first stage, an exhaustive search of missing edges with significant covariance is performed via Shipley d-separation tests; then, in the second stage, a Constrained Gaussian Graphical Model (CGGM) is fitted or a low dimensional representation of bow-free edges structure is obtained via Graph Laplacian Principal Component Analysis (gLPCA). We compare four popular deconfounding methods to BAP search approach with applications on simulated and observed expression data. In the former, different structures of the hidden covariance matrix have been replicated. Compared to existing methods, BAP search algorithm is able to correctly identify hidden confounding whilst controlling false positive rate and achieving good fitting and perturbation metrics.
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Algoritmos , Biología Computacional , Biología Computacional/métodos , Humanos , Análisis de Componente Principal , Simulación por Computador , Perfilación de la Expresión Génica/métodos , Perfilación de la Expresión Génica/estadística & datos numéricos , Modelos Estadísticos , Correlación de Datos , Distribución NormalRESUMEN
BACKGROUND: Acute immune rejection remains a challenge in the post-transplant period, with approximately 7.8% of renal transplant recipients experiencing rejection episodes within the first year. Genetic polymorphisms in the CYP3A5 gene, which influences tacrolimus metabolism, have garnered interest regarding their association with clinical outcomes in renal transplantation. METHODS: This retrospective correlation study analysed clinical data from kidney transplant patients who received tacrolimus treatment at our hospital from June 2015 to June 2023. The presence of CYP3A5 gene polymorphisms, tacrolimus trough levels, and demographic and clinical data were collected and analysed. RESULTS: A total of 105 kidney transplant patients were included. Patients were divided into acute immune rejection (n = 56) and non-acute immune rejection (n = 49) groups. The distribution of CYP3A5 gene polymorphisms differed significantly between the acute rejection and non-acute rejection groups (p = 0.037). The acute rejection group exhibited a higher frequency of CYP3A5 *1/*1 or *1/*3 genotypes than the non-acute rejection group. No statistically significant differences were found in the tacrolimus trough levels between the two groups. Correlation analysis revealed a statistically significant correlation between CYP3A5 gene polymorphism and post-transplant acute immune rejection (r = 0.223, p < 0.05). CONCLUSIONS: This study demonstrated a significant association between CYP3A5 gene polymorphism and the risk of post-transplant acute immune rejection in renal transplant recipients receiving tacrolimus therapy. These findings highlighted the importance of genetic variability in tacrolimus metabolism when managing immunosuppressive therapy in transplant recipients.
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Citocromo P-450 CYP3A , Rechazo de Injerto , Inmunosupresores , Trasplante de Riñón , Polimorfismo Genético , Tacrolimus , Humanos , Tacrolimus/uso terapéutico , Citocromo P-450 CYP3A/genética , Rechazo de Injerto/genética , Masculino , Femenino , Estudios Retrospectivos , Inmunosupresores/uso terapéutico , Enfermedad Aguda , Persona de Mediana Edad , Adulto , Correlación de DatosRESUMEN
Human nutrition is characterized by both automatic and self-regulated processes. One of the dimensions that may be employed in monitoring eating behaviors is the cognitive control played by the executive functions (EFs). The role of EFs in affecting eating behaviors has been assessed in empirical studies, but further analyses are needed in a current society characterized by a food-abundant environment. Accordingly, this study attempted to evaluate the association between weight status and executive functions in response to food-related stimuli. One hundred and forty-four young adults took part in the study (25.7% in overweight condition). The participants completed a set of computerized cognitive tasks to assess cognitive and motor inhibition and working memory in two different conditions: (i) classic versions of the tasks and (ii) modified versions with food cues. The results indicate that food stimuli may influence executive performance and that there is an association between food cue-related executive functioning, particularly in the domain of motor inhibition, and working memory. These results suggest that self-regulation in nutrition may involve executive control. Although further studies are needed, this work suggests the importance of a multidimensional perspective in the analysis of eating behaviors and the relevance of EFs in monitoring our approach to food stimuli in an environmental context.
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Función Ejecutiva , Conducta Alimentaria , Alimentos , Estimulación Luminosa , Autocontrol , Autocontrol/psicología , Conducta Alimentaria/psicología , Humanos , Masculino , Femenino , Adolescente , Adulto Joven , Adulto , Sobrepeso/psicología , Índice de Masa Corporal , Correlación de DatosRESUMEN
OBJECTIVE: To analyze the association between patient safety culture and professional quality of life in nursing professionals. METHOD: Correlational study carried out in a hospital in Salvador, Bahia, Brazil, with 180 participants. The data were collected through the Hospital Survey on Patient Safety Culture and Professional Quality of Life Scale and analyzed with correlation tests. RESULTS: The use of the Quality of Professional Life model, which encompasses Compassion Satisfaction, Burnout and Traumatic Stress, showed that a better assessment of the safety culture was negatively associated with Burnout. Regarding the dimensions of culture, better evaluations of the general perception of safety, teamwork and staffing were negatively associated with Burnout and Traumatic Stress. Higher Burnout was negatively associated with better handoffs and greater Traumatic Stress was positively associated with error communication. CONCLUSION: Higher levels of Burnout were associated with worse perception of safety culture and worse teamwork evaluations; staffing and general perception of safety were associated to a higher level of Burnout and Traumatic Stress, which emphasizes the importance of investment in these areas.
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Agotamiento Profesional , Seguridad del Paciente , Calidad de Vida , Humanos , Masculino , Femenino , Adulto , Agotamiento Profesional/epidemiología , Persona de Mediana Edad , Personal de Enfermería en Hospital/psicología , Estudios Transversales , Administración de la Seguridad/organización & administración , Cultura Organizacional , Adulto Joven , Correlación de Datos , BrasilRESUMEN
OBJECTIVE: To investigate the correlations of total bilirubin (TBIL), direct bilirubin (DBIL), and indirect bilirubin (IBIL) with various clinical indicators and pathological features of patients with IgA nephropathy (IgAN). METHODS: Patients diagnosed with IgAN were included and divided into low and high TBIL/DBIL/IBIL groups. Correlation analysis was performed to assess the relationships between the bilirubin indices and other clinical and pathological variables. Logistic regression was applied to identify the independent risk factors of mesangial cell proliferation (corresponding to M1 in the Oxford classification of IgAN). RESULTS: Totally 192 patients with IgAN were included, and the patient clinical indicators were compared between the different bilirubin subgroups. Compared to the groups with higher TBIL, DBIL, and IBIL levels, groups with lower values of these bilirubin indices exhibited a higher 24-hour urine protein (24hUP) concentration but a lower proportion of males as well as reduced total protein, albumin, haemoglobin, and glutamic-pyruvic transaminase levels (p < 0.05). Moreover, the low-DBIL group displayed higher total cholesterol, triglyceride, and low-density lipoprotein (LDL) concentrations (p < 0.05) than those in the high DBIL group. Spearman analysis further revealed that TBIL, DBIL, and IBIL were negatively correlated with 24hUP and positively correlated with haemoglobin, total protein, and albumin (p < 0.05). Additionally, DBIL exhibited negative correlations with total cholesterol, triglyceride, and LDL (p < 0.05). From a pathological perspective, M1 incidence was higher in the low TBIL and IBIL groups (both p < 0.05). Furthermore, the high IBIL group showed a lower occurrence of cellular/fibrocellular crescents (C1 (in at least one glomerulus) and C2 (in >25% of glomeruli) in the Oxford classification, p < 0.05). Lastly, the multivariate regression model suggested that IBIL was an independent protective factor for M1 (odds ratio = 0.563, 95% confidence interval = 0.344-0.921, p = 0.022). CONCLUSIONS: Patients with IgAN accompanied by low values of bilirubin indices exhibit worsened disease-related clinical indicators (24hUP, total protein, albumin, and haemoglobin levels). Reduced TBIL and IBIL concentrations are indicative of severe renal pathology, with IBIL being a protective factor against M1.
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Bilirrubina , Glomerulonefritis por IGA , Humanos , Glomerulonefritis por IGA/sangre , Glomerulonefritis por IGA/patología , Bilirrubina/sangre , Masculino , Femenino , Adulto , Persona de Mediana Edad , Estudios Retrospectivos , Correlación de DatosRESUMEN
OBJECTIVES: Indwelling urinary catheter is closely associated with the occurrence of urinary tract infection (UTI). Herein, we further explored the correlation of urinary catheter indwelling time and UTI. METHODS: Retrospectively, the medical data of nosocomial patients (n = 681) were collected during two quarters of April 2023 to June 2023 (the second quarter, 23.4-23.6, n = 330) and July 2023 to September 2023 (the third quarter, 23.7-23.9, n = 351). The baseline data and incidence of catheter-related UTI were analysed. The total hospitalisation days and indwelling urinary catheter days of patients in five departments were assessed, namely, coronary care unit (CCU), respiratory intensive care unit (RICU), surgical intensive care unit (SICU), neurology intensive care unit (NICU) and cardiac surgical intensive care unit (CSICU) departments. The correlation between hospitalisation days/indwelling urinary catheter days and the occurrence of UTI was evaluated by Spearman correlation analysis. RESULTS: In the CCU, RICU, SICU, NICU and CSICU departments, the number of patients was 463, 83, 29, 91 and 15, respectively. During 23.4-23.6, the incidence of catheter-associated UTI (CAUTI) was 0, 2.85, 6.12, 0 and 12.99 per 1000 urinary catheter days in CCU, RICU, SICU, NICU and CSICU, respectively. During 23.7-23.9, the incidence of CAUTI was 2.98, 6.13, 8.66, 0 and 0 per 1000 urinary catheter days in CCU, RICU, SICU, NICU and CSICU, respectively. Notably, hospitalisation days/indwelling urinary catheter days were positively correlated with the occurrence of CAUTI in each quarter (p < 0.05). CONCLUSIONS: There was a positive correlation between urinary catheter indwelling time and the occurrence of UTI.
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Infecciones Relacionadas con Catéteres , Catéteres de Permanencia , Infección Hospitalaria , Catéteres Urinarios , Infecciones Urinarias , Humanos , Infecciones Urinarias/epidemiología , Infecciones Urinarias/etiología , Estudios Retrospectivos , Masculino , Femenino , Persona de Mediana Edad , Catéteres de Permanencia/efectos adversos , Infección Hospitalaria/epidemiología , Infección Hospitalaria/etiología , Factores de Tiempo , Catéteres Urinarios/efectos adversos , Infecciones Relacionadas con Catéteres/epidemiología , Infecciones Relacionadas con Catéteres/etiología , Anciano , Cateterismo Urinario/efectos adversos , Incidencia , Correlación de DatosRESUMEN
PURPOSE: Preoperative proteinuria is a prognostic factor of chronic kidney disease (CKD). We assessed the association between preoperative proteinuria and postoperative renal function after partial nephrectomy (PN). METHODS: We retrospectively reviewed our records of patients with a single malignant renal mass who underwent PN between 2000 and 2021. Patients with data on preoperative proteinuria were included. Baseline characteristics and eGFR differences over time between patients with and without proteinuria were evaluated. Univariate and multivariable logistic regression models (LRM) tested for presence of CKDIII or higher at 12-month and at last follow-up. RESULTS: Two hundred ninety-five patients were included. Twenty-two of them had preoperative proteinuria. No differences of age, smoking status, hypertension or diabetes, tumor size and use of ischemia were observed. Patients with proteinuria had a higher rate of CKD-III at baseline. At a median follow-up of 46.5 months (IQR 19-82), 117 patients developed de novo CKD-III, without differences in the two groups. No differences in decline in eGFR were observed. At univariate LRM, predictors of CKD-III at 12 months after PN were preoperative proteinuria (OR 3.2, 95%CI 1.4-7.8, p = 0.005), age and baseline eGFR, while predictors of CKD-III at last follow-up were age and baseline eGFR. At multivariable LRM, only baseline eGFR predicted CKD-III at 12-month and at last-follow-up. CONCLUSIONS: Preoperative eGFR is the only independent predictor of long-term renal function after PN. Preoperative proteinuria correlates with renal function at 12 months. Proteinuria should be assessed before PN to identify patients at higher risk of renal functional deterioration in the 12 months following PN.
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Carcinoma de Células Renales , Tasa de Filtración Glomerular , Neoplasias Renales , Nefrectomía , Periodo Preoperatorio , Proteinuria , Humanos , Nefrectomía/métodos , Neoplasias Renales/cirugía , Neoplasias Renales/complicaciones , Masculino , Proteinuria/etiología , Femenino , Persona de Mediana Edad , Estudios Retrospectivos , Carcinoma de Células Renales/cirugía , Anciano , Insuficiencia Renal Crónica/complicaciones , Insuficiencia Renal Crónica/fisiopatología , Insuficiencia Renal Crónica/epidemiología , Correlación de Datos , Riñón/fisiopatologíaRESUMEN
OBJECTIVE: The incidence of recurrent hernia after radical resection of prostate cancer is high, so this article discusses the incidence and risk factors of inguinal hernia after radical resection of prostate cancer. METHODS: This case control study was conducted in The First People's Hospital of Huzhou clinical data of 251 cases underwent radical resection of prostate cancer in this hospital from March 2019 to May 2021 were retrospectively analyzed. According to the occurrence of inguinal hernia, the subjects were divided into study group and control group, and the clinical data of each group were statistically analyzed, Multivariate Logistic analysis was performed to find independent influencing factors for predicting the occurrence of inguinal hernia. The Kaplan-Meier survival curve was drawn according to the occurrence and time of inguinal hernia. RESULTS: The overall incidence of inguinal hernia after prostate cancer surgery was 14.7% (37/251), and the mean time was 8.58 ± 4.12 months. The average time of inguinal hernia in patients who received lymph node dissection was 7.61 ± 4.05 (month), and that in patients who did not receive lymph node dissection was 9.16 ± 4.15 (month), and there was no significant difference between them (P > 0.05). There were no statistically significant differences in the incidence of inguinal hernia with age, BMI, hypertension, diabetes, PSA, previous abdominal operations and operative approach (P > 0.05), but there were statistically significant differences with surgical method and pelvic lymph node dissection (P < 0.05). The incidence of pelvic lymph node dissection in the inguinal hernia group was 24.3% (14/57), which was significantly higher than that in the control group 11.8% (23/194). Logistic regression analysis showed that pelvic lymph node dissection was a risk factor for inguinal hernia after prostate cancer surgery (OR = 0.413, 95%Cl: 0.196-0.869, P = 0.02). Kaplan-Meier survival curve showed that the rate of inguinal hernia in the group receiving pelvic lymph node dissection was significantly higher than that in the control group (P < 0.05). CONCLUSION: Pelvic lymph node dissection is a risk factor for inguinal hernia after radical resection of prostate cancer.
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Hernia Inguinal , Complicaciones Posoperatorias , Prostatectomía , Neoplasias de la Próstata , Humanos , Masculino , Hernia Inguinal/epidemiología , Hernia Inguinal/cirugía , Neoplasias de la Próstata/cirugía , Factores de Riesgo , Incidencia , Estudios de Casos y Controles , Anciano , Persona de Mediana Edad , Prostatectomía/efectos adversos , Prostatectomía/métodos , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Estudios Retrospectivos , Escisión del Ganglio Linfático , Correlación de DatosRESUMEN
BACKGROUND: In recent years, the number of adolescents with depression has been increasing annually, with individuals often exhibiting non-suicidal self-injury (NSSI) behavior. The purpose of this study is to investigate the family (childhood abuse), school (peer victimization), and individual (psychological resilience) factors of adolescents with depression with or without NSSI (the Chinese version of the Functional Assessment of Self-Mutilation [C-FASM] scale), and to analyze the correlation between the above psychological and social factors and the frequency of NSSI, to provide a basis for NSSI prevention and intervention in adolescents with depression. METHODS: We recruited 355 adolescents with depressive symptoms to participate in this study and divided them into Group NSSI (N = 227) and Group no-NSSI (n-NSSI) (N = 128) based on the C-FASM scale. The Short-Form Childhood Trauma Questionnaire (CTQ-SF), Multidimensional Peer Visualization Scale (MPVS), and Resilience Scale for Chinese Adolescents (RISC) scores were compared between two groups of adolescents. Pearson correlation coefficient was used to analyze the correlation between NSSI frequency and the above scores. RESULTS: Emotional abuse, physical abuse, sexual abuse, emotional neglect, physical neglect, and total CTQ-SF score in Group NSSI were significantly higher than those in Group n-NSSI (all p < 0.001). Physical victimization, verbal victimization, social manipulation, attacks on property, and total MPVS score in Group NSSI were significantly higher than those in Group n-NSSI (p < 0.001, p < 0.001, p = 0.009, p < 0.001, p < 0.001). Goal concentration, emotion regulation, positive perception, family support, interpersonal assistance, and total RISC score in Group NSSI were significantly lower than those in Group n-NSSI (all p < 0.001). The frequency of NSSI was significantly positively correlated with emotional abuse, physical abuse, sexual abuse, emotional neglect, physical neglect, and total CTQ-SF score (r = 0.366, p < 0.001; r = 0.411, p < 0.001; r = 0.554, p < 0.001; r = 0.220, p = 0.001; r = 0.255, p < 0.001; r = 0.673, p < 0.001). The frequency of NSSI was significantly positively correlated with physical victimization, verbal victimization, social manipulation, attacks on property, and total MPVS score (r = 0.418, p < 0.001; r = 0.455, p < 0.001; r = 0.447, p < 0.001; r = 0.555, p = 0.001; r = 0.704, p < 0.001). The frequency of NSSI was significantly negatively correlated with goal concentration, emotion regulation, positive perception, family support, interpersonal assistance, and total RISC score (r = -0.393, p < 0.001; r = -0.341, p < 0.001; r = -0.465, p < 0.001; r = -0.272, p = 0.001; r = -0.160, p = 0.016; r = -0.540, p < 0.001). CONCLUSIONS: Our findings highlight the importance of family (childhood abuse), school (peer victimization), and individual (psychological resilience) factors for NSSI in depressed adolescents, and these factors are closely related to NSSI frequency. IMPLICATIONS FOR PRACTICE: Maintaining a good family environment, solving the problem of peer victimization at school, and developing corresponding measures to improve psychological resilience are of great significance for improving the mental health of depressed adolescents and reducing the risk of NSSI.
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Maltrato a los Niños , Víctimas de Crimen , Depresión , Resiliencia Psicológica , Conducta Autodestructiva , Humanos , Adolescente , Conducta Autodestructiva/psicología , Masculino , Femenino , Maltrato a los Niños/psicología , Víctimas de Crimen/psicología , Depresión/psicología , Grupo Paritario , Niño , Acoso Escolar/psicología , Correlación de DatosRESUMEN
BACKGROUND: Emotional intelligence and life satisfaction are essential components for good psychological well-being. Studies examining the elements contributing to emotional intelligence and its relationships with different psychological constructs are likely to positively contribute to mental health. Therefore, the present study examined the mediating roles of perceived stress and psychological resilience in the relationship between emotional intelligence and life satisfaction. METHODS: The study sample comprised 780 university students (62.3% females) studying at universities in different regions of Türkiye. An online survey included the Emotional Intelligence Scale, Satisfaction with Life Scale, Psychological Resilience Scale, and Perceived Stress Scale. A multifactorial complex predictive correlational design was used. RESULTS: The results showed that emotional intelligence was (i) positively correlated with life satisfaction and psychological resilience, and (ii) negatively correlated with perceived stress. In the final model, perceived stress and psychological resilience played a mediating role in the relationship between emotional intelligence and life satisfaction. The findings suggest that higher emotional intelligence may lower perceived stress and appears to have a positive effect in relation to life satisfaction and psychological resilience. CONCLUSION: Individuals working in the field of mental health need to help individuals increase their level of EI, which may help reduce the level of perceived stress and increase psychological resilience and life satisfaction.
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Inteligencia Emocional , Satisfacción Personal , Resiliencia Psicológica , Estrés Psicológico , Femenino , Humanos , Masculino , Adulto Joven , Correlación de Datos , Estudios Transversales , Análisis de Regresión , Estrés Psicológico/psicología , Turquía , AdolescenteRESUMEN
BACKGROUND AND PURPOSE: Efficient abstract scoring for congress presentation is important. Given the emergence of new study methodologies, a scoring system that accommodates all study designs is warranted. We aimed to assess the equivalence of a simplified, 2-question abstract grading system with a more complex currently used system in assessing abstracts submitted for orthopedic scientific meetings in a serial randomized study. METHODS: Dutch Orthopedic Association Scientific Committee (DOASC) members were randomized to grade abstracts using either the current grading system, which includes up to 7 scoring categories, or the new grading system, which consists of only 2 questions. Pearson correlation coefficient and mean abstract score with 95% confidence intervals (CI) were calculated. RESULTS: Analysis included the scoring of 195 abstracts by 12-14 DOASC members. The average score for an abstract using the current system was 60 points (CI 58-62), compared with 63 points (CI 62-64) using the new system. By using the new system, abstracts were scored higher by 3.3 points (CI 1.7-5.0). Pearson correlation was poor with coefficient 0.38 (P < 0.001). CONCLUSION: The simplified abstract grading system exhibited a poor correlation with the current scoring system, while the new system offers a more inclusive evaluation of varying study designs and is preferred by almost all DOASC members.
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Ortopedia , Humanos , Distribución Aleatoria , Correlación de Datos , Proyectos de InvestigaciónRESUMEN
Wearable technology and neuroimaging equipment using photoplethysmography (PPG) have become increasingly popularized in recent years. Several investigations deriving pulse rate variability (PRV) from PPG have demonstrated that a slight bias exists compared to concurrent heart rate variability (HRV) estimates. PPG devices commonly sample at ~20-100 Hz, where the minimum sampling frequency to derive valid PRV metrics is unknown. Further, due to different autonomic innervation, it is unknown if PRV metrics are harmonious between the cerebral and peripheral vasculature. Cardiac activity via electrocardiography (ECG) and PPG were obtained concurrently in 54 participants (29 females) in an upright orthostatic position. PPG data were collected at three anatomical locations: left third phalanx, middle cerebral artery, and posterior cerebral artery using a Finapres NOVA device and transcranial Doppler ultrasound. Data were sampled for five minutes at 1000 Hz and downsampled to frequencies ranging from 20 to 500 Hz. HRV (via ECG) and PRV (via PPG) were quantified and compared at 1000 Hz using Bland-Altman plots and coefficient of variation (CoV). A sampling frequency of ~100-200 Hz was required to produce PRV metrics with a bias of less than 2%, while a sampling rate of ~40-50 Hz elicited a bias smaller than 20%. At 1000 Hz, time- and frequency-domain PRV measures were slightly elevated compared to those derived from HRV (mean bias: ~1-8%). In conjunction with previous reports, PRV and HRV were not surrogate biomarkers due to the different nature of the collected waveforms. Nevertheless, PRV estimates displayed greater validity at a lower sampling rate compared to HRV estimates.
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Sistema Nervioso Autónomo , Benchmarking , Femenino , Humanos , Frecuencia Cardíaca , Correlación de Datos , ElectrocardiografíaRESUMEN
In view of the strong randomness and non-stationarity of complex system, this study suggests a hybrid multi-strategy prediction technique based on optimized hybrid denoising and deep learning. Firstly, the Sparrow search algorithm (SSA) is used to optimize Variational mode decomposition (VMD) which can decompose the original signal into several Intrinsic mode functions (IMF). Secondly, calculating the Pearson correlation coefficient (PCC) between each IMF component and the original signal, the subsequences with low correlation are eliminated, and the remaining subsequence are denoised by Wavelet soft threshold (WST) method to obtain effective signals. Thirdly, on the basis of the above data noise reduction and reconstruction, our proposal combines Convolutional neural network (CNN) and Bidirectional short-term memory (BiLSTM) model, which is used to analyze the evolution trend of real time sequence data. Finally, we applied the CNN-BiLSTM-SSA-VMD-WST to predict the real time sequence data together with the other methods in order to prove it's effectiveness. The results show that SNR and CC of the SSA-VMD-WST are the largest (the values are 20.2383 and 0.9342). The performance of the CNN-BiLSTM-SSA-VMD-WST are the best, MAE and RMSE are the smallest (which are 0.150 and 0.188), the goodness of fit R2 is the highest(its value is 0.9364). In contrast with other methods, CNN-BiLSTM-SSA-VMD-WST method is more suitable for denoising and prediction of real time series data than the traditional and singular deep learning methods. The proposed method may provide a reliable way for related prediction in various industries.
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Algoritmos , Redes Neurales de la Computación , Correlación de Datos , Industrias , Memoria a Corto Plazo , PredicciónRESUMEN
There is a certain relationship between alexithymia and depression, but further investigation is needed to explore their underlying mechanisms. The aims of this study was to explore the mediating role of internet addiction between alexithymia and depression and the moderating role of physical activity. A total of 594 valid responses were included in the analysis, with a mean age of 18.72 years (SD = 1.09). The sample comprised 250 males (42.09%) and 344 females (57.91%). These responses were utilized for descriptive analysis, correlation analysis, regression analysis, and the development of mediation and moderation models. Alexithymia showed positive correlations with depression and internet addiction, and physical activity was negatively correlated with internet addiction and depression. Internet addiction partially mediated the relationship between alexithymia and depression, while physical activity weakened the association between internet addiction and depression, acting as a moderator. Our findings suggest that excessive Internet engagement may mediate the relationship between alexithymia and depression as an emotional regulatory coping strategy, and that physical activity attenuates the predictive effect of Internet addiction on depression.
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Síntomas Afectivos , Depresión , Ejercicio Físico , Trastorno de Adicción a Internet , Humanos , Trastorno de Adicción a Internet/epidemiología , Depresión/epidemiología , Depresión/etiología , Depresión/prevención & control , Síntomas Afectivos/complicaciones , Síntomas Afectivos/epidemiología , Ejercicio Físico/psicología , China/epidemiología , Estudiantes , Correlación de Datos , Masculino , Femenino , Adolescente , Adulto Joven , Análisis de RegresiónRESUMEN
PURPOSE: To investigate the relationship between refraction and ocular axial length in albinos. PATIENTS AND METHODS: A cross-sectional, analytical study was carried out from June to November 2021 at the Central Hospital of Yaounde (Cameroon), which included consenting albino subjects aged over 15years. All subjects underwent visual acuity testing, axial length measurements and objective refraction under cycloplegia. RESULTS: We included 51 albino subjects. The mean age was 26.06±9.47years, and the sex ratio was 0.5. Type 2 oculocutaneous albinism (OCA2) was predominant, representing 82.4% of cases. The mean uncorrected visual acuity was 0.93±0.25 logMAR, and the most common ametropia was myopic astigmatism (52.9%). The mean axial length was 24.65±2.54mm with extremes of 21.54 and 30.33mm. Eyes with myopia and myopic astigmatism had significantly longer axial lengths than those with hyperopic and mixed astigmatism. A strong, significant negative correlation (r=-0.93; PË0.001) between the spherical component of the refraction and axial length was found. CONCLUSION: The spherical component of the refraction decreases significantly with increasing axial length in albinos.
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Longitud Axial del Ojo , Refracción Ocular , Humanos , Masculino , Femenino , Refracción Ocular/fisiología , Adulto , Estudios Transversales , Adulto Joven , Adolescente , Longitud Axial del Ojo/patología , Persona de Mediana Edad , Errores de Refracción/epidemiología , Errores de Refracción/diagnóstico , Errores de Refracción/fisiopatología , Agudeza Visual/fisiología , Camerún/epidemiología , Albinismo/epidemiología , Albinismo/complicaciones , Miopía/diagnóstico , Miopía/epidemiología , Miopía/fisiopatología , Miopía/complicaciones , Miopía/patología , Correlación de DatosRESUMEN
BACKGROUND: Physical fatigue is one of the most disabling symptoms in people with Multiple Sclerosis (PwMS). Several factors might influence the development of fatigue, such as gender, education, body mass index (BMI), Expanded Disability Status Scale (EDSS), disease duration, working status (Ws), physiotherapy (Ph), and disease-modifying therapies (DMTs). Fatigue Symptoms and Impacts Questionnaire-Relapsing Multiple Sclerosis (FSIQ-RMS) is a patient-reported outcome (PRO) that allows one to define the impact of fatigue in PwMS clearly. This study aimed to assess fatigue impact on PwMS by using FSIQ-RMS. METHODS: The participants were enrolled from May to July 2021 in MS Centers of Sant'Andrea Hospital and Policlinico Umberto I Hospital in Rome. Fatigue was evaluated using the FSIQ-RMS, validated, and culturally adapted in Italian. Clinical and demographic data were collected at the same time. RESULTS: We enrolled 178 PwMS [Female 74.16%; RMS 82.58%, SPMS 17.52%]. FSIQ-RMS scores were significantly correlated with EDSS (p-value < 0.01). Analysis of variance between means showed a statistically significant difference between the BMI groups at the 24hours_FSIQ-RMS score and the 7days_FSIQ-RMS score (p < 0.01), with the lower BMI group having the highest scores. Furthermore, perceived fatigue significantly improved both in subjects performing Ph (p < 0.05) and in those who actively work (p < 0.01). CONCLUSIONS: The use of FSIQ-RMS in a real-world setting confirmed that underweight and high levels of disability are closely related to fatigue. In addition, Ph and active Ws are strongly correlated with fatigue in PwMS.
Asunto(s)
Fatiga , Encuestas Epidemiológicas , Esclerosis Múltiple , Percepción , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/fisiopatología , Estudios Transversales , Fatiga/etiología , Fatiga/psicología , Humanos , Masculino , Femenino , Adulto , Persona de Mediana Edad , Modalidades de Fisioterapia , Índice de Masa Corporal , Análisis de Varianza , Correlación de Datos , Factores de Tiempo , Esclerosis Múltiple Crónica Progresiva/complicaciones , Esclerosis Múltiple Crónica Progresiva/fisiopatología , Ciudad de Roma , Reproducibilidad de los Resultados , Lenguaje , Delgadez/complicaciones , Evaluación de la DiscapacidadRESUMEN
Objective:After selecting NCF2 based on bioinformatics, clinical experiments were conducted to verify the expression of NCF2 in chronic rhinosinusitis with nasal polyps to study its correlation. Methods:The differentially expressed genesï¼DEGsï¼ between CRSwNP and non-CRS patients were explored using the CRS-related dataset from the gene expression omnibus GEO database. The weighted gene co-expression networkï¼WGCNAï¼ was used for cluster analysis. The expression and cell distribution of NCF2 in the tissues were determined by single gene enrichment analysisï¼GSEAï¼, immune inflammatory infiltration analysis, and principal componentï¼PCAï¼ analysis. The expression degree of NCF2 in the tissues of the subjects was determined by immunohistochemistry, and the percentage of EOS in the peripheral blood of the subjects was detected and the correlation was analyzed. EOS in the tissues of the subjects were counted under a microscope and compared. Results:â The Venn diagram was obtained by crossing the module with the highest correlation between DEGs and WGCNA to determine the core gene NCF2. â¡GSEA analysis showed that NCF2 was significantly related to the immunological processes such as allogeneic rejection and asthma. â¢The area under the ROC curve was 1, indicating that NCF2 had diagnostic value for CRSwNP. â£NCF2 was highly expressed in nasal polyps, mainly distributed in monocytes and eosinophils. â¤HE staining showed that the number of EOS in ECRSwNP tissues and the percentage of eosinophils in peripheral blood were higher than those in nonECRSwNP and control groups. â¥The immunohistochemistry results showed that NCF2 was significantly expressed in the nasal polyps of ECRSwNP patients, which was higher than that in the nasal mucosa of nonECRSwNP group and control group. â¦The expression of NCF2 in tissues was positively correlated with EOS count in ECRSwNP group and EOS expression in peripheral blood. Conclusion:The expression of NCF2 is increased in eosinophilic chronic rhinosinusitis with nasal polyps, and it is significantly correlated with the expression of eosinophils in peripheral blood and tissues, suggesting that NCF2 may be used as a basis for the intrinsic classification of ECRSwNP and a reference index for clinical diagnosis and treatment.
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Pólipos Nasales , Rinitis , Rinosinusitis , Sinusitis , Humanos , Pólipos Nasales/metabolismo , Rinitis/cirugía , Correlación de Datos , Sinusitis/cirugía , Eosinófilos/metabolismo , Enfermedad Crónica , NADPH OxidasasRESUMEN
In this paper, we focus on indexing mechanisms for unstructured clinical big integrated data repository systems. Clinical data is unstructured and heterogeneous, which comes in different files and formats. Accessing data efficiently and effectively are critical challenges. Traditional indexing mechanisms are difficult to apply on unstructured data, especially by identifying correlation information between clinical data elements. In this research work, we developed a correlation-aware relevance-based index that retrieves clinical data by fetching most relevant cases efficiently. In our previous work, we designed a methodology that categorizes medical data based on the semantics of data elements and merges them into an integrated repository. We developed a data integration system for medical data sources that combines heterogeneous medical data and provides access to knowledge-based database repositories to different users. In this research work, we designed an indexing system using semantic tags extracted from clinical data sources and medical ontologies that retrieves relevant data from database repositories and speeds up the process of data retrieval. Our objective is to provide an integrated biomedical database repository that can be used by radiologists as a reference, or for patient care, or by researchers. In this paper, we focus on designing a technique that performs data processing for data integration, learn the semantic properties of data elements, and develop a correlation-aware topic index that facilitates efficient data retrieval. We generated semantic tags by identifying key elements from integrated clinical cases using topic modeling techniques. We investigated a technique that identifies tags for merged categories and provides an index to fetch data from an integrated database repository. We developed a topic coherence matrix that shows how well a topic is supported by a corpus from clinical cases and medical ontologies. We were able to find more relevant results using an annotation index from an integrated database repository, and there was a 61% increase in a recall. We evaluated results with the help of experts and compared them with naive index (index with all terms from the corpus). Our approach improved data retrieval quality by providing most relevant results and reduced data retrieval time as we applied correlation-aware index on an integrated data repository. Topic indexing approach proposed in this research work identifies tags based on a correlation between different data elements, improves data retrieval time, and provides most relevant cases as an outcome of this system.
Asunto(s)
Macrodatos , Bases de Datos Factuales , Semántica , Humanos , Almacenamiento y Recuperación de la Información/métodos , Indización y Redacción de Resúmenes , Correlación de DatosRESUMEN
OBJECTIVE: To explore the correlation between left ventricular global longitudinal strain (LVGLS) and major adverse cardiovascular event (MACE) occurrence in patients with end-stage renal disease (ESRD). METHODS: From January 2019 to December 2023, ESRD patients undergoing maintenance dialysis and LVGLS measurement admitted to the First People's Hospital of Lanzhou City were selected as subjects. They were followed up for 12 months to record the occurrence of MACEs, and divided into MACE group and non-MACE group according to MACE presence or absence. RESULTS: A total of 158 ESRD patients were included, with 32 patients in the MACE group and 126 patients in the non-MACE group. In the MACE group, high-sensitivity C-reactive protein (hs-CRP) level, peak troponin T (TNT) and the ratio of early diastolic mitral inflow velocity to early diastolic septal mitral annulus velocity (E/e') were higher, while hemoglobin, left ventricular ejection fraction (LVEF) and absolute LVGLS were lower compared with the non-MACE group (P < 0.05). Multivariate COX regression analysis revealed that LVGLS (HR = 1.06, 95% CI 1.02-1.10) and hs-CRP (HR = 1.17, 95% CI 1.23-1.31) were independent predictors of MACE occurrence in ESRD patients (P < 0.05). The area under the ROC curve (AUC) for MACE occurrence within 12 months was 0.83 (95% CI 0.74-0.95), with a sensitivity of 89.9% and a specificity of 76.8%. The MACE-free survival rate in the high LVGLS group was higher compared to the low LVGLS group (P < 0.05). CONCLUSION: Reduced LVGLS is an independent risk factor for MACE occurrence in ESRD patients within 12 months and a good prognostic indicator.