Multivariable Linear Regression Models Research Articles

Caloric requirement targets for nutritional support in adult autoimmune encephalitis: a retrospective cohort study.

Autoimmune encephalitis (AE) is a severe neurological disease often accompanied by consciousness disturbances, severe swallowing difficulties, and gastrointestinal dysfunction, increasing the risk of malnutrition. However, the optimal caloric intake target during the acute phase of AE remains unclear. This study aims to evaluate the impact of caloric intake on short-term clinical outcomes in AE patients, specifically focusing on the improvement in Clinical Assessment Scale for Autoimmune Encephalitis (CASE) scores, to provide recommendations for nutritional support during the acute phase. A retrospective study analyzed clinical data from 128 adult AE patients requiring nutritional support, admitted to West China Hospital, Sichuan University, from January 2020 to January 2024. Patients were categorized into low-calorie intake (below 70% of requirements), standard-calorie intake (70-100% of requirements), and high-calorie intake (above 100% of requirements) groups. Multivariate linear and logistic regression models were used to quantify the associations. Higher caloric intake was significantly associated with improved CASE scores (β = 8.58, SE = 3.75, 95% CI = 1.14 to 16.03, p = 0.02). Low caloric intake negatively impacted the improvement of CASE scores (p = 0.049), particularly in seizures and speech problems. The low-calorie intake group had significantly longer hospital stays and nutrition therapy durations (45.79 ± 30.98 days, p < 0.01; 40.39 ± 31.92 days, p = 0.02). Adequate caloric intake has a significant positive impact on the short-term clinical outcomes of AE patients, suggesting that meeting or exceeding caloric requirements may promote neurological recovery in AE patients. Future prospective studies are needed to validate these findings and further optimize nutritional support strategies.

Impact of perceived social support on anxiety and depression in women undergoing in vitro fertilization-embryo transfer: the role of psychological resilience.

This study aimed to analyze the current status of women's perception of social support levels, psychological resilience, anxiety, and depression levels during IVF-ET, as well as investigate the influence of perceived social support and psychological resilience on the anxiety and depression levels of women undergoing IVF-ET and the mediating role of psychological resilience in this process. In this study, a convenience sampling method was used to administer a questionnaire survey among 433 women undergoing IVF-ET. Then, multivariate linear regression models were applied to identify factors influencing anxiety and depression. Lastly, mediation effect analysis was conducted to explore the mediating role of psychological resilience. The incidence of anxiety and depression was 42% and 46.4%, respectively. The mean score of the Perceived Social Support Scale (PSSS) indicated a high to moderate level of support, while the mean score of the Conner-Davidson Resilience Scale (CD-RISC) suggested moderate psychological resilience. Perceived social support was positively correlated with psychological resilience, and both were negatively correlated with anxiety and depression. Perceived social support and psychological resilience were identified as influencing factors of anxiety and depression (P < 0.001). Moreover, there was a partial mediating effect of psychological resilience between perceived social support and both anxiety and depression (P < 0.01). These results highlight the need for healthcare providers to assess patients' levels of psychological resilience and perceived social support when developing mental health interventions in order to mitigate the risk of anxiety and depression and concomitantly enhance fertility outcomes.

Factors associated with nurses' self-efficacy in oral care at Oulu University Hospital, Finland.

This study aimed to investigate factors associated with nurses' self-efficacy in oral care among infection-sensitive patients in a university hospital. All the nurses working in five wards of internal medicine and one department of oncology at Oulu University Hospital, Finland (n = 114) were recruited. Data were collected with a questionnaire containing 10 self-efficacy items (scored 0 to 10) and nine knowledge items (five-point Likert scale) that were validated in an earlier pilot study. Factor analysis was performed for the self-efficacy scale and a mean score was calculated for the knowledge scale. A multivariate linear regression model was used to analyze the association between explanatory variables and self-efficacy factor scores. Factor analysis revealed self-efficacy factors: Practical skills, Self-confidence in taking care of patients' oral hygiene, and Confidence in detecting oral problems (factor scores varied between 4.9 and 8.8). A higher mean score for the knowledge scale was positively associated with the factor Practical skills (B = 0.5, p < 0.05). Longer working experience was associated with higher factor scores in Self-confidence in taking care of patients` oral hygiene and Confidence in detecting oral problems. Better oral health-related knowledge and longer working experience were positively associated with oral health-related self-efficacy.

Home Mechanical Ventilation and Risk of Hospitalization in Obesity Hypoventilation Syndrome - The Population-based DISCOVERY Study.

Patients with obesity hypoventilation syndrome (OHS) have high risk of hospitalization, which might be decreased by home mechanical ventilation (HMV). To evaluate annualized hospitalization rate (AHR) and change in AHR in patients with OHS starting home mechanical ventilation (HMV), and explore if there were any difference in AHR by starting HMV acutely or electively. Population-based longitudinal study of patients with OHS starting HMV in the Swedish DISCOVERY cohort between 1996 and 2018, cross-linked with the National Patient Registry for national data on hospital admissions. AHR was calculated for each patient for three years before (Year -3, -2, -1) and three years after (Year 1, 2, 3) the year of starting HMV (Year 0; start date ± 6 months). Differences in AHR were analyzed using Wilcoxon signed-rank test (between years) and Mann-Whitney U test (between acute/elective). Proportion of patients hospitalized in each year was analyzed and comparison between years was done with McNemar´s test. Factors associated with change in AHR were identified using multivariate linear regression models. In total, 2,445 patients were included: 47% females, mean age 62.3 ± 12.2 years, and 1,418 (58%) started HMV electively. Overall, AHR decreased with 0.88 (95%CI 0.74-1.02) hospitalization/year after start of HMV and starting treatment acutely was associated with greater decrease in AHR. There was no statistically significant difference in AHR in Year 1 between acute and elective start (P=0.199). The year after start of HMV, proportion of patients hospitalized decreased from 84% to 54% (P<0.05). Initiation of HMV was associated with reduced hospitalization rate in patients with OHS, irrespective of acute or elective start. Majority of patients with OHS are hospitalized in the year of HMV initiation.

Association of oxidative balance score with hyperuricemia and gout: NHANES 2009-2018

IntroductionOxidative stress plays a crucial role in the development and progression of hyperuricemia/gout. This study aims to explore the relationship between the Oxidative Balance Score (OBS) and hyperuricemia/gout.MethodsThe study utilized complete data from adult participants in the National Health and Nutrition Examination Survey (NHANES) spanning from 2009 to 2018. OBS, composed of scores for 20 dietary and lifestyle factors, served as the exposure variable. Multivariable linear regression model was applied to evaluate the association between OBS and uric acid (UA). Multivariable logistic regression, subgroup analyses, and restricted cubic spline (RCS) regression were conducted to explore the relationship between OBS and hyperuricemia/gout.ResultsA total of 18,998 participants were included. In the fully adjusted model, compared to the lowest quartile, the highest quartiles of OBS, dietary OBS, and lifestyle OBS were negatively correlated with UA (β=-0.31 (-0.36,-0.25), β=-0.18 (-0.24,-0.12), and β=-0.64 (-0.69,-0.59), respectively) and hyperuricemia (OR=0.63 (0.55,0.71), OR=0.76 (0.67,0.86), OR=0.37 (0.33,0.42), respectively). Moreover, the highest quartiles of OBS and lifestyle OBS exhibited a negative correlation with gout (OR=0.72(0.58,0.91), OR=0.54 (0.43,0.67), respectively). Subgroup analyses revealed differences in the negative association between OBS and hyperuricemia concerning hypertension (p for interaction =0.002) and diabetes (p for interaction= 0.004), while gender-related disparities were observed in the negative association between OBS and gout (p for interaction =0.008). RCS analysis demonstrated a linear negative association between hyperuricemia and OBS (p for non-linearity &amp;gt;0.05), while gout exhibited a non-linear negative association (p for non-linearity&amp;lt;0.05).ConclusionThe study found that a higher OBS was associated with a decreased risk of developing hyperuricemia/gout, underscoring its potential in the prevention and management of these conditions.

Associations between adherence to 24-Hour Movement Guidelines with continuous metabolic syndrome score among Chinese children and adolescents

ObjectivesThe objective of this study was to evaluate the associations between adherence to 24-Hour Movement Guidelines (24-HMG) with continuous metabolic syndrome score (cMetS) among Chinese children. Study designCross-sectional study. MethodsWe conducted a cross-sectional study among 4604 children aged 6–17 years from Shenzhen, China. The 24-HMG was constructed using the self-report information on moderate-to-vigorous physical activity (MVPA), screen time (ST), and sleep duration. The cMetS was calculated based on waist circumference, homoeostatic model assessment for insulin resistance, mean arterial blood pressure, high-density lipoprotein cholesterol, and triglyceride. Multivariate linear regression models were used to assess the associations between adherence to recommendations of 24-HMG and cMetS. ResultsAmong the participants, 563 (12.23%) students adhered to 3 recommendations of the 24-HMG. We found that adhering to more recommendations was negatively associated with cMetS (P for trend: <0.001). For specific combinations, meeting the ST + MVPA recommendations was negatively associated with cMetS (coefficients [β]: −0.686; 95% confidence interval [CI]: −1.148, −0.223). Individuals who adhered to all recommendations had a lower cMetS (β: −0.693; 95% CI: −1.147, −0.238) than those who met none of the recommendations. ConclusionsOur study showed that adherence to more recommendations of the 24-HMG was associated with lower levels of cMetS in Chinese children and adolescents.

Associations of polycyclic aromatic hydrocarbons exposure with mortality and effect modification by folate biomarkers in a prospective population

The associations of folate biomarkers and polycyclic aromatic hydrocarbons (PAHs) in the general population remain unclear. Therefore, this study aimed to examine whether folate biomarkers are associated with PAHs, and whether folate biomarkers can mitigate adverse health outcome caused by PAHs. This prospective cohort study included 11,246 participants from the National Health and Nutrition Examination Survey (NHANES), which documented 1303 deaths over a mean follow-up of 9.1 years. Multivariable linear regression models were used to examine the relationship between urinary individual PAHs and folate biomarkers. Multivariable Cox proportional hazards regression models were used to calculate hazard ratios and 95 % CIs for the associations of PAHs and folate biomarkers with CVDs mortality and all-cause mortality. We found negative associations between folate in red blood cells (RBC) and urinary 1-Hydroxyphenanthrene (percentage change for a 2·7 fold-increase in folate −4.19 %, 95 % CI -5.80 % to −2.56 %CI), 2-Hydroxyfluorene (−6.66 %, −7.84 % to −5.49 %), 3-Hydroxyfluorene (−5.78 %, −6.77 % to −4.78 %)) and 1-Hydroxynapthalene (−2.75 %, −3.48 % to −2.01 %). The associations between serum folate and PAHs were consistent with those observed for RBC folate, and negative associations were also found between serum folate and 2-Hydroxynapthalene (−4.10 %, −5.26 % to −2.94 %). Within the lowest quartile of folate levels in RBC, there are strong associations of 2-Hydroxyfluorene, 3-Hydroxyfluorene, 1-Hydroxynapthalene, and 2-Hydroxynapthalene with elevated risk of CVDs mortality [HRs (95 % CI) >1]. As folate levels in RBC increase to the third and fourth quartiles, these associations no longer exist [HRs (95 % CI) <1, P-interaction<0.05]. The positive associations between urinary PAHs and CVDs mortality are also eliminated as serum folate levels rise (HRs (95 % CI) <1, P-interaction<0.05). Furthermore, we also found higher levels of folate in both RBC and serum can greatly reduce the adverse impact of 1-Hydroxynapthalene on all-cause mortality. Consistent results were also validated in daily dietary folate and the folic acid supplement intake. Our study highlighted a robust negative relationship between urinary PAHs and folate. Additionally, folate was found to effectively mitigate mortality caused by PAHs, although we did not observe a direct reduction in mortality attributable to folate.

Association of night shift work and biological ageing: the mediating role of body mass index.

We aimed to examine whether current and lifetime night shift work is associated with accelerated biological ageing and the potential role of body mass index (BMI) in mediating the association. Data were sourced from the UK Biobank cohort. This study included participants who reported detailed information on their current work schedule and had complete data to calculate PhenoAge. The outcome of interest was biological ageing, measured by PhenoAge acceleration. Multivariable linear regression models were conducted to test the relationship between night shift work and biological ageing. Mediation analyses were performed. Of the 182064 participants included, the mean age was 52.6years, and 51.1% were male. After adjustment for chronological age and sex, compared with day workers, shift workers without night shift, irregular night shift workers and permanent night shift workers were associated with 0.59-, 0.87- and 1.30-year increase in biological ageing, respectively (P for trend <.001). Considering the lifetime work schedule, participants who worked night shifts >10years and participants who worked >8 night shifts each month showed increased biological age acceleration [>10years: β = 0.54, 95% confidence interval (CI) 0.29-0.79; >8 times/month: β = 0.29, 95% CI 0.07-0.50]. The mediation analysis showed that BMI mediated the associations between night shift work and biological age acceleration by 36%-53%. We showed that night shift work was associated with accelerated biological ageing. Our findings highlight the interventions on appropriate shift work schedules and weight management in night shift workers, which may slow the biological ageing process and ultimately reduce the burden of age-related diseases.

Independent and joint relationships of cardiorespiratory fitness and body mass index with liver fat content.

To investigate the relationship between cardiorespiratory fitness (CRF) and liver fat content (LFC) in community-based participants and highlight their relationship in people with different body mass indices (BMIs). Using UK Biobank data, CRF was estimated with bicycle ergometer fitness testing and was evaluated based on physical work capacity at 75% maximum heart rate (PWC75%). LFC was quantified through liver proton density fat fraction (PDFF) on magnetic resonance imaging. Multivariate linear regression models were used to analyse the associations of CRF and BMI with absolute reduction and percentage change in PDFF (%). In total, 5765 participants with a mean age of 55.57 years and a median (range) follow-up of 10.7 (4.0-17.7) years were included. Compared with the lowest PWC75% tertile, the absolute reduction and percentage change in PDFF in the highest PWC75% tertile were -0.450 (95% confidence interval [CI] -0.699 to -0.192) and -4.152 (95% CI -6.044 to -2.104), respectively. These associations were independent of BMI, and individuals with obesity and normal weight had the largest absolute reduction and percentage change in LFC, respectively (p for interaction <0.001). Joint analysis showed that PWC75% and BMI had a negative dose-response relationship with PDFF. These associations were consistent in different sex and age subgroups (p for interaction >0.05). There was a significant negative association between CRF and LFC, and this association was independent of BMI. The results of this study strongly recommend improving CRF to mitigate LFC.

Dose response of leisure time physical activity and biological aging in type 2 diabetes: a cross sectional study

To investigate the relationship between Leisure time physical activity (LTPA) patterns and PhenoAgeAccel in patients with Type 2 diabetes (T2D), emphasizing the role of regular LTPA in mitigating biological aging. This study utilized data from the National Health and Nutrition Examination Survey (NHANES) from 1999 to 2018, including 4,134 adults with T2D. Multivariable linear regression models and restricted cubic spline (RCS) methods were employed to assess the relationship between LTPA and Phenotypic age acceleration (PhenoAgeAccel), with segmented likelihood ratio tests to detect nonlinear thresholds. Stratified regression and interaction tests were conducted for robust analysis. Compared to individuals with no LTPA patterns, those with regular LTPA patterns had significantly lower PhenoAgeAccel scores (β = -1.164, 95% CI: -1.651 to -0.677, P < 0.0001), while the “Weekend Warrior” and “Inactive-LTPA” patterns showed no significant effects. A nonlinear threshold effect was identified; below 594.57 min of weekly LTPA, there was a significant negative correlation (β = -0.002, 95% CI: -0.003 to -0.001, P = 0.000), with gender-specific effects present. Regular LTPA significantly reduces phenotypic age acceleration in T2D patients, with a nonlinear threshold effect indicating that moderate physical activity is most beneficial. These findings highlight the necessity of personalized physical activity recommendations and provide evidence for public health strategies to promote healthy aging in T2D patients.

Changes in Health Spending During the COVID-19 Pandemic by Expenditure Type and Household Profiles in Mexican Households

ObjectiveThis study aimed to analyze the changes in the health expenditure of households in Mexico during the COVID-19 pandemic to approximate changes in healthcare that can lead to difficulties in detecting noncommunicable diseases, among others. MethodsWe compare health spending before and after the pandemic through various estimators using multivariate linear regression models at the household level. We also explore heterogeneous effects by zone, sex, and household composition by age. We explore potential mechanisms of change estimating probit models of healthcare. We use microdata from the National Health and Nutrition Survey 2018 and COVID-19. ResultsThe results suggest a significant reduction in health spending, mainly referring to oral health, clinical analysis, and medical studies. Moreover, differences arise by type of area and household age profile. Changes are more significant among families with children younger than 12 years and households situated in urban areas. Regarding the mechanisms, the results suggest that the lower spending is not due to fewer health needs but rather due to less healthcare attention. ConclusionThe COVID-19 pandemic had a significant and heterogeneous impact on household health spending. This lower spending could lead to less detection of noncommunicable diseases, translating into more pressure on the health system in the medium and long term.

Morphometrics of polypoidal choroidal vasculopathy lesions and choroidal vascular associated with treatment response using swept-source optical coherence tomography angiography

PurposeTo evaluate quantitative metrics of neovascularization lesions and choroidal vascular using swept-source optical coherence tomography angiography (SS-OCTA) in polypoidal choroidal vasculopathy (PCV) eyes, and investigate the relationship between imaging biomarkers and treatment outcomes of intravitreal anti-vascular endothelial growth factor (VEGF). MethodsWe retrospectively recruited 56 PCV patients. Choroidal features included subfoveal choroidal thickness (SFCT) and choroidal vascularity index (CVI). Quantitative metrics of neovascularization lesions included total vessel length (TVL), average vessel length (AVL), junction density (JD), total number of endpoints (TNE), and mean lacunarity (ML). We performed multivariate logistic and linear regression models to determine the prognostic factors for functional and morphological outcomes. ResultsBy comparison, functional good-responders had poorer best corrected visual acuity, higher TNE, and lower ML at baseline. Morphological good-responders had higher central retinal thickness, higher TNE, lower TVL and AVL, lower ML, lower SFCT and CVI. High-shrinkage of vessel area subgroup had higher JD and TNE, lower TVL and AVL, lower ML, lower SFCT and CVI. Multivariate analysis showed good morphological response was correlated with lower SFCT (P < 0.01). High-shrinkage subgroup was correlated with lower AVL (P = 0.017) and higher TNE (P < 0.01). ConclusionQuantitative metrics of neovascularization lesions and choroidal characteristics using SS-OCTA had the potential to be imaging biomarkers for predicting the response to anti-VEGF treatment. PCV lesions with higher TNE and lower AVL tended to appear higher shrinkage of vessel area, and lower SFCT was correlated with good morphological response.

Association of longitudinal changes in 24-h blood pressure level and variability with cognitive decline.

A high office blood pressure (BP) is associated with cognitive decline. However, evidence of 24-h ambulatory BP monitoring is limited, and no studies have investigated whether longitudinal changes in 24-h BP are associated with cognitive decline. We aimed to test whether higher longitudinal changes in 24-h ambulatory BP measurements are associated with cognitive decline. We included 437 dementia-free participants from the Maracaibo Aging Study with prospective data on 24-h ambulatory BP monitoring and cognitive function, which was assessed using the selective reminding test (SRT) and the Mini-Mental State Examination (MMSE). Using multivariate linear mixed regression models, we analyzed the association between longitudinal changes in measures of 24-h ambulatory BP levels and variability with cognitive decline. Over a median follow-up of 4 years (interquartile range, 2-5 years), longitudinal changes in 24-h BP level were not associated with cognitive function ( P ≥ 0.09). Higher longitudinal changes in 24-h and daytime BP variability were related to a decline in SRT-delayed recall score; the adjusted scores lowered from -0.10 points [95% confidence interval (CI), -0.16 to -0.04) to -0.07 points (95% CI, -0.13 to -0.02). We observed that a higher nighttime BP variability during follow-up was associated with a decline in the MMSE score (adjusted score lowered from -0.08 to -0.06 points). Higher 24-h BP variability, but not BP level, was associated with cognitive decline. Prior to or in the early stages of cognitive decline, 24-h ambulatory BP monitoring might guide strategies to reduce the risk of major dementia-related disorders including Alzheimer's disease.

The association between the triglyceride-glucose index and serum anti-aging protein α- Klotho: a population-based study

BackgroundBoth anti-aging protein α-Klotho and the triglyceride-glucose (TyG) index hold predictive value for the incidence, progression, and outcomes of cardiovascular disease, diabetes and many other diseases. However, their relationship remains unclear.MethodsWe conducted a cross-sectional analysis using data from the National Health and Nutrition Examination Survey (NHANES) 2007–2016. Weighted multivariate linear regression models and subgroup analysis were constructed to assess the association between TyG index and α-Klotho levels. Nonlinear correlations were explored using restricted cubic splines (RCS), generalized additive models (GAM) and smooth curve fitting. Segmented regression model was conducted to explore potential threshold effects and identify the inflection point.ResultsA total of 2568 participants satisfied the predetermined criteria were enrolled in the final analysis. After fully adjusting for covariates, TyG index was shown to be markedly negatively correlated with α-Klotho [β=-74.07, 95%CI (-100.29,-47.85), p < 0.001]. Gender was significantly correlated with this negative connection according to subgroup analysis and interaction testing (p for interaction < 0.05).Additionally, we discovered a linear association between TyG index and α-Klotho in all participants (p for nonlinear = 0.761), while non-linear association in female (p for nonlinear = 0.016).The analysis of threshold effect in the female participants found that the inflection point of TyG index was 8.01, exceed which the level of α-Klotho decreased significantly with increasing TyG index[β=-151.72, 95%CI (-201.93, -101.50), p < 0.001].ConclusionOur findings demonstrate a negative association between TyG index and α-Klotho levels, with the effect being more pronounced in females. TyG index may serve as an early indicator of individuals with low α-Klotho levels, especially among females. These findings highlight the need for gender-specific considerations in clinical interventions to improve public health. Further research is needed to clarify the causal direction of this association.

Predicting insurance charges using linear regression models

Abstract. Linear regression method can be performed to predict the outcome from one or many input values. Its versatility allows it to be applied on many datasets that contain correlated values. However, researches on the application of linear regression on medical insurance costs, a highly important part of peoples life, are few. This paper studies an insurance dataset from Kaggle by applying linear regression on it. The author validates the dataset at first and explores the correlation between each individual factor and their corresponding charges to better show how insurance costs differ from person to person with different background. Many figures are also included to help visualize the correlation between factors. In the end, the author creates a multilinear regression model to predict the insurance charges. The R-Squared score of the model and a result table including regression coeffects are also provided to show the accuracy and details of the model.

Factors influencing health-promoting behavior among single mothers in Northeastern Malaysia: a cross-sectional study.

Health-promoting behaviors (HPB) play a vital role in maintaining and enhancing overall well-being. Single mothers are at higher risk of cardiovascular disease (CVD) and less involvement in HPB due to psychosocial disadvantages. This study aimed to determine the HPB scores and factors influencing HPB among single mothers in Kelantan (Northeastern, Malaysia). This study employed a cross-sectional design, selecting 242 single mothers from Kelantan through proportional stratified sampling. Data were gathered through questionnaires covering sociodemographic details, the Health-Promoting Lifestyle Profile-II (HPLP-II), the Malay Version of Health Beliefs Related to Cardiovascular Disease (HBCVD-M), and Multidimensional Perceived Social Support (MPSS). The relationships between the dependent variable (HPB) and independent variables were analyzed using multivariable linear regression models. The respondents achieved an average HPB score of 118.03 (SD = 19.2), with the highest mean scores in spiritual growth (22.46 [SD = 3.70]) and interpersonal relationships (22.05 [SD = 3.67]). Physical activity had the lowest mean score at 15.09 (SD = 4.62). Significant positive associations were found between HPB and perceived severity of CVD (adjusted β = 1.60; 95% CI [0.68-2.53]; p<0.001) as well as perceived social support (adjusted β = 0.63; 95% CI [0.37-0.90]; p<0.001). Conversely, educational level (adjusted β = -10.36; 95% CI [-16.06 to -4.67]; p<0.001) and perceived benefits of reducing CVD risk (adjusted β = -1.43; 95% CI [-2.37 to -0.48]; p<0.001) were negatively associated with HPB. The findings highlight the importance of health beliefs, social support, and education in shaping HPB among single mothers. Community health initiatives targeting this population should develop strategies to strengthen individuals' health beliefs and promote a supportive environment.

Association between systemic immune-inflammatory index and systemic inflammatory response index with body mass index in children and adolescents: a population-based study based on the National Health and Nutrition Examination Survey 2017-2020

BackgroundThe Systemic Immune-Inflammatory Index (SII) and Systemic Inflammatory Response Index (SIRI) are novel composite inflammatory markers. Previous studies suggest that obesity in individuals correlates with persistently low levels of chronic inflammation. This study aims to explore the association between SII and SIRI and Body Mass Index (BMI) among children and adolescents.MethodsA cross-sectional survey was conducted using the National Health and Nutrition Examination Survey (NHANES) dataset from 2 consecutive cycles from 2017-2020. Multivariate linear regression models were employed to examine the linear relationships between BMI and SII and SIRI. Non-linear associations were explored using smooth curve fitting and threshold effect analysis.ResultsA total of 2980 children and adolescents aged 6-19 years were included in this population-based study. In the population description of body mass index categories, we found progressively higher levels of SII and SIRI, notably peaking among obese children (SII mean ± SD: 528.83 ± 285.46; SIRI mean ± SD: 1.12 ± 0.79). Weighted multivariate linear regression confirmed a significant positive association between BMI and both inflammatory indices (P &amp;lt; 0.0001). Subgroup analyses revealed consistent correlations across gender divisions and highlighted a non-linear relationship between BMI and SII.ConclusionsSII and SIRI are positively associated with BMI in children and adolescents, indicating their potential as markers for assessing systemic inflammation in pediatric obesity. Further large-scale prospective studies are required to substantiate these findings.

Study On the Factors Affecting the Audit Fees of Small and Medium Enterprises in Vietnam

The competitive pressure within the group of domestic audit firms is becoming increasingly intense, and pricing is considered one of the most effective competitive tools. This also stems from the fact that many small businesses tend to prioritize low costs when selecting an audit firm. Through a survey conducted on 70 companies, the author utilized SPSS 26 software to analyze the data and identified five factors. The results from the correlation test between two variables and the multivariate linear regression model both indicated that for small and medium-sized enterprises in Vietnam, two factors significantly impact the audit fees for client companies: the size of the audited company and the reputation of the auditing firm.

Short-Acting Oral Nifedipine versus Intravenous Labetalol for the Control of Severe Hypertension in the Postpartum Period: A Retrospective Cohort Study.

This study aimed to compare the effectiveness of oral short-acting (SA) nifedipine with intravenous (IV) labetalol for the treatment of postpartum (PP) severe hypertension. We conducted a retrospective cohort study of women who delivered at a tertiary care facility between January and December 2018, had not previously received antihypertensive medication, and required treatment for PP severe hypertension defined as systolic blood pressure (SBP) ≥ 160 mm Hg and/or diastolic blood pressure (DBP) ≥110 mm Hg. Exposure groups were defined by the receipt of either oral SA nifedipine or IV labetalol. The primary outcome was time (minutes) to BP control (SBP < 160 mm Hg and DBP <110 mm Hg). Secondary outcomes included number of doses required to achieve BP control, crossover to the alternative medication, and recurrence of severe range BP after the achievement of BP control. t-Tests and Wilcoxon-Mann-Whitney tests were used to analyze continuous variables and chi-square tests or Fisher's exact tests were used to analyze categorical variables. Multivariable linear regression models were conducted for the primary outcome, controlling for potential confounders in a sequential fashion across three models. A Kaplan-Meier plot was also created. Of the 99 women included, 74 received oral SA nifedipine and 25 received IV labetalol. There was no significant difference in minutes to initial BP control between groups (30.5 minutes [interquartile range, IQR: 20.0-45.0] vs. 25.0 minutes [IQR: 14.0-50.0]; p = 0.82) or in the rate of recurrent severe BP. However, patients who received nifedipine required fewer doses to achieve control (p < 0.01) and did not require crossover (0 vs. 12%, p = 0.01). Both oral SA nifedipine and IV labetalol are effective options for treating PP severe hypertension. An initial choice of nifedipine was associated with a lower requirement for subsequent doses of medication and no need for crossover to an alternative antihypertensive medication. · Nifedipine and labetalol effectively treat PP severe HTN.. · Nifedipine requires fewer doses to treat PP severe HTN.. · Both have low recurrence rates of severe HTN..

A Computational Model for Water Quality Analysis and Assessment in Tanzania

Research on water quality has received much attention in both developing and developed countries. This is because of the fact that, the effects of poor quality of water are detrimental to human beings, animals and the environment. This study is about a computational model for water quality analysis and assessment in Tanzania. Water quality can be understood as the measure of suitability of water based on physical, chemical and biological attributes. Water quality analysis and assessment face several challenges due to population growth, urban land use, agricultural activities, and industrialization. Besides, attempts have been made by the scholars to address the challenges. However, the tools used like titrimetric, electrometric, pH-meter, thermometer and turbidity meter are yet to come up with effective solutions. Because of these, the researcher was compelled to adopt computational model which uses Statistical Analysis System (SAS) software in order to come up with effective solutions concerning water quality analysis and assessment. In this study therefore, the secondary data were collected from Lake Victoria littoral stations under the auspices of the Ministry of Water in Tanzania with the objective to get sufficient information concerning water quality analysis and assessment. Additionally, the collected data were coded in SAS software to analyse independent and dependent variables. SAS software therefore, was employed to obtain central tendency and dispersion as benchmarks in determining quality of water. Also, the Multivariate Linear Regression Model was run to obtain coefficients of estimation, 95% confident limits and p-value. Statistical findings from central tendency and dispersion indicate that, the mean for potential of Hydrogen (pH) was 8.165; for total suspended solids was 3.065 mg/l; chloride displayed a mean of 6.494 mg/l; calcium displayed a mean of 6.421 mg/l; iron had a mean of 0.188 mg/l; magnesium displayed a mean of 3.331 mg/l and sulphate had mean of 2.326 mg/l. Looking closely at all of the above-mentioned water quality parameters, they all align with a Tanzania Bureau of Standards (TBS) and World Health Organization (WHO) as shown on table 1. Findings from the Multivariate linear regression model shows that: First, iron had a p-value of 0.0153, magnesium 0.0347 and total hardness had a p-value of 0.001. All of these were statistically significant in the analysis and assessment of water quality as shown on table 2. The study concludes that, the water quality in Lake Victoria complies with both TBS and WHO standards as explained above.