Prediction of pharmaceutical and non-pharmaceutical expenditures associated with Diabetes Mellitus type II based on clinical risk.

OBJECTIVE: To assess the effectiveness of different machine learning models in estimating the pharmaceutical and non-pharmaceutical expenditures associated with Diabetes Mellitus type II diagnosis, based on the clinical risk index determined by the analysis of comorbidities. MATERIALS AND METHODS: In this cross-sectional study, we have used data from 11,028 anonymized records of patients admitted to a high-complexity hospital in Bogota, Colombia between 2017-2019 with a primary diagnosis of Diabetes. These cases were classified according to Charlson's comorbidity index in several risk categories. The main variables analyzed in this study are hospitalization costs (which include pharmaceutical and non-pharmaceutical expenditures), age, gender, length of stay, medicines and services consumed, and comorbidities assessed by the Charlson's index. The model's dependent variable is expenditure (composed of pharmaceutical and non-pharmaceutical expenditures). Based on these variables, different machine learning models (Multivariate linear regression, Lasso model, and Neural Networks) were used to estimate the pharmaceutical and non-pharmaceutical expenditures associated with the clinical risk classification. To evaluate the performance of these models, different metrics were used: Mean Absolute Percentage Error (MAPE), Mean Squared Error (MSE), Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), and Coefficient of Determination (R2). RESULTS: The results indicate that the Neural Networks model performed better in terms of accuracy in predicting pharmaceutical and non-pharmaceutical expenditures considering the clinical risk based on Charlson's comorbidity index. A deeper understanding and experimentation with Neural Networks can improve these preliminary results, therefore we can also conclude that the main variables used and those that were proposed can be used as predictors for the medical expenditures of patients with diabetes type-II. CONCLUSIONS: With the increase of technology elements and tools, it is possible to build models that allow decision-makers in hospitals to improve the resource planning process given the accuracy obtained with the different models tested.

The Effect of Intradialytic Exercise Using Virtual Reality on the Body Composition of Patients with Chronic Kidney Disease.

BACKGROUND: Individuals with chronic kidney disease (CKD) often experience reduced muscle strength and diminished health-related quality of life (HRQoL), and engaging in regular exercise may improve them. The aim of this study was to assess the effect of intradialytic exercise using non-immersive virtual reality (VR) on body composition of patients with CKD on hemodialysis (HD). METHODS: This was a substudy in a clinical trial of intradialytic exercise intervention using a non-immersive VR game in which the patient interacted by moving the lower limbs. Body composition was determined by BCM Fresenius multifrequency stereoscopic bioimpedance. Body mass index (BMI), fat tissue index (FTI), lean tissue index (LTI), extracellular/intracellular water (EIW), and phase angle (PA) were recorded in 52 patients, 24 in the control group (CG) and 28 in the exercise group (EG). RESULTS: Statistically significant differences were observed between both groups. The LTI increased in the EG while it decreased in the CG. The FTI and the EIW decreased in the EG compared to the increase observed in the CG. CONCLUSIONS: Intradialytic exercise using non-immersive VR was associated with an increase in LTI and a decrease in FTI of CKD patients on HD.

Effectiveness of a Supervised Group-Based Otago Exercise Program on Functional Performance in Frail Institutionalized Older Adults: A Multicenter Randomized Controlled Trial.

BACKGROUND AND PURPOSE: Because of its high prevalence and association with negative health-related outcomes, frailty is considered one of the most important issues associated with human aging and its mitigation is among the essential public health goals for the 21st century. However, very few studies have focused on institutionalized older adults, despite the knowledge that frailty can be reversible when identified and treated from its earliest stages. Therefore, the objective of this study was to evaluate the effects of a supervised group-based multicomponent exercise program intervention with or without oral nutritional supplementation on functional performance in frail institutionalized older adults. METHODS: This was a multicenter randomized controlled trial study with a 6-month intervention period. A total of 111 frail institutionalized older adults (75 years or older) who met at least 3 of the 5 Fried frailty criteria were randomly allocated to the control group (CG; n = 34, mean age = 87.3 ± 5.3 years), a supervised group-based multicomponent Otago Exercise Program group (OEP; n = 39, mean age = 86 ± 5.9 years), or a supervised group-based multicomponent exercise program intervention with oral nutritional supplementation (OEP+N; n = 38, mean age = 84.9 ± 6 years). Measurements included the Timed Up and Go test (TUG), Berg Balance Scale (BBS), Short Physical Performance Battery, repeated chair stand test (STS-5), handgrip strength (HGS), 10-m walking test, and 6-minute walking test, both at baseline and after the 6-month intervention period. RESULTS AND DISCUSSION: The between-group analysis by 2-way analysis of covariance showed significant improvement in the TUG [{OEP vs CG: -8.2 seconds, 95% CI [-13.3 to -2.9]; P < .001}; {OEP vs OEP+N: -7.3 seconds, 95% CI [-12.4 to -2.2]; P = .002}], BBS [{OEP vs CG; 8.2 points, 95% CI [5.2 to 11.2]; P < .001}; [{OEP+N vs CG: 4.6 points, 95% CI [1.6 to 7.6]; P < .001}; {OEP vs OEP+N: 3.5 points, 95% CI [0.6 to 6.5]; P = .011}], and HGS [{OEP vs CG: 3.4 kg, 95% CI [1.5 to 5.3]; P < .001}; {OEP+N vs CG: 3.6 kg, 95% CI [1.7 to 5.5]; P < .001}]. Additionally, the within-group analysis showed a significant improvement in the TUG (-6.9 seconds, 95% CI [-9.8 to -4.0]; P < .001) and BBS (4.3 points, 95% CI [2.6 to 5.9]; P < .001) in the OEP group. A significant decrease in the BBS and HGS was shown in the CG. CONCLUSIONS: A 6-month supervised group-based multicomponent exercise intervention improved the levels of mobility, functional balance, and HGS in frail institutionalized older adults. Further research will be required to evaluate the nutritional supplementation effects on functional performance to better determine its clinical applicability for tackling frailty.

Comparing extracorporeal shock wave lithotripsy and ureteroscopy laser lithotripsy for treatment of urinary stones smaller than 2 cm: a cost-utility analysis in the Spanish clinical setting.

PURPOSE: To analyze the efficiency and cost-utility profile of ureteroscopy versus shock wave lithotripsy for treatment of reno-ureteral stones smaller than 2 cm. METHODS: Patients treated for urinary stones smaller than 2 cm were included in this study (n = 750) and divided into two groups based on technique of treatment. To assess the cost-utility profile a sample of 48 patients (50% of each group) was evaluated. Quality of life survey (Euroqol 5QD-3L) before-after treatment was applied, Markov model was designed to calculate quality of life in each status of the patients (stone or stone-free with and without double-J stent) and to estimate the incremental cost-utility. Monte carlo simulation was conducted for a probabilistic sensitivity analysis. Chi-square was used for comparing qualitative variables and T student's for continuous variables. RESULTS: Shock wave lithotripsy group had 408 (54.4%) and ureteroscopy group had 342 (45.6%) patients. Of them, 56.3% were treated for renal stones and 43.7% for ureteral stones. Ureteroscopy produced slightly higher overall quality of patients' life, but produced a significant higher overall cost per quality-adjusted life year (QALY) than shock wave lithotripsy, exceeding the cost-utility threshold (20,000€/QALY). Sensitivity analysis confirmed results in 93.65% of cases. Difference was maintained in subgroup analysis (ureteral vs renal stones). CONCLUSIONS: Results suggest that in our clinical setting shock wave lithotripsy has better cost-utility profile than ureteroscopy for treatment of reno-ureteral stones less than 2 cm, but excluding waiting times, in ideal clinical setting, ureteroscopy would have better cost-utility profile than shock wave lithotripsy.

Comparison of intradialytic versus home-based exercise programs on physical functioning, physical activity level, adherence, and health-related quality of life: pilot study.

Intradialytic exercise (ID) programs are effective and safe for hemodialysis (HD) patients to avoid functional deterioration. However, exercise is not routinely undertaken in most HD units, and we do not know if home-based (HB) programs are as effective as ID programs. The purpose of this study was to compare the effects of 16 weeks of ID exercise versus a HB exercise program for HD patients. A total of 46 patients were randomly assigned to the ID group (n = 24) or HB group (n = 22). They completed a 16-week combined exercise program 3 times/week. We measured physical activity level, physical functioning, depression level, and health-related quality of life at baseline and after 16 weeks. A significant time effect was found in both groups for the physical activity level (p = 0.012). There was also a significant group-time interaction effect for the one-leg standing test (OLST) (p = 0.049) and a significant time effect for the Short Physical Performance Battery (p = 0.013), timed up-and-go test (p = 0.005), sit-to-stand-10 (p = 0.027), right and left hand handgrip (p = 0.044, p < 0.001), one-heel left leg raise (p = 0.019), and 6-minute walking (p = 0.006), depression (p = 0.017). HRQoL remained unchanged. There was no difference between the two interventions on the tested outcomes (besides OLST). Both interventions were associated with positive changes of the physical activity levels and physical function.

Impact of a Web-Based Exercise and Nutritional Education Intervention in Patients Who Are Obese With Hypertension: Randomized Wait-List Controlled Trial.

BACKGROUND: Internet-based interventions are a promising strategy for promoting healthy lifestyle behaviors. These have a tremendous potential for delivering electronic health interventions in scalable and cost-effective ways. There is strong evidence that the use of these programs can lead to weight loss and can lower patients' average blood pressure (BP) levels. So far, few studies have investigated the effects of internet-based programs on patients who are obese with hypertension (HTN). OBJECTIVE: The aim of this study is to investigate the short- and long-term efficacy, in terms of body composition and BP parameters, of a self-administered internet-based intervention involving different modules and learning techniques aimed at promoting lifestyle changes (both physical activity and healthy eating) in patients who are obese with HTN. METHODS: A randomized wait-list controlled trial design was used. We recruited 105 adults with HTN who were overweight or obese and randomly assigned them to either a 3-month internet-based intervention group (n=55) or the wait-list control group (n=50). We assessed BMI (primary outcome), body fat mass (BFM), systolic (S)BP and diastolic (D)BP, blood glucose and insulin levels, physical activity levels, and functional capacity for aerobic exercise at Time 0 (preintervention) and Time 1 (postintervention). All the patients in the wait-list control group subsequently received the intervention, and a secondary within-group analysis, which also included these participants, was conducted at Time 2 (12-month follow-up). RESULTS: A 2-way mixed analysis of covariance showed a significant decrease in BMI, BFM, and blood glucose at 3 months in the internet-based intervention group; the effect size for the BMI and BFM parameters was moderate to large, and there was also a borderline significant trend for DBP and insulin. These results were either maintained or improved upon at Time 2 and showed significant changes for BMI (mean difference -0.4, 95% CI -0.1 to -0.6; P=.005), BFM (mean difference -2.4, 95% CI -1.1 to -3.6; P<.001), DBP (mean difference -1.8, 95% CI -0.2 to -3.3; P=.03), and blood glucose (mean difference -2, 95% CI 0 to -4; P=.04). CONCLUSIONS: Implementation of our self-administered internet-based intervention, which involved different learning techniques aimed to promote lifestyle changes, resulted in positive short- and long-term health benefits in patients who are obese with HTN. TRIAL REGISTRATION: ClinicalTrials.gov NCT03396302; https://clinicaltrials.gov/ct2/show/NCT03396302.

Comparación de un programa de ejercicio intradiálisis frente a ejercicio domiciliario sobre capacidad física funcional y nivel de actividad física / Comparison of intradialysis exercise program versus home exercise on functional capacity and physical activity level

Introducción: El ejercicio durante la hemodiálisis es beneficioso, aunque son pocas las unidades de hemodiálisis que ofrecen un programa de ejercicio adaptado a estos pacientes. Por ello es necesario encontrar alternativas más económicas para realizar ejercicio. El objetivo es comparar los efectos de un programa de ejercicio intradiálisis frente a ejercicio domiciliario, sobre la adherencia al programa, la capacidad física funcional y el nivel de actividad física. Métodos: 17 pacientes en hemodiálisis de un centro de Valencia fueron aleatorizados dividiéndoles en un grupo de ejercicio intradiálisis (n=9) y un grupo domiciliario (n=8). Ambos programas incluían ejercicio aeróbico y de fuerza durante 4 meses. Se valoró una amplia batería de pruebas funcionales (Short Physical Performance Battery, equilibrio monopodal, Timed Up and Go, Sit To Stand to sit test 10 y 60, dinamometría de mano, fuerza de tríceps, 6 minutos marcha) y dos cuestionarios de nivel de actividad física (Human Activity Profile y Physical Activity Scale for Elderly). Resultados: 2 pacientes del grupo intradiálisis y 5 pacientes de ejercicio domiciliario finalizaron el programa y fueron analizados. Se observó un efecto significativo del factor tiempo en el caso del Human Activity Profile (P<.017). En las pruebas funcionales no se encontró ninguna diferencia significativa. En cuanto a la adherencia al ejercicio los pacientes del grupo intradiálisis cumplieron el 92.7% y el grupo domiciliario el 68.7% del total de las sesiones. Conclusiones: En ambos grupos se observa un aumento del nivel de actividad física. Sin embargo, es necesario modificar factores, tanto en el personal sanitario como en los propios pacientes, para conseguir mayor adherencia a los programas de ejercicio (AU)

Introduction: Although exercise training of patients undergoing hemodialysis is generally associated with positive outcomes, few hemodialysis units routinely offer intradialytic exercise therapy. This is often related to financial cost and/or staff limitations. Home-based. The aim of this study was to compare the effects of intradialytic versus home based exercise regarding adherence, functional capacity and physical activity level. Methods: 17 participants from hemodialysis unit from Valencia were randomized to either intradialytic exercise (n=9,) or home based exercise (n=8). Both programs consisted of a combination of strength training and aerobic exercise during 4 months. We assess functional capacity with different test (Short Physical Performance Battery, one leg stand, Timed Up and Go, Sit To Stand test 10 and 60,handgrip, one leg heel rise, 6 minutes walking test) and two questionnaires to asses physical activity level (Human Activity Profile and Physical Activity Scale for Elderly). Outcomes: 2 participant from the intradialysis exercise and 5 participants from de home based exercise were analysed. We observed a significant time effect in the Human Activity Profile (P<.017). In the functional capacity test there was not a significant difference. The subjects from the intradilysis exercise completed the 92.7% and the home based group the 68.7% of the total of the sessions. Conclusions: In both groups was an increment of the physical activity. Nevertheless, it is necessary to modify some factors, both in health professionals and patients, to achieve higher (AU)

Physical factors underlying the Timed "Up and Go" test in older adults.

The purpose of this study was to investigate a range of selected physical measures for their relative contributions and extent to which they may explain the performance of the Timed "Up and Go" test (TUG) in a sample of healthy older adults. The participants where 194 adults aged 65 and older with no cognitive impairment and independent in their daily activities from local senior centres and a geriatric nursing home in Valencia, Spain. Age, body mass index (BMI), TUG, Berg balance scale (BBS), One-leg stand test (OLS), grip strength, chair stand test (STS-5), knee extension strength and rectus femoris cross-sectional area (CSA) where measured. Moderate to high significant associations were found between the TUG performance and BBS and knee extension strength (r = -.561 and -.397). A stepwise multiple regression analysis showed that the BBS was a significant and independent predictor (AdjR(2) = .373) for the TUG performance. The TUG is highly correlated with the BBS score and knee extension strength, measures that represent common performance tasks in everyday life. The BBS was demonstrated to be the most significant factor explaining the TUG performance. The TUG is demonstrated to be a useful tool for predicting changes in functional balance measured with the BBS. The mobility decline may be better explained as the sum of deficits across multiple domains rather than as a single entity. Clinicians would benefit of those findings by a better understanding of the physical measures, in addition to designing more accurate interventions focusing on the enhancement of mobility.

Factors associated with the 6-minute walk test in nursing home residents and community-dwelling older adults.

[Purpose] The main objective of this study was to determine the contributions and extent to which certain physical measurements explain performance in the 6-minute walk test in healthy older adults living in a geriatric nursing home and for older adults dwelling in the community. [Subjects] The subjects were 122 adults aged 65 and older with no cognitive impairment who were independent in their daily activities. [Methods] The 6-minute walk test, age, body mass index, walking speed, chair stand test, Berg Balance Scale, Timed Up-and-Go test, rectus femoris cross-sectional area, Short Physical Performance Battery, and hand-grip strength were examined. [Results] Strong significant associations were found between mobility, lower-limb function, balance, and the 6-minute walk test. A stepwise multiple regression on the entire sample showed that lower-limb function was a significant and independent predictor for the 6-minute walk test. Additionally, lower-limb function was a strong predictor for the 6-minute walk test in our nursing home group, whereas mobility was found to be the best predictor in our community-dwelling group. [Conclusion] Better lower-limb function, balance, and mobility result in a higher distance covered by healthy older adults. Lower-limb function and mobility appeared to best determine walking performance in the nursing home and community-dwelling groups, respectively.