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Nevin Manimala Statistics

Spatial Optical Simulator for Classical Statistical Models

Phys Rev Lett. 2024 Dec 6;133(23):237101. doi: 10.1103/PhysRevLett.133.237101.

ABSTRACT

Optical simulators for the Ising model have demonstrated great promise for solving challenging problems in physics and beyond. Here, we develop a spatial optical simulator for a variety of classical statistical systems, including the clock, XY, Potts, and Heisenberg models, utilizing a digital micromirror device composed of a large number of tiny mirrors. Spins, with desired amplitudes or phases of the statistical models, are precisely encoded by a patch of mirrors with a superpixel approach. Then, by modulating the light field in a sequence of designed patterns, the spin-spin interaction is realized in such a way that the Hamiltonian symmetries are preserved. We successfully simulate statistical systems on a fully connected network, with ferromagnetic or Mattis-type random interactions, and observe the corresponding phase transitions between the paramagnetic and the ferromagnetic or spin-glass phases. Our results largely extend the research scope of spatial optical simulators and their versatile applications.

PMID:39714667 | DOI:10.1103/PhysRevLett.133.237101

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Nevin Manimala Statistics

Effect of low- and moderate-intensity endurance exercise on physical functioning among breast cancer survivors: a randomized controlled trial

Support Care Cancer. 2024 Dec 21;33(1):49. doi: 10.1007/s00520-024-09100-2.

ABSTRACT

PURPOSE: Compare the effects of low-intensity and moderate-intensity exercise on physical functioning in breast cancer survivors.

METHODS: Women aged 50 + years and post-primary treatment for stage 0 to III breast cancer were randomly assigned to a 6-month low-intensity (LIG) or moderate-intensity (MIG) exercise group. Participants were instructed to walk (low- or moderate-intensity) for 30 min five days a week, followed by flexibility exercises, and do strengthening and balance exercises twice weekly. Exercise adherence was facilitated with seven individual counseling sessions tapered over six months and a Theory of Planned Behavior-based booklet. Assessments occurred at baseline, 6 months (post-intervention), and 12 months. Primary measures were PROMIS Physical Functioning, PROMIS Global Health, and six-minute walk test (6MWT).

RESULTS: Of 101 women randomized, 65 (64.4%) completed the study. No statistically significant between-group differences occurred at post-intervention or 12 months. Compared to baseline, within-group improvements in PROMIS physical functioning occurred (LIG increased from 45.87 ± 7.58 to 48.37 ± 7.13 post-intervention (p = 0.01); MIG increased from 45.26 ± 7.27 to 49.53 ± 8.80 post-intervention (p = 0.002) and 48.91 ± 9.29 at 12 months (p = 0.02)). Similarly, Global Health physical health improved (LIG increased from 46.04 ± 5.00 to 49.19 ± 5.76 post-intervention (p = 0.001); MIG increased from 45.06 ± 6.59 to 48.20 ± 7.33 post-intervention (p = 0.005) and 48.49 ± 7.89 at 12 months (p = 0.007)). 6MWT improved between post-intervention and 12 months for the LIG (469.99 ± 64.69 m to 492.19 ± 68.64 m, p = 0.008) and between baseline and post-intervention for the MIG (471.01 ± 62.69 m to 495.88 ± 66.64 m, p = 0.006).

CONCLUSION: Both low and moderate-intensity exercise led to significant improvement in physical functioning. When feasible and acceptable, prescribing low-intensity exercise can yield important benefits.

TRIAL REGISTRATION NUMBER: ClinicalTrials.gov identifier: NCT02982564.

PMID:39714637 | DOI:10.1007/s00520-024-09100-2

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Nevin Manimala Statistics

Mapping of high-resolution daily particulate matter (PM2.5) concentration at the city level through a machine learning-based downscaling approach

Environ Monit Assess. 2024 Dec 23;197(1):94. doi: 10.1007/s10661-024-13562-6.

ABSTRACT

PM2.5 pollution is a major global concern, especially in Vietnam, due to its harmful effects on health and the environment. Monitoring local PM2.5 levels is crucial for assessing air quality. However, Vietnam’s state-of-the-art (SOTA) dataset with a 3 km resolution needs to be revised to depict spatial variation in smaller regions accurately. In this research, we investigated machine learning-based downscaling methods to improve the spatial resolution and quality of Vietnam’s existing 3 km PM2.5 products using different approaches: traditional machine learning models (random forest, XGBoost, Catboost, support vector regression (SVR), mixed effect model (MEM)) and deep learning models (long short-term memory (LSTM), convolutional neural network (CNN), convolutional LSTM (ConvLSTM)). Overall, the CatBoost 2-day lag model exhibited superior performance. In terms of modeling, integrating temporal factors into tree-based models can enhance predictive accuracy. Furthermore, when faced with small datasets, traditional machine learning models demonstrate superior performance over complex deep learning approaches. The validation of machine and deep learning models based on their PM2.5 generated maps is requested because these models can obtain very high results for model evaluation but are unrealistic for application. In this study, compared to the state-of-the-art (SOTA) PM2.5 maps in Vietnam and the SOTA global maps, the proposed CatBoost 2-day lag model’s maps showed a 57% increase in the correlation coefficient (Pearson R), as well as 42-73%, 28-75%, and 39-75% reductions in root mean squared error (RMSE), mean relative error (MRE), and mean absolute error (MAE), respectively. Additionally, the daily, monthly, and year-average maps generated by the Catboost 2-day lag model effectively capture the spatial distribution and seasonal variations of PM2.5 in Ho Chi Minh City. These findings indicate a substantial enhancement in the accuracy and reliability of downscaled PM2.5 maps.

PMID:39714636 | DOI:10.1007/s10661-024-13562-6

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Nevin Manimala Statistics

Risk of acute kidney injury after contrast-enhanced MRI examinations in a pediatric population

Eur Radiol. 2024 Dec 23. doi: 10.1007/s00330-024-11315-0. Online ahead of print.

ABSTRACT

OBJECTIVES: To investigate the associations between gadolinium-based contrast agent (GBCA) administration and the occurrence of acute kidney injury (AKI) in pediatric patients, and to determine the risks associated with AKI.

MATERIALS AND METHODS: This retrospective study was conducted on pediatric patients who underwent contrast-enhanced or unenhanced MRI between January 1st, 2015, and June 30th, 2021. Examinations were included if they had data on height and serum creatinine levels within 3 months before and 2 days after the examinations. AKI was defined according to the AKI Network criteria. Multivariable generalized estimating equations, propensity score analyses, and inverse probability of treatment weighting analysis were used to evaluate associations between GBCA and AKI. Subgroup analyses were conducted to evaluate the interaction effects of GBCA and each subgroup variable (age, sex, examination type, admission type, chronic kidney disease stage, diabetes mellitus, cardiovascular disease, or surgery or contrast-enhanced CT performed 7 days before and 2 days after MRI).

RESULTS: A total of 2508 examinations were included (1996 with contrast-enhanced, 512 with unenhanced MRI). AKI occurred in 1.5% of the contrast group and 1.2% of the noncontrast group. Multivariable analysis showed no significant difference in AKI incidence between the groups (adjusted OR, 1.29 [95% CI: 0.53, 3.11]; p = 0.58). Propensity score matching and inverse probability of treatment weighting analysis also showed no significant association (p = 0.22 and p = 0.21, respectively). Subgroup analysis showed no significant interaction between GBCA and any of the subgroup variables.

CONCLUSION: The study found no significant association between gadolinium-based contrast agent administration and the occurrence of acute kidney injury in pediatric patients.

KEY POINTS: Question There is limited data on the development of acute kidney injury following exposure to gadolinium-based contrast agent in pediatric patients. Findings There was no significant association between the administration of gadolinium-based contrast agent and occurrence of acute kidney injury in pediatric patients. Clinical relevance The administration of gadolinium-based contrast agents does not increase the risk of acute kidney injury in pediatric patients following MRI.

PMID:39714605 | DOI:10.1007/s00330-024-11315-0

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Nevin Manimala Statistics

Operationalizing the New Global Definition of ARDS: A Retrospective Cohort Study From South Africa

CHEST Crit Care. 2024 Dec;2(4):100103. doi: 10.1016/j.chstcc.2024.100103. Epub 2024 Oct 28.

ABSTRACT

BACKGROUND: A proposed new global definition of ARDS seeks to update the Berlin definition and account for nonintubated ARDS and ARDS diagnoses in resource-variable settings.

RESEARCH QUESTION: How do ARDS epidemiologic characteristics change with operationalizing the new global definition of ARDS in a resource-limited setting?

STUDY DESIGN AND METHODS: We performed a real-use retrospective cohort study among adult patients meeting criteria for the Berlin definition of ARDS or the global definition of ARDS at ICU admission in two public hospitals in the KwaZulu-Natal Department of Health, South Africa, from January 2017 through June 2022.

RESULTS: Among 5,760 adults (aged ≥ 18 years) admitted to the ICU, 2,027 patients (35.2%) met at least one ARDS definition, including 1,218 patients meeting the Berlin definition of ARDS (60.1% of all ARDS diagnoses) and 809 new diagnoses of the global definition of ARDS that were not captured by the Berlin definition alone (39.9% of all ARDS diagnoses and 14.0% of all ICU admissions). After adjustment for hospital-level factors, patients who met only the global definition of ARDS criteria (ie, who would not have been captured by the Berlin definition) showed no statistically significant ICU mortality difference vs patients with ARDS according to the Berlin definition (21.7% [95% CI, 18.9%-24.4%] vs 23.8% [95% CI, 21.5%-26.2%]; OR, 0.88 [95% CI, 0.70-1.10]; P = .25). In prespecified exploratory subgroup analyses, patients without COVID-19 who met only the criteria for the global definition of ARDS showed reduced ICU mortality (14.2% [95% CI, 11.6%-16.9%] vs 22.2% [95% CI, 19.8%-24.6%]; OR, 0.58 [95% CI, 0.45-0.75]; P < .0005) compared with patients without COVID-19 who met the Berlin definition for ARDS.

INTERPRETATION: The new global definition of ARDS captures a significant proportion of patients who would not have been included by the Berlin definition alone. These additional patients with ARDS may have heterogenous patterns of outcomes among diagnostic subgroups, including by COVID-19 status, compared with patients with ARDS according to the Berlin definition.

PMID:39711978 | PMC:PMC11661813 | DOI:10.1016/j.chstcc.2024.100103

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Nevin Manimala Statistics

Oxidative stress profile and auto-antibodies production in Tunisian patients with COVID-19

Cytotechnology. 2025 Feb;77(1):22. doi: 10.1007/s10616-024-00683-6. Epub 2024 Dec 18.

ABSTRACT

The clinical evidence, complications and the pathogenesis of COVID-19 are not clearly understood. In COVID-19 patients, cellular immune response biomarkers and oxidative stress parameters have been used as gravity markers. Indeed, oxidative stress has been proposed to play an essential role in the genesis of COVID-19. In the present research, we investigated lipid peroxidation, protein oxidation, superoxide dismutase activity and the production of auto-antibodies against superoxide dismutase, in the blood of Tunisian patients with corona virus. To evaluate lipid peroxidation, plasma malondialdehyde and conjugated dienes, have been determined in 69 corona virus patients and 30 controls. To determine protein oxidation the thiol level was measured. Plasma superoxide dismutase activity has been measured in 30 corona virus patients and 30 controls on one hand. Utilizing a standard enzyme-linked immunosorbent assay, the level of immunoglobulin G (IgG), and M (IgM) directed against superoxide dismutase was evaluated. To investigate the implication of auto-antibody production in COVID-19 patients in the generation of oxidative stress, a correlation study between auto-antibodies production and oxidative stress parameters was performed. High levels of both malondialdehyde and conjugated dienes were found in the plasma of patients (p < 0.001, respectively). Protein oxidation was confirmed by the high level of thiol (p < 0.001). Superoxide dismutase activity was not significantly lower in COVID-19 patients (p > 0.05). The level of immunoglobulin G (IgG), and M (IgM) directed against superoxide dismutase is significantly higher in COVID-19 patients than in control group (p < 0.001 respectively). Statistical analyses have demonstrated a positive correlation between superoxide dismutase activity and IgM and IgG isotypes antibodies level against superoxide dismutase (p < 0.001). A strong positive correlation was observed between IgG and malondialdehyde level in all cases (r = 0.368; p ≤ 0.01). In addition, a significant positive correlation was noted between IgM and malondialdehyde (r = 0.290; p = 0.024). Similarly, two significant positive relationship was found between IgG / conjugated dienes (r = 0.356; p = 0.005) and between IgM / conjugated dienes (r = 0.285; p = 0.027).

PMID:39711970 | PMC:PMC11655737 | DOI:10.1007/s10616-024-00683-6

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Nevin Manimala Statistics

Comparison of tracer kinetic models in differentiating malignant from normal prostate tissue using dynamic contrast-enhanced MRI

Front Oncol. 2024 Dec 6;14:1450388. doi: 10.3389/fonc.2024.1450388. eCollection 2024.

ABSTRACT

PURPOSE: The aim of this study was to evaluate the diagnostic value of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) derived kinetic parameters with high spatiotemporal resolution in discriminating malignant from normal prostate tissues.

METHODS: Fifty patients with suspicious of malignant diseases in prostate were included in this study. Regions of interest (ROI) were manually delineated by experienced radiologists. Voxel-wise kinetic parameters were produced with the following tracer kinetic models (TKMs): Tofts model, extended Tofts model (ETM), Brix’s conventional two-compartment model (Brix), adiabatic tissue homogeneity model (ATH), and distributed parameter model (DP). The initial area under the signal-time curve (IAUC) with an uptake integral approach was also included. Mann-Whitney U test and receiver operating characteristic (ROC) curves were used to evaluate the capability of distinguishing tumor lesions from normal tissues. A p-value of 0.05 or less is considered statistically significant. ROI based parameters correlation analysis between DP and ETM were performed.

RESULTS: 624 lesions and 269 normal tissue ROIs were obtained. Thirty parameters were derived from the six kinetic models. Except for PS from Brix, statistically significant differences between lesions and normal tissues (P<0.05) were observed in other parameters.Ve from DP, ATH and Brix and PS from ATH have AUC values less than 0.6 in the ROC analysis. MTT, Vp and PS from DP, Ktrans from ETM and Tofts, E and PS from ATH, IAUC parameters and F from Brix have AUC values larger than 0.8. Ve and Vp from DP and ETM are correlated (r> 0.65). The correlation coefficient between Ktrans from ETM and PS from DP is 0.751.

CONCLUSION: MTT, Vp and PS from DP, Ktrans from ETM and Tofts, E and PS from ATH, F from Brix and IAUC parameters can be used to differentiate malignant lesions from normal tissues in the prostate.

PMID:39711955 | PMC:PMC11659129 | DOI:10.3389/fonc.2024.1450388

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Nevin Manimala Statistics

Postoperative complications after central nervous system tumor resection in pediatric patients admitted to an intensive care unit in Colombia

Front Oncol. 2024 Dec 6;14:1491943. doi: 10.3389/fonc.2024.1491943. eCollection 2024.

ABSTRACT

INTRODUCTION: Central nervous system (CNS) tumors are the second most prevalent malignant neoplasms in childhood, with surgical resection as the primary therapeutic approach. The immediate postoperative period following CNS tumor resection requires intensive care to mitigate complications associated with high morbidity and mortality.

OBJECTIVE: The primary aim of this study is to comprehensively describe the postoperative complications observed in pediatric patients who underwent primary CNS tumor resection and were subsequently admitted to the pediatric intensive care unit (PICU) at Hospital Universitario Fundación Valle del Lili in Colombia.

METHODS: We conducted a cross-sectional observational analysis of pediatric patients who underwent surgery for CNS tumors and were admitted to our PICU from January 2011 to December 2021. Clinical, histopathologic, and postoperative complication data were collected. A descriptive statistical analysis was performed using measures of dispersion and central tendency with a 95% confidence interval.

RESULTS: A total of 114 patients were included, of whom 55.3% were male. The median PICU stay was 4 days (2-7). The most common tumor type was embryonal (25.4%), followed by low-grade glioma (20.1%) and high-grade glioma (14.9%). Mechanical ventilation was required in 24.5% of patients, with a median extubation time of 3 days (2-9). In the immediate postoperative period, 6.14% of patients experienced CNS hemorrhage and 3.5% experienced intracranial hypertension. Common complications included motor deficits, facial paralysis, and sensory deficits. The mortality rate was 3.5%.

CONCLUSION: This study describes the postoperative complications, clinical challenges, and interventions observed in pediatric patients after CNS tumor resection in a resource-limited country. Our findings emphasize the importance of tailored interventions and multidisciplinary collaboration to optimize clinical outcomes. Future data comparison from centers sharing similar characteristics will play a crucial role in identifying best practices and enhancing outcomes globally.

PMID:39711949 | PMC:PMC11659208 | DOI:10.3389/fonc.2024.1491943

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Nevin Manimala Statistics

Male View on Aesthetic Procedures: A Local Survey

Cureus. 2024 Dec 18;16(12):e75939. doi: 10.7759/cureus.75939. eCollection 2024 Dec.

ABSTRACT

Background Cosmetic procedures have become increasingly popular worldwide; however, male participation remains relatively low, especially in conservative societies like Saudi Arabia. This study explores the awareness, attitudes, and experiences of men concerning aesthetic procedures in Saudi Arabia, with a focus on sociodemographic factors and sources of information. This study aimed to assess male awareness, attitudes, and experiences with aesthetic procedures in Saudi Arabia and identify factors influencing their engagement with these interventions. Methodology A cross-sectional study was conducted involving 818 male participants from various regions in Saudi Arabia. Data on sociodemographic profiles, awareness levels, and attitudes toward cosmetic procedures were collected using a structured questionnaire. Descriptive statistics, chi-square tests, and logistic regression models were used for data analysis performed using SPSS version 26 (IBM Corp., Armonk, NY, USA). Results The study found that 504 (61.6%) participants had never undergone a cosmetic procedure. The most common reasons for not undergoing such procedures included the social image of men (198, 39.2%), cost (145, 28.7%), and no health issues requiring aesthetic intervention (66, 13.1%). Awareness of cosmetic procedures was relatively low, with 223 (27.3%) participants rating their awareness as “low” and 101 (12.3%) as “very low.” Social media (333, 40.7%), physicians (211, 25.8%), and television (144, 17.6%) were the primary sources of information. Significant factors influencing attitudes included age, education level, employment status, and marital status, all of which had a significant p-value below 0.05. Conclusions Awareness and acceptance of cosmetic procedures among Saudi males are increasing, influenced by various cultural, societal, and personal factors. This study highlights the need for targeted campaigns and education to promote understanding and acceptance. Further research is needed to examine how these attitudes evolve and their implications for the cosmetic industry and healthcare providers.

PMID:39711943 | PMC:PMC11659918 | DOI:10.7759/cureus.75939

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Sun Exposure Awareness and Sunscreen Use Among College Students in Saudi Arabia: A Cross-Sectional Analysis

Cureus. 2024 Dec 21;16(12):e76146. doi: 10.7759/cureus.76146. eCollection 2024 Dec.

ABSTRACT

BACKGROUND: Excessive sun exposure is a significant risk factor for various skin conditions, including sunburn, premature aging, and skin cancer. This study aimed to assess the awareness, attitudes, and practices regarding sun exposure and sunscreen use among college students in Saudi Arabia.

METHODOLOGY: A cross-sectional study was conducted with 388 college students from various disciplines. Data were collected using a structured questionnaire covering demographic information, awareness, and practices related to sun exposure and sunscreen use. Descriptive statistics and chi-square tests were employed to analyze the data.

RESULTS: This study comprised 209 (53.9%) females and 179 (46.1%) males, with the majority aged between 18 and 23 years. Formal education on sun exposure dangers was lacking in 43.0% (167) of participants. The most recognized consequences of excessive sun exposure were sunburn (313, 80.6%) and skin cancer (289, 74.4%). Factors influencing sunscreen use included weather conditions and healthcare provider recommendations. Males were significantly less likely to use sunscreen compared to females. First-year students and participants without formal education on sun exposure were less likely to use sunscreen regularly.

CONCLUSION: Despite awareness of the risks associated with excessive sun exposure, sunscreen use among college students in Saudi Arabia is inconsistent and influenced by various factors, including gender and education level.

PMID:39711940 | PMC:PMC11663009 | DOI:10.7759/cureus.76146