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Nevin Manimala Statistics

Exploring potential gene signatures in dengue through machine learning and deep learning approaches

Virus Genes. 2025 Dec 2. doi: 10.1007/s11262-025-02204-9. Online ahead of print.

ABSTRACT

Dengue is a major public health problem that affects millions of people globally. The present study used microarray data to identify differentially expressed genes (DEGs) during dengue clinical conditions. The microarray datasets GSE84331, GSE18090, GSE43777, and E-MTAB-3162 were downloaded and analyzed using statistical analysis (Unpaired t-test). This was followed by Machine Learning (ML) and Deep Learning (DL) techniques with recursive feature elimination and genetic algorithms implemented to identify the potential biomarkers. Further, functional enrichment, platelet signaling, and protein-protein interaction (PPI) network analysis were performed to explore the potential diagnostic markers associated with dengue. Among all ML/DL models, the Random Forest algorithm outperformed on baseline data and identified 27 DEGs in the dengue fever (DF) vs. control (C) group and 13 DEGs in filtered data of the severe dengue (SD) vs. DF group. Likewise, the Support Vector Machine with Genetic Algorithm (SVM-GA) hybrid model outperformed the SD vs. C group and identified 79 DEGs. Based on the analysis, the study identified seven hub genes such as PIK3R1, GATA3, ZFPM, SKAP1 (involved in hemostasis, platelet activation, aggregation, and production), TP63, ZBTB20, and ZEB2 (abnormal hard palate morphology) for dengue diagnosis. Further, the hub genes may facilitate the development of reliable diagnostic potential; their prognostic utility requires further validation in larger, more diverse cohorts.

PMID:41329415 | DOI:10.1007/s11262-025-02204-9

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Nevin Manimala Statistics

Systematic Review of the Links between Eco-Distress and Mental Health

Ecohealth. 2025 Dec 2. doi: 10.1007/s10393-025-01769-z. Online ahead of print.

ABSTRACT

BACKGROUND: Eco-distress shows positive correlations with mental health impairments. However, the correlations reported by different studies vary widely. The aim of our review was to explore possible methodological sources for this heterogeneity, hereby deepening our understanding of eco-distress and its relationship with mental health.

METHODS: Following PRISMA guidelines, Academic Search Complete, PubMed, PsycInfo, and Web of Science were searched on 15.03.2025 for publications reporting the initial development of instruments assessing eco-distress, subsequent validation studies, or correlations with mental health impairments. We analyzed the relationship of psychometric quality and the range of effect sizes descriptively, as well as the potential influence of the type of mental health questionnaire, the psychometric quality, and study and sample characteristics statistically as moderators in meta-analysis.

RESULTS: We included 87 studies reporting on 15 different instruments. The underlying definitions of eco-distress differed and psychometric quality was mixed. However, confidence intervals did not vary systematically due to psychometric quality. Overall, eco-distress and mental health impairments correlated with r = 0.32, 95% CI [0.27; 0.37]. Only type of mental health questionnaire moderated the effect size.

CONCLUSION: Although it varied in magnitude, there was a significant positive correlation between eco-distress and mental health impairments. However, type of eco-distress questionnaire did not systematically influence the effect size. The heterogeneity was considerable and could only be partially explained by the moderators used. Future research should focus on the psychometric evaluation of existing instruments, as information on psychometric quality was incomplete for many instruments.

PMID:41329414 | DOI:10.1007/s10393-025-01769-z

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Nevin Manimala Statistics

Targeting tie-2 receptor with rebastinib (DCC-2036) for angiogenesis Inhibition in early-stage arthritis : enhanced efficacy through liposomal sustained release

Inflammopharmacology. 2025 Dec 2. doi: 10.1007/s10787-025-02081-6. Online ahead of print.

ABSTRACT

The prevalence of arthritis continues to increase, which has driven research on new therapeutic approaches. However, existing treatments often have limitations. Angiogenesis and pathological changes in the synovium are the key contributors to the early development of arthritis. Rebastinib, a tie-2 receptor inhibitor, blocks the activation of tie2-expressing macrophages, which are involved in angiogenesis. Although previous studies have highlighted the importance of angiogenesis in early arthritis, few have focused on targeting the tie-2 receptor to slow disease progression. In this study, we evaluated the effects of rebastinib encapsulated in pH-dependent liposomes in a rabbit model of surgically induced arthritis. Additionally, we investigated the efficacy of a pH-dependent liposomal formulation, developed using microfluidic technology for sustained drug release. The results demonstrated that rebastinib-loaded pH-dependent liposomes were stable and provided controlled release and rebastinib effectively inhibited the progression of early stage arthritis in this model. Statistical analyses were performed using SPSS software (IBM Corp., Armonk, NY, USA), and significance was assessed using one-way ANOVA. In conclusion, rebastinib encapsulated in pH-dependent liposomes holds promise as a potential therapeutic strategy for the treatment of early arthritis, offering both stability and efficacy in disease suppression.

PMID:41329397 | DOI:10.1007/s10787-025-02081-6

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Nevin Manimala Statistics

Long-term assessment of PM10 and SO2 in northwestern Türkiye: meteorology, inversions, and transboundary transport

Environ Monit Assess. 2025 Dec 2;198(1):2. doi: 10.1007/s10661-025-14858-x.

ABSTRACT

This study provides a comprehensive long-term assessment of air quality in Balıkesir, northwestern Türkiye, focusing on the spatiotemporal variability of PM10 and SO2 during 2013-2023. The analysis integrates pollutant observations with ERA5 reanalysis meteorological data to examine seasonal and diurnal variations, long-term trends, and the role of temperature inversions and atmospheric circulation in shaping pollution episodes. Results indicate that both pollutants reach their highest concentrations in winter due to intensified domestic heating and stagnant meteorological conditions, with temperature inversions acting as a key driver of near-surface accumulation. The Theil-Sen trend analysis revealed an insignificant long-term change in PM10 but a statistically significant upward trend in SO2 (+ 0.5 µg m⁻3 year⁻1), suggesting persistent reliance on sulfur-rich fuels during the cold season. However, a short-term decline after 2020 reflected the combined effects of cleaner fuels and pandemic-related emission reductions. Correlation analysis demonstrated that PM10 and SO2 are moderately interrelated (r = 0.49) and primarily controlled by high-pressure, low-wind conditions. HYSPLIT trajectory analyses confirmed that severe winter episodes result from the combined influence of local stagnation and regional air mass transport. These findings highlight the dual importance of emission control and meteorological monitoring in managing winter pollution. Policy recommendations include stricter regulation of heating fuels, inversion-based early-warning systems, and enhanced regional cooperation to mitigate transported particulate matter.

PMID:41329396 | DOI:10.1007/s10661-025-14858-x

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Nevin Manimala Statistics

Representativeness of assessment methods for background concentrations of potentially toxic elements in soils and air within the gold-sulfide deposit area

Environ Monit Assess. 2025 Dec 2;198(1):1. doi: 10.1007/s10661-025-14760-6.

ABSTRACT

It was presented a reliable statistical assessment of regional background element concentrations with a geochemical framework using the concentrations of Cr, Fe, Ni, Cu, Zn, As, Mo, Pb, and Hg in soils and Hg in air (atmospheric and soil) on the example of the area with ore mineralization and superimposed historical anthropogenic mining activity (Sarala gold-ore group; the Republic of Khakassia, Russia). The most reproducible results were obtained by the 2sd (mean ± 2σ) and 2MAD (median ± 2MAD) statistical methods. The TIF (Tukey inner fence) gave the widest background range. The 2sd method can be used as well as 2MAD, but with careful statistical pre-processing of data. It was found that the upper threshold values of background concentrations of Cr, Fe, Ni, Cu, Zn, As, Mo, Pb, and Hg in soils of the Sarala gold-ore area exceeded the concentrations in the upper continental crust, soils of 4 neighboring objects of the Siberian region, and maximum permissible concentrations. Hg concentrations in air (atmospheric and soil) were higher than in the Northern and Southern Hemispheres and did not exceed the maximum permissible concentration for residential areas. The patterns are typical for areas where ore mineralization zones are located. Based on the comparison of geological and geochemical data with the results of ANOVA (one-way analysis of variance) tests and correlation analysis, the sources of elements were recognized in the study area (geogenic, technogenic, and mixed). The investigation with this kind of statistical approach was realized for the first time in Russia for such a natural-technogenic object, providing research novelty. The results provide reference data for comparing background concentrations in soils in similar mining areas worldwide and can help with making decisions about environmental strategies for specialized measures to ensure public safety.

PMID:41329378 | DOI:10.1007/s10661-025-14760-6

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Nevin Manimala Statistics

Risk factors for reoperation following operative fixation of patella fractures

Eur J Orthop Surg Traumatol. 2025 Dec 2;36(1):34. doi: 10.1007/s00590-025-04613-w.

ABSTRACT

PURPOSE: This study aimed to identify patient and injury characteristics associated with reoperation after patella open reduction internal fixation (ORIF).

METHODS: A retrospective review was conducted of patients who underwent operative fixation of patella fractures (AO/OTA 34) from 2012 to 2022 at a single Level I trauma center. Demographic, injury, and operative variables were collected. Primary outcomes were all-cause reoperation, symptomatic implant removal (SIR), fixation failure, and fracture-related infection (FRI). Univariable and multivariable analyses were performed to identify factors associated with reoperation.

RESULTS: Of 497 identified patients, 251 met inclusion criteria. The mean age was 45.8 years, and 57.4% were male. Fifty-six patients (22.3%) required reoperation, most commonly for fixation failure (14.7%). Osteoporosis (33.9% vs 8.2%, p < 0.001), diabetes (23.2% vs 8.2%, p = 0.002), and tobacco use (53.6% vs 30.3%, p = 0.001) were more common among reoperation cases. On multivariable analysis, male sex (OR 2.73, 95% CI 1.07-6.91, p = 0.035), diabetes (OR 4.23, 95% CI 1.37-13.08, p = 0.012), and osteoporosis (OR 8.51, 95% CI 3.03-23.91, p < 0.001) were independently associated with fixation failure, whereas increasing BMI was associated with lower odds of fixation failure (OR 0.93, 95% CI 0.86-1.00, p = 0.049).

CONCLUSION: Reoperation occurred in approximately one in five patients following patella ORIF. Osteoporosis, diabetes, and tobacco use were associated with higher complication rates, while higher BMI was associated with reduced odds of fixation failure. Individualized surgical planning, bone health optimization, and closer follow-up may address complication risk in high-risk patients following patella fracture fixation.

PMID:41329368 | DOI:10.1007/s00590-025-04613-w

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Elevated periodontal disease risk in ulcerative colitis patients: evidence from a comparative case-control study

Odontology. 2025 Dec 2. doi: 10.1007/s10266-025-01278-z. Online ahead of print.

ABSTRACT

The aim was to evaluate periodontal health in ulcerative colitis (UC) patients and the relationship between UC and periodontitis. Since both diseases are immuno-inflammatory mediated, periodontal parameters and their correlation to disease activity indices in UC patients in comparison with healthy subjects were analysed. A cross-sectional comparative case-control study was conducted involving 80 subjects, consisting of 40 patients with UC and 40 age- and gender-matched healthy controls, all examined at a single time point. Full periodontal examination comprised Plaque Index (PlI), Gingival Index (GI), probing pocket depth (PPD), clinical attachment level (CAL) and bleeding on probing (BOP). Clinical features of the disease (Mayo score and duration of UC) were documented. Statistical methods employed were independent t-tests, chi-square, and logistic regression model. UC patients had worse periodontal parameters when compared to controls (PlI, GI, PPD, CAL, and BOP; all p < 0.001). Generalized periodontitis was more common in patients with UC (72.5%) than in controls (37.5%; p = 0.002). A slight positive correlation was found between the Mayo score and CAL and BOP. The burden of periodontal disease was significantly higher in UC patients. Incorporating periodontal evaluation and treatment for the management of UC could potentially decrease systemic inflammation and promote overall better health.

PMID:41329362 | DOI:10.1007/s10266-025-01278-z

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Nevin Manimala Statistics

The effect of different internal fixation materials on Jakob type III lateral humeral condyle fractures in pediatric patients

J Orthop Surg Res. 2025 Dec 2. doi: 10.1186/s13018-025-06547-9. Online ahead of print.

ABSTRACT

BACKGROUND: Humeral lateral condyle fractures are common pediatric elbow injuries, with Jakob type III representing the most severe form. While open reduction and internal fixation is the standard treatment, consensus is lacking on the optimal fixation method. Inadequate fixation can lead to serious complications. The efficacy of absorbable internal fixation materials remains debated. This study aimed to evaluate the outcomes of different internal fixation materials for treating these fractures in children.

METHODS: A retrospective review was conducted on 51 children (39 male, 12 female; mean age 4.8 years) with Jakob type III fractures treated surgically between January 2020 and December 2023. Patients were divided into three groups based on fixation: Kirschner wires (Group A), metal hollow screws (Group B), and absorbable hollow screws (Group C). Statistical significance was set at P < 0.05.

RESULTS: The average hospitalization was 3.8 ± 0.2 days, median operation time was 60 min, and mean follow-up was 25.2 ± 12.1 months. No significant differences were found among groups regarding gender, age, postoperative plaster fixation time, final carrying angle, elbow varus deformity, lateral condyle protrusion, Mayo elbow score, or satisfaction. However, significant differences existed in hospital stay, operation time, time to implant removal, total hospitalization costs, and material costs. Group B had a significantly longer hospital stay (mean 4.9 days) compared to Groups A and C (3.5 and 3.4 days). Operative time was longest in Group A (mean 60 min vs. 45 and 47 min). Implant removal time was significantly longer in Group B (median 93 days vs. 34 days in Group A). Group B had the highest total hospitalization costs (mean $2623.0), while Group C had the highest material costs (mean $996.5). Group A had the lowest costs in both categories.

CONCLUSION: Different internal fixation materials achieved comparable therapeutic effects for pediatric Jakob type III lateral condylar fractures. Absorbable screws provided the advantage of eliminating the need for a second surgery for removal.

PMID:41327221 | DOI:10.1186/s13018-025-06547-9

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Assessment of a highly sensitive rapid diagnostic test for reactive case detection of Plasmodium Falciparum infections in Myanmar

Malar J. 2025 Dec 1. doi: 10.1186/s12936-025-05699-7. Online ahead of print.

ABSTRACT

BACKGROUND: Recent epidemiological data indicate that 30-50% of all malaria infections are asymptomatic, with parasite densities below the limit of detection of standard diagnostic tests. A highly sensitive rapid diagnostic test (hsRDT) was developed to detect these low-density Plasmodium falciparum infections. This study evaluated the diagnostic performance of both hsRDTs and conventional RDTs (cRDT) in reactive case detection (RACD) activities among individuals (contacts) living and/or working in proximity to an “index case” in Ann Township in Rakhine State, Myanmar.

METHODS: This prospective community-based RACD study was conducted in 2017-2018 among residents aged at least five years old in 50 villages of Ann Township. We assessed the sensitivity, specificity, and positive and negative predictive values of both a hsRDT (NxTek™ Eliminate Malaria Ag P.f) and a cRDT (SD Malaria Ag P.f/P.v) using an ultra-sensitive polymerase chain reaction (usPCR) diagnostic assay as the gold standard.

RESULTS: A total of 1,990 participants, all contacts of 51 index P. falciparum cases, were recruited. Among them, 28 (1.4%) tested positive by cRDT, 78 (3.9%) by hsRDT, and 171 (8.6%) by usPCR for P. falciparum mono-infection. The sensitivity and specificity of the hsRDT were 27.9% (95% CI 18.2-39.6%) and 98.8% (95% CI 98.2-99.4%), respectively, while the sensitivity and specificity of the cRDT were 13.7% (95% CI 7.6-20.7%) and 100% (95% CI 100-100%), respectively. The differences in sensitivity and specificity between hsRDT and cRDT were statistically significant (p < 0.01 for both).

CONCLUSIONS: Although hsRDTs identified more infected contacts than cRDTs during reactive case detection, they have low overall sensitivity compared to usPCR. In resource-limited settings, such as Myanmar, the use of hsRDTs in RACD should be guided by careful consideration of their field feasibility and cost-effectiveness to support malaria elimination efforts. (285 words).

PMID:41327219 | DOI:10.1186/s12936-025-05699-7

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Disease burden and cause-eliminated life expectancy of digestive system cancers in southern China: a cross-sectional study originated from population-based cancer registration data in Guangdong Province

BMC Public Health. 2025 Dec 1. doi: 10.1186/s12889-025-25783-6. Online ahead of print.

NO ABSTRACT

PMID:41327211 | DOI:10.1186/s12889-025-25783-6