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Association between pro-inflammatory diet and fecal incontinence: a large population-based study
Published 2025-05-01“…Meanwhile, we identified key dietary factors for FI using multiple machine learning algorithms. Finally, we assessed the mediation role of inflammatory indicators on the association of key dietary factors with FI through mediation analysis.ResultsAfter adjustment for potential confounding variables, our results showed the highest tertile exhibited dramatically increasing prevalence of FI compared to the lower tertile (OR 1.27, 95% CI 1.06–1.53), suggesting a positive association between DII and FI. …”
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Assessing the association of multi-environmental chemical exposures on metabolic syndrome: A machine learning approach
Published 2025-05-01“…Emerging evidence suggests that environmental chemical exposures may play a significant role in the development of MetS by disrupting metabolic pathways. …”
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Association of marital status with DNA methylation-based biological age among US older adults
Published 2025-06-01“…BackgroundDNA methylation (DNAm) algorithms, such as GrimAge and GrimAge2, have emerged as reliable measures of biological age acceleration and may offer additional insights into health outcomes. …”
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The role of technical chart patterns in the early Bitcoin market: intraday evidence from the Mt.Gox transaction dataset
Published 2025-05-01“…Employing a pattern recognition algorithm, we identify hourly trading signals for five major chart patterns. …”
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Integrating bioinformatics and machine learning to elucidate the role of protein glycosylation-related genes in the pathogenesis of diabetic kidney disease.
Published 2025-01-01“…This study aimed to investigate the role of protein glycosylation in DKD pathogenesis and its association with gene expression changes, with the goal of identifying diagnostic biomarkers and personalized therapeutic targets.…”
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The joint role of the immune microenvironment and N7-methylguanosine for prognosis prediction and targeted therapy in acute myeloid leukemia
Published 2025-06-01“…This study aims to establish an IME-related and m7G-related prognostic model for improved risk stratification and personalized treatment in AML.MethodsImmune score for the Cancer Genome Atlas acute myeloid leukemia (AML) patients were calculated using the ESTIMATE algorithm, followed by identification of immune score-associated differentially expressed genes Non-negative matrix factorization (NMF) clustering was performed to stratify AML subtypes based on immune microenvironment (immune microenvironment)-related DEGs and 29 m7G regulatory genes. …”
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Exploring the role of mitochondrial metabolism and immune infiltration in myocardial infarction: novel insights from bioinformatics and experimental validation
Published 2025-05-01“…A protein-protein interaction (PPI) network of mitoDEGs was constructed, and hub mitoDEGs associated with MI were identified using CytoHubba and molecular complex detection (MCODE) algorithms. …”
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Exploring the link between the ZJU index and sarcopenia in adults aged 20–59 using NHANES and machine learning
Published 2025-07-01“…To improve risk stratification and identify key predictors, machine learning techniques—including Random Forest, SHAP, and the Boruta algorithm—were applied. Each standard deviation increase in ZJU was associated with an 13% higher likelihood of sarcopenia [OR = 1.13, 95% CI 1.08–1.17]. …”
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Psychometric Properties and the Network Analysis of the Turkish Version of the Multidimensional Flourishing Scale: Associations with Psychological Distress
Published 2025-06-01“…In recent years, the role of flourishing in mental health has gained growing recognition, making the establishment of psychometrically and culturally validated instruments crucial for advancing theory and practice. …”
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Extreme Mediterranean cyclones and associated variables in an atmosphere-only vs. an ocean-coupled regional model
Published 2025-06-01“…<p>Complex air–sea interactions play a major role in both the variability and the extremes of the Mediterranean climate. …”
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Integrative analysis of T cell-associated markers in Ewing sarcoma reveals prognostic signatures and immune dynamics
Published 2025-06-01“…Immune infiltration was assessed using the CIBERSORT algorithm.ResultsT cell marker analyses revealed key roles in pathways such as PI3K-Akt signaling and immune modulation. …”
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Transforming Sleep Monitoring: Review of Wearable and Remote Devices Advancing Home Polysomnography and Their Role in Predicting Neurological Disorders
Published 2025-02-01“…The paper highlights the integration of hardware innovations, targeted sleep parameters, and partially advanced algorithms, illustrating how these elements converge to provide reliable sleep health information. …”
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TMEM132A: a novel susceptibility gene for lung adenocarcinoma combined with venous thromboembolism identified through comprehensive bioinformatic analysis
Published 2025-05-01“…Molecular crosstalk analysis identified candidate genes through differential expression algorithms and disease-association metrics. Functional annotation employed GO and KEGG analyses to elucidate the biological significance of identified CGs. …”
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