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Tetramethylpyrazine Confers Protection Against Oxidative Stress and NLRP3-Dependent Pyroptosis in Rats with Endometriosis.
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-02-18 DOI: 10.1080/15476278.2025.2460261
Ke Xu, Mingzhe Zhang, Xiaofeng Zou, Mingyang Wang

Tetramethylpyrazine (TMP) has been confirmed to suppress inflammation in endometriosis (EMs). Herein, this study investigated whether and how TMP affected NLRP3 inflammasomes and oxidative stress in EMs. After establishment of an EMs rat model, rats were treated with different concentrations of TMP. The size of endometriotic lesions and the latency and frequency of torsion in rats were recorded, followed by the measurement of relevant indicators (TNF-α, IL-6, IL-2, IL-10, MDA, SOD, GSH, CAT, ROS, NLRP3, ASC, GSDMD, caspase-1, Nrf2, and HO-1). The study experimentally determined that TMP treatment markedly decreased the size of endometriotic lesions and improved torsion in rats with EMs. The levels of inflammatory proteins, oxidative stress markers, NLRP3 inflammasome, and pyroptotic proteins were elevated in rats with EMs, all of which were reversed upon TMP treatment. Additionally, the activities of SOD, GSH, and CAT were lowered in rats with EMs, which were partly abrogated by TMP treatment. Furthermore, the downregulation of Nrf2 and HO-1 was counteracted by TMP treatment. To sum up, TMP represses excessive oxidative stress, NLRP3 inflammasome activation, and pyroptosis in rats with EMs. Additionally, TMP may activate the Nrf2/HO-1 pathway.

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引用次数: 0
Pragmatic information of aesthetic appraisal.
IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2025-12-01 Epub Date: 2025-02-06 DOI: 10.1007/s11571-025-10225-1
Peter Beim Graben

A phenomenological model for aesthetic appraisal is proposed in terms of pragmatic information for a dynamic update semantics over belief states of an aesthetic appreciator. The model qualitatively correlates with aesthetic pleasure ratings in an experimental study on cadential effects in Western tonal music, conducted by Cheung et al. (Curr Biol 29(23):4084-4092.e4, 2019). Finally, related computational and neurodynamical accounts are discussed.

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引用次数: 0
Antibacterial lipid liquid crystalline nanoparticles - synthesis and optimization by central composite design.
IF 4.5 3区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-03-11 DOI: 10.1080/21691401.2025.2472928
Jakub Jagielski, Karolina Dydak, Kaja Jaskot, Dmytro Soloviov, Maciej Kozak, Grzegorz Nowaczyk

The rise of antibiotic-resistant bacteria demands new antimicrobial strategies. Glyceryl monolaurate (GML) shows antibacterial activity against Gram-positive bacteria like S. aureus but is ineffective against Gram-negative E. coli due to its outer membrane. GML's limited solubility and susceptibility to bacterial lipases hinder its direct use. This study developed glyceryl monooleate (GMO) lipid liquid crystalline nanoparticles (LLCNPs) incorporating GML to enhance its stability and efficacy. Using a central composite design (CCD), an optimal GMO:GML:F127 mass ratio of 26.5:3.5:1.5 was achieved. Characterization via dynamic light scattering (DLS), small angle X-ray scattering (SAXS), and cryo-transmission electron microscopy (cryo-TEM) confirmed the formation of bicontinuous cubic phase nanoparticles (Pn3m space group) with hydrophobic, hydrophilic, and amphiphilic regions, enabling the incorporation of diverse agents and the presence of sponge-like nanoparticles. The optimized LLCNPs inhibited S. aureus growth at concentrations ≥10 µg/mL by disrupting its membrane potential but showed no activity against E. coli. Cytotoxicity studies indicated that GML incorporation did not significantly affect cell viability compared to pure GMO LLCNPs. This nanoparticle system offers a biocompatible solution for treating Gram-positive bacterial infections and may synergize with existing antibiotics, warranting further investigation into its mechanisms and therapeutic potential.

{"title":"Antibacterial lipid liquid crystalline nanoparticles - synthesis and optimization by central composite design.","authors":"Jakub Jagielski, Karolina Dydak, Kaja Jaskot, Dmytro Soloviov, Maciej Kozak, Grzegorz Nowaczyk","doi":"10.1080/21691401.2025.2472928","DOIUrl":"https://doi.org/10.1080/21691401.2025.2472928","url":null,"abstract":"<p><p>The rise of antibiotic-resistant bacteria demands new antimicrobial strategies. Glyceryl monolaurate (GML) shows antibacterial activity against Gram-positive bacteria like <i>S. aureus</i> but is ineffective against Gram-negative <i>E. coli</i> due to its outer membrane. GML's limited solubility and susceptibility to bacterial lipases hinder its direct use. This study developed glyceryl monooleate (GMO) lipid liquid crystalline nanoparticles (LLCNPs) incorporating GML to enhance its stability and efficacy. Using a central composite design (CCD), an optimal GMO:GML:F127 mass ratio of 26.5:3.5:1.5 was achieved. Characterization via dynamic light scattering (DLS), small angle X-ray scattering (SAXS), and cryo-transmission electron microscopy (cryo-TEM) confirmed the formation of bicontinuous cubic phase nanoparticles (<i>Pn3m</i> space group) with hydrophobic, hydrophilic, and amphiphilic regions, enabling the incorporation of diverse agents and the presence of sponge-like nanoparticles. The optimized LLCNPs inhibited <i>S. aureus</i> growth at concentrations ≥10 µg/mL by disrupting its membrane potential but showed no activity against <i>E. coli.</i> Cytotoxicity studies indicated that GML incorporation did not significantly affect cell viability compared to pure GMO LLCNPs. This nanoparticle system offers a biocompatible solution for treating Gram-positive bacterial infections and may synergize with existing antibiotics, warranting further investigation into its mechanisms and therapeutic potential.</p>","PeriodicalId":8736,"journal":{"name":"Artificial Cells, Nanomedicine, and Biotechnology","volume":"53 1","pages":"69-86"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143603875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Partial face visibility and facial cognition: event-related potential and eye tracking investigation.
IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2025-12-01 Epub Date: 2025-03-10 DOI: 10.1007/s11571-025-10231-3
Ingon Chanpornpakdi, Yodchanan Wongsawat, Toshihisa Tanaka

Face masks became a part of everyday life during the SARS-CoV-2 pandemic. Previous studies showed that the face cognition mechanism involves holistic face processing, and the absence of face features could lower the cognition ability. This is opposed to the experience during the pandemic, when people could correctly recognize faces, although the mask covered a part of the face. This paper clarifies the partial face cognition mechanism of the full and partial faces based on the electroencephalogram (EEG) and eye-tracking data. We observed two event-related potentials, P3a in the frontal lobe and P3b in the parietal lobe, as subcomponents of P300. The amplitude of both P3a and P3b were lowered when the eyes were invisible, and the amplitude of P3a evoked by the nose covered was larger than the full face. The eye-tracking data showed that 16 out of 18 participants focused on the eyes associated with the EEG results. Our results demonstrate that the eyes are the most crucial feature of facial cognition. Moreover, the face with the nose covered might enhance cognition ability due to the visual working memory capacity. Our experiment also shows the possibility of people recognizing faces using both holistic and structural face processing. In addition, we calculated canonical correlation using the P300 and the total fixation duration of the eye-tracking data. The results show high correlation in the cognition of the full face and the face and nose covered ( R c = 0.93 ) which resembles the masked face. The finding suggests that people can recognize the masked face as well as the full face in similar cognition patterns.

Supplementary information: The online version contains supplementary material available at 10.1007/s11571-025-10231-3.

在 SARS-CoV-2 大流行期间,口罩成为日常生活的一部分。以往的研究表明,人脸识别机制涉及人脸的整体加工,而人脸特征的缺失会降低人脸识别能力。这与大流行期间的经验相反,当时虽然面具遮住了人脸的一部分,但人们仍能正确识别人脸。本文基于脑电图(EEG)和眼球跟踪数据,阐明了完整和部分人脸的部分人脸认知机制。我们观察到了两个事件相关电位,分别是额叶的 P3a 和顶叶的 P3b,它们是 P300 的子成分。当看不见眼睛时,P3a 和 P3b 的振幅都会降低,而遮住鼻子诱发的 P3a 的振幅要大于全脸。眼动追踪数据显示,18 名参与者中有 16 人将注意力集中在与脑电图结果相关的眼睛上。我们的结果表明,眼睛是面部认知最关键的特征。此外,遮住鼻子的面部可能会由于视觉工作记忆能力而提高认知能力。我们的实验还表明,人们有可能通过整体和结构性人脸处理来识别人脸。此外,我们还利用眼动跟踪数据中的 P300 和总固定时间计算了典型相关性。结果显示,人们对完整人脸的认知与对脸部和鼻子被遮住的人脸的认知具有很高的相关性(R c = 0.93),这与被遮住的人脸相似。这一结果表明,人们可以在相似的认知模式下识别蒙面人脸和完整人脸:在线版本包含补充材料,可查阅 10.1007/s11571-025-10231-3。
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引用次数: 0
Specific detection of genetically modified potatoes containing asparagine synthetase-1 and polyphenol oxidase 5 genes derived from potato.
IF 4.5 2区 农林科学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-04-07 DOI: 10.1080/21645698.2025.2488085
Sujung Park, Sanggu Lee, Soo-In Sohn, Taesung Park, Kongsik Shin

Several genetically modified (GM) potatoes have been developed by introducing endogenous genes derived from potatoes, such as asparagine synthetase-1 (Asn1) and polyphenol oxidase 5 (Ppo5), to improve quality. Therefore, it is difficult to distinguish between GM and non-GM potatoes. In this study, we developed a sequence-specific polymerase chain reaction (PCR) detection method to identify innate and inserted genes. We designed four Asn1 gene-specific primers and eight construct-specific detection primers to evaluate GM potatoes (E12, X17, and Y9) and non-GM crops. Consequently, PCR products corresponding to the original endogenous potato genes and the inserted genes were clearly distinguished and simultaneously identified. In addition, the PCR method demonstrated sufficient sensitivity to identify GM content at levels as low as 0.5%. Thus, this study offers an effective detection method for monitoring or screening approved and unapproved GM potato events using Asn1 and Ppo5 transgenes in foods and feeds.

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引用次数: 0
Individuals with high autistic traits exhibit altered interhemispheric brain functional connectivity patterns. 具有高自闭症特征的个体表现出半球间脑功能连接模式的改变。
IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2025-12-01 Epub Date: 2025-01-09 DOI: 10.1007/s11571-024-10213-x
Junling Wang, Ludan Zhang, Sitong Chen, Huiqin Xue, Minghao Du, Yunuo Xu, Shuang Liu, Dong Ming

Individuals with high autistic traits (AT) encounter challenges in social interaction, similar to autistic persons. Precise screening and focused interventions positively contribute to improving this situation. Functional connectivity analyses can measure information transmission and integration between brain regions, providing neurophysiological insights into these challenges. This study aimed to investigate the patterns of brain networks in high AT individuals to offer theoretical support for screening and intervention decisions. EEG data were collected during a 4-min resting state session with eyes open and closed from 48 participants. Using the Autism Spectrum Quotient (AQ) scale, participants were categorized into the high AT group (HAT, n = 15) and low AT groups (LAT, n = 15). We computed the interhemispheric and intrahemispheric alpha coherence in two groups. The correlation between physiological indices and AQ scores was also examined. Results revealed that HAT exhibited significantly lower alpha coherence in the homologous hemispheres of the occipital cortex compared to LAT during the eyes-closed resting state. Additionally, significant negative correlations were observed between the degree of AT (AQ scores) and the alpha coherence in the occipital cortex, as well as in the right frontal and left occipital regions. The findings indicated that high AT individuals exhibit decreased connectivity in the occipital region, potentially resulting in diminished ability to process social information from visual inputs. Our discovery contributes to a deeper comprehension of the neural underpinnings of social challenges in high AT individuals, providing neurophysiological signatures for screening and intervention strategies for this population.

具有高自闭症特征的个体在社会交往中遇到挑战,与自闭症患者相似。精确的筛选和有重点的干预措施对改善这一状况有积极作用。功能连接分析可以测量大脑区域之间的信息传递和整合,为这些挑战提供神经生理学的见解。本研究旨在探讨高AT个体的脑网络模式,为筛选和干预决策提供理论支持。在48名参与者的4分钟静息状态(睁眼和闭眼)中收集脑电图数据。采用自闭症谱系商量表将被试分为高智商组(HAT, n = 15)和低智商组(LAT, n = 15)。我们计算了两组的半球间和半球内α相干性。并分析了各生理指标与AQ评分的相关性。结果显示,在闭眼休息状态下,HAT在枕皮质同源半球的α相干性明显低于LAT。此外,AT的程度(AQ分数)与枕叶皮层以及右额叶和左枕叶区域的α相干性之间存在显著的负相关。研究结果表明,高AT个体在枕区表现出较低的连通性,这可能导致处理来自视觉输入的社会信息的能力下降。我们的发现有助于更深入地理解高AT个体的社会挑战的神经基础,为这一人群的筛查和干预策略提供神经生理学特征。
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引用次数: 0
Expected profitability, independence, and risk assessment of small farmers in the wave of GM crop collectivization--evidence from Xinjiang and Guangdong. 小农在转基因作物集体化浪潮中的预期盈利能力、独立性与风险评估——来自新疆和广东的证据
IF 4.5 2区 农林科学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-01-09 DOI: 10.1080/21645698.2024.2445795
Yu Pang, Helin Zou, Chunchun Jia, Chao Gu

As a longstanding and indispensable part of developing countries, small farmers face challenges brought by the dissemination of GM technology. Despite governments' efforts to promote collective cultivation of GM crops through top-down policies aimed at enhancing small farmers' production efficiency and market competitiveness, actual participation rates among small farmers in many developing countries remain low. This reflects a gap and mismatch between policy design and the actual needs of small farmers. Based on a survey and empirical analysis of 964 small farmers in Guangdong and Xinjiang, China, this study finds that small farmers' acceptance of GM technology is influenced not only by expected profitability but also by factors such as their independence and risk assessment of the technology. The findings reveal that, first, small farmers' expected profitability from GM technology and their perception of independent market adaptability positively influence their willingness to participate in collective GM crop farming. Independent market adaptability acts as a partial mediator in this relationship and is moderated by small farmers' risk assessments of GM technology. Variables such as gender, age, education level, and farming experience do not show significant effects. This study enriches the theoretical frameworks related to technology acceptance, innovation and diffusion, livelihood strategies, and collective transformation among small farmers in developing countries. It provides scientific evidence for policymakers to design more effective and aligned policies concerning GM crops.

小农作为发展中国家长期以来不可或缺的一部分,面临着转基因技术传播带来的挑战。尽管各国政府通过旨在提高小农的生产效率和市场竞争力的自上而下的政策努力促进集体种植转基因作物,但许多发展中国家小农的实际参与率仍然很低。这反映了政策设计与小农实际需求之间的差距和不匹配。本文通过对广东和新疆地区964名小农的调查和实证分析发现,小农接受转基因技术不仅受到预期盈利能力的影响,还受到技术独立性和风险评估等因素的影响。研究发现,首先,小农对转基因技术的预期盈利能力和他们对独立市场适应性的感知正向影响他们参与集体转基因作物种植的意愿。独立的市场适应性在这一关系中起部分中介作用,并受小农对转基因技术的风险评价的调节。性别、年龄、教育程度和农业经验等变量没有显示出显著的影响。本研究丰富了发展中国家小农技术接受、创新与扩散、生计策略和集体转型等相关的理论框架。它为决策者设计更有效和更一致的转基因作物政策提供了科学证据。
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引用次数: 0
A multidimensional adaptive transformer network for fatigue detection.
IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2025-12-01 Epub Date: 2025-02-20 DOI: 10.1007/s11571-025-10224-2
Dingming Wu, Liu Deng, Quanping Lu, Shihong Liu

Variations in information processing patterns induced by operational directives under varying fatigue conditions within the cerebral cortex can be identified and analyzed through electroencephalogram (EEG) signals. The inherent complexity of EEG signals poses significant challenges in the effective detection of driver fatigue across diverse task scenarios. Recent advancements in deep learning, particularly the Transformer architecture, have shown substantial benefits in the retrieval and integration of multi-dimensional information. Nevertheless, the majority of current research primarily focuses on the application of Transformers for temporal information extraction, often overlooking other dimensions of EEG data. In response to this gap, the present study introduces a Multidimensional Adaptive Transformer Recognition Network specifically tailored for the identification of driving fatigue states. This network features a multidimensional Transformer architecture for feature extraction that adaptively assigns weights to various information dimensions, thereby facilitating feature compression and the effective extraction of structural information. This methodology ultimately enhances the model's accuracy and generalization capabilities. The experimental results indicate that the proposed methodology outperforms existing research methods when utilized with the SEED-VIG and SFDE datasets. Additionally, the analysis of multidimensional and frequency band features highlights the ability of the proposed network framework to elucidate differences in various multidimensional features during the identification of fatigue states.

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引用次数: 0
Impact of genetically modified herbicide-resistant maize on rhizosphere bacterial communities.
IF 4.5 2区 农林科学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-02-14 DOI: 10.1080/21645698.2025.2466915
Ye-Jin Jang, Sung-Dug Oh, Joon Ki Hong, Jong-Chan Park, Seong-Kon Lee, Ancheol Chang, Doh-Won Yun, Bumkyu Lee

Rhizosphere bacterial community studies offer valuable insights into the environmental implications of genetically modified (GM) crops. This study compared the effects of a non-GM maize cultivar, namely Hi-IIA, with those of a herbicide-resistant maize cultivar containing the phosphinothricin N-acetyltransferase gene on the rhizosphere bacterial community across growth stages. 16s rRNA amplicon sequencing and data analysis tools revealed no significant differences in bacterial community composition or diversity between the cultivars. Principal component analysis revealed that differences in community structure were driven by plant growth stages rather than plant type. Polymerase chain reaction analysis was conducted to examine the potential horizontal transfer of the introduced gene from the GM maize to rhizosphere microorganisms; however, the introduced gene was not detected in the soil genomic DNA. Overall, the environmental impact of GM maize, particularly on soil microorganisms, is negligible, and the cultivation of GM maize does not alter significantly the rhizosphere bacterial community.

{"title":"Impact of genetically modified herbicide-resistant maize on rhizosphere bacterial communities.","authors":"Ye-Jin Jang, Sung-Dug Oh, Joon Ki Hong, Jong-Chan Park, Seong-Kon Lee, Ancheol Chang, Doh-Won Yun, Bumkyu Lee","doi":"10.1080/21645698.2025.2466915","DOIUrl":"10.1080/21645698.2025.2466915","url":null,"abstract":"<p><p>Rhizosphere bacterial community studies offer valuable insights into the environmental implications of genetically modified (GM) crops. This study compared the effects of a non-GM maize cultivar, namely Hi-IIA, with those of a herbicide-resistant maize cultivar containing the <i>phosphinothricin N-acetyltransferase</i> gene on the rhizosphere bacterial community across growth stages. 16s rRNA amplicon sequencing and data analysis tools revealed no significant differences in bacterial community composition or diversity between the cultivars. Principal component analysis revealed that differences in community structure were driven by plant growth stages rather than plant type. Polymerase chain reaction analysis was conducted to examine the potential horizontal transfer of the introduced gene from the GM maize to rhizosphere microorganisms; however, the introduced gene was not detected in the soil genomic DNA. Overall, the environmental impact of GM maize, particularly on soil microorganisms, is negligible, and the cultivation of GM maize does not alter significantly the rhizosphere bacterial community.</p>","PeriodicalId":54282,"journal":{"name":"Gm Crops & Food-Biotechnology in Agriculture and the Food Chain","volume":"16 1","pages":"186-198"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11834531/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143416197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unveiling the ageing-related genes in diagnosing osteoarthritis with metabolic syndrome by integrated bioinformatics analysis and machine learning. 通过综合生物信息学分析和机器学习,揭示骨关节炎与代谢综合征诊断中的老龄化相关基因。
IF 4.5 3区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-03-01 DOI: 10.1080/21691401.2025.2471762
Jian Huang, Lu Wang, Jiangfei Zhou, Tianming Dai, Weicong Zhu, Tianrui Wang, Hongde Wang, Yingze Zhang

Ageing significantly contributes to osteoarthritis (OA) and metabolic syndrome (MetS) pathogenesis, yet the underlying mechanisms remain unknown. This study aimed to identify ageing-related biomarkers in OA patients with MetS. OA and MetS datasets and ageing-related genes (ARGs) were retrieved from public databases. The limma package was used to identify differentially expressed genes (DEGs), and weighted gene coexpression network analysis (WGCNA) screened gene modules, and machine learning algorithms, such as random forest (RF), support vector machine (SVM), generalised linear model (GLM), and extreme gradient boosting (XGB), were employed. The nomogram and receiver operating characteristic (ROC) curve assess the diagnostic value, and CIBERSORT analysed immune cell infiltration. We identified 20 intersecting genes among DEGs of OA, key module genes of MetS, and ARGs. By comparing the accuracy of the four machine learning models for disease prediction, the SVM model, which includes CEBPB, PTEN, ARPC1B, PIK3R1, and CDC42, was selected. These hub ARGs not only demonstrated strong diagnostic values based on nomogram data but also exhibited a significant correlation with immune cell infiltration. Building on these findings, we have identified five hub ARGs that are associated with immune cell infiltration and have constructed a nomogram aimed at early diagnosing OA patients with MetS.

{"title":"Unveiling the ageing-related genes in diagnosing osteoarthritis with metabolic syndrome by integrated bioinformatics analysis and machine learning.","authors":"Jian Huang, Lu Wang, Jiangfei Zhou, Tianming Dai, Weicong Zhu, Tianrui Wang, Hongde Wang, Yingze Zhang","doi":"10.1080/21691401.2025.2471762","DOIUrl":"https://doi.org/10.1080/21691401.2025.2471762","url":null,"abstract":"<p><p>Ageing significantly contributes to osteoarthritis (OA) and metabolic syndrome (MetS) pathogenesis, yet the underlying mechanisms remain unknown. This study aimed to identify ageing-related biomarkers in OA patients with MetS. OA and MetS datasets and ageing-related genes (ARGs) were retrieved from public databases. The limma package was used to identify differentially expressed genes (DEGs), and weighted gene coexpression network analysis (WGCNA) screened gene modules, and machine learning algorithms, such as random forest (RF), support vector machine (SVM), generalised linear model (GLM), and extreme gradient boosting (XGB), were employed. The nomogram and receiver operating characteristic (ROC) curve assess the diagnostic value, and CIBERSORT analysed immune cell infiltration. We identified 20 intersecting genes among DEGs of OA, key module genes of MetS, and ARGs. By comparing the accuracy of the four machine learning models for disease prediction, the SVM model, which includes CEBPB, PTEN, ARPC1B, PIK3R1, and CDC42, was selected. These hub ARGs not only demonstrated strong diagnostic values based on nomogram data but also exhibited a significant correlation with immune cell infiltration. Building on these findings, we have identified five hub ARGs that are associated with immune cell infiltration and have constructed a nomogram aimed at early diagnosing OA patients with MetS.</p>","PeriodicalId":8736,"journal":{"name":"Artificial Cells, Nanomedicine, and Biotechnology","volume":"53 1","pages":"57-68"},"PeriodicalIF":4.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143531033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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