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Berberine Alleviates Pancreatic β-Cell Ferroptosis and Injury in db/db Mice by Regulating the AGE/RAGE Pathway: Insight from Proteomic Analysis. 小檗碱通过调节AGE/RAGE通路减轻db/db小鼠胰腺β-细胞凋亡和损伤:来自蛋白质组学分析的见解
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-02-01 Epub Date: 2026-02-04 DOI: 10.1007/s11596-026-00168-x
Xiao-Cui Liu, Ya-Ge Liu, Yong-Ning Lv, Bin Deng

Objective: This study aimed to investigate the protective effects of berberine (BBR) on pancreatic β-cells and explore its underlying molecular mechanisms via a proteomics-based approach.

Methods: Using db/db mice as a diabetes model, BBR was administered at doses of 100 mg/kg and 200 mg/kg for 8 weeks. The protective effects were assessed through fasting blood glucose (FBG), oral glucose tolerance test (OGTT), insulin tolerance test (ITT), pancreatic histopathological analysis, and TUNEL staining. Proteomic analysis employing the data-independent acquisition (DIA) method identified differentially expressed proteins (DEPs), whereas Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were conducted to identify potential pathways. Molecular docking, surface plasmon resonance (SPR), and immunohistochemistry (IHC) were performed to validate key target proteins.

Results: BBR significantly reduced blood glucose levels, improved insulin resistance, enhanced insulin secretion, and reversed pathological changes in pancreatic tissue, thereby alleviating β-cell damage. Proteomic analysis identified 171 DEPs, implicating the AGE/RAGE signaling pathway as a key mechanism through which BBR exerts its protective effects. The results of molecular docking, SPR and IHC confirmed that BBR markedly inhibited the activation of the AGE/RAGE pathway.

Conclusions: These findings suggest that BBR alleviates pancreatic β-cell damage, potentially through regulation of the AGE/RAGE pathway, providing insights into its therapeutic potential for diabetes management.

目的:本研究旨在通过蛋白质组学方法研究小檗碱(BBR)对胰腺β细胞的保护作用,并探讨其潜在的分子机制。方法:以db/db小鼠为糖尿病模型,分别给药100 mg/kg和200 mg/kg,连续8周。通过空腹血糖(FBG)、口服葡萄糖耐量试验(OGTT)、胰岛素耐量试验(ITT)、胰腺组织病理学分析和TUNEL染色评估其保护作用。采用数据独立获取(DIA)方法的蛋白质组学分析鉴定了差异表达蛋白(DEPs),而通过基因本体(GO)和京都基因与基因组百科全书(KEGG)途径富集分析鉴定了潜在途径。通过分子对接、表面等离子体共振(SPR)和免疫组织化学(IHC)验证关键靶蛋白。结果:BBR显著降低血糖水平,改善胰岛素抵抗,促进胰岛素分泌,逆转胰腺组织病理改变,减轻β细胞损伤。蛋白质组学分析鉴定出171个dep,提示AGE/RAGE信号通路是BBR发挥其保护作用的关键机制。分子对接、SPR和IHC的结果证实BBR明显抑制AGE/RAGE通路的激活。结论:这些发现表明,BBR可能通过调节AGE/RAGE通路减轻胰腺β细胞损伤,为其治疗糖尿病的潜力提供了新的见解。
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引用次数: 0
Bidirectional Mendelian Randomization and Colocalization Study of Memory B Cells and Major Depressive Disorder. 记忆B细胞与重度抑郁症的双向孟德尔随机化和共定位研究。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-02-01 Epub Date: 2026-01-13 DOI: 10.1007/s11596-025-00157-6
Shao-Meng Si, Yue-Yang Xin, Shao-di Guan, Jie Dong, Pei Lu, Hao Chen, Wei Xia, Hui Xu

Objective: Emerging evidence implicates neuroinflammation in the pathogenesis of major depressive disorder (MDD), yet the role of memory B cells remains unclear. In this study, we conducted a bidirectional two-sample Mendelian randomization (MR) study and Bayesian colocalization analyses to investigate the causal relationships between memory B-cell traits and MDD risk.

Methods: MDD summary data were gathered from a meta-analysis of genome-wide association studies (GWASs), whereas memory B-cell genetic variations were sourced from GWASs on immune phenotypes. MR analysis utilized the inverse variance weighted (IVW), MR-Egger, and weighted median methods. Moreover, various sensitivity analyses, including Cochran's Q test, MR Pleiotropy Residual Sum and Outlier (MR-PRESSO), MR-Egger intercept test and Leave-one-out (LOO) analysis, were performed to confirm MR result stability. Bayesian colocalization analyses were also conducted to identify genetic loci shared between memory B cells and MDD.

Results: Our results indicated that genetically predicted increased CD27 protein expression on memory B cells causally elevated MDD risk (ORs: 1.025-1.063, PFDR < 0.05). Conversely, MDD did not causally affect memory B-cell traits. Additionally, the colocalization analysis revealed no shared genetic variants, suggesting distinct biological pathways.

Conclusions: These findings highlight CD27 as a potential novel biomarker and therapeutic target in MDD, warranting further clinical validation in the future.

目的:新的证据表明神经炎症与重度抑郁症(MDD)的发病机制有关,但记忆B细胞在其中的作用尚不清楚。在这项研究中,我们通过双向双样本孟德尔随机化(MR)研究和贝叶斯共定位分析来研究记忆b细胞特征与MDD风险之间的因果关系。方法:MDD汇总数据来自全基因组关联研究(GWASs)的荟萃分析,而记忆性b细胞遗传变异来自免疫表型的GWASs。MR分析采用逆方差加权(IVW)、MR- egger和加权中位数法。此外,还进行了各种敏感性分析,包括科克伦Q检验、MR多效性残差和离群值(MR- presso)、MR- egger截距检验和留一分析,以确认MR结果的稳定性。还进行了贝叶斯共定位分析,以确定记忆B细胞和MDD之间共享的遗传位点。结果:我们的研究结果表明,基因预测的记忆B细胞中CD27蛋白表达增加会导致MDD风险升高(or: 1.025-1.063, PFDR)。结论:这些发现突出了CD27作为MDD潜在的新型生物标志物和治疗靶点,需要进一步的临床验证。
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引用次数: 0
Homogentisic Acid Disrupts the Blood-Brain Barrier and Promotes Aβ Aggregation in Alzheimer's Disease. 均质酸破坏血脑屏障并促进阿尔茨海默病中Aβ聚集
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-02-01 Epub Date: 2026-02-05 DOI: 10.1007/s11596-026-00165-0
Xin Liu, Qing-Qing Xu, Yi-Bo Zhang, Shi-Yu Yuan, Wen-Li Huang, Ming-Shan Pi, Qi Xiong, Yu-Ran Gui, Shi-Chao Deng, Ling Wan, Yi-Fan Xiao, Xiao-Chuan Wang, Xi-Ji Shu, Yi-Yuan Xia

Objective: Alzheimer's disease (AD) is a progressive neurodegenerative disease associated with metabolic dysregulation. This study aimed to investigate the role of homogentisic acid (HGA), a tyrosine metabolite, in AD pathogenesis and explore its potential as a noninvasive diagnostic biomarker.

Methods: Human saliva samples from AD patients and controls were analyzed. In vivo experiments were conducted using APP/PS1 (Aβ-driven) and P301S (tauopathy-focused) mouse models, which received exogenous HGA via gavage. Key techniques included behavioral tests (Morris water maze, novel object recognition, fear conditioning), Western blot, immunofluorescence, real-time PCR, and mass spectrometry to assess cognitive function, blood-brain barrier (BBB) integrity, Aβ aggregation, synaptic protein expression, and HGA metabolism. In vitro experiments were performed on HT22, SY5Y cells, and primary brain microvascular endothelial cells (BMECs) to verify HGA's direct effects.

Results: Salivary HGA levels were higher in AD patients than in controls, correlating with BBB impairment. Exogenous HGA significantly exacerbated cognitive deficits, BBB leakage, Aβ deposition, and loss of synaptic proteins (PSD93, synaptophysin) in mice, with effects more pronounced in the APP/PS1 than in the P301S model. In vitro, HGA exerted dose-dependent neurotoxicity, promoted Aβ aggregation, and downregulated tight junction proteins (claudin-5, occludin, ZO-1) in BMECs. Mechanistically, AD patients showed reduced expression of HGA-metabolizing enzymes (homogentisate 1,2-dioxygenase, maleylacetoacetate isomerase) and downstream metabolites, indicating impaired HGA catabolism. These findings confirm HGA promotes AD progression via two mutually reinforcing pathways: (1) accelerating Aβ aggregation and synaptic dysfunction; (2) disrupting BBB integrity through downregulating tight junction proteins.

Conclusion: This study identifies salivary HGA as a potential noninvasive biomarker and highlights targeting HGA metabolism or BBB protection as promising strategies for early AD intervention.

目的:阿尔茨海默病(AD)是一种与代谢失调相关的进行性神经退行性疾病。本研究旨在探讨酪氨酸代谢物均质酸(HGA)在AD发病机制中的作用,并探讨其作为无创诊断生物标志物的潜力。方法:对AD患者和对照组的人唾液样本进行分析。体内实验采用APP/PS1 (a β驱动)和P301S(牛头病变聚焦)小鼠模型,通过灌胃接受外源性HGA。关键技术包括行为测试(Morris水迷宫、新物体识别、恐惧条件反射)、Western blot、免疫荧光、实时PCR和质谱分析,以评估认知功能、血脑屏障(BBB)完整性、Aβ聚集、突触蛋白表达和HGA代谢。通过HT22细胞、SY5Y细胞和原代脑微血管内皮细胞(BMECs)的体外实验验证HGA的直接作用。结果:AD患者唾液HGA水平高于对照组,与血脑屏障损伤相关。外源性HGA显著加重小鼠认知缺陷、血脑屏障渗漏、Aβ沉积和突触蛋白(PSD93, synaptophysin)丢失,APP/PS1模型的影响比P301S模型更明显。在体外,HGA在bmec中发挥剂量依赖性神经毒性,促进Aβ聚集,下调紧密连接蛋白(claudin-5, occludin, ZO-1)。从机制上看,AD患者HGA代谢酶(均质1,2-双加氧酶、丙烯乙酸异构体酶)和下游代谢物表达降低,表明HGA分解代谢受损。这些发现证实了HGA通过两个相互增强的途径促进AD的进展:(1)加速Aβ聚集和突触功能障碍;(2)通过下调紧密连接蛋白破坏血脑屏障完整性。结论:本研究确定唾液HGA是一种潜在的无创生物标志物,并强调靶向HGA代谢或血脑屏障保护是早期AD干预的有希望的策略。
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引用次数: 0
Unveiling Hearts: Deep Learning-Based Electrocardiogram Classification for Congenital Heart Disease Detection. 揭示心脏:基于深度学习的先天性心脏病检测心电图分类。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-05 DOI: 10.1007/s11596-025-00134-z
Rishika Anand, S R N Reddy, Dinesh Kumar Yadav

The electrical activity of the human heart, recorded via an electrocardiogram (ECG), is characterized by distinct waveforms such as the P wave, QRS complex, and T wave. By analyzing the duration, morphology, and intervals between these waveforms, various cardiac disorders can be identified. This study aims to develop a deep learning-based approach for the accurate classification of congenital heart disease (CHD) using ECG data. We employed convolutional neural networks (CNNs) and recurrent neural networks (RNNs) to analyze ECG signals, leveraging their ability to detect multiple features in time-series data. A deep learning model was developed and trained using features such as estimated peak locations, inter-peak intervals, and other ECG parameters. To address class imbalance, we applied the synthetic minority oversampling technique (SMOTE), which generates synthetic samples to balance each class. The analysis was conducted using the MIT-BIH Arrhythmia Database, enabling CHD classification based on ECG patterns. The proposed method improved classification accuracy by effectively balancing the dataset with SMOTE. Compared to conventional methods, the deep learning algorithms demonstrated robust performance in analyzing ECG data and detecting disease-related patterns, achieving superior results. This study highlights the potential of CNNs and RNNs for classifying CHD from ECG signals. By mitigating data imbalance with SMOTE, the approach enhances both accuracy and reliability. Future work will focus on validating the model with additional datasets and addressing real-world challenges such as noise handling and external validation.

通过心电图(ECG)记录的人类心脏的电活动具有不同的波形特征,如P波、QRS复合体和T波。通过分析这些波形之间的持续时间、形态和间隔,可以识别各种心脏疾病。本研究旨在开发一种基于深度学习的方法,利用ECG数据对先天性心脏病(CHD)进行准确分类。我们使用卷积神经网络(cnn)和循环神经网络(rnn)来分析心电信号,利用它们检测时间序列数据中的多个特征的能力。使用估计的峰值位置、峰间间隔和其他ECG参数等特征开发和训练深度学习模型。为了解决类不平衡问题,我们应用了合成少数过采样技术(SMOTE),该技术生成合成样本来平衡每个类。使用MIT-BIH心律失常数据库进行分析,根据ECG模式进行冠心病分类。该方法通过有效地平衡数据集和SMOTE,提高了分类精度。与传统方法相比,深度学习算法在分析心电数据和检测疾病相关模式方面表现出鲁棒性,取得了更好的效果。本研究强调了cnn和rnn从ECG信号中分类冠心病的潜力。通过使用SMOTE减轻数据不平衡,该方法提高了准确性和可靠性。未来的工作将集中在用额外的数据集验证模型,并解决现实世界的挑战,如噪声处理和外部验证。
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引用次数: 0
Clinical Characteristics of Intermittent Exotropia in Children with Myopia and Myopic Anisometropia. 儿童近视及近视参差间歇性外斜视的临床特点。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-08 DOI: 10.1007/s11596-025-00145-w
Li-Ping Zhang, Chun-Xia Peng, Li Li

Objective: Previous studies have yielded contradictory conclusions on the relationship between intermittent exotropia (IXT) and the magnitude of myopia, especially in children. The aim of this study was to determine the clinical characteristics of IXT in children with myopia and myopic anisometropia.

Methods: We retrospectively evaluated the clinical data of patients (4-15 years of age) with convergence insufficiency (CI)-IXT and basic IXT who underwent surgery between 2022 and 2023. All patients underwent cycloplegia before the examinations and surgery. The degree of strabismus was measured when the patient viewed from the center of the glasses. Ocular dominance was routinely tested in children with IXT via the "hole-in-card test" after best-corrected visual acuity was obtained. Children were subsequently grouped into 2 groups (anisometropia and nonanisometropia) according to the difference in binocular spherical equivalent (SE) values (≥ 1.0 diopters [D]).

Results: A total of 197 patients were included in the study. The preoperative deviation at near was significantly lower in the basic IXT group than in the CI-IXT group, whereas the distance exodeviation was significantly greater in the basic IXT group than in the CI-IXT group (P < 0.05). Patients with anisometropia were older than those without anisometropia (P < 0.001). The dominant eyes had significantly less myopia than the nondominant eyes did in the CI-IXT and anisometropia groups (P = 0.049 and P = 0.003, respectively). High myopia was more prevalent in middle school students with IXT (16.67%) than in preschool students (4.55%) and primary schoolchildren (3.18%). The percentage of individuals with anisometropia (≥ 3.0 D) varied in the low (1.68%), moderate (8.7%), and high myopia groups (22.22%). Binomial logistic regression analysis revealed that age and SE of the dominant eye were independent factors related to anisometropia in children with IXT (P < 0.001 and P < 0.001, respectively).

Conclusion: Patients with IXT, especially those with anisometropia and CI-IXT, were shown to have less myopia in the dominant eye. Age and SE of the dominant eye were found to be independent factors related to anisometropia in children with IXT.

目的:以往的研究对间歇性外斜视(IXT)与近视度数的关系得出了相互矛盾的结论,尤其是在儿童中。本研究的目的是确定IXT在近视和近视屈光参差儿童中的临床特征。方法:回顾性分析2022 - 2023年间行手术的收敛功能不全(CI)-IXT和基础IXT患者(4-15岁)的临床资料。所有患者术前均行单眼截瘫。斜视的程度是在患者从眼镜中心观看时测量的。在获得最佳矫正视力后,通过“卡入洞测试”常规检测IXT患儿的眼优势。根据双眼球当量(SE)值(≥1.0屈光度[D])的差异将患儿分为参差和非参差两组。结果:共纳入197例患者。基础IXT组术前近视距偏差明显小于CI-IXT组,而基础IXT组术前远视距偏差明显大于CI-IXT组(P结论:IXT患者,尤其是屈光参差和CI-IXT患者,优势眼近视发生率较低。年龄和主眼SE是IXT患儿屈光参差的独立影响因素。
{"title":"Clinical Characteristics of Intermittent Exotropia in Children with Myopia and Myopic Anisometropia.","authors":"Li-Ping Zhang, Chun-Xia Peng, Li Li","doi":"10.1007/s11596-025-00145-w","DOIUrl":"10.1007/s11596-025-00145-w","url":null,"abstract":"<p><strong>Objective: </strong>Previous studies have yielded contradictory conclusions on the relationship between intermittent exotropia (IXT) and the magnitude of myopia, especially in children. The aim of this study was to determine the clinical characteristics of IXT in children with myopia and myopic anisometropia.</p><p><strong>Methods: </strong>We retrospectively evaluated the clinical data of patients (4-15 years of age) with convergence insufficiency (CI)-IXT and basic IXT who underwent surgery between 2022 and 2023. All patients underwent cycloplegia before the examinations and surgery. The degree of strabismus was measured when the patient viewed from the center of the glasses. Ocular dominance was routinely tested in children with IXT via the \"hole-in-card test\" after best-corrected visual acuity was obtained. Children were subsequently grouped into 2 groups (anisometropia and nonanisometropia) according to the difference in binocular spherical equivalent (SE) values (≥ 1.0 diopters [D]).</p><p><strong>Results: </strong>A total of 197 patients were included in the study. The preoperative deviation at near was significantly lower in the basic IXT group than in the CI-IXT group, whereas the distance exodeviation was significantly greater in the basic IXT group than in the CI-IXT group (P < 0.05). Patients with anisometropia were older than those without anisometropia (P < 0.001). The dominant eyes had significantly less myopia than the nondominant eyes did in the CI-IXT and anisometropia groups (P = 0.049 and P = 0.003, respectively). High myopia was more prevalent in middle school students with IXT (16.67%) than in preschool students (4.55%) and primary schoolchildren (3.18%). The percentage of individuals with anisometropia (≥ 3.0 D) varied in the low (1.68%), moderate (8.7%), and high myopia groups (22.22%). Binomial logistic regression analysis revealed that age and SE of the dominant eye were independent factors related to anisometropia in children with IXT (P < 0.001 and P < 0.001, respectively).</p><p><strong>Conclusion: </strong>Patients with IXT, especially those with anisometropia and CI-IXT, were shown to have less myopia in the dominant eye. Age and SE of the dominant eye were found to be independent factors related to anisometropia in children with IXT.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1471-1478"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145699364","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilization of the Cavitron Ultrasound Surgical Aspiration System in Resective Epilepsy Surgery. 空腔超声手术抽吸系统在癫痫切除手术中的应用。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-17 DOI: 10.1007/s11596-025-00133-0
Si-Qi Ou, Ming-Yang Jiang, Jia-Yu Tan, Yong-Fu Li, Cheng-Zhe Wang, Yuan-Lin Chen, Yan Li, Ke-Jun He

Objective: This study aimed to systematically evaluate the application of the Cavitron Ultrasonic Surgical Aspirator (CUSA) system in epilepsy surgery and summarize associated surgical experiences.

Methods: In this retrospective analysis, 70 patients with refractory epilepsy underwent CUSA-assisted resection, while 20 controls underwent conventional surgical resection. Patients were categorized according to surgical scenarios for CUSA application, including lesion-related epilepsy resections, mesial temporal lobe procedures, neocortical resections within eloquent areas, and cases requiring preservation of critical vascular structures. Detailed operative metrics were analyzed for each category. Comparative assessments between the CUSA and conventional groups included surgical efficiency, complication rates, and postoperative seizure outcomes on the basis of the modified Engel classification.

Results: CUSA was used for the following procedures: resection of epileptic lesions (n = 26), mesial temporal structures (n = 32), the epileptogenic neocortex (n = 28), and the rolandic cortex (n = 17). Additionally, it was utilized in 6 cases requiring vascular protection during insular resection and in 18 cases involving preservation of cortical dangerous veins. Although the overall surgical efficiency was comparable between the CUSA and conventional groups (68.0 ± 18.2 vs. 61.1 ± 14.7 min, P = 0.180), the CUSA group demonstrated superior efficiency in resecting low-grade tumors (58.6 ± 14.9 vs. 68.1 ± 11.2 min, P = 0.034). Furthermore, the CUSA group presented significantly fewer permanent complications (5.7% vs. 10%, P < 0.0001) and a higher rate of Engel Class I outcomes (82.9% vs. 70.0%, P = 0.278).

Conclusions: The CUSA system represents a suitable and promising surgical tool for resective epilepsy surgery, potentially serving as a valuable option for epilepsy surgeons. Further studies are warranted to validate these findings.

目的:系统评价空腔超声手术吸引器(CUSA)系统在癫痫手术中的应用,总结相关手术经验。方法:回顾性分析70例难治性癫痫患者行cusa辅助切除,对照组20例行常规手术切除。患者根据CUSA应用的手术场景进行分类,包括病变相关癫痫切除、颞叶内侧手术、功能区新皮质切除和需要保留关键血管结构的病例。对每个类别的详细操作指标进行分析。CUSA组与常规组的比较评估包括手术效率、并发症发生率和基于改良Engel分类的术后癫痫发作结果。结果:CUSA用于以下手术:切除癫痫病变(n = 26)、颞内缘结构(n = 32)、致痫性新皮质(n = 28)和罗兰皮质(n = 17)。此外,6例在岛叶切除术中需要血管保护的病例和18例涉及保留皮质危险静脉的病例均采用了该方法。尽管CUSA组与常规组的总体手术效率相当(68.0±18.2 vs 61.1±14.7 min, P = 0.180),但CUSA组在切除低级别肿瘤方面表现出更高的效率(58.6±14.9 vs 68.1±11.2 min, P = 0.034)。此外,CUSA组出现的永久性并发症显著减少(5.7% vs. 10%)。结论:CUSA系统是切除性癫痫手术的一种合适且有前途的手术工具,可能成为癫痫外科医生的一种有价值的选择。需要进一步的研究来证实这些发现。
{"title":"Utilization of the Cavitron Ultrasound Surgical Aspiration System in Resective Epilepsy Surgery.","authors":"Si-Qi Ou, Ming-Yang Jiang, Jia-Yu Tan, Yong-Fu Li, Cheng-Zhe Wang, Yuan-Lin Chen, Yan Li, Ke-Jun He","doi":"10.1007/s11596-025-00133-0","DOIUrl":"10.1007/s11596-025-00133-0","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to systematically evaluate the application of the Cavitron Ultrasonic Surgical Aspirator (CUSA) system in epilepsy surgery and summarize associated surgical experiences.</p><p><strong>Methods: </strong>In this retrospective analysis, 70 patients with refractory epilepsy underwent CUSA-assisted resection, while 20 controls underwent conventional surgical resection. Patients were categorized according to surgical scenarios for CUSA application, including lesion-related epilepsy resections, mesial temporal lobe procedures, neocortical resections within eloquent areas, and cases requiring preservation of critical vascular structures. Detailed operative metrics were analyzed for each category. Comparative assessments between the CUSA and conventional groups included surgical efficiency, complication rates, and postoperative seizure outcomes on the basis of the modified Engel classification.</p><p><strong>Results: </strong>CUSA was used for the following procedures: resection of epileptic lesions (n = 26), mesial temporal structures (n = 32), the epileptogenic neocortex (n = 28), and the rolandic cortex (n = 17). Additionally, it was utilized in 6 cases requiring vascular protection during insular resection and in 18 cases involving preservation of cortical dangerous veins. Although the overall surgical efficiency was comparable between the CUSA and conventional groups (68.0 ± 18.2 vs. 61.1 ± 14.7 min, P = 0.180), the CUSA group demonstrated superior efficiency in resecting low-grade tumors (58.6 ± 14.9 vs. 68.1 ± 11.2 min, P = 0.034). Furthermore, the CUSA group presented significantly fewer permanent complications (5.7% vs. 10%, P < 0.0001) and a higher rate of Engel Class I outcomes (82.9% vs. 70.0%, P = 0.278).</p><p><strong>Conclusions: </strong>The CUSA system represents a suitable and promising surgical tool for resective epilepsy surgery, potentially serving as a valuable option for epilepsy surgeons. Further studies are warranted to validate these findings.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1491-1503"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145539204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Statin Therapy on Long-Term Survival of Patients with Chronic Kidney Disease but Without Atherosclerotic Cardiovascular Disease: Insights from the American MIMIC-IV and Chinese CIN-II Databases. 他汀类药物治疗对慢性肾病但无动脉粥样硬化性心血管疾病患者长期生存的影响:来自美国MIMIC-IV和中国CIN-II数据库的见解
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-26 DOI: 10.1007/s11596-025-00139-8
Wei-Peng Zhang, Huang-Tao Ruan, Xian-Lin Ruan, Sau Nguyen Van, Xiao-Zhao Lu, Jun-Yan Xu, Jin Liu, Ze-Liang Li, Jin-Ming Chen, Hao-Zhang Huang, Yi-Bo He, Yu-Long Xiang, Xin Gao, Shang-Yi Tang, Zi-Yao Yuan, Zu-Xian Huang, Yimidiguli Aji, Jing-Ru Deng, Wai-Kit Ming, Ji-Yan Chen, Yong Liu

Objective: Patients with chronic kidney disease (CKD) without atherosclerotic cardiovascular disease (ASCVD) have high mortality rates. Guidelines indicate that statin therapy can reduce mortality in CKD patients with ASCVD; however, its benefits for CKD patients without ASCVD remain unclear. This study examined the survival benefits of statin therapy in CKD patients without ASCVD in American and Chinese cohorts.

Methods: A total of 4369 patients diagnosed with CKD without concurrent ASCVD were included from the American Medical Information Mart for Intensive Care (MIMIC)-IV database (n = 1786) and the Chinese Multicenter Registry Cohort for Cardiorenal Improvement II (CIN-II, n = 2583). Participants were grouped by statin use (treated and untreated). The two groups were compared for key indicators, including: (1) statin use rate; (2) 4-year all-cause mortality; (3) 4-year cardiovascular mortality (assessed in the CIN-II cohort). Statistical analyses included Kaplan-Meier survival curves (with log-rank test for group differences) and Cox proportional hazard models (adjusted for confounders) to estimate the association between statin use and mortality.

Results: In the MIMIC-IV cohort, 37.6% of CKD patients received statins, with a 4-year all-cause mortality of 36.3%. After adjustment, statin therapy was associated with lower all-cause mortality (adjusted hazard ratio [aHR]: 0.61; 95% confidence interval [CI]: 0.51-0.72; P < 0.001). In the CIN-II cohort, 33.9% of patients received statins; the 4-year all-cause and cardiovascular mortalities were 10.5% and 5.3%, respectively. Adjusted analyses demonstrated that statin therapy reduced both all-cause mortality (aHR: 0.74; 95% CI: 0.56-0.99; P = 0.037) and cardiovascular mortality (aHR: 0.64; 95% CI: 0.42-0.97; P = 0.031).

Conclusion: Approximately two-thirds of CKD patients without ASCVD in both the American (MIMIC-IV) and Chinese (CIN-II) cohorts did not receive statins. However, statin therapy reduced 4-year all-cause mortality by 26% and 39% in the American and Chinese cohorts, respectively. These findings highlight a clear survival benefit of statin therapy and warrant future randomized controlled trials.

目的:无动脉粥样硬化性心血管疾病(ASCVD)的慢性肾脏疾病(CKD)患者死亡率高。指南指出,他汀类药物治疗可以降低CKD合并ASCVD患者的死亡率;然而,它对无ASCVD的CKD患者的益处尚不清楚。本研究考察了他汀类药物治疗无ASCVD CKD患者在美国和中国队列中的生存获益。方法:从美国重症监护医学信息市场(MIMIC)-IV数据库(n = 1786)和中国多中心心肾改善登记队列II (CIN-II, n = 2583)中共纳入4369例诊断为CKD且无ASCVD的患者。参与者按他汀类药物的使用(治疗和未治疗)分组。比较两组患者的关键指标:(1)他汀类药物使用率;(2) 4年全因死亡率;(3) 4年心血管死亡率(在CIN-II队列中评估)。统计分析包括Kaplan-Meier生存曲线(对组差异进行log-rank检验)和Cox比例风险模型(校正混杂因素),以估计他汀类药物使用与死亡率之间的关系。结果:在MIMIC-IV队列中,37.6%的CKD患者接受了他汀类药物治疗,4年全因死亡率为36.3%。校正后,他汀类药物治疗与较低的全因死亡率相关(校正风险比[aHR]: 0.61; 95%可信区间[CI]: 0.51-0.72; P)结论:在美国(MIMIC-IV)和中国(CIN-II)队列中,约三分之二的无ASCVD的CKD患者未接受他汀类药物治疗。然而,在美国和中国的队列中,他汀类药物治疗4年全因死亡率分别降低了26%和39%。这些发现强调了他汀类药物治疗明显的生存益处,并为未来的随机对照试验提供了依据。
{"title":"Impact of Statin Therapy on Long-Term Survival of Patients with Chronic Kidney Disease but Without Atherosclerotic Cardiovascular Disease: Insights from the American MIMIC-IV and Chinese CIN-II Databases.","authors":"Wei-Peng Zhang, Huang-Tao Ruan, Xian-Lin Ruan, Sau Nguyen Van, Xiao-Zhao Lu, Jun-Yan Xu, Jin Liu, Ze-Liang Li, Jin-Ming Chen, Hao-Zhang Huang, Yi-Bo He, Yu-Long Xiang, Xin Gao, Shang-Yi Tang, Zi-Yao Yuan, Zu-Xian Huang, Yimidiguli Aji, Jing-Ru Deng, Wai-Kit Ming, Ji-Yan Chen, Yong Liu","doi":"10.1007/s11596-025-00139-8","DOIUrl":"10.1007/s11596-025-00139-8","url":null,"abstract":"<p><strong>Objective: </strong>Patients with chronic kidney disease (CKD) without atherosclerotic cardiovascular disease (ASCVD) have high mortality rates. Guidelines indicate that statin therapy can reduce mortality in CKD patients with ASCVD; however, its benefits for CKD patients without ASCVD remain unclear. This study examined the survival benefits of statin therapy in CKD patients without ASCVD in American and Chinese cohorts.</p><p><strong>Methods: </strong>A total of 4369 patients diagnosed with CKD without concurrent ASCVD were included from the American Medical Information Mart for Intensive Care (MIMIC)-IV database (n = 1786) and the Chinese Multicenter Registry Cohort for Cardiorenal Improvement II (CIN-II, n = 2583). Participants were grouped by statin use (treated and untreated). The two groups were compared for key indicators, including: (1) statin use rate; (2) 4-year all-cause mortality; (3) 4-year cardiovascular mortality (assessed in the CIN-II cohort). Statistical analyses included Kaplan-Meier survival curves (with log-rank test for group differences) and Cox proportional hazard models (adjusted for confounders) to estimate the association between statin use and mortality.</p><p><strong>Results: </strong>In the MIMIC-IV cohort, 37.6% of CKD patients received statins, with a 4-year all-cause mortality of 36.3%. After adjustment, statin therapy was associated with lower all-cause mortality (adjusted hazard ratio [aHR]: 0.61; 95% confidence interval [CI]: 0.51-0.72; P < 0.001). In the CIN-II cohort, 33.9% of patients received statins; the 4-year all-cause and cardiovascular mortalities were 10.5% and 5.3%, respectively. Adjusted analyses demonstrated that statin therapy reduced both all-cause mortality (aHR: 0.74; 95% CI: 0.56-0.99; P = 0.037) and cardiovascular mortality (aHR: 0.64; 95% CI: 0.42-0.97; P = 0.031).</p><p><strong>Conclusion: </strong>Approximately two-thirds of CKD patients without ASCVD in both the American (MIMIC-IV) and Chinese (CIN-II) cohorts did not receive statins. However, statin therapy reduced 4-year all-cause mortality by 26% and 39% in the American and Chinese cohorts, respectively. These findings highlight a clear survival benefit of statin therapy and warrant future randomized controlled trials.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1404-1414"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145602931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association Between Inflammatory Dietary Pattern and Cardiovascular-Kidney-Metabolic Syndrome: A Population-Based Study. 炎症性饮食模式与心血管-肾-代谢综合征之间的关系:一项基于人群的研究
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-11 DOI: 10.1007/s11596-025-00129-w
Sha-Sha Shang, Zhe-Wen Li, Hao-Dong Liu, Shan-Shan Li, Kai Zheng, Lei Ruan

Objective: Cardiovascular-kidney-metabolic (CKM) syndrome involves complicated interactions among cardiovascular integrity, metabolic disorders, and chronic kidney disease, significantly impacting global morbidity and mortality. This study aimed to investigate the effect of an inflammatory diet on CKM syndrome progression.

Methods: This study included 10,387 adults aged 20 years and older with complete data on CKM syndrome diagnosis and dietary inflammatory index (DII) scores. The DII score was derived on the basis of a 2-day dietary recall interview, and CKM syndrome stages were categorized according to clinical criteria. Multinomial logistic regression, restricted cubic spline (RCS) model, and mediation analysis were used to assess the associations between food components, DII scores, and CKM syndrome stages.

Results: A higher DII score was significantly associated with advanced CKM syndrome stages, with odds ratios increasing from 1.35 (1.10, 1.65) to 3.76 (2.76, 5.12) as the DII score rose from the 1st quartile to the 4th quartile (all P < 0.05). The RCS model presented a linear relationship between the DII score and the CKM stage. Mediation analysis revealed that biological age acceleration partially mediated the association between DII score and CKM syndrome, accounting for 21.43%-40.00% of the effect.

Conclusions: Inflammatory diets are associated with increased risk and progression of CKM syndrome. Biological age acceleration is a critical mediating factor, highlighting the importance of dietary interventions in managing CKM syndrome and its associated complications. Future research should focus on longitudinal studies to confirm these findings and explore additional mechanisms through which dietary patterns influence CKM syndrome.

目的:心血管肾代谢综合征(CKM)涉及心血管完整性、代谢紊乱和慢性肾脏疾病之间复杂的相互作用,显著影响全球发病率和死亡率。本研究旨在探讨炎症性饮食对CKM综合征进展的影响。方法:本研究纳入10387名年龄在20岁及以上的成年人,他们有CKM综合征诊断和饮食炎症指数(DII)评分的完整数据。DII评分是基于为期2天的饮食回忆访谈得出的,并根据临床标准对CKM综合征分期进行分类。采用多项逻辑回归、限制三次样条(RCS)模型和中介分析来评估食物成分、DII评分和CKM综合征分期之间的关系。结果:较高的DII评分与CKM综合征分期明显相关,随着DII评分从第1四分位数上升到第4四分位数,比值比从1.35(1.10,1.65)增加到3.76(2.76,5.12)(所有P结论:炎症性饮食与CKM综合征的风险和进展增加有关)。生物年龄加速是一个关键的中介因素,强调饮食干预在管理CKM综合征及其相关并发症中的重要性。未来的研究应该集中在纵向研究上,以证实这些发现,并探索饮食模式影响CKM综合征的其他机制。
{"title":"Association Between Inflammatory Dietary Pattern and Cardiovascular-Kidney-Metabolic Syndrome: A Population-Based Study.","authors":"Sha-Sha Shang, Zhe-Wen Li, Hao-Dong Liu, Shan-Shan Li, Kai Zheng, Lei Ruan","doi":"10.1007/s11596-025-00129-w","DOIUrl":"10.1007/s11596-025-00129-w","url":null,"abstract":"<p><strong>Objective: </strong>Cardiovascular-kidney-metabolic (CKM) syndrome involves complicated interactions among cardiovascular integrity, metabolic disorders, and chronic kidney disease, significantly impacting global morbidity and mortality. This study aimed to investigate the effect of an inflammatory diet on CKM syndrome progression.</p><p><strong>Methods: </strong>This study included 10,387 adults aged 20 years and older with complete data on CKM syndrome diagnosis and dietary inflammatory index (DII) scores. The DII score was derived on the basis of a 2-day dietary recall interview, and CKM syndrome stages were categorized according to clinical criteria. Multinomial logistic regression, restricted cubic spline (RCS) model, and mediation analysis were used to assess the associations between food components, DII scores, and CKM syndrome stages.</p><p><strong>Results: </strong>A higher DII score was significantly associated with advanced CKM syndrome stages, with odds ratios increasing from 1.35 (1.10, 1.65) to 3.76 (2.76, 5.12) as the DII score rose from the 1st quartile to the 4th quartile (all P < 0.05). The RCS model presented a linear relationship between the DII score and the CKM stage. Mediation analysis revealed that biological age acceleration partially mediated the association between DII score and CKM syndrome, accounting for 21.43%-40.00% of the effect.</p><p><strong>Conclusions: </strong>Inflammatory diets are associated with increased risk and progression of CKM syndrome. Biological age acceleration is a critical mediating factor, highlighting the importance of dietary interventions in managing CKM syndrome and its associated complications. Future research should focus on longitudinal studies to confirm these findings and explore additional mechanisms through which dietary patterns influence CKM syndrome.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1415-1427"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145488213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
T-Cell Responses and T-Cell-Based Therapy in Acute Myeloid Leukemia. 急性髓性白血病的t细胞反应和t细胞治疗。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-17 DOI: 10.1007/s11596-025-00121-4
Ze-Han Huang, Ran He

Acute myeloid leukemia (AML) is a common and aggressive blood cancer characterized by the abnormal growth of primitive bone marrow cells. Genetic mutations prevent normal differentiation into blood components. Potential causes include environmental factors, radiation, and viral infections. Research on AML is essential for enhancing our understanding of the disease, facilitating the development of effective treatments, and improving early diagnostic methods to ultimately increase patient survival rates and quality of life. This study focused on the T-cell immune response and T-cell immunotherapy in AML. We collected CD8+ T cells, CD4 + T cells, Natural killer T (NKT) cells, and γδ T cells among the T cells and analyzed the roles that they play in AML. Long-term disease control in AML requires a variety of immunotherapies, including T-cell receptor-engineered T cells (TCR-T), chimeric antigen receptor T-cell therapy (CAR-T), and T-cell immune checkpoint inhibitors. We discuss these treatments and try to find better treatments for AML in the future.

急性髓性白血病(AML)是一种常见的侵袭性血癌,其特征是原始骨髓细胞异常生长。基因突变阻止正常分化为血液成分。潜在的病因包括环境因素、辐射和病毒感染。AML的研究对于提高我们对疾病的认识,促进有效治疗的发展,改进早期诊断方法,最终提高患者的生存率和生活质量至关重要。本研究的重点是AML的t细胞免疫应答和t细胞免疫治疗。我们收集T细胞中的CD8+ T细胞、CD4 + T细胞、自然杀伤T细胞(NKT)细胞和γδ T细胞,分析它们在AML中的作用。AML的长期疾病控制需要多种免疫疗法,包括T细胞受体工程T细胞(TCR-T)、嵌合抗原受体T细胞疗法(CAR-T)和T细胞免疫检查点抑制剂。我们讨论这些治疗方法,并试图在未来找到更好的治疗AML的方法。
{"title":"T-Cell Responses and T-Cell-Based Therapy in Acute Myeloid Leukemia.","authors":"Ze-Han Huang, Ran He","doi":"10.1007/s11596-025-00121-4","DOIUrl":"10.1007/s11596-025-00121-4","url":null,"abstract":"<p><p>Acute myeloid leukemia (AML) is a common and aggressive blood cancer characterized by the abnormal growth of primitive bone marrow cells. Genetic mutations prevent normal differentiation into blood components. Potential causes include environmental factors, radiation, and viral infections. Research on AML is essential for enhancing our understanding of the disease, facilitating the development of effective treatments, and improving early diagnostic methods to ultimately increase patient survival rates and quality of life. This study focused on the T-cell immune response and T-cell immunotherapy in AML. We collected CD8+ T cells, CD4 + T cells, Natural killer T (NKT) cells, and γδ T cells among the T cells and analyzed the roles that they play in AML. Long-term disease control in AML requires a variety of immunotherapies, including T-cell receptor-engineered T cells (TCR-T), chimeric antigen receptor T-cell therapy (CAR-T), and T-cell immune checkpoint inhibitors. We discuss these treatments and try to find better treatments for AML in the future.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1288-1303"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145539121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Few-Shot Learning for CT Lung Nodule Detection Based on Open-Set Object Detection. 基于开集目标检测的CT肺结节少射学习检测。
IF 1.5 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-13 DOI: 10.1007/s11596-025-00135-y
Lin-Meng Li, Huan Zhang, Hai-Tao Yu, Bin Cui, Zhi-Qun Wang

Objective: This study aimed to develop a few-shot learning model for lung nodule detection in CT images by leveraging visual open-set object detection.

Methods: The Lung Nodule Analysis 2016 (LUNA16) public dataset was used for validation. It was split into training and testing sets in an 8:2 ratio. Classical You Only Look Once (YOLO) models of three sizes (n, m, x) were trained on the training set. Transfer learning experiments were then conducted using the mainstream open-set object detection models derived from Detection Transformer (DETR) with Improved DeNoising AnchOr Boxes (DINO), i.e., Grounding DINO and Open-Vocabulary DINO (OV-DINO), as well as our proposed few-shot learning model, across a range of different shot sizes. Finally, all trained models were compared on the test set.

Results: After training on LUNA16, the precision, recall, and mean average precision (mAP) of the different-sized YOLO models showed no significant differences, with peak values of 82.8%, 73.1%, and 77.4%, respectively. OV-DINO's recall was significantly higher than YOLO's, but it did not show clear advantages in precision or mAP. Using only one-fifth of the training samples and one-tenth of the training epochs, our proposed model outperformed both YOLO and OV-DINO, achieving improvements of 6.6%, 9.3%, and 6.9% in precision, recall, and mAP, respectively, with final values of 89.4%, 96.2%, and 87.7%.

Conclusion: The proposed few-shot learning model demonstrates stronger scene transfer capabilities, requiring fewer samples and training epochs, and can effectively improve the accuracy of lung nodule detection.

目的:本研究旨在利用视觉开集目标检测,建立CT图像肺结节检测的少镜头学习模型。方法:使用肺结节分析2016 (LUNA16)公共数据集进行验证。它以8:2的比例分为训练集和测试集。在训练集上训练三种尺寸(n, m, x)的经典You Only Look Once (YOLO)模型。然后使用基于改进去噪锚盒(DINO)的检测变压器(DETR)衍生的主流开集目标检测模型,即接地DINO和开放词汇DINO (OV-DINO),以及我们提出的少镜头学习模型,在不同的镜头尺寸范围内进行迁移学习实验。最后,在测试集上对所有训练好的模型进行比较。结果:在LUNA16上训练后,不同大小的YOLO模型的准确率、召回率和平均准确率(mAP)无显著差异,峰值分别为82.8%、73.1%和77.4%。OV-DINO的召回率显著高于YOLO,但在精度和mAP方面没有明显的优势。仅使用五分之一的训练样本和十分之一的训练epoch,我们提出的模型就优于YOLO和OV-DINO,在精度、召回率和mAP方面分别提高了6.6%、9.3%和6.9%,最终值分别为89.4%、96.2%和87.7%。结论:提出的少镜头学习模型具有更强的场景迁移能力,所需样本和训练次数更少,可以有效提高肺结节检测的准确性。
{"title":"Few-Shot Learning for CT Lung Nodule Detection Based on Open-Set Object Detection.","authors":"Lin-Meng Li, Huan Zhang, Hai-Tao Yu, Bin Cui, Zhi-Qun Wang","doi":"10.1007/s11596-025-00135-y","DOIUrl":"10.1007/s11596-025-00135-y","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to develop a few-shot learning model for lung nodule detection in CT images by leveraging visual open-set object detection.</p><p><strong>Methods: </strong>The Lung Nodule Analysis 2016 (LUNA16) public dataset was used for validation. It was split into training and testing sets in an 8:2 ratio. Classical You Only Look Once (YOLO) models of three sizes (n, m, x) were trained on the training set. Transfer learning experiments were then conducted using the mainstream open-set object detection models derived from Detection Transformer (DETR) with Improved DeNoising AnchOr Boxes (DINO), i.e., Grounding DINO and Open-Vocabulary DINO (OV-DINO), as well as our proposed few-shot learning model, across a range of different shot sizes. Finally, all trained models were compared on the test set.</p><p><strong>Results: </strong>After training on LUNA16, the precision, recall, and mean average precision (mAP) of the different-sized YOLO models showed no significant differences, with peak values of 82.8%, 73.1%, and 77.4%, respectively. OV-DINO's recall was significantly higher than YOLO's, but it did not show clear advantages in precision or mAP. Using only one-fifth of the training samples and one-tenth of the training epochs, our proposed model outperformed both YOLO and OV-DINO, achieving improvements of 6.6%, 9.3%, and 6.9% in precision, recall, and mAP, respectively, with final values of 89.4%, 96.2%, and 87.7%.</p><p><strong>Conclusion: </strong>The proposed few-shot learning model demonstrates stronger scene transfer capabilities, requiring fewer samples and training epochs, and can effectively improve the accuracy of lung nodule detection.</p>","PeriodicalId":10820,"journal":{"name":"Current Medical Science","volume":" ","pages":"1358-1366"},"PeriodicalIF":1.5,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145502667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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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Current Medical Science
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