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Adipose-derived mesenchymal stem cells-derived exosomes containing nano-pearl powder water-soluble matrix promote osteogenic differentiation of MC3T3-E1 cells. 含纳米珍珠粉水溶性基质的脂肪源性间充质干细胞外泌体促进MC3T3-E1细胞成骨分化。
IF 2.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-12-31 Epub Date: 2026-02-26 DOI: 10.1080/15476278.2026.2630547
Ling Chen, QiuHua Mao, WenBai Zhang, YaNan Cheng

Objective: To explore the synergistic effect of nano-pearl powder (NPP) and adipose-derived stem cell exosomes (ADSC-Exos) on the osteogenic potential of MC3T3-E1 cells.

Methods: The water-soluble matrix of NPP (NPP-WSM) was extracted via freeze-drying, and ADSC-Exos were isolated by ultracentrifugation. NPP-WSM was incorporated into ADSC-Exos through co-incubation to generate NPP-WSM-Exos. MC3T3-E1 cells were treated with NPP-WSM or NPP-WSM-Exos. Cell proliferation and migration were evaluated using CCK-8 and wound-healing assays, respectively. Osteogenic differentiation was assessed by Alizarin Red S staining and alkaline phosphatase (ALP) activity. The expression of osteogenesis-related genes (COL1A1, RUNX2, OCN, and OPN) was measured by qPCR and Western blotting. Transcriptome sequencing (RNA-seq) was conducted to identify signaling pathways activated by NPP-WSM-Exos.

Results: NPP-WSM-Exos displayed distinct exosome morphology and biomarkers, confirming their successful preparation. Significantly, NPP-WSM-Exos enhanced the viability of MC3T3-E1 cells compared to NPP-WSM alone and upregulated the expression of osteogenic genes, including COL1A1, RUNX2, OCN, and OPN, at both the transcriptional and translational levels. Additionally, NPP-WSM-Exos strongly promoted mineralization, as evidenced by the increased calcification observed through Alizarin Red S staining, and elevated alkaline phosphatase (ALP) activity, indicating excellent potential for osteogenic differentiation. Transcriptome sequencing showed that NPP-WSM-Exos significantly enhanced the PI3K/AKT pathway in MC3T3-E1 cells, while protein level detection indicated that NPP-WSM-Exos could increase AKT phosphorylation levels and inhibit GSK3β activity to improve osteogenic efficiency.

Conclusion: The use of adipose-derived stem cell exosomes to encapsulate NPP-WSM can increase the utilization of WSM, promote the proliferation of MC3T3-E1, and enhance the osteogenic differentiation ability.

目的:探讨纳米珍珠粉(NPP)与脂肪源性干细胞外泌体(ADSC-Exos)对MC3T3-E1细胞成骨潜能的协同作用。方法:采用冷冻干燥法提取NPP- wsm水溶性基质,采用超离心分离ADSC-Exos。通过共孵育将NPP-WSM纳入ADSC-Exos,生成NPP-WSM- exos。用NPP-WSM或NPP-WSM- exos处理MC3T3-E1细胞。分别用CCK-8和创面愈合法评估细胞增殖和迁移。采用茜素红S染色和碱性磷酸酶(ALP)活性测定成骨分化程度。采用qPCR和Western blotting检测成骨相关基因COL1A1、RUNX2、OCN、OPN的表达。通过转录组测序(RNA-seq)鉴定NPP-WSM-Exos激活的信号通路。结果:NPP-WSM-Exos显示出不同的外泌体形态和生物标志物,证实其制备成功。值得注意的是,与NPP-WSM单独相比,NPP-WSM- exos增强了MC3T3-E1细胞的活力,并在转录和翻译水平上调了成骨基因COL1A1、RUNX2、OCN和OPN的表达。此外,NPP-WSM-Exos强烈促进矿化,通过茜素红S染色观察到钙化增加,碱性磷酸酶(ALP)活性升高,表明具有良好的成骨分化潜力。转录组测序结果显示,NPP-WSM-Exos显著增强了MC3T3-E1细胞中PI3K/AKT通路,蛋白水平检测表明,NPP-WSM-Exos可以提高AKT磷酸化水平,抑制GSK3β活性,从而提高成骨效率。结论:利用脂肪源性干细胞外泌体包埋NPP-WSM可提高WSM的利用率,促进MC3T3-E1的增殖,增强成骨分化能力。
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引用次数: 0
Optimization of TX-100/SDS-based decellularized vascular material using ultrasound and chemical treatment: evaluation of structure and biosafety. 超声和化学处理对TX-100/ sds脱细胞血管材料的优化:结构和生物安全性评价。
IF 2.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-12-31 Epub Date: 2026-01-11 DOI: 10.1080/15476278.2025.2575599
Hongguang Chen, Xiaomei Bie, Lifang Hao, HaiGang Jia, Xiufen Li, Chunli Zhang, Jianmei Guo

Decellularized blood vessels with low immunogenicity and excellent biocompatibility are promising for tissue engineering and clinical applications. However, current decellularization methods face limitations in cell removal efficiency, matrix preservation, and biosafety. This study optimized the Triton X-100/SDS (TX-100/SDS) decellularization method using ultrasound technology by systematically evaluating the effects of ultrasound power, temperature, and processing time on decellularization efficiency. The optimized method achieved a 72% reduction in nucleic acid residues at 100 W power while preserving matrix integrity and significantly reducing chemical reagent residues. Structural and biosafety evaluations confirmed that the optimized scaffolds met biological safety standards and demonstrated excellent stability, providing a strong foundation for developing high-performance decellularized vascular materials for clinical applications.

脱细胞血管具有低免疫原性和良好的生物相容性,在组织工程和临床应用中具有广阔的应用前景。然而,目前的脱细胞方法在细胞去除效率、基质保存和生物安全性方面存在局限性。本研究通过系统评价超声功率、温度、处理时间对脱细胞效率的影响,优化了Triton X-100/SDS (TX-100/SDS)超声脱细胞方法。优化后的方法在100 W功率下实现了72%的核酸残留减少,同时保持了基质的完整性,显著减少了化学试剂的残留。结构和生物安全性评价证实,优化后的支架符合生物安全标准,具有良好的稳定性,为开发高性能脱细胞血管材料用于临床应用提供了坚实的基础。
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引用次数: 0
Comparison of vascular remodeling between a bioresorbable poly-L-lactic acid scaffold and a bare metal stent: a 6-month angiography and intravascular ultrasound analysis in porcine iliac arteries. 生物可吸收聚l -乳酸支架和裸金属支架血管重构的比较:猪髂动脉6个月血管造影和血管内超声分析。
IF 2.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-12-31 Epub Date: 2026-02-12 DOI: 10.1080/15476278.2026.2630543
Keita Hayashi, Hideaki Obara, Naoki Fujimura, Yohei Masugi, Yasuhito Sekimoto, Kentaro Matsubara, Yuko Kitagawa

Animal experimental studies involving the Igaki-Tamai stent (ITS), a bioresorbable poly-l-lactic acid scaffold, in peripheral arteries are limited, and existing studies evaluated only short-term (3-month) outcomes. This study compared arterial responses associated with the ITS and bare metal stent (BMS) over 6 months using intravascular ultrasound (IVUS) analysis and evaluated feasibility in porcine iliac arteries. Four miniature pigs underwent stent implantation with the ITS in the right iliac artery and the BMS in the left iliac artery. Follow-up evaluations at 6, 12, and 24 weeks included angiographic and IVUS analyses to assess neointimal hyperplasia, percent area stenosis (%AS), and percent in-stent volume obstruction (%VO). Histological analysis was performed to evaluate tissue injury and inflammation scores. At 6 weeks, the neointimal area did not differ significantly between the ITS and BMS groups (8.49 ± 2.10 mm² vs 13.47 ± 6.67 mm², P = .205). However, the ITS group exhibited a significantly smaller neointimal area at 12 weeks (6.87 ± 1.15 mm² vs 20.65 ± 10.99 mm², P = .050) and 24 weeks (5.20 ± 0.85 mm² vs 22.32 ± 12.03 mm², P = .042). %AS and %VO were significantly lower in the ITS group at all follow-ups. The ITS group showed reduced tissue damage (injury score: 0.80 ± 0.430 vs 1.74 ± 0.908, P < .001) and inflammation (inflammation score: 1.25 ± 0.516 vs 1.67 ± 0.832, P < .001) compared with the BMS group. The ITS was associated with reduced vessel injury, lower inflammatory response, and favorable luminal remodeling over 6 months in healthy porcine iliac arteries.

Igaki-Tamai支架(ITS)是一种生物可吸收的聚l-乳酸支架,用于外周动脉的动物实验研究有限,现有的研究仅评估短期(3个月)的结果。本研究通过血管内超声(IVUS)分析比较了ITS和裸金属支架(BMS)在6个月内的动脉反应,并评估了在猪髂动脉中的可行性。4只小型猪分别在右髂动脉内置入ITS,在左髂动脉内置入BMS。6周、12周和24周的随访评估包括血管造影和IVUS分析,以评估新生内膜增生、区域狭窄百分比(%AS)和支架内容积阻塞百分比(%VO)。进行组织学分析以评估组织损伤和炎症评分。6周时,ITS组和BMS组的内膜面积无显著差异(8.49±2.10 mm²vs 13.47±6.67 mm²,P = .205)。然而,ITS组在12周时显示出明显较小的内膜面积(6.87±1.15 mm²vs 20.65±10.99 mm²,P =。050)和24周(5.20±0.85毫米²vs 22.32±12.03毫米²,P = .042)。在所有随访中,ITS组的%AS和%VO均显著降低。ITS组组织损伤明显减轻(损伤评分:0.80±0.430 vs 1.74±0.908,P < 0.05)
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引用次数: 0
MLPH/RAB3A accelerates the differentiation of pancreatic stem cells to islet β-cells to control blood glucose in diabetic rats. MLPH/RAB3A促进糖尿病大鼠胰腺干细胞向胰岛β细胞分化,控制血糖。
IF 2.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-12-31 Epub Date: 2026-03-03 DOI: 10.1080/15476278.2026.2630542
Junling Shan, Huifeng Wang, Guangyu Zhu

Background: This study aimed to determine the potential mechanism by which pancreatic stem cell-derived beta cells (PSCs-β) assist in the body's glucose-lowering capacity in type 1 diabetes (T1D) rats.

Methods: We screened the transcriptomic changes in the pancreatic islets of T1D mice to extract key genes from the GSE169275 dataset. Cell proliferation, cell cycle distribution, apoptosis, PSC-β differentiation ability, and insulin production levels were analyzed after MLPH overexpression/knockdown in PSCs. PSC-β-overexpressing MLPH were transplanted into T1D rats, and the changes in fasting blood glucose level, glucose tolerance and insulin, glucagon and C-peptide contents were examined. After the target genes of MLPH were analysed using the database, immunoprecipitation was introduced for validation. Whether RAB3A is involved in the regulatory effects of MLPH on the proliferation and differentiation of PSCs was further verified.

Results: MLPH overexpression further enhanced the proliferation of PSCs, inhibited apoptosis and accelerated the differentiation of PSCs to PSC-β cells and insulin secretion. After the transplantation of MLPH-overexpressing PSC-β cells, the pancreatic islet tissue damage was restored, the insulin expression was substantially elevated and the glucagon content decreased. RAB3A knockdown counteracted the effects of MLPH on the proliferation, differentiation and insulin secretion of PSCs.

Conclusion: MLPH overexpression is favourable for the differentiation of PSCs to insulin β-cells. Transplantation of MLPH-overexpressing PSC-β cells restored the ability of T1D rats to manage a glycemic load by promoting RAB3A expression.

背景:本研究旨在确定胰腺干细胞来源的β细胞(PSCs-β)协助1型糖尿病(T1D)大鼠机体降血糖能力的潜在机制。方法:筛选T1D小鼠胰岛转录组学变化,从GSE169275数据集中提取关键基因。在PSCs中过表达/敲低MLPH后,分析细胞增殖、细胞周期分布、凋亡、PSC-β分化能力和胰岛素分泌水平。将过表达PSC-β-的MLPH移植至T1D大鼠体内,观察其空腹血糖水平、糖耐量及胰岛素、胰高血糖素、c肽含量的变化。利用数据库分析MLPH靶基因后,引入免疫沉淀法进行验证。进一步验证RAB3A是否参与MLPH对PSCs增殖分化的调控作用。结果:MLPH过表达进一步增强了PSCs的增殖,抑制了PSCs的凋亡,加速了PSCs向PSC-β细胞的分化和胰岛素分泌。移植过表达mlph的PSC-β细胞后,胰岛组织损伤得到恢复,胰岛素表达显著升高,胰高血糖素含量降低。RAB3A敲低可抵消MLPH对PSCs增殖、分化和胰岛素分泌的影响。结论:MLPH过表达有利于PSCs向胰岛素β细胞分化。移植过表达mlph的PSC-β细胞可通过促进RAB3A表达来恢复T1D大鼠管理血糖负荷的能力。
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引用次数: 0
A novel tissue-engineered stent graft combining decellularized scaffold and bioresorbable stent: a pilot feasibility study in a porcine model. 一种结合脱细胞支架和生物可吸收支架的新型组织工程支架:猪模型的中试可行性研究。
IF 2.8 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-12-31 Epub Date: 2025-12-31 DOI: 10.1080/15476278.2025.2610591
Tatsuya Shimogawara, Kentaro Matsubara, Kazuki Tajima, Masayuki Shimoda, Hiroshi Yagi, Hideaki Obara, Yuko Kitagawa

Endovascular aneurysm repair (EVAR) is a widely accepted treatment for aortic pathologies owing to its minimally invasive nature. However, long-term complications, such as stent graft migration and infection, remain unresolved, primarily due to the persistent presence of synthetic materials and limited tissue integration. This pilot study evaluated the feasibility of a novel tissue-engineered stent graft (TESG) combining a bioresorbable poly-L-lactic acid (PLLA) stent with decellularized porcine veins. The veins were processed using a sodium dodecyl sulfate and the Triton X-100 decellularization protocol. Histological and ultrastructural analyses confirmed effective cell removal while preserving extracellular matrix components. Quantitative deoxyribonucleic acid (DNA) analysis showed a > 97% reduction in DNA content. The TESGs were assembled by suturing the decellularized veins into bioresorbable PLLA stents and implanted into porcine iliac arteries (n = 3). Commercially available prosthetic grafts were used as control implants to evaluate differences in tissue responses. Graft patency and morphology were assessed at implantation and on postoperative day 14 using angiography and intravascular ultrasonography. All TESGs remained patent, with no evidence of thrombosis or aneurysmal changes. Histological analysis revealed early endothelialization and smooth muscle cell infiltration within the TESG wall, in contrast to the prosthetic graft controls, which lacked comparable cellular integration. This study demonstrated the short-term feasibility and biological compatibility of a fully bioresorbable TESG. Although long-term outcomes remain to be established, these results support further development of TESG to reduce late complications through improved tissue integration and avoidance of permanent synthetic materials.

血管内动脉瘤修复术(EVAR)因其微创性被广泛接受为主动脉病变的治疗方法。然而,长期的并发症,如支架移植物迁移和感染,仍然没有解决,主要是由于合成材料的持续存在和组织整合的限制。本初步研究评估了将生物可吸收聚l -乳酸(PLLA)支架与脱细胞猪静脉相结合的新型组织工程支架移植(TESG)的可行性。静脉使用十二烷基硫酸钠和Triton X-100脱细胞方案进行处理。组织学和超微结构分析证实有效的细胞去除,同时保留细胞外基质成分。脱氧核糖核酸(DNA)定量分析显示DNA含量降低了约97%。将脱细胞静脉缝合到可生物吸收的PLLA支架中,将tesg植入猪髂动脉(n = 3)。市售的假体移植物被用作对照植入物,以评估组织反应的差异。在植入时和术后第14天通过血管造影和血管内超声检查评估移植物的通畅程度和形态。所有tesg均保持专利状态,无血栓形成或动脉瘤样改变的证据。组织学分析显示早期内皮化和TESG壁内平滑肌细胞浸润,与假体移植物对照组相比,后者缺乏类似的细胞整合。本研究证明了完全生物可吸收TESG的短期可行性和生物相容性。虽然长期结果仍有待确定,但这些结果支持TESG的进一步发展,通过改善组织整合和避免永久性合成材料来减少晚期并发症。
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引用次数: 0
Real-time driver activity detection using advanced deep learning models. 使用先进的深度学习模型进行实时驾驶员活动检测。
IF 3.9 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2026-12-01 Epub Date: 2025-11-14 DOI: 10.1007/s11571-025-10376-1
Md Al Emran, Md Ariful Islam, Md Obaydullahn Khan, Md Jewel Rana, Saida Tasnim Adrita, Md Ashik Ahmed, Mahmoud M A Eid, Ahmed Nabih Zaki Rashed

Traffic accidents usually result from driver's inattention, sleepiness, and distraction, posing a substantial danger to worldwide road safety. Advances in computer vision and artificial intelligence (AI) have provided new prospects for designing real-time driver monitoring systems to reduce these dangers. In this paper, we assessed four known deep learning models, MobileNetV2, DenseNet201, NASNetMobile, and VGG19, and offer a unique Hybrid CNN-Transformer architecture reinforced with Efficient Channel Attention (ECA) for multi-class driver activity categorization. The framework defines seven important driving behaviors: Closed Eye, Open Eye, Dangerous Driving, Distracted Driving, Drinking, Yawning, and Safe Driving. Among the baseline models, DenseNet201 (99.40%) and MobileNetV2 (99.31%) achieved the highest validation accuracies. In contrast, the proposed Hybrid CNN-Transformer with ECA attained a near-perfect validation accuracy of 99.72% and further demonstrated flawless generalization with 100% accuracy on the independent test set. Confusion matrix studies further indicate a few misclassifications, verifying the model's high generalization capacity. By merging CNN-based local feature extraction, attention-driven feature refinement, and Transformer-based global context modeling, the system provides both robustness and efficiency. These findings show the practicality of using the suggested technology in real-time intelligent transportation applications, presenting a viable avenue toward reducing traffic accidents and boosting overall road safety.

交通事故通常是由于驾驶员注意力不集中、困倦和分心造成的,对世界范围内的道路安全构成重大威胁。计算机视觉和人工智能(AI)的进步为设计实时驾驶员监控系统以减少这些危险提供了新的前景。在本文中,我们评估了四个已知的深度学习模型,MobileNetV2, DenseNet201, NASNetMobile和VGG19,并提供了一个独特的混合CNN-Transformer架构,增强了高效通道注意(ECA),用于多类别驾驶员活动分类。该框架定义了7种重要的驾驶行为:闭上眼睛、睁开眼睛、危险驾驶、分心驾驶、饮酒、打哈欠和安全驾驶。在基线模型中,DenseNet201(99.40%)和MobileNetV2(99.31%)的验证准确率最高。相比之下,本文提出的带有ECA的Hybrid CNN-Transformer获得了近乎完美的99.72%的验证准确率,并且在独立测试集上进一步展示了100%准确率的完美泛化。混淆矩阵研究进一步表明了一些错误分类,验证了模型的高泛化能力。通过融合基于cnn的局部特征提取、注意力驱动的特征优化和基于transformer的全局上下文建模,系统具有鲁棒性和高效性。这些发现表明,在实时智能交通应用中使用建议技术的实用性,为减少交通事故和提高整体道路安全提供了可行的途径。
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引用次数: 0
A dual brain EEG examination of the effects of direct and vicarious rewards on bilingual Language control. 直接和间接奖励对双语语言控制影响的双脑脑电图检查。
IF 3.9 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2026-12-01 Epub Date: 2025-11-12 DOI: 10.1007/s11571-025-10375-2
Junjun Huang, Shuang Liu, Mengjie Lv, John W Schwieter, Huanhuan Liu

Little is known about whether direct and vicarious rewards affect bilingual language control in social learning. We used a dual-electroencephalogram (EEG) to simultaneously record the effects of direct and vicarious rewards on language control when bilinguals switched between their two languages. We found that both direct and vicarious rewards elicited more switch behavior. On an electrophysiological level, although both direct and vicarious rewards elicited Reward-positivity and Feedback-P3 when receiving reward outcomes, direct rewards induced greater reward effects than vicarious rewards. In addition to an N2 effect in language switching, vicarious rewards elicited more pronounced LPCs relative to direct rewards. More important, in the alpha band, there was a predictive effect of behaviors on rewards in binding vicarious rewards and language switching activities. These findings demonstrate that both direct and vicarious rewards influence language control during language selection.

关于直接和间接奖励是否影响社会学习中的双语语言控制,我们知之甚少。我们使用双脑电图(EEG)同时记录了当双语者在两种语言之间切换时,直接和间接奖励对语言控制的影响。我们发现,直接和间接的奖励都会引发更多的转换行为。在电生理水平上,虽然直接奖励和间接奖励在获得奖励结果时都诱发了reward - positive和Feedback-P3,但直接奖励诱导的奖励效应大于间接奖励。除了语言转换中的N2效应外,相对于直接奖励,替代奖励引发了更明显的lpc。更重要的是,在α波段,行为对结合替代奖励和语言转换活动的奖励有预测作用。这些发现表明,在语言选择过程中,直接奖励和间接奖励都会影响语言控制。
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引用次数: 0
Reduced task-switching flexibility in parietal-cingulate and frontal circuits associated with brooding. 减少与沉思相关的顶叶扣带和额叶回路的任务切换灵活性。
IF 3.9 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2026-12-01 Epub Date: 2026-02-19 DOI: 10.1007/s11571-026-10425-3
Selena Singh, Saurabh Bhaskar Shaw, Suzanna Becker

Ruminative brooding is marked by its perseverative nature. Existing mechanistic theories attribute this to cognitive control deficits linked to elevated functional connectivity within the default mode network and abnormal prefrontal activity. Here, we conceptualize ruminative brooding as an emergent property of a neural attractor state within the default mode network. Stable attractors are mathematically defined by two key properties: (1) convergence over time (assessing attractivity), and (2) resistance to perturbation (assessing stability). We tested whether brain states associated with brooding exhibited these properties in healthy volunteers using EEG during a task-switching protocol that interleaved cued rumination, working memory, and autobiographical memory tasks. Since cued rumination and working memory are thought to engage anticorrelated networks (default mode vs. central executive), switching from cued rumination to working memory effectively "perturbs" this system. Cued rumination was associated with beta power in the posterior cingulate cortex, with rumination disengagement marked by a reduction in beta power in posterior parietal and cingulate cortices. Moreover, high trait rumination was associated with impaired disengagement of these rumination-related dynamics and reduced recruitment of the dlPFC when transitioning from cued rumination to the working memory task, consistent with the "resistance to perturbation" criterion of a stable attractor. Furthermore, trait brooding was positively associated with a reduction in variance in posterior parietal and cingulate cortices time series over the course of cued rumination trials, consistent with the "convergence" criterion. These results provide support for framing brooding-related neural dynamics as pathological attractor states, providing a mechanistic account of rumination's perseverative quality.

Supplementary information: The online version contains supplementary material available at 10.1007/s11571-026-10425-3.

沉思的沉思以其持久的本质为特征。现有的机制理论将其归因于认知控制缺陷,这与默认模式网络中功能连接的提升和前额叶异常活动有关。在这里,我们将反刍沉思概念化为默认模式网络中神经吸引子状态的紧急属性。稳定吸引子在数学上由两个关键属性定义:(1)随时间的收敛(评估吸引力)和(2)抗扰动(评估稳定性)。我们测试了健康志愿者在交叉提示反刍、工作记忆和自传式记忆任务的任务切换协议中,与沉思相关的大脑状态是否表现出这些特性。由于暗示反刍和工作记忆被认为涉及反相关网络(默认模式与中央执行模式),从暗示反刍切换到工作记忆有效地“扰乱”了这个系统。暗示反刍与后扣带皮层的β能量有关,反刍脱离以后顶叶和扣带皮层的β能量降低为标志。此外,高特质反刍与这些反刍相关动力的脱离受损以及从暗示反刍过渡到工作记忆任务时dlPFC的招募减少有关,这与稳定吸引子的“抗扰动”标准一致。此外,在线索反刍试验过程中,特质沉思与后顶叶和扣带皮层时间序列方差的减少呈正相关,符合“收敛”标准。这些结果为将沉思相关的神经动力学作为病理吸引子状态提供了支持,为反刍的持续质量提供了机制解释。补充信息:在线版本包含补充资料,下载地址:10.1007/s11571-026-10425-3。
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引用次数: 0
Correction. 修正。
IF 4.5 3区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-12-01 Epub Date: 2026-02-26 DOI: 10.1080/21691401.2026.2635327
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引用次数: 0
Incorporating memristive autapse in spatio-temporal attention SNN for neuromorphic speech recognition. 基于记忆性暂存的时空注意SNN神经形态语音识别。
IF 3.9 3区 工程技术 Q2 NEUROSCIENCES Pub Date : 2026-12-01 Epub Date: 2026-02-03 DOI: 10.1007/s11571-025-10393-0
Qian Cheng, Tao Chen, Xingming Tang, Shukai Duan, Lidan Wang

Spiking neural networks (SNNs) have gained significant attention for their biological plausibility, event-driven operation, and low power consumption, establishing them as a leading model for processing event stream data. However, current models often oversimplify neuronal dynamics to balance computational cost and performance. To address this limitation and enhance the dynamical behavior of spiking neurons, this paper introduces two key innovations. First, inspired by biological autaptic connections and memristive devices, we propose the memristive autapse (M-Autapse), a self-connection mechanism that enables adaptive modulation of a neuron's membrane potential. Second, recognizing the need for attention mechanisms that match SNNs' spatio-temporal nature, we design a spatio-temporal synergistic attention (STSA) mechanism to bolster simultaneous focus on both temporal and spatial dimensions of input data. Extensive experiments on the neuromorphic speech benchmarks SHD and SSC validate our methods. On SHD, our model demonstrates performance competitive with the state-of-the-art, while also achieving strong results on the SSC dataset.

脉冲神经网络(snn)因其生物合理性、事件驱动运行和低功耗而受到广泛关注,成为处理事件流数据的领先模型。然而,为了平衡计算成本和性能,目前的模型经常过度简化神经元动力学。为了解决这一限制并增强脉冲神经元的动态行为,本文介绍了两个关键的创新。首先,受生物自噬连接和记忆装置的启发,我们提出了记忆自噬自噬(M-Autapse),这是一种自连接机制,可以自适应调节神经元的膜电位。其次,认识到需要匹配snn的时空性质的注意机制,我们设计了一个时空协同注意(STSA)机制,以支持同时关注输入数据的时间和空间维度。在神经形态语音基准SHD和SSC上进行的大量实验验证了我们的方法。在SHD上,我们的模型展示了与最先进的性能相竞争的性能,同时在SSC数据集上也取得了强有力的结果。
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