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A damage-structured PDE model of stem cell hierarchies: The dual role of dedifferentiation in tissue homeostasis and aging. 干细胞等级的损伤结构PDE模型:去分化在组织稳态和衰老中的双重作用。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0335163
Louis Shuo Wang, Jiguang Yu, Zonghao Liu

Stem cells maintain tissue integrity through a balance of self-renewal, differentiation, and loss of function due to aging or stress. Recent studies demonstrate that the stem cell hierarchy is not fixed. Transit-amplifying or terminally differentiated cells can dedifferentiate back into stem-like states. Such plasticity supports regeneration but, when combined with damage accumulation, may also accelerate aging and increase cancer risk. Motivated by these findings, we develop a damage-structured PDE model of a two-compartment lineage consisting of stem and terminally differentiated cells. The model incorporates dedifferentiation, together with a nonlocal δ-function kernel partitioning scheme that conserves total damage and encodes biologically motivated asymmetries. Methodologically, we emphasize reproducibility and robustness on three fronts. First, the δ-kernel partitioning prevents the unbounded drift that arises in local models while preserving conservation. Second, a conservative finite-volume discretization with upwind fluxes and verified first-order accuracy ensures stability and exact mass balance, as confirmed by manufactured-solution tests. Third, distributional metrics and systematic parameter sweeps provide reproducible ways to quantify lineage-level damage dynamics under varying dedifferentiation and repair conditions. These analyses show that threshold-dependent and repair-modulated dedifferentiation both act as protective mechanisms: the former functions as a 'detoxification loop' that recycles high-damage cells, and the latter reduces the damage burden imported during dedifferentiation. Together, they mitigate aging-inducing effects. Parameter sweeps further delineate when dedifferentiation stabilizes tissue maintenance versus when it drives aging-like dynamics. Overall, our reproducible framework integrates biological insights on stem-cell plasticity and damage segregation with rigorous mathematical modeling, providing a foundation for experimental validation and therapeutic strategies targeting stem-cell aging and cancer initiation.

干细胞通过自我更新、分化和因衰老或压力导致的功能丧失的平衡来维持组织的完整性。最近的研究表明,干细胞的等级结构并不是固定的。转运扩增或终末分化的细胞可以退分化回茎样状态。这种可塑性支持再生,但当与损伤积累相结合时,也可能加速衰老并增加癌症风险。基于这些发现,我们开发了一个由干细胞和终末分化细胞组成的双室谱系的损伤结构PDE模型。该模型结合了去分化,以及非局部δ函数核分配方案,该方案保存了总损伤并编码了生物驱动的不对称。在方法上,我们强调三个方面的可重复性和稳健性。首先,δ-核划分在保持守恒的同时防止了局部模型中出现的无界漂移。其次,具有逆风通量的保守有限体积离散化和经过验证的一阶精度确保了稳定性和精确的质量平衡,正如制造溶液测试所证实的那样。第三,分布指标和系统参数扫描提供了可重复的方法来量化不同去分化和修复条件下谱系级损伤动态。这些分析表明,阈值依赖和修复调节的去分化都是保护机制:前者的功能是“解毒循环”,回收高损伤细胞,后者减少去分化过程中输入的损伤负担。它们共同减轻了衰老的影响。参数扫描进一步描绘当去分化稳定组织维持与当它驱动衰老样动力学。总体而言,我们的可复制框架将干细胞可塑性和损伤分离的生物学见解与严格的数学建模相结合,为针对干细胞衰老和癌症起始的实验验证和治疗策略提供了基础。
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引用次数: 0
Reimagined diabetic care approach: A qualitative study on the acceptability of mhealth interventions in a LMIC. 重新设想糖尿病护理方法:一项关于低收入国家移动医疗干预可接受性的定性研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0343711
Ola Sukkarieh, Leonard Egede, Mona Osman, Maya Bassil, Myrna A A Doumit

Background: Lebanon is a lower-middle income country in the MENA region that continues to be drained structurally by the socioeconomic upheaval. The estimated prevalence of T2DM in Lebanese adults is 9%. Despite the rapid growing use of mHealth and favorable health outcomes worldwide, the impact is understudied in Lebanon.

Purpose: Our study aimed to assess the acceptability of the use of mHealth intervention delivered via mobile phones that promotes diabetes self-management behaviors for Lebanese patients with T2DM.

Design and methods: We used a descriptive qualitative approach for the study. Nine study participants were recruited based on purposeful and maximum variation sampling. Interviews were analyzed using the conventional content analysis.

Results: Analysis of the interviews revealed four major categories: (A) Transformative Approach to Care: Feeling Safe and Secure; (B) One Approach does not fit all; (C) Addressing psychological well-being; (D) Time and Economic gains.

Conclusion: This study provides compelling evidence that mHealth is highly acceptable among Lebanese adults with T2DM and offers significant potential to enhance diabetes care in LMICs. Participants embraced mHealth as a complementary tool that enhances communication, supports psychological well-being, and reduces financial barriers.

背景:黎巴嫩是中东和北非地区的一个中低收入国家,社会经济动荡在结构上继续消耗着黎巴嫩的资源。黎巴嫩成年人中2型糖尿病的估计患病率为9%。尽管移动医疗的使用在世界范围内迅速增长并取得了良好的健康成果,但黎巴嫩对其影响的研究还不够充分。目的:我们的研究旨在评估通过移动电话提供的移动健康干预的可接受性,以促进黎巴嫩2型糖尿病患者的糖尿病自我管理行为。设计和方法:我们采用描述性定性方法进行研究。根据有目的和最大变异抽样,招募了9名研究参与者。访谈采用传统的内容分析法进行分析。结果:访谈分析揭示了四个主要类别:(A)护理变革方法:感觉安全;(B)一种方法不适合所有的方法;(C)处理心理健康问题;(D)时间和经济收益。结论:本研究提供了令人信服的证据,表明移动医疗在黎巴嫩成年2型糖尿病患者中是高度可接受的,并为中低收入国家的糖尿病护理提供了巨大的潜力。与会者认为移动医疗是一种增强沟通、促进心理健康和减少财务障碍的补充工具。
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引用次数: 0
Comprehensive analysis of the potential effect and mechanism of pyroptosis-related genes in treatment-related myeloid tumors. 综合分析焦热相关基因在治疗相关髓系肿瘤中的潜在作用和机制。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0343525
Jing Cheng, Weiyue Fang, Hongxia Tan, Xiaoxia Zhan, Xiaohui Zhu

Treatment-related myeloid neoplasms (t-MN) represent a severe complication of cancer therapy, characterized by poor prognosis and limited treatment options. This study presents a preliminary, exploratory bioinformatic analysis aimed at characterizing the expression landscape and potential regulatory roles of pyroptosis-related genes (PRGs) in a murine model of t-MN. Utilizing RNA-seq data (GEO: GSE135866), differential expression analysis identified 1286 DEGs. Cross-referencing 367 curated mouse PRGs revealed 46 pyroptosis-related DEGs (PRDEGs). Functional enrichment analysis (GO, KEGG) showed these PRDEGs are significantly involved in autophagy, inflammatory regulation, apoptosis, NOD-like receptor signaling, and the AMPK pathway. GSEA associated the broader gene set with PI3K-Akt and Notch signaling. Protein-protein interaction network analysis identified five critical hub genes: Trp53, Mtor, Gpx3, Foxo3, and Cybb. ROC curve analysis confirmed these hub genes exhibit significant differential expression and high diagnostic accuracy (AUC > 0.9) in distinguishing t-MN from controls. Furthermore, immunoinfiltration analysis (CIBERSORT) revealed significant differences in immune cell composition between t-MN and control samples and identified notable correlations between hub gene expression and specific immune cell abundances. Importantly, given the limited sample size and the use of murine bone marrow data, the statistical findings should be interpreted strictly at the exploratory and hypothesis-generating level. This study does not support definitive biological conclusions or causal inferences but rather aims to delineate the pyroptosis-related molecular profile in a preclinical t-MN model. The results are intended to inform and guide future investigations-including validation in larger cohorts, independent experimental models, and human clinical samples-to assess the translational potential of these candidate biomarkers and therapeutic targets.

治疗相关性髓系肿瘤(t-MN)是癌症治疗的一种严重并发症,其特点是预后差和治疗选择有限。本研究提出了一项初步的探索性生物信息学分析,旨在表征t-MN小鼠模型中焦热相关基因(PRGs)的表达格局和潜在的调节作用。利用RNA-seq数据(GEO: GSE135866),差异表达分析鉴定了1286个deg。交叉对照367个精心筛选的小鼠PRGs,发现46个与热解相关的DEGs (PRDEGs)。功能富集分析(GO, KEGG)显示,这些PRDEGs显著参与自噬、炎症调节、细胞凋亡、nod样受体信号传导和AMPK通路。GSEA与PI3K-Akt和Notch信号通路相关的基因更广泛。蛋白-蛋白相互作用网络分析鉴定出5个关键枢纽基因:Trp53、Mtor、Gpx3、Foxo3和Cybb。ROC曲线分析证实,这些枢纽基因在区分t-MN与对照组方面表现出显著的差异表达和高诊断准确率(AUC > 0.9)。此外,免疫浸润分析(CIBERSORT)揭示了t-MN和对照样品之间免疫细胞组成的显著差异,并发现中枢基因表达与特异性免疫细胞丰度之间存在显著相关性。重要的是,考虑到有限的样本量和小鼠骨髓数据的使用,统计结果应该在探索性和假设生成水平上严格解释。本研究不支持明确的生物学结论或因果推论,而是旨在描述临床前t-MN模型中与热分解相关的分子谱。这些结果旨在为未来的研究提供信息和指导,包括在更大的队列、独立的实验模型和人类临床样本中进行验证,以评估这些候选生物标志物和治疗靶点的转化潜力。
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引用次数: 0
Comparative analysis and correlation of neck proprioception and function among car and motorcycle drivers: A cross-sectional study. 汽车与摩托车驾驶员颈部本体感觉与功能的比较分析与相关性:横断面研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0340609
Aafreen Aafreen, Abdur Raheem Khan, Ashfaque Khan, Ausaf Ahmad, Adel Alshahrani, Hussain Saleh H Ghulam, Saeed Y Al Adal, Yousef Hamad Hassan Al Sharyah, Hashim Ahmed, Muhammad Yaseen Mughal

Background: Neck proprioception and function are essential for individuals engaged in car and motorcycle driving. The comparison and correlation between these factors can vary significantly between car and motorcycle drivers, impacting their driving safety and comfort. The objective of this study was to investigate and compare the correlation between neck proprioception and neck function in individuals who frequently drive cars and motorcycles.

Methods: A cohort of 600 regular drivers (300 car and 300 motorcycle drivers) was recruited. Neck proprioception was measured using the Cervical Joint Position Error (CJPE) test, assessing right and left cervical rotation. Neck function was assessed using the Neck Disability Index (NDI). Descriptive statistics, correlation coefficients, and multiple linear regression models were applied for data analysis.

Results: Car drivers demonstrated significantly poorer neck proprioception, indicated by higher CJPE scores (mean = 4.2 for right rotation, 4.1 for left rotation) compared to motorcycle drivers (mean = 3.1 for right rotation, 2.9 for left rotation, p < 0.001). Additionally, car drivers exhibited greater neck disability as shown by higher NDI scores (mean = 12.4) compared to motorcycle drivers (mean = 9.1, p < 0.001). There was a significant positive correlation between CJPE and NDI scores (r = 0.55, p < 0.001).

Conclusion: The findings indicate that car driving is associated with poorer neck proprioception and higher neck disability compared to motorcycle driving. Notably, driving type, age, and driving duration significantly influenced neck proprioception and function. The results highlight the potential importance of proprioceptive training interventions to enhance neck function, particularly for older car drivers and those with prolonged driving experience.

背景:颈部本体感觉和功能对从事汽车和摩托车驾驶的个体至关重要。这些因素之间的对比和相关性在汽车驾驶员和摩托车驾驶员之间存在显著差异,影响其驾驶安全性和舒适性。本研究的目的是调查和比较经常驾驶汽车和摩托车的人颈部本体感觉和颈部功能之间的相关性。方法:选取普通司机600人(汽车司机300人,摩托车司机300人)作为研究对象。颈部本体感觉采用颈椎关节位置误差(CJPE)测试,评估右、左颈椎旋转。采用颈部残疾指数(NDI)评估颈部功能。采用描述性统计、相关系数和多元线性回归模型对数据进行分析。结果:与摩托车驾驶员相比,汽车驾驶员的颈部本体感觉明显较差,其CJPE评分(右转平均为4.2,左转平均为4.1)高于摩托车驾驶员(右转平均为3.1,左转平均为2.9)。结论:与摩托车驾驶员相比,汽车驾驶员的颈部本体感觉较差,颈部残疾程度较高。值得注意的是,驾驶类型、年龄和驾驶时间对颈部本体感觉和功能有显著影响。研究结果强调了本体感觉训练干预对增强颈部功能的潜在重要性,特别是对于老年汽车司机和那些有长时间驾驶经验的人。
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引用次数: 0
Exploring the potential of foliar phytohormone application for mitigating water deficit in wheat cropping systems under arid soils. 探讨叶面植物激素在干旱土壤条件下缓解小麦种植系统水分亏缺的潜力。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342914
Ahmed A Abdelrhman, Mohamed E Fadl, Nazih Y Rebouh, Mohamed Hefzy, Mostafa A S AbdElgalil

In arid regions, water scarcity prompts the overuse of chemical growth regulators, posing ecological and health risks. This study investigates foliar application of microbial phytohormones as a sustainable alternative to mitigate the water deficit's negative impact on wheat growth and enhance crop productivity. Field experiments over two seasons evaluated the impact of microbial phytohormones microbial gibberellic acid (MGA3) and microbial ascorbic acid (MASA) on wheat yield and water productivity under three deficit irrigation levels: 100%, 80%, and 60% of crop evapotranspiration (ETc). The treatments significantly influenced growth, grain yield, and associated characteristics. Deficit irrigation adversely affected wheat growth and yield. However, MGA3 and MASA foliar treatments significantly improved plant height, flag leaf area and yield components under water stress. The highest grain yield (4.27 t ha ⁻ ¹) was achieved with 100% ETc + MGA3, while the highest irrigation water productivity (IWP, 1.16 kg m ⁻ ³) was recorded with 60% ETc + MGA3. Redundancy analysis confirmed MGA3's superiority over MASA and control (CK) in enhancing grain yield and crop water productivity (CWP), which were strongly correlated with biological yield and seed index. This study concludes that microbial phytohormones, particularly MGA3, are effective agronomic tools for sustaining wheat productivity in water-scarce arid environments.

在干旱地区,缺水促使过度使用化学生长调节剂,造成生态和健康风险。本研究探讨了微生物植物激素作为缓解水分亏缺对小麦生长的负面影响和提高作物生产力的可持续替代方案。田间试验评估了微生物赤霉素(MGA3)和微生物抗坏血酸(MASA)在100%、80%和60%作物蒸散量(ETc) 3种亏缺灌溉水平下对小麦产量和水分生产力的影响。这些处理显著影响了生长、产量和相关性状。亏缺灌溉对小麦生长和产量有不利影响。而MGA3和MASA叶面处理显著提高了水分胁迫下的株高、旗叶面积和产量成分。100% ETc + MGA3的粮食产量最高(4.27吨(毒血症)),而60% ETc + MGA3的灌溉水量最高(IWP, 1.16公斤(毒血症))。冗余分析证实MGA3在提高粮食产量和作物水分生产力(CWP)方面优于MASA和对照(CK),且与生物产量和种子指数密切相关。本研究得出结论,微生物植物激素,特别是MGA3,是在缺水干旱环境下维持小麦生产力的有效农艺工具。
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引用次数: 0
Gendered perspectives of yoga in the Key Stage 1 classroom: Qualitative content analysis indicates contrasting views of teachers and pupils. 关键阶段1课堂中的瑜伽性别视角:定性内容分析表明教师和学生的观点截然不同。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0343622
Katie Wilkin, Claire Thornton, Georgia Allen-Baker

The gendering of physical activities is ubiquitous, with those involving strength, endurance, and physical contact considered masculine, and those involving concentration, presentation, and flexibility considered feminine. Yoga, for instance, tends to be regarded by adults and adolescents as a feminine activity for women/ girls, however, it is not known whether younger children share this view. Using data from six individual teacher interviews and a child-friendly task with 23 pupils (working in four separate groups), qualitative content analysis (QCA) was used to identify and explore the gendered perspectives of yoga held by Key Stage 1 teachers and pupils in schools across the North East of England. Data were considered according to Gender Schema Theory (GST) and indicate that, although young pupils seem to hold no consensus view of yoga being a female/ feminine activity, teachers observe reluctance from some of their male pupils during yoga activities in school. As previous research has revealed that teachers generally expect male pupils to be more competitive than their female peers, the findings are discussed in relation to the non-competitive nature of yoga.

体育活动的性别是无处不在的,那些涉及力量、耐力和身体接触的活动被认为是男性的,而那些涉及注意力、表现和灵活性的活动被认为是女性的。例如,瑜伽往往被成年人和青少年视为女性/女孩的女性活动,然而,尚不清楚年幼的孩子是否也有这种看法。通过对6位教师的个人访谈和对23名学生的儿童友好任务(分为4个不同的小组)的数据,定性内容分析(QCA)被用于识别和探索英格兰东北部学校关键阶段1的教师和学生对瑜伽的性别观点。数据是根据性别图式理论(GST)考虑的,并表明,尽管年轻学生似乎没有一致认为瑜伽是一项女性/女性活动,但教师在学校瑜伽活动中观察到一些男学生的不情愿。正如之前的研究表明,老师通常希望男学生比女学生更有竞争力,研究结果与瑜伽的非竞争性有关。
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引用次数: 0
Mechanism of action of cisplatin on Na+/K+ ATPase of Caco-2 colon cells in vitro. 顺铂对体外Caco-2结肠细胞Na+/K+ atp酶的作用机制。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342707
Rida Mourad, Rawad Hodeify, Sawsan Kreydiyyeh

Cisplatin is a chemotherapeutic agent that reverts cancerous cells to the apoptotic route. A decrease in the activity of the Na+/K+ ATPase is one of the hallmarks of apoptosis and a major causative factor of the drug-induced nephrotoxicity. Whether cisplatin targets also the colonic ATPase is a question that was addressed in this work using Caco-2 cells as a model. ATPase activity was measured via inorganic phosphate release with and without ouabain, and protein expression was assessed by Western blot. Cisplatin reduced the activity of the Na+/K+ ATPase, an effect that was dependent on the transmembrane chloride gradient but had no effect on the purified enzyme, suggesting an indirect action. Fluorescence imaging showed a decrease in the membrane ATPase abundance. Cisplatin was shown to act by increasing intracellular calcium, triggering a sequential activation of p38MAPK and PKA that results in JNK inhibition and a decrease in the Na+/K+ ATPase activity.

顺铂是一种化疗药物,使癌细胞恢复到凋亡途径。Na+/K+ atp酶活性的降低是细胞凋亡的标志之一,也是药物性肾毒性的主要致病因素。顺铂是否也靶向结肠atp酶是本研究中使用Caco-2细胞作为模型解决的问题。通过添加和不添加瓦巴因的无机磷酸盐释放法检测atp酶活性,Western blot法检测蛋白表达。顺铂降低了Na+/K+ atp酶的活性,这种作用依赖于跨膜氯梯度,但对纯化的酶没有影响,表明是间接作用。荧光成像显示膜atp酶丰度降低。顺铂通过增加细胞内钙来起作用,触发p38MAPK和PKA的顺序激活,导致JNK抑制和Na+/K+ atp酶活性降低。
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引用次数: 0
Accessible and cost-effective deployment of environmental DNA (eDNA) samplers for sediment conducive to supporting community-based surveys. 可获得和具有成本效益的环境DNA (eDNA)沉积物采样器的部署有利于支持以社区为基础的调查。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342851
Anna H Dema, Ellika M Crichton, Neha Acharya-Patel, Lauren C Bergman, Michael J Allison, Matthew T Bonderud, Jacob J Imbery, Clifford L K Robinson, Jacqueline R Huard, Caren C Helbing

The presence of at-risk, invasive, and sentinel species are measures of biodiversity, however it is often challenging to quickly gather reliable data through conventional, time-constrained surveying techniques. Environmental DNA (eDNA) detection is one method that has proven to be extremely useful for biomonitoring, particularly due to its non-invasive nature, cost efficiency, sensitivity, accuracy, and relative ease to carry out in the field. Conventional sediment sampling presents a challenge to obtain suitable representative samples and there is a need for easily accessible methods that are compatible with community-based monitoring activities and budgets. Herein, we introduce a "FloppE-Dip" method, a passive sampling approach that is compatible with larger sand sediment sample volumes up to 180 mL and utilizes easily accessible materials. We compared the FloppE-Dip method to conventional filtration through the detection of several species' DNA from environmental samples using real-time quantitative PCR (qPCR). In a laboratory study using an American bullfrog (Rana [Lithobates] catesbeiana) tissue slurry, we determined optimal protocol parameters that were then applied in a field survey to identify beaches in coastal British Columbia used by the important forage fish, the Pacific sand lance (Ammodytes personatus). Of the 20 sampling sites, both FloppE-Dip and conventional filtration methods detected Pacific sand lance eDNA at 14 of them, albeit FloppE-Dip copies/L estimates were typically 5-10 times lower. Two sites returned no detections for both methods, and four sites returned low detections using conventional filtration methods where the FloppE-Dip method showed no detection. This discrepancy at low copy numbers may be rectified through increasing the number of samples taken per site and/or increasing the number of technical replicates. Overall, the FloppE-Dip method was more reliable than visual observation and is considerably faster and cheaper than filtration making it well-suited for general detection purposes. While other sediment types remain to be tested, the simplicity, efficiency, and use of readily available materials make FloppE-Dip a viable alternative for community-based monitoring programs, particularly given the time and budget constraints these programs often face.

濒危物种、入侵物种和哨兵物种的存在是生物多样性的衡量标准,然而,通过传统的、时间有限的调查技术快速收集可靠的数据往往具有挑战性。环境DNA (eDNA)检测是一种已被证明对生物监测非常有用的方法,特别是由于其非侵入性,成本效益,灵敏度,准确性和相对容易在现场进行。传统的沉积物取样对获得适当的代表性样本提出了挑战,需要易于获得的方法,与社区监测活动和预算相适应。在这里,我们介绍了一种“FloppE-Dip”方法,这是一种被动采样方法,适用于高达180 mL的大沙质沉积物样本量,并利用易于获取的材料。我们通过实时定量PCR (qPCR)检测环境样品中几种物种的DNA,将flope - dip方法与传统过滤方法进行了比较。在一项使用美国牛蛙(Rana [Lithobates] catesbeiana)组织浆的实验室研究中,我们确定了最佳方案参数,然后将其应用于现场调查,以确定不列颠哥伦比亚省沿海的重要饲料鱼太平洋沙矛(Ammodytes personatus)使用的海滩。在20个采样点中,flope - dip和常规过滤方法都在14个采样点检测到太平洋砂枪eDNA,尽管flope - dip的拷贝数/L估计通常要低5-10倍。两个站点两种方法均未检测到,四个站点使用传统过滤方法检测到低检测值,其中FloppE-Dip方法未检测到。低拷贝数的这种差异可以通过增加每个站点取样的数量和/或增加技术复制的数量来纠正。总的来说,flope - dip法比目测法更可靠,而且比过滤法更快、更便宜,因此非常适合于一般检测目的。虽然其他沉积物类型仍有待测试,但flope - dip的简单性、效率和使用现成材料使其成为社区监测项目的可行替代方案,特别是考虑到这些项目经常面临的时间和预算限制。
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引用次数: 0
A deep learning framework for gait-based frailty classification using inertial measurement units. 基于惯性测量单元的步态脆弱性分类的深度学习框架。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0343402
Arslan Amjad, Agnieszka Szczęsna, Monika Błaszczyszyn, Jerzy Sacha, Magdalena Sacha, Piotr Feusette, Wojciech Wolański, Mariusz Konieczny, Zbigniew Borysiuk, Basheir Khan

Frailty in older adults leads to heightened vulnerability to adverse health outcomes, significantly burdening individuals and society by increasing healthcare costs and dependency. To address this issue, an advanced frailty assessment method combining wearable sensors measurements with Deep Learning (DL) techniques is proposed to classify individuals into frail or non-frail stages. Wearable sensors provide real-time monitoring, facilitating early detection and timely interventions. Two diverse datasets, i.e., GSTRIDE and FRAILPOL, were utilized for enhanced frailty analysis, employing one to five Inertial Measurement Unit (IMU) sensors with varying configurations and mounting positions. A participant-centric data partitioning framework based on signal windows segmentation is proposed and applied to DL algorithms. Among the DL algorithms, InceptionTime outperformed, achieving 82% accuracy on GSTRIDE and 79% on the FRAILPOL dataset. Furthermore, the area under the ROC curve (AUC) and evaluation metrics such as precision, recall, and F1-score confirm InceptionTime's effectiveness in classifying frail and non-frail stages by capturing spatio-temporal features from raw IMU signals.

老年人的虚弱导致更容易受到不良健康结果的影响,通过增加医疗保健费用和依赖性给个人和社会带来沉重负担。为了解决这一问题,提出了一种将可穿戴传感器测量与深度学习(DL)技术相结合的先进脆弱性评估方法,将个体分为虚弱或非虚弱阶段。可穿戴传感器提供实时监控,便于早期发现和及时干预。两个不同的数据集,即GSTRIDE和FRAILPOL,用于增强脆弱性分析,使用1到5个不同配置和安装位置的惯性测量单元(IMU)传感器。提出了一种基于信号窗分割的以参与者为中心的数据分割框架,并将其应用于深度学习算法中。在DL算法中,InceptionTime表现优异,在GSTRIDE数据集上达到82%的准确率,在FRAILPOL数据集上达到79%的准确率。此外,ROC曲线下面积(AUC)和精度、召回率和f1评分等评估指标证实了InceptionTime通过捕获原始IMU信号的时空特征来对脆弱和非脆弱阶段进行分类的有效性。
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引用次数: 0
The effects of fitness self-testing with instant feedback on changes in health-related fitness among Chinese male college students. 即时反馈健身自测对中国男大学生健康相关健身变化的影响
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342089
Yongshun Wang, Xiaofen D Hamilton, Rulan Shangguan, Anlu Yang, Na Xiao, Chenhao Wu, Sizhe Liu, Ren Yang, Jiren Zhang, Mark F Hamilton

Background: The decline in health-related physical fitness resulting from physical inactivity remains a critical global public health concern. Technology-supported fitness self-testing has the potential not only to improve students' testing experiences but also to enhance their health-related fitness. However, the effectiveness of such approaches has not yet been systematically examined, and their validity within university populations remains largely unestablished.

Method: A quasi-experimental research design with a control group (n = 45) and an experimental group (n = 44), incorporating pre- and post-tests, was employed in this study. The experimental group completed monthly self-testing sessions accompanied by GAI-generated instant feedback over a 16-week period, whereas the control group participated in general physical education classes that included multiple physical activities. Health-related fitness (HRF) was assessed using BMI, the one-mile run, pull-ups, and sit and reach tests. VO₂max was included as a covariate to control for baseline differences in HRF between the two groups. Repeated-measures multivariate analysis of covariance (RM-MANCOVA) was conducted to examine the effects of the intervention on HRF outcomes.

Results: After controlling for baseline VO2max, RM-MANCOVA indicated significant time × group interaction for sit and reach (p < 0.001) and one-mile run (p < 0.05), with the intervention group demonstrating significant improvement in both tests. However, no significant differences were observed between groups for body mass index (BMI) and the pull-ups test.

Conclusions: These findings suggested that HRF self-testing with instant GAI feedback was an effective intervention for improving certain HRF components, particularly flexibility and aerobic fitness. Further research is necessary to explore the long-term effects of self-testing and its application across diverse populations.

背景:缺乏身体活动导致的与健康相关的体质下降仍然是一个重要的全球公共卫生问题。技术支持的健身自测不仅可以改善学生的测试体验,还可以提高他们与健康相关的健身水平。然而,这些方法的有效性尚未得到系统的检验,它们在大学人群中的有效性在很大程度上仍未确定。方法:采用准实验研究设计,对照组(n = 45)和试验组(n = 44),包括前测和后测。实验组在为期16周的时间里完成每月一次的自我测试,并伴有人工智能生成的即时反馈,而对照组则参加包括多种体育活动的普通体育课。与健康相关的体能(HRF)通过BMI、一英里跑步、引体向上、静坐和伸展测试来评估。vo2max被作为协变量来控制两组之间HRF的基线差异。采用重复测量多变量协方差分析(RM-MANCOVA)来检验干预对HRF结果的影响。结果:在控制了基线VO2max后,RM-MANCOVA显示了坐姿和伸展的显著时间×组交互作用(p)。结论:这些发现表明,即时GAI反馈的HRF自测是改善某些HRF成分的有效干预措施,特别是柔韧性和有氧适应性。需要进一步的研究来探索自我测试的长期影响及其在不同人群中的应用。
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