principle component analysis

主成分分析
  • 文章类型: Journal Article
    研究的主要目的是使用2D地貌计量学评估上颌第一前磨牙的形态形式,并评估性二态特征。
    本研究是在来自120个牙模(60名男性和60名女性)的右上颌第一前磨牙的标准化照片上进行的。使用TPSdig软件在牙齿上标记了20个标志(基于几何和解剖证据),并使用MorphoJ进行了分析,并应用了procrustes分析和判别函数分析。
    结果显示性别之间的质心大小相似(p=0.541)。用于形状分析的ProcrustesANOVA显示性别之间更大的二态性(f值为1.35;p值=0.0793)。基于protrustes坐标的判别函数分析显示,根据界标坐标对性别进行分类的总体准确率为74.2%,正确分类为48/60(80.00%)女性和41/60(68.33)男性。
    牙齿的形状可以使用几何形态测量方法客观地测量,该方法可以用于识别个体的性别。牙釉质来自外胚层,一旦形成,在生命中不会改变。牙齿的结构和形状由性染色体决定,很好地表现为性二态。该研究评估了前磨牙的咬合和接触区域形态。这些是恢复治疗过程中考虑的重要参数,功能康复和法医调查。
    UNASSIGNED: The primary aim of the study is to evaluate the morphological form of the maxillary first premolar using 2D geomorphometry and evaluate the sexually dimorphic characteristics.
    UNASSIGNED: The present study was carried out on standardized photographs of right Maxillary first premolar from 120 dental casts (60 male and 60 females). Twenty landmarks (based on geometric and anatomic evidence) were marked on the tooth using TPSdig software and analysed using Morpho J applying procrustes analysis and discriminant function analysis.
    UNASSIGNED: The results showed similar centroid sizes between gender (p = 0.541). Procrustes ANOVA for shape analysis showed a greater dimorphism between sexs (f value of 1.35; p value=0.0793).  Discriminant function analysis based on the procrustes coordinates showed an overall accuracy of 74.2 % in classifying sex based on the landmark coordinates with correct classification of  48/60 (80.00%) females and 41/60 (68.33) males.
    UNASSIGNED: Shape of the tooth can be measured objectively using geometric morphometric methods which can be utilized to identify the sex of an individual. The enamel is derived from ectoderm and once formed does not change during the life. The tooth\'s structure and shape are determined by the sex chromosomes, which is well represented as sexual dimorphism. The study evaluates the occlusal and contact area morphology of premolars. These are important parameters considered during restorative treatment, functional rehabilitation and forensic investigations.
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  • 文章类型: Journal Article
    当前的流行病学证据表明,微量营养素(MN)的摄入与肌肉减少症之间存在关联,但是研究集中在单个MN上,对MNs没有综合影响的报道。这项研究的目的是研究不同MN摄入模式与少肌症和骨骼肌质量之间的关系。
    我们进行了一项基于人群的横断面研究,共有5256名20-59岁的美国成年人,我们通过双能X线吸收法(DXA)采集每日总MN摄入量和四肢骨骼肌质量。主成分分析(PCA)用于根据14个MNs的摄入量获得营养模式和主成分得分,和logistic回归分析用于评估单一MN和MN摄入模式对肌肉减少症和肌肉质量的影响。
    我们通过PCA定义了三种MN摄入模式:(1)坚持VitB矿物质,维生素B和矿物质的高摄入量;(2)坚持VitAD-Ca-VB12,维生素A的高摄入量,维生素D,钙和维生素B12;和(3)坚持抗氧化维生素,大量摄入抗氧化剂维生素A,C,E,和K。这三种营养模式解释了人口变异的73.26%。观察到大多数单一MN摄入与肌少症之间呈负相关,在调整了混杂因素后,与最低依从性相比,坚持三种营养模式中最高三元的营养模式与较低的肌肉减少症风险和相对较高的骨骼肌质量相关.在亚组分析中,中年女性MN摄入模式与肌肉减少症显著相关。
    基于MN摄入量的营养模式与肌少症显著相关,表明MN在发挥其各自的功能时彼此交互,MN饮食模式可能为预防肌肉质量损失提供有希望的策略,未来需要进一步的前瞻性研究。
    UNASSIGNED: Current epidemiological evidence points to an association between micronutrient (MN) intake and sarcopenia, but studies have focused on single MN, and no combined effects on MNs have been reported. The aim of this study was to investigate the relationship between different MN intake patterns and sarcopenia and skeletal muscle mass.
    UNASSIGNED: We performed a population-based cross-sectional study, with a total of 5,256 U.S. adults aged 20-59 years, and we collected total daily MN intake and appendicular skeletal muscle mass measured by Dual-Energy X-ray Absorptiometry (DXA). Principal component analysis (PCA) was used to obtain nutrient patterns and principal component scores based on the intake of 14 MNs, and logistic regression analysis was used to assess the effects of single MN and MN intake patterns on sarcopenia and muscle mass.
    UNASSIGNED: We defined three MN intake patterns by PCA: (1) adherence to VitB-mineral, high intake of vitamin B and minerals; (2) adherence to VitAD-Ca-VB12, high intake of vitamin A, vitamin D, calcium and vitamin B12; and (3) adherence to Antioxidant Vit, high intake of antioxidant vitamins A, C, E, and K. These three nutrient patterns explained 73.26% of the variance of the population. A negative association was observed between most single MN intakes and sarcopenia, and after adjusting for confounders, adherence to the highest tertile of the three nutrient patterns was associated with a lower risk of sarcopenia and relatively higher skeletal muscle mass compared to the lowest adherence. In subgroup analysis, MN intake patterns were significantly correlated with sarcopenia in middle-aged females.
    UNASSIGNED: Nutritional patterns based on MN intake were significantly related to sarcopenia, indicating that MNs interact with each other while exerting their individual functions, and that MN dietary patterns may provide promising strategies for preventing the loss of muscle mass, with further prospective studies warranted in the future.
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  • 文章类型: Systematic Review
    饮食模式对肺癌风险的影响目前存在争议。在这项研究中,我们评估了不同的"后验"饮食模式与肺癌风险之间的关系.搜索是通过Scopus进行的(2023年2月),WebofScience,和PubMed数据库。使用从12项选定研究中提取的风险值(RR和OR),通过随机效应模型进行荟萃分析。确定了两种主要的饮食模式,并将其命名为“西方/肉类”和“健康/审慎”。对“西方/肉类”饮食模式的最高坚持率显着增加了肺癌风险(OR=1.39;95%CI:1.17-1.65;p=0.0002),而对“健康/审慎”模式的最高坚持率则降低了肺癌风险(OR=0.65;95%CI:0.51-0.83;p=0.001)。观察到饮食模式和肺癌风险之间的线性趋势。然而,仅在“健康/审慎”饮食模式下发现统计学上显著的剂量-反应趋势相反(回归系数=-0.0031,p=0.003).亚组分析表明,“西方/肉类”模式显着增加了以前吸烟者(n=4)(OR=1.93,95%CI:1.11-3.36)和当前吸烟者(n=7)的肺癌风险(OR=1.35,95%CI:1.06-1.71)。同样,“健康/谨慎”模式对以前的吸烟者(n=4)(OR=0.61,95%CI:0.44-0.85)和现在的吸烟者(n=8)(OR=0.64,95%CI:0.46-0.88)具有保护作用。对于这两种饮食模式,对从未吸烟者没有观察到显著影响.
    The effect of dietary patterns on lung cancer risk is currently debated. In this study, we evaluated the association between different \"a posteriori\" dietary patterns and lung cancer risk. The search was carried out (February 2023) through Scopus, Web of Science, and PubMed databases. Meta-analysis was performed by a random-effects model using risk values (RR and OR) extracted from the 12 selected studies. Two main dietary patterns were identified and named \"Western/meat\" and \"Healthy/prudent\". The highest adherence to the \"Western/meat\" dietary pattern significantly increased the lung cancer risk (OR = 1.39; 95% CI: 1.17-1.65; p = 0.0002) while the highest adherence to the \"Healthy/prudent\" pattern reduced it (OR = 0.65; 95% CI: 0.51-0.83; p = 0.001). A linear trend between both dietary patterns and lung cancer risk was observed. However, a statistically significant inverse dose-response trend was found only for the \"Healthy/prudent\" dietary pattern (regression coefficient = -0.0031, p = 0.003). Subgroup analyses showed that the \"Western/meat\" pattern significantly increased the lung cancer risk in former (n = 4) (OR = 1.93, 95% CI: 1.11-3.36) and current smokers (n = 7) (OR = 1.35, 95% CI: 1.06-1.71). Similarly, the \"Healthy/prudent\" pattern exerts a protective effect on former (n = 4) (OR = 0.61, 95% CI: 0.44-0.85) and current smokers (n = 8) (OR = 0.64, 95% CI: 0.46-0.88). For both dietary patterns, no significant effect was observed on never-smokers.
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  • 文章类型: Journal Article
    使用前馈多层感知和中心复合可旋转设计对人工神经网络(ANN)和响应面方法中的非热等离子体(NTP)实验数据进行建模。分别。发现ANN在对实验数据集进行建模时更准确。使用ANN和遗传算法(ANN-GA)对25-45kV和120-900s范围内的菠萝汁的NTP工艺参数(电压和时间)进行了优化。在176代GA之后,ANN-GA方法产生了最优条件,38千伏和631秒,并导致过氧化物酶(POD)和菠萝蛋白酶失活87.24%和51.04%,分别。然而,在所有等离子体处理条件下,优化样品中保持了100.32%的总抗氧化能力和89.96%的抗坏血酸,总颜色变化(ΔE)小于1.97。基于最优条件,NTP提供了充分水平的POD失活以及优异的酚类组分可提取性和高抗氧化剂保持性。此外,等离子体处理对物理化学属性(pH,总可溶性固体,和可滴定的酸度)的果汁样品。从傅里叶变换红外光谱分析的强度峰,发现与热处理的果汁相比,血浆处理的果汁的糖成分和酚类化合物得到了有效的保存。
    Forward feed multilayered perception and central composite rotatable design were used to model the nonthermal plasma (NTP) experimental data in artificial neural network (ANN) and response surface methodology, respectively. The ANN was found to be more accurate in modeling the experimental dataset. The NTP process parameters (voltage and time) were optimized for pineapple juice within the range of 25-45 kV and 120-900 s using an ANN coupled with the genetic algorithm (ANN-GA). After 176 generations of GA, the ANN-GA approach produced the optimal condition, 38 kV and 631 s, and caused the inactivation of peroxidase (POD) and bromelain by 87.24% and 51.04%, respectively. However, 100.32% of the overall antioxidant capacity and 89.96% of the ascorbic acid were maintained in the optimized sample with a total color change (ΔE) of less than 1.97 at all plasma treatment conditions. Based on optimal conditions, NTP provides a sufficient level of POD inactivation combined with excellent phenolic component extractability and high antioxidant retention. Furthermore, plasma treatment had an insignificant effect (p > 0.05) on the physicochemical attributes (pH, total soluble solid, and titratable acidity) of juice samples. From the intensity peak of the Fourier-transform infrared spectroscopy analysis, it was found that the sugar components and phenolic compounds of plasma-treated juice were effectively preserved compared to the thermal-treated juice.
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  • 文章类型: Journal Article
    背景:柳氮磺胺吡啶和己酮可可碱共同用于治疗银屑病和寻常型天疱疮。柳氮磺吡啶具有抗炎作用,免疫抑制剂和抗生素药物。同时,己酮可可碱是血管扩张剂和免疫抑制剂。两种药物和血浆的光谱存在严重重叠。
    目的:这项工作旨在通过评估UV光谱数据同时测定柳氮磺吡啶和己酮可可碱在其二元混合物和加标人血浆中的含量。
    方法:使用主成分回归和偏最小二乘回归模型建立了两种模型更新的化学计量学方法。根据食品和药物管理局的生物分析指南验证了这两种模型,并将其用于测定合成混合物或掺入的人血浆中的两种药物。
    结果:准确度和精密度的良好结果在可接受的范围内。此外,三种不同的评价方法被用来评价所提出的模型的环境绿色度。
    结论:两个更新的模型很简单,快速,灵敏和精确,可以很容易地应用于质量控制实验室测定柳氮磺吡啶和己酮可可碱,没有任何初步分离步骤或来自等离子体基质的干扰。
    结论:使用紫外分光光度法数据建立了两个模型更新的化学计量模型,称为主成分回归和偏最小二乘回归,用于测定加标人血浆中的柳氮磺胺吡啶和己酮可可碱。
    BACKGROUND: Sulfasalazine and pentoxifylline are co-prescribed together to treat psoriasis and pemphigus vulgaris. Sulfasalazine is an anti-inflammatory, immunosuppressant, and antibiotic drug, while pentoxifylline is a vasodilator and immunosuppressant. The spectra of the two drugs and plasma suffer from severe overlap.
    OBJECTIVE: This work aims to simultaneously determine sulfasalazine and pentoxifylline in their binary mixture and spiked human plasma by the assessment of their UV spectral data.
    METHODS: Two model updated chemometric methods were established using principal component regression and partial least-squares regression models. The two models were validated in accordance with the U.S. Food and Drug Administration guidelines for bioanalysis and were applied for the determination of both drugs in synthetic mixtures or spiked human plasma.
    RESULTS: Accuracy and precision were within the accepted limits. In addition, three different assessment methods were used to evaluate the environmental greenness of the proposed models.
    CONCLUSIONS: The two updated models are simple, rapid, sensitive, and precise, and could be easily applied in QC laboratories for determination of sulfasalazine and pentoxifylline, without any preliminary separation steps or interference from plasma matrix.
    CONCLUSIONS: Two updated chemometric models called principlal component regression and partial least-squares regression were established for determination of sulfasalazine and pentoxifylline in spiked human plasma using UV spectrophotometric data.
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  • 文章类型: Journal Article
    空气和水环境污染的影响主要反映在土壤生态系统中,因为它会损害土壤功能。此外,因为土壤是数十亿生物的栖息地,生物多样性也随之改变。微生物是生态污染的精确传感器,和细菌在污染土壤的生物修复方面具有关键和重要的功能。因此,在目前的工作中,我们旨在通过IlluminaMiSeq测序技术评估身份不明的细菌种群及其在不同程度的石油污染土壤和污泥样品中的群落结构变化(老化,污泥,和渗漏土壤),以确定独特的细菌在修复中的潜在应用。研究表明,主要的细菌联盟,即,变形杆菌(57%),α变形杆菌(31%),和莫拉科(23%)存在于老化的土壤中,而变形杆菌(52%),α变形杆菌(33%),在污泥土壤中主要发现了红杆菌科(28%)。在渗漏土中,变形杆菌(59%),α变形杆菌(33%),和红杆菌科(29%)大量存在。维恩图用于分析三个土壤样品中各个操作分类单位(OTU)的丰度分布。数据过滤后,将它们分为OTU簇,从三个土壤样品中鉴定出329个OTU。在329个土壤样本中,共有160个OTU。使用α多样性指数和Shanon指数估算细菌多样性,发现老化土壤中的细菌多样性分别为4.490、4.073和4.631,污泥土和渗漏土,分别和类似的丰富度分别为618、417和418。热图由QIIME软件生成,并来自前50名富集的少数微生物,如假单胞菌,芽孢杆菌,分枝杆菌,鞘氨醇单胞菌和副球菌,显示在所有样本中。此外,我们还分析了土壤的各种理化性质,包括pH值,温度,盐度,电导率,碱度,总碳,总有机质,氮,计算土壤质量指数(SQI)。老年人的SQI,污泥和渗漏土壤样品分别为0.73、0.64和0.89。这些发现表明存在未开发的细菌物种,可将其应用于碳氢化合物的修复,并且还可以将其开发。
    The impact of environmental pollution in air and water is reflected mainly in the soil ecosystem as it impairs soil functions. Also, since the soil is the habitat for billions of organisms, the biodiversity is in turn altered. Microbes are precise sensors of ecological contamination, and bacteria have a key and important function in terms of bioremediation of the contaminated soil. Hence in the current work, we aimed at assessing the unidentified bacterial population through Illumina MiSeq sequencing technology and their community structural changes in different levels of petroleum-contaminated soil and sludge samples (aged, sludge, and leakage soil) to identify unique bacteria for their potential application in remediation. The studies showed that major bacterial consortiums namely, Proteobacteria (57%), Alphaproteobacteria (31%), and Moraxellaceae (23%) were present in aged soil, whereas Proteobacteria (52%), Alphaproteobacteria (33%), and Rhodobacteraceae (28%) were dominantly found in sludge soil. In leakage soil, Proteobacteria (59%), Alphaproteobacteria (33%), and Rhodobacteraceae (29%) were abundantly present. The Venn diagrams are used to analyze the distribution of abundances in individual operational taxonomic units (OTUs) within three soil samples. After data filtering, they were grouped into OTU clusters and 329 OTUs were identified from the three soil samples. Among the 329, 160 OTUs were common in the three soil samples. The bacterial diversity is estimated using alpha diversity indices and Shanon index and was found to be 4.490, 4.073 and 4.631 in aged soil, sludge soil and leakage soil, respectively and similarly richness was found to be 618, 417 and 418. The heat map was generated by QIIME software and from the top 50 enriched genera few microbes such as Pseudomonas, Bacillus, Mycobacterium, Sphingomonas and Paracoccus, were shown across all the samples. In addition, we also analyzed various physicochemical properties of soil including pH, temperature, salinity, electrical conductivity, alkalinity, total carbon, total organic matter, nitrogen, phosphorus and potassium to calculate the soil quality index (SQI). The SQI of aged, sludge and leakage soil samples were 0.73, 0.64, and 0.89, respectively. These findings show the presence of unexplored bacterial species which could be applied for hydrocarbon remediation and further they can be exploited for the same.
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  • 文章类型: Journal Article
    高血压是许多心血管疾病最重要的危险因素之一。在高血压发展的不同阶段,各种病理生理过程在高血压表型和合并症的表现中可以发挥关键作用。因此,人们认为,在诊断和选择治疗高血压的策略时,有必要考虑年龄,无序发展的阶段,合并症,以及情绪-心理社会因素的影响。尽管如此,这种选择治疗策略的方法由于对可能导致高血压表型表现的众多特征之间年龄相关关联的详细信息的了解不完全而受到阻碍.这里,我们使用了两组不同年龄的雄性F2(ISIAHxWAG)杂种,通过将高血压ISIAH大鼠(模拟应激敏感性动脉高血压)和正常血压WAG大鼠交叉获得。通过主成分分析,21种形态学,生理,并检查了行为特征。研究表明,ISIAH大鼠中压力敏感性高血压的发展不仅伴随着年龄依赖性(FDR<5%)基础血压的持续升高,而且伴随着对压力的反应降低和焦虑的增加。一组年轻大鼠在休息时的血浆皮质酮浓度及其在短期束缚应激期间的增加与其他分析的性状没有直接的关系。尽管如此,在年长的动物中,发现了这样的关联。因此,该研究揭示了决定ISIAH大鼠高血压表现的关键特征之间的年龄依赖性关系.我们的结果可能有助于设计针对压力敏感性高血压的治疗策略,考虑到病人的年龄。
    Hypertension is one of the most significant risk factors for many cardiovascular diseases. At different stages of hypertension development, various pathophysiological processes can play a key role in the manifestation of the hypertensive phenotype and of comorbid conditions. Accordingly, it is thought that when diagnosing and choosing a strategy for treating hypertension, it is necessary to take into account age, the stage of disorder development, comorbidities, and effects of emotional-psychosocial factors. Nonetheless, such an approach to choosing a treatment strategy is hampered by incomplete knowledge about details of age-related associations between the numerous features that may contribute to the manifestation of the hypertensive phenotype. Here, we used two groups of male F2(ISIAHxWAG) hybrids of different ages, obtained by crossing hypertensive ISIAH rats (simulating stress-sensitive arterial hypertension) and normotensive WAG rats. By principal component analysis, the relationships among 21 morphological, physiological, and behavioral traits were examined. It was shown that the development of stress-sensitive hypertension in ISIAH rats is accompanied not only by an age-dependent (FDR < 5%) persistent increase in basal blood pressure but also by a decrease in the response to stress and by an increase in anxiety. The plasma corticosterone concentration at rest and its increase during short-term restraint stress in a group of young rats did not have a straightforward relationship with the other analyzed traits. Nonetheless, in older animals, such associations were found. Thus, the study revealed age-dependent relationships between the key features that determine hypertension manifestation in ISIAH rats. Our results may be useful for designing therapeutic strategies against stress-sensitive hypertension, taking into account the patients\' age.
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  • 文章类型: Journal Article
    在过去的25年里,医学成像已广泛用于临床诊断。医学的主要困难是准确的疾病识别和改进的治疗。使用单一成像模态来诊断疾病对于临床人员来说是具有挑战性的。在本文中,提出了一种新的NSST域多模态医学图像融合(MMIF)结构和谱特征增强方法。最初,所提出的方法使用强度,色调,饱和(IHS)方法生成两对图像。然后使用非下采样剪切波变换(NSST)方法对输入图像进行分解以获得低频和高频子带。接下来,提出的结构信息(SI)融合策略用于低频子带(LFS)。它将增强结构(纹理,背景)信息。然后,采用主成分分析(PCA)作为高频子带(HFS)的融合规则,以获得像素级信息。最后,融合的最终图像是通过使用逆NSST和IHS获得的。使用包含120个图像对的不同模态验证了所提出的算法。定性和定量结果表明,本研究工作中提出的算法优于许多最先进的MMIF方法。
    For the past 25 years, medical imaging has been extensively used for clinical diagnosis. The main difficulties in medicine are accurate disease recognition and improved therapy. Using a single imaging modality to diagnose disease is challenging for clinical personnel. In this paper, a novel structural and spectral feature enhancement method in NSST Domain for multimodal medical image fusion (MMIF) is proposed. Initially, the proposed method uses the Intensity, Hue, Saturation (IHS) method to generate two pairs of images. The input images are then decomposed using the Non-Subsampled Shearlet Transform (NSST) method to obtain low frequency and high frequency sub-bands. Next, a proposed Structural Information (SI) fusion strategy is employed to Low Frequency Sub-bands (LFS\'s). It will enhance the structural (texture, background) information. Then, Principal Component Analysis (PCA) is employed as a fusion rule to High Frequency Sub-bands (HFS\'s) to obtain the pixel level information. Finally, the fused final image is obtained by employing inverse NSST and IHS. The proposed algorithm was validated using different modalities containing 120 image pairs. The qualitative and quantitative results demonstrated that the algorithm proposed in this research work outperformed numerous state-of-the-art MMIF approaches.
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  • 文章类型: Journal Article
    由于光电体积描记术(PPG)是非侵入性且廉价的,因此PPG信号被广泛地用作临床实践中的诊断工具。在这篇文章中,机器学习技术用于改善分类器从PPG信号检测心血管疾病(CVD)的性能.PPG信号占用大量内存,因此,信号在初始阶段被降维。本研究共分析了来自Capno数据库的41名受试者,包括20例CVD病例和21例正常人。PPG信号以每秒200个样本进行采样。因此,每位患者可获得144,000个样本。现在,一秒长的PPG信号被认为是片段。每个患者有720个PPG段。总共41个科目,在这项研究中分析了29,520段PPG信号。五维降维技术,如启发式-(ABC-PSO,布谷鸟集群,和蜻蜓簇)和基于变换的技术(希尔伯特变换和非线性回归)被用于这项研究。十二个不同的分类器,比如PCA,EM,逻辑回归,GMM,BLDC,萤火虫群,谐波搜索,去趋势波动分析,PAC贝叶斯学习,KNN-PAC贝叶斯,softmax判别分类器,利用SDC和detrend从尺寸减小的PPG信号中检测CVD。分类器的性能是根据它们的指标进行评估的,比如准确性,性能指标,错误率,和良好的检出率。带有谐波搜索分类器的希尔伯特变换技术优于所有其他分类器,准确率为98.31%,良好的检出率为96.55%。
    Photoplethysmography (PPG) signals are widely used in clinical practice as a diagnostic tool since PPG is noninvasive and inexpensive. In this article, machine learning techniques were used to improve the performance of classifiers for the detection of cardiovascular disease (CVD) from PPG signals. PPG signals occupy a large amount of memory and, hence, the signals were dimensionally reduced in the initial stage. A total of 41 subjects from the Capno database were analyzed in this study, including 20 CVD cases and 21 normal subjects. PPG signals are sampled at 200 samples per second. Therefore, 144,000 samples per patient are available. Now, a one-second-long PPG signal is considered a segment. There are 720 PPG segments per patient. For a total of 41 subjects, 29,520 segments of PPG signals are analyzed in this study. Five dimensionality reduction techniques, such as heuristic- (ABC-PSO, cuckoo clusters, and dragonfly clusters) and transformation-based techniques (Hilbert transform and nonlinear regression) were used in this research. Twelve different classifiers, such as PCA, EM, logistic regression, GMM, BLDC, firefly clusters, harmonic search, detrend fluctuation analysis, PAC Bayesian learning, KNN-PAC Bayesian, softmax discriminant classifier, and detrend with SDC were utilized to detect CVD from dimensionally reduced PPG signals. The performance of the classifiers was assessed based on their metrics, such as accuracy, performance index, error rate, and a good detection rate. The Hilbert transform techniques with the harmonic search classifier outperformed all other classifiers, with an accuracy of 98.31% and a good detection rate of 96.55%.
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  • 文章类型: Journal Article
    在过去的几十年中,药用植物及其传统用途和相关药理研究的研究在世界范围内受到了越来越多的关注。东高止山脉的JavadhuHills的Malayali部落严重依赖传统医学系统进行医疗保健。使用半结构化问卷的定性人种学方法采访了JavadhuHills11个地区的52人。在数据分析中,描述性统计数据,如使用报告(UR)、引用频率(FC),引用的相对频率(RFC),举报人协议比率(IAR),保真度水平(FL),研究了线人共识因子(FIC)。在目前的调查中,发现了来自52科108属的146种,可治疗79种疾病。豆科和夹竹桃科是优势科(各12种)。最常用的生命形式是草本植物,植物部分是叶子。大部分是从自然资源中收获的。大多数药物是口服的。最常被引用的物种是辣木和藤本植物。这些疾病分为21类。提到的大多数植物用于增加人体免疫力和健康。通过双向聚类分析和PCA揭示了主要疾病(一般健康)。物种Litseadecanensis,Phoebepaniculata,Commiphoracaudata,等。,根据当前研究与先前的本地和区域研究之间的比较,是Javadhu山丘的新记录。记录新的物种及其治疗应用将鼓励更多的植物化学和药理学研究,甚至可能导致创造新的药物。此外,这项研究的重要新颖性在于主成分分析和双向聚类分析清楚地揭示了用于治疗各种疾病的物种,以及与治疗特定疾病类别密切相关的物种,是截然不同的。重要的是,本研究中记录的物种依赖于维持和改善人类的总体身体健康。
    The study of medicinal plants with their traditional uses and related pharmacological studies has received more attention during the past several decades around the world. The Malayali tribes of the Javadhu Hills in the Eastern Ghats rely heavily on a system of traditional medicine for healthcare. A qualitative ethnographic method with a semi-structured questionnaire was used to interview 52 people across 11 localities in the Javadhu Hills. In the data analysis, descriptive statistics such as Use reports (UR), frequency of citations (FC), relative frequency of citations (RFC), informant agreement ratio (IAR), fidelity level (FL), and informant consensus factor (FIC) were studied. In the current investigation, 146 species from 52 families and 108 genera were discovered to treat 79 diseases. Leguminosae and Apocynaceae were the dominant families (12 species each). The most frequently used life form was the herb and the plant part were the leaf. The majority were being harvested from natural resources. Most medicines were taken orally. The most frequently cited species are Moringa oleifera and Syzygium cumini. The illnesses were divided into 21 categories. The majority of the plants mentioned are utilised to increase human immunity and health. The principal ailment (general health) was revealed by two-way cluster analysis and PCA. The species Litsea decanensis, Phoebe paniculata, Commiphora caudata, etc., were new records for the Javadhu hills according to a comparison between the current study and previous local and regional research. Documenting novel ethnomedicinal species and their therapeutic applications will encourage more phytochemical and pharmacological research and may even result in the creation of new medications. Furthermore, the study\'s significant novelty is that principle component analysis and two-way cluster analysis clearly revealed that the species that are used to treat various diseases, as well as species that are closely associated with treating specific ailment categories, are distinct. Significantly, species recorded in this study rely on maintaining and improving general body health of humans.
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