multivariate analyses

多变量分析
  • 文章类型: Journal Article
    动物的形态影响其执行基本任务的能力,例如移动以获取猎物或逃脱捕食者。虽然在蜥蜴中对形态-性能关系进行了充分的研究,大多数结论仅基于男性研究对象,留下关于女性的悬而未决的问题。性别特异性差异对理解很重要,因为雌性承担着繁殖的大部分生理需求。因此,他们的健康和生存可以决定整个人口的命运。为了解决这个知识差距,我们在俄亥俄州采样了引入的普通壁蜥蜴(Podarcismuralis)种群,美国。我们测量了男性和女性的完整的肢体和身体尺寸,我们测量了冲刺速度,同时在不同的基板上遵循直线路径和曲线路径。使用多元统计方法,我们发现,与女性相比,男性的身体尺寸相对于鼻口长度要大得多,并且两种性别的小鼠的身体尺寸随时间都发生了变化.我们发现,在男性和女性中,沿弯曲路径的冲刺速度都随着肢体的相对大小而增加。当遵循直线路径时,男性速度随着身体尺寸的增加而增加;相反,女性速度随着身体尺寸的增加而降低。还发现,与男性相比,女性的冲刺速度变化较小,并且受体型和后脚长度变化的影响较小。因此,这项研究提供了有关选择性压力如何不同地塑造男性和女性以及性二态性的功能含义的见解。
    An animal\'s morphology influences its ability to perform essential tasks, such as locomoting to obtain prey or escape predators. While morphology-performance relationships are well-studied in lizards, most conclusions have been based only on male study subjects, leaving unanswered questions about females. Sex-specific differences are important to understand because females carry the bulk of the physiological demands of reproduction. Consequently, their health and survival can determine the fate of the population as a whole. To address this knowledge gap, we sampled introduced populations of common wall lizards (Podarcis muralis) in Ohio, USA. We measured a complete suite of limb and body dimensions of both males and females, and we measured sprint speeds while following straight paths and curved paths on different substrates. Using a multivariate statistical approach, we identified that body dimensions relative to snout-to-vent length in males were much larger compared to females and that body dimensions of P. muralis have changed over time in both sexes. We found that sprint speed along curved paths increased with relative limb size in both males and females. When following straight paths, male speed similarly increased as body dimensions increased; conversely, female speed decreased as body dimensions increased. Female sprint speed was also found to have less variation than that of males and was less affected by changes in body size and hindfoot length compared to males. This study thus provides insights into how selective pressures might shape males and females differently and the functional implications of sexual dimorphism.
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  • 文章类型: Journal Article
    联合国“2030年可持续发展议程”呼吁,在其他人中,采取普遍行动,消除营养不良,确保所有人的健康生活和福祉。所以,为实现儿童发育迟缓和浪费的可持续发展目标2目标,已经加紧努力。此处报告,因此,是饼干中金属的量化。饼干通常是世界各地的零食,由于久坐的生活方式和繁忙的学校/工作时间表,饼干已成为儿童和成人的营养来源。九种金属(Pb,Ni,Cu,Co,Zn,Fe,Na,Mg和Ca)在六种饼干类型(饼干,饼干,脆饼,消化,船舱和晶片)通过湿法消解和火焰原子吸收分光光度法,以及随后的数据进行多变量分析(方差分析,Tukey\'stest,皮尔逊相关性,以及主成分和层次聚类分析)。在晶片(Ca)中发现了最高浓度的大型矿物,饼干(Na)和小木屋(Mg),而微量营养素在饼干中达到峰值(Fe,Zn),饼干(铜),脆饼(Co)和硅片(Ni),分别。取样饼干中的金属含量都可以安全食用,除Pb为0.83±0.76-2.3±1.3mg/kg外。同样,从饼干中摄取金属的健康风险评估铅可能会对儿童(4-20岁)造成不利的非致癌和致癌健康影响,但Co和Ni表现出临界的非致癌和致癌健康风险,分别,在儿童。令人欣喜的是,生态风险评估,以评估废物的可能性,来自过期和/或废弃的潜在有毒金属污染的饼干,对生态造成的破坏被归类为低。尽管如此,持续的评估和监测仍然密切相关。
    The United Nations\' Agenda 2030 for sustainable development calls, amongst others, for universal action toward ending malnutrition and ensuring healthy living and well-being for all. So, efforts have intensified to attain the sustainable development goal-2 targets on stunting and wasting in children. Reported herein, therefore, is the quantification of metals in biscuits. Biscuits are commonly consumed snacks world-over and have become sources of nourishment for children and adults due to growing sedentary lifestyles and hectic school/work schedules. Nine metals (Pb, Ni, Cu, Co, Zn, Fe, Na, Mg and Ca) were assayed in six biscuit types (crackers, cookies, shortcakes, digestives, cabins and wafers) via wet digestion and flame atomic absorption spectrophotometry, and the ensuing data subjected to multivariate analyses (analysis of variance, Tukey\'s test, Pearson correlation, and principal component and hierarchical cluster analyses). The highest concentrations of macrominerals were found in the wafers (Ca), crackers (Na) and cabins (Mg) whereas the micronutrients peaked in the cookies (Fe, Zn), crackers (Cu), shortcake (Co) and wafers (Ni), respectively. The metal levels in the sampled biscuits were all safe for consumption, except for Pb at 0.83 ± 0.76-2.3 ± 1.3 mg/kg. Similarly, the health risk assessments of ingesting metals from the biscuits exposed Pb as potentially liable to cause adverse non-carcinogenic and carcinogenic health effects in children (aged 4-20 years) but Co and Ni exhibited borderline non-carcinogenic and carcinogenic health risks, respectively, in children. Gratifyingly, the ecological risk assessments to evaluate the likelihood of wastes, from expired and/or egested potentially toxic metals-contaminated biscuits, to cause damage to ecology were categorized as low. Nonetheless, constant evaluation and monitoring remain germane.
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  • 文章类型: Journal Article
    中生代海洋生态系统以水生四足动物的多种谱系为主。在侏罗纪直到白垩纪早期超过50Ma,蛇颈龙,鱼鳞鱼和thalattosuchiancrocodylomorphs共存于营养性食物网的顶层。我们创建了一个连续的颅骨下颌和牙齿特征的功能数据集,这些特征从新生儿学研究中得知,在现代水生四足动物中具有重要的功能。我们使用多元排序和推论统计数据分析了该数据集,以评估沉积在同一海道中的两个良好采样的侏罗纪生态系统的海洋爬行动物动物群的功能相似性和差异:牛津粘土组(OCF,卡洛维亚早期牛津,中晚侏罗世)和Kimmeridge粘土组(KCF,Kimmeridgian-Tithonian,英国晚侏罗纪)。基于下颌的宏观进化趋势与基于牙齿的多样性研究相似。密切相关的物种聚集在一起,在形态空间中具有最小的重叠。海洋爬行动物谱系的特点是特征的独特组合,但是我们揭示了不同群体之间形态功能趋同的多个实例。我们定量地证实了先前的观察结果,即OCF和KCF中的生态系统在动物组成和结构上明显不同。形态功能分化可能使专业化成为可能,并且是促进深层海洋爬行动物组合共存的重要因素。
    Mesozoic marine ecosystems were dominated by diverse lineages of aquatic tetrapods. For over 50 Ma in the Jurassic until the Early Cretaceous, plesiosaurians, ichthyosaurians and thalattosuchian crocodylomorphs coexisted at the top levels of trophic food webs. We created a functional dataset of continuous craniomandibular and dental characters known from neontological studies to be functionally significant in modern aquatic tetrapods. We analysed this dataset with multivariate ordination and inferential statistics to assess functional similarities and differences in the marine reptile faunas of two well-sampled Jurassic ecosystems deposited in the same seaway: the Oxford Clay Formation (OCF, Callovian-early Oxfordian, Middle-Late Jurassic) and the Kimmeridge Clay Formation (KCF, Kimmeridgian-Tithonian, Late Jurassic) of the UK. Lower jaw-based macroevolutionary trends are similar to those of tooth-based diversity studies. Closely related species cluster together, with minimal overlaps in the morphospace. Marine reptile lineages were characterized by the distinctive combinations of features, but we reveal multiple instances of morphofunctional convergence among different groups. We quantitatively corroborate previous observations that the ecosystems in the OCF and KCF were markedly distinct in faunal composition and structure. Morphofunctional differentiation may have enabled specialization and was an important factor facilitating the coexistence of diverse marine reptile assemblages in deep time.
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  • 文章类型: Journal Article
    说明使我们能够在第一次尝试时完成新颖而复杂的任务。这项技能与预先编码即将到来的需求的预备大脑信号有关,促进新颖的表演。为了加深对这些过程的了解,我们探讨了指令是否预先激活了与任务相关的运动和感知神经状态。严重的,我们讨论了这些表示是否预期活动模式指导明显的感觉运动处理,这可以反映出内部模拟新任务有助于准备。要做到这一点,我们收集了功能性磁共振成像数据,而女性和男性参与者编码并实施了新的刺激-反应关联.参与者还完成了旨在隔离映射相关运动反应的神经表示的定位器任务,感知后果,和刺激类别。使用规范模板跟踪,我们确定了这些感觉运动表征是否以及在何处被预激活.我们发现与反应相关的模板被预先编码在与动作控制相关的区域中,不仅需要指示的反应,还需要它们的体感后果。该结果在初级运动和体感皮层中特别可靠。同时,根据我们的预测,我们发现,与相关刺激模板相比,不相关刺激模板的代表性强度有系统的下降,这一差异是由于与不相关类别活动模式相关的估计值低于零.总的来说,我们的发现反映了指令处理依赖于感觉运动皮层来预测预期行动计划的动动和动觉表征,建议在新的任务准备过程中参与运动想象。更一般地说,他们强调,在预期任务控制期间,躯体运动系统可以参与更高级别的额叶区域。
    Instructions allow us to fulfill novel and complex tasks on the first try. This skill has been linked to preparatory brain signals that encode upcoming demands in advance, facilitating novel performance. To deepen insight into these processes, we explored whether instructions pre-activated task-relevant motoric and perceptual neural states. Critically, we addressed whether these representations anticipated activity patterns guiding overt sensorimotor processing, which could reflect that internally simulating novel tasks facilitates the preparation. To do so, we collected functional magnetic resonance imaging data while female and male participants encoded and implemented novel stimulus-response associations. Participants also completed localizer tasks designed to isolate the neural representations of the mappings-relevant motor responses, perceptual consequences, and stimulus categories. Using canonical template tracking, we identified whether and where these sensorimotor representations were pre-activated. We found that response-related templates were encoded in advance in regions linked with action control, entailing not only the instructed responses but also their somatosensory consequences. This result was particularly robust in primary motor and somatosensory cortices. While, following our predictions, we found a systematic decrease in the irrelevant stimulus templates\' representational strength compared to the relevant ones, this difference was due to below-zero estimates linked to the irrelevant category activity patterns. Overall, our findings reflect that instruction processing relies on the sensorimotor cortices to anticipate motoric and kinesthetic representations of prospective action plans, suggesting the engagement of motor imagery during novel task preparation. More generally, they stress that the somatomotor system could participate with higher-level frontoparietal regions during anticipatory task control.
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  • 文章类型: Journal Article
    卫生当局特别关注埃努古的水安全,尼日利亚东南部和重金属(HM)污染。使用火焰原子吸收光谱法检查了从Enugu的17个不同商业瓶装水品牌收集的51个样品的HM曲线。Cd,Cr,Cu,Pb,Ni,锌的平均值为0.15±0.03、0.03±0.02、0.16±0.03、0.13±0.02和0.02±0.01mg/L,分别。在Exalté中,Pb2的最高水平为0.27mg/L,茉莉中的Ni2+0.26毫克/升,Ezbon中的Cd2+0.36mg/L,Trinity中的Cr3+0.07mg/L,Bigi中的Cu2+0.04mg/L,和Zn2+0.02mg/L的阿夸拉巴。Cr的含量,Cu,和锌低于允许限值;然而,八个瓶装水样品中的铅含量超过了尼日利亚和世界卫生组织(WHO)/美国环境保护局(USEPA)的允许限值。第11和第4瓶装水样品中的Cd2和Ni2水平高于WHO/USEPA批准的限值。统计评估显示样品中HM离子的量存在显著差异(p<0.05)。结果表明,Cd2+Ni2+的浓度水平,Pb2+和Pb2+构成了一个公共健康问题,由于对消费者健康的潜在风险,需要加以解决。
    Health authorities are particularly concerned about water security in Enugu, southeast Nigeria and heavy metal (HM) pollution. The HM profiles of 51 samples collected from 17 different commercial bottled water brands in Enugu were examined using an flame atomic absorption spectroscopy. Cd, Cr, Cu, Pb, Ni, and Zn had mean values of 0.15 ± 0.03, 0.03 ± 0.02, 0.16 ± 0.03, 0.13 ± 0.02, and 0.02 ± 0.01 mg/L, respectively. The highest levels of Pb2+ were 0.27 mg/L in Exalté, Ni2+ 0.26 mg/L in Jasmine, Cd2+ 0.36 mg/L in Ezbon, Cr3+ 0.07 mg/L in Trinity, Cu2+ 0.04 mg/L in Bigi, and Zn2+ 0.02 mg/L in Aquarapha. The amounts of Cr, Cu, and Zn were below the allowable limits; nevertheless, the Pb content in eight bottled water samples exceeded both the Nigerian and World Health Organization (WHO)/U.S. Environmental Protection Agency (USEPA) permissible limits. The Cd2+ and Ni2+ levels in the 11th and 4th bottled water samples were above the WHO/USEPA-approved limits. Statistical evaluation revealed significant differences in the amounts of HM ions in the samples (p < 0.05). The findings indicated that concentration levels of Cd2+ Ni2+, and Pb2+ pose a public health concern that needs to be addressed due to potential risk to consumer health.
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  • 文章类型: Journal Article
    卵巢癌中的铂耐药现象对于患有这种疾病的女性来说是非常危险的,因为减少了完全恢复的机会。不幸的是,到目前为止,还没有方法来验证患有卵巢癌的女性是否对铂耐药。重要的是,组织病理学图像也未显示铂耐药和铂敏感组织在卵巢癌中的差异.因此,在这项研究中,使用傅里叶变换红外光谱(FTIR)和FT-拉曼光谱技术来发现铂抗性和铂敏感性卵巢癌组织之间的化学差异。此外,进行了主成分分析(PCA)和机器学习方法,以显示是否可以区分这两种组织以及提出抗铂的光谱学标记。的确,获得的结果表明,在耐铂的卵巢癌组织中,磷脂含量较高,蛋白质和脂质是可见的,但是,当计算1637cm-1(FTIR)和2944cm-1(拉曼)处的峰强度与光谱中的每个峰之间的比率时,未发现样本组之间的差异。此外,对于C-O-C,观察到随着峰的移动可见的结构变化,C-H弯曲和酰胺II键。PCA清楚地表明,PC1可用于区分铂耐药和铂敏感的卵巢癌组织,而两迹二维相关光谱(2T2D-COS)显示,只有在酰胺II中,注意到两种分析类型的组织之间的酰胺I和不对称CH脂质振动相关性。最后,机器学习算法显示,准确性的价值,FTIR的灵敏度和特异性接近100%,FT-拉曼光谱的灵敏度和特异性约为95%。使用决策树峰在1777cm-1、2974cm-1(FTIR)和1714cm-1、2817cm-1(FT-Raman)被建议作为抗铂的光谱标记。
    Platinum-resistant phenomena in ovarian cancer is very dangerous for women suffering from this disease, because reduces the chances of complete recovery. Unfortunately, until now there are no methods to verify whether a woman with ovarian cancer is platinum-resistant. Importantly, histopathology images also were not shown differences in the ovarian cancer between platinum-resistant and platinum-sensitive tissues. Therefore, in this study, Fourier Transform InfraRed (FTIR) and FT-Raman spectroscopy techniques were used to find chemical differences between platinum-resistant and platinum-sensitive ovarian cancer tissues. Furthermore, Principal Component Analysis (PCA) and machine learning methods were performed to show if it possible to differentiate these two kind of tissues as well as to propose spectroscopy marker of platinum-resistant. Indeed, obtained results showed, that in platinum-resistant ovarian cancer tissues higher amount of phospholipids, proteins and lipids were visible, however when the ratio between intensities of peaks at 1637 cm-1 (FTIR) and at 2944 cm-1 (Raman) and every peaks in spectra was calculated, difference between groups of samples were not noticed. Moreover, structural changes visible as a shift of peaks were noticed for C-O-C, C-H bending and amide II bonds. PCA clearly showed, that PC1 can be used to differentiate platinum-resistant and platinum-sensitive ovarian cancer tissues, while two-trace two-dimensional correlation spectra (2T2D-COS) showed, that only in amide II, amide I and asymmetric CH lipids vibrations correlation between two analyzed types of tissues were noticed. Finally, machine learning algorithms showed, that values of accuracy, sensitivity and specificity were near to 100% for FTIR and around 95% for FT-Raman spectroscopy. Using decision tree peaks at 1777 cm-1, 2974 cm-1 (FTIR) and 1714 cm-1, 2817 cm-1 (FT-Raman) were proposed as spectroscopy marker of platinum-resistant.
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  • 文章类型: Journal Article
    在常规体外受精(IVF)程序中经常遇到低受精率(LFR)和总受精失败(TFF)。为了解决这个问题,对男性因素与体外受精率之间的关系进行了多变量分析,并构建了预测LFR的列线图。这项回顾性研究包括从2017年1月至2021年12月接受IVF治疗的2011对夫妇。收集男性因素和体外受精率。在这些夫妇中,1347例体外受精率≥30%(对照组),664例体外受精率<30%(LFR组)。男性因素的单因素分析发现,两组之间的精子进行性运动(SPR)存在显着差异(p<0.05),精子浓度(SC),精子总数,正常精子形态率(NSMR),DNA片段化指数(DFI),精子顶体酶活性(SAA)和原发性或继发性不孕症的临床诊断。多因素Logistic回归分析显示,SAA,SC是LFR的独立危险因素。使用来自训练队列的数据构建了用于预测高LFR风险的算法和相应列线图。LFR列线图在两个训练组中均表现出优异的辨别能力和高拟合度(AUC=0.90,95%CI:0.88-0.92),(H-L:x2=5.43,p=0.71)和验证队列(AUC=0.89,95%CI:0.87-0.92),(H-L:x2=7.85,p=0.45),分别。决策曲线分析(DCA)证明了LFR列线图的临床实用性。SPR,SAA,SC是LFR的独立危险因素。基于这些因素建立的LFR列线图可能是预测LFR高风险的有用工具,LFR高危患者可以直接进行ICSI手术。LFR列线图的临床应用可以通过促进IVF服务中的决策来提高体外受精率。
    Low fertilization rate (LFR) and total fertilization failure (TFF) are often encountered in routine in vitro fertilization (IVF) procedure. To solve this problem, multivariate analyses on the relationship between male factors and in vitro fertilization rate were performed, and a nomogram for prediction of LFR was constructed. This retrospective study contained 2011 couples who received IVF treatment from January 2017 to December 2021. Man factors and in vitro fertilization rate were collected. Among these couples, 1347 cases had in vitro fertilization rates ≥30 % (control group), and 664 cases had in vitro fertilization rates <30 % (LFR group). Univariate analyses of male factors found that between the two groups there were significant differences (p < 0.05) in sperm progressive motility (SPR), sperm concentration (SC), total sperm number, normal sperm morphology rate (NSMR), DNA fragmentation index (DFI), sperm acrosin activity (SAA) and the clinical diagnosis of primary or secondary infertility. Multivariate logistic regression analyses showed that SPR, SAA, and SC were independent risk factors for LFR. An algorithm and a correspondent nomogram for predicting high LFR risk were constructed using data from the training cohort. The LFR nomogram exhibited an excellent discrimination power and a high fitting degree in both the training cohort (AUC = 0.90, 95 % CI: 0.88-0.92), (H-L: x2 = 5.43, p = 0.71) and validation cohort (AUC = 0.89, 95 % CI:0.87-0.92), (H-L: x2 = 7.85, p = 0.45), respectively. The decision curve analysis (DCA) demonstrated a high efficiency of the LFR nomogram for clinical utility. SPR, SAA, and SC are independent risk factors for LFR. The LFR nomogram established based on these factors could be a useful tool to predict high risk of LFR, and patients with high risk of LFR can be guided to direct ICSI procedure. Clinical application of the LFR nomogram may increase the in vitro fertilization rate by facilitating the decision making in IVF service.
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  • 文章类型: Journal Article
    从决定为我们的客人准备哪顿饭,到权衡气候保护措施对环境的影响与经济成本,我们经常必须考虑我们的行为对他人福祉(福利)的后果。愤怒地,别人的品味和观点可能差别很大。根据功利主义的哲学传统,实现福利最大化,面对他人偏好冲突的决策者应选择使整个群体的主观价值(效用)之和最大化的选项。这个概念需要比较个人的偏好强度。然而,目前尚不清楚这种比较是否可能,以及(如果可能的话)如何在大脑中实现它们。这里,我们表明,女性和男性参与者都可以通过观察他们的选择来了解他人的偏好,并在共同的尺度上代表这些偏好,以做出功利主义的福利决策。在神经层面,多元支持向量回归表明,腹内侧前额叶皮质(VMPFC)的分布活动模式,先前与奖励处理相关的大脑区域,代表了别人的偏好力量。引人注目的是,VMPFC中也代表了其他人的功利主义福利,并且依赖于与其他人的估计偏好相同的神经代码。一起,我们的发现表明,人类可以表现得好像他们使用特定的效用表示来最大化功利福利,并且大脑通过重新利用神经机器处理他人获得的奖励来实现这种选择。重要性声明在许多情况下,政治家和平民努力使社会团体的福利最大化。如果组成员的首选项冲突,确定功利主义的福利最大化选择要求决策者可以在一个共同的尺度上比较冲突偏好的优势。然而,根本上缺乏对哪些大脑机制能够对相互冲突的效用进行这种比较的理解。这里,我们表明,参与奖励处理的大脑区域通过用共同的神经代码表示他人的偏好来计算福利比较。这提供了一种神经生物学机制,可以根据Husmean传统中的道德哲学的要求来计算功利主义的福利最大化。
    From deciding which meal to prepare for our guests to trading off the proenvironmental effects of climate protection measures against their economic costs, we often must consider the consequences of our actions for the well-being of others (welfare). Vexingly, the tastes and views of others can vary widely. To maximize welfare according to the utilitarian philosophical tradition, decision-makers facing conflicting preferences of others should choose the option that maximizes the sum of the subjective value (utility) of the entire group. This notion requires comparing the intensities of preferences across individuals. However, it remains unclear whether such comparisons are possible at all and (if they are possible) how they might be implemented in the brain. Here, we show that female and male participants can both learn the preferences of others by observing their choices and represent these preferences on a common scale to make utilitarian welfare decisions. On the neural level, multivariate support vector regressions revealed that a distributed activity pattern in the ventromedial prefrontal cortex (VMPFC), a brain region previously associated with reward processing, represented the preference strength of others. Strikingly, also the utilitarian welfare of others was represented in the VMPFC and relied on the same neural code as the estimated preferences of others. Together, our findings reveal that humans can behave as if they maximized utilitarian welfare using a specific utility representation and that the brain enables such choices by repurposing neural machinery processing the reward others receive.
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  • 文章类型: Journal Article
    海马体积对衰老中脑白质总超强度体积(WMH)的积累特别敏感,但是WMH体积的区域分布如何差异影响海马的研究较少。在一个由194名50-89岁的健康老年人组成的队列中,我们使用了一种多变量统计方法,缩放子轮廓模型(SSM),(1)确定与左右海马体积相关的区域WMH差异模式,(2)检查多模态神经影像学协方差模式和人口统计学特征之间的关联,(3)研究健康衰老模式与主观和客观记忆的关系。我们建立了与较大的左右海马体积相关的区域WMH体积差异的网络协方差模式,其特征是左颞叶和右顶叶WMH体积减少,双侧枕叶WMH体积相对增加。此外,我们观察到这些海马相关区域WMH模式的较低表达与年龄增加和主观记忆主诉增加显著相关。但在这个健康的老年人队列中没有客观的记忆表现。我们的研究结果表明,在认知健康的老年人中,左右海马体积减少与WMH体积的区域分布差异相关,年龄增长加剧了这种情况,并与更大的主观记忆抱怨有关。多元网络分析,像SSM,可能有助于阐明局部WMH体积对健康老年人大脑和认知老化的重要早期影响。
    Hippocampal volume is particularly sensitive to the accumulation of total brain white matter hyperintensity volume (WMH) in aging, but how the regional distribution of WMH volume differentially impacts the hippocampus has been less studied. In a cohort of 194 healthy older adults ages 50-89, we used a multivariate statistical method, the Scaled Subprofile Model (SSM), to (1) identify patterns of regional WMH differences related to left and right hippocampal volumes, (2) examine associations between the multimodal neuroimaging covariance patterns and demographic characteristics, and (3) investigate the relation of the patterns to subjective and objective memory in healthy aging. We established network covariance patterns of regional WMH volume differences associated with greater left and right hippocampal volumes, which were characterized by reductions in left temporal and right parietal WMH volumes and relative increases in bilateral occipital WMH volumes. Additionally, we observed lower expression of these hippocampal-related regional WMH patterns were significantly associated with increasing age and greater subjective memory complaints, but not objective memory performance in this healthy older adult cohort. Our findings indicate that, in cognitively healthy older adults, left and right hippocampal volume reductions were associated with differences in the regional distribution of WMH volumes, which were exacerbated by advancing age and related to greater subjective memory complaints. Multivariate network analyses, like SSM, may help elucidate important early effects of regional WMH volume on brain and cognitive aging in healthy older adults.
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  • 文章类型: Journal Article
    脑肿瘤是最危险的肿瘤之一,因为它们的位置在支配所有生命过程的器官中。此外,观察到许多脑肿瘤类型,但是只使用了一种主要的诊断方法-组织病理学,样品的制备时间很长。因此,一个新的,需要更快的诊断方法。在本文中,通过主成分分析(PCA)分析脑组织的FT-拉曼光谱,层次聚类分析(HCA),四种不同的机器学习(ML)算法显示了胶质母细胞瘤G4和脑膜瘤之间的区别的可能性,以及两种不同类型的脑膜瘤(非典型和血管瘤)。获得的结果表明,与胶质母细胞瘤G4相比,在脑膜瘤中发现了1503cm-1附近的额外峰和更高水平的酰胺。在脑膜瘤分化的情况下,在血管瘤性脑膜瘤组织中,脂质和多糖的含量低于非典型脑膜瘤。此外,PCA分析显示,在FT-拉曼范围介于800cm-1和1800cm-1之间的胶质母细胞瘤G4和脑膜瘤之间以及在2700cm-1和3000cm-1之间的两种脑膜瘤之间的区别更大。决策树显示,区分胶质母细胞瘤和脑膜瘤的最重要峰在1151cm-1和2836cm-1,而血管瘤和非典型脑膜瘤的最重要峰-1514cm-1和2875cm-1。此外,胶质母细胞瘤G4和脑膜瘤获得的结果的准确性为88%,而脑膜瘤-92%。因此,获得的数据显示了使用FT-拉曼光谱诊断不同类型脑肿瘤的可能性。
    Brain tumors are one of the most dangerous, because the position of these are in the organ that governs all life processes. Moreover, a lot of brain tumor types were observed, but only one main diagnostic method was used - histopathology, for which preparation of sample was long. Consequently, a new, quicker diagnostic method is needed. In this paper, FT-Raman spectra of brain tissues were analyzed by Principal Component Analysis (PCA), Hierarchical Cluster Analysis (HCA), four different machine learning (ML) algorithms to show possibility of differentiating between glioblastoma G4 and meningiomas, as well as two different types of meningiomas (atypical and angiomatous). Obtained results showed that in meningiomas additional peak around 1503 cm-1 and higher level of amides was noticed in comparison with glioblastoma G4. In the case of meningiomas differentiation, in angiomatous meningiomas tissues lower level of lipids and polysaccharides were visible than in atypical meningiomas. Moreover, PCA analyses showed higher distinction between glioblastoma G4 and meningiomas in the FT-Raman range between 800 cm-1 and 1800 cm-1 and between two types of meningiomas in the range between 2700 cm-1 and 3000 cm-1. Decision trees showed, that the most important peaks to differentiate glioblastoma and meningiomas were at 1151 cm-1 and 2836 cm-1 while for angiomatous and atypical meningiomas - 1514 cm-1 and 2875 cm-1. Furthermore, the accuracy of obtained results for glioblastoma G4 and meningiomas was 88 %, while for meningiomas - 92 %. Consequently, obtained data showed possibility of using FT-Raman spectroscopy in diagnosis of different types of brain tumors.
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