Functional data analysis with covariate-dependent mean and covariance structures

Functional data analysis has emerged as a powerful tool in response to the ever-increasing resources and efforts devoted to collecting information about response curves or anything that varies over a continuum. However, limited progress has been made with regard to linking the covariance structures of response curves to external covariates, as most functional models assume a common covariance structure. We propose a new functional regression model with covariate-dependent mean and covariance structures. Particularly, by allowing variances of random scores to be covariate-dependent, we identify eigenfunctions for each individual from the set of eigenfunctions that govern the variation patterns across all individuals, resulting in high interpretability and prediction power. We further propose a new penalized quasi-likelihood procedure that combines regularization and B-spline smoothing for model selection and estimation and establish the convergence rate and asymptotic normality of the proposed estimators. The utility of the developed method is demonstrated via simulations, as well as an analysis of the Avon Longitudinal Study of Parents and Children concerning parental effects on the growth curves of their offspring, which yields biologically interesting results.     

Comparative bioinformatics analysis and abiotic stress responses of expansin proteins in Cucurbitaceae members: watermelon and melon

Protoplasma - Watermelon and melon are members of the Cucurbitaceae family including economically significant crops in the world. The expansin protein family, which is one of the members of the...     

我国巢鼠属分类和分子系统学分析

本研究对2018至2021年采集的9号巢鼠(Micromys minutus)标本、22号红耳巢鼠(M. erythrotis)标本和19号待厘定的巢鼠属标本,进行形态分类和分子系统学分析,进一步揭示我国巢鼠属的分类和系统分化问题。待厘定的巢鼠属标本形态特征为：标本体背毛黑棕,体腹毛基灰色,毛尖灰白,体侧毛色具明显区分,尾背部毛色黑棕,尾腹部毛色灰棕色;尾长长于头体长的120%;头骨背面观可见颧弓明显弯曲;颅全长[(18.59 ± 0.48)mm]和颅基长[(17.43 ± 0.48 mm)]较长,腭长[(9.35 ± 0.11)mm]较长,脑颅高[(7.43 ± 0.06)mm]较高。待厘定的巢鼠属标本形态特征与巢鼠和红耳巢鼠均存在差异。待厘定巢鼠属标本与巢鼠和红耳巢鼠之间的遗传距离分别为0.115和0.136,接近于巢鼠与红耳巢鼠之间的遗传距离(0.126)。利用Cyt b基因全序列和核基因IRBP1、RAG1和RAG2序列分别构建的巢鼠属系统发生树均以较高的置信度分化成3个进化支,即巢鼠、红耳巢鼠和待厘定的巢鼠属样本的进化支。形态学和分子系统学分析结果均支持待厘定的巢鼠属标本为独立物种分类单元,对应于文献记载的巢鼠川西亚种(M. m. pygmaeus)。根据产地、遗传距离和形态分化,建议将巢鼠川西亚种提升为种,命名为川西巢鼠(M. pygmaeus comb. nov.)。利用Cyt b基因全序列构建的巢鼠系统发生树分化成6个进化谱系：日韩谱系、欧洲谱系、俄罗斯新西伯利亚谱系、中国东北和俄罗斯远东谱系、中国安徽谱系和中国台湾谱系。     

温州地区小杓鹬的代谢产热特征

动物能量代谢相关的生理生态特征与其地理分布密切相关。为探讨温州地区迁徙鸟类小杓鹬(Numenius minutus)的代谢产热特征及体温调节,本文在环境温度(T_a)5.0～42.5℃范围内,测定了小杓鹬的代谢率(R_m,以单位时间耗氧量表示,ml/h)和体温,并计算不同环境温度的热传导。结果显示：在环境温度为5～35℃的范围内,小杓鹬的体温维持相对恒定,平均体温为(42.8±0.10)℃;热中性区为27.5～40.0℃;在热中性区温度范围内,代谢率即基础代谢率为(221.31±6.01)ml/h,是体重预期值的141%;环境温度在5.0～27.5℃范围内,代谢率与环境温度(T_a,℃)呈负相关,回归方程为R_m=587.10﹣11.78 T_a;在5.0～27.5℃的环境温度范围内,小杓鹬的热传导最低,平均为(0.11±0.00)ml/(g·h·℃),是体重预期值的212%;代谢预期比和热传导预期比的比值(F值)为1.21,表明该物种有较好的体温调节能力。小杓鹬具有较高的体温和基础代谢...     

Interactive Effects of Iron and Photoperiods on Tomato Plant Growth and Fruit Quality

Journal of Plant Growth Regulation - Photoperiod and micronutrient iron (Fe) are critical for plant growth and development. However, the interactive effects of Fe nutrition and photoperiod on...     

生物活性物的生物制造：现状、挑战和发展趋势

生物活性物的生物制造是指利用包括细胞、微生物和酶在内的生物系统生产具有生物活性的天然或合成分子的过程。这些分子可用于制药、化妆品、农业和食品工业等领域,对提高生命质量、延长生命长度具有重要意义。在合成生物学和自动化等技术的推动下,生物制造领域迅速发展,为创造新产品和替代传统产品提供了绿色可持续的生产模式,为生物经济的增长、创新作出了重要贡献。本文结合生物活性物研发及生产情况,简要梳理并分析了国内外生物活性物的现有市场和未来发展。生物制造作为一种绿色、可持续的生产方式,将在生物经济发展中持续发挥重要作用。     

基于微波热声层析成像定量重建生物组织电导率的改进方法

目的 生物电磁学参数中的电导率与组织的功能性信息直接相关,精准重建生物组织电导率在医学成像技术和医学诊断领域中有着重要意义。本文改进定量微波热声层析成像（microwave-induced thermoacoustic tomography,MTAT）算法,使组织电导率的重建精度提高。方法 本文在利用有限元离散法求解热声波动方程和亥姆霍兹方程的基础之上,提出了一种基于正则化牛顿迭代法（regularized Newton iteration method,RNIM）定量重建组织电导率的改进方法。结果 通过数值模拟实验和含不同浓度NaCl溶液的仿体实验,验证了算法改进的有效性。组织仿体实验结果表明,目标在不同位置、不同大小、不同对比度情况下,相比于定量微波热声层析成像采用拟合（fitting）的方法,采用正则化牛顿法定量重建的仿体电导率相对误差明显降低,重建目标精度提高。在仿体实验中采用RNIM方法重建相同浓度的单目标在不同位置的电导率变化幅度更小,以及重建多目标电导率的相对比值与实际更接近,实验结果验证了改进方法的稳定性。结论 研究结果表明优化算法能更加准确地定量重建组织仿体的电导率,...     

Butanol Extract of Acanthopanax senticosus (Rupr. et Maxim.) Harms Alleviates Atherosclerosis in Apolipoprotein E-Deficient Mice Fed a High-Fat Diet

This study investigated the effect of butanol extract of AS (ASBUE) on atherosclerosis in apolipoprotein E-deficient (ApoE^−/−) mice. The mice were administered ASBUE (390 or 130 mg/kg/day) or rosuvastatin (RSV) via oral gavage for eight weeks. In ApoE^−/− mice, ASBUE suppressed the abnormal body weight gain and improved serum and liver biochemical indicators. ASBUE remarkably reduced the aortic plaque area, improved liver pathological conditions, and lipid metabolism abnormalities, and altered the intestinal microbiota structure in ApoE^−/− mice. In the vascular tissue of ASBUE-treated mice, P-IKKβ, P-NFκB, and P-IκBα levels tended to decrease, while IκB-α increased in high fat-diet-fed atherosclerotic mice. These findings demonstrated the anti-atherosclerotic potential of ASBUE, which is mediated by the interaction between the gut microbiota and lipid metabolism and regulated via the Nuclear Factor-kappa B (NF-κB) pathway. This work paves the groundwork for subsequent studies to develop innovative drugs to treat atherosclerosis.