Artificial neural network and response surface methodology: a comparative analysis for optimizing rice straw pretreatment and saccharification

Abstract

The present study demonstrates a comparative analysis between the artificial neural network (ANN) and response surface methodology (RSM) as optimization tools for pretreatment and enzymatic hydrolysis of lignocellulosic rice straw. The efficacy for both the processes, that is, pretreatment and enzymatic hydrolysis was evaluated using correlation coefficient (R²) & mean squared error (MSE). The values of R² obtained by ANN after training, validation, and testing were 1, 0.9005, and 0.997 for pretreatment and 0.962, 0.923, and 0.9941 for enzymatic saccharification, respectively. On the other hand, the R² values obtained with RSM were 0.9965 for cellulose recovery and 0.9994 for saccharification efficiency. Thus, ANN and RSM together successfully identify the substantial process conditions for rice straw pretreatment and enzymatic saccharification. The percentage of error for ANN and RSM were 0.009 and 0.01 for cellulose recovery and for 0.004 and 0.005 for saccharification efficiency, respectively, which showed the authority of ANN in exemplifying the non-linear behavior of the system.     

早期糖尿病肾病大鼠模型磁共振弥散加权成像的初步研究

目的:探讨早期糖尿病肾病(Diabetic nephropathy,DN)模型大鼠磁共振弥散加权成像(Diffusion Weight Imaging,DWI)肾实质ADC值变化规律。方法:将20只清洁级雄性SD大鼠随机分成两组,糖尿病肾病组(DN组)12只,正常对照组(NC组)8只;DN组给予60 mg/kg链尿佐菌素腹腔注射诱导糖尿病肾病模型,NC组按照相同方法、相同剂量柠檬酸缓冲液腹腔注射;并对最终糖尿病模型造模成功并且存活的8只DN大鼠、8只NC大鼠进行MRI扫描,包括常规轴位T1WI、T2WI扫描及DWI扫描;扫描结束后收集血液送血肌酐及双肾组织进行病理检查。并测量每只大鼠双肾皮、髓质的ADC值。结果:造模后,DN组大鼠血糖明显升高、尿量明显增加、体重明显减低,DN组大鼠肾脏出现不同程度病理损伤,符合早期DN病理改变。DN组大鼠肾脏皮、髓质ADC值分别为1.522±0.913×10^-3 mm^2/s、1.268±0.388×10^-3 mm^2/s,较NC组肾脏皮、髓质ADC值1.276±0.341×10^-3 mm^2/s、1.011±0.217×10^-3 mm^2/s增高,两组比较有统计学意义(P<0.05)。结论:DWI成像ADC值可能反映早期糖尿病肾病肾脏功能的变化。     

岷江上游4个栽培树种细根功能性状垂直分布的差异性

细根(直径≤2 mm)功能性状及垂直分布格局是反映植物对土壤资源吸收策略和影响森林地下生态过程的关键。本研究以岷江上游4个人工林树种连香树(Cercidiphyllum japonicum)、白桦(Betula platyphylla)、华山松(Pinus armandii)和油松(P.tabuliformis)为对象,调查不同海拔树木细根功能性状及其在不同土层间的垂直分布格局,并分析细根功能性状分布与构型之间的相关关系。结果表明:阔叶树种比针叶树种有更大的根长密度、生物量、比根长和比表面积,而直径反之;4个树种细根集中在0~20 cm土层,根长密度和生物量在较高海拔地段均显著大于较低海拔,且均随土壤深度增加而减少,但比根长、比表面积和直径无显著的海拔差异,随土层加深也无明显的垂直变化规律;针阔树种间的细根构型差异显著,但不受海拔差异的影响,阔叶树的细根分支强度与一级根数量显著大于针叶树种;一级根数和根尖密度与比根长以及分根比与根长密度和生物量均呈显著正相关,而分叉与几个细根功能参数均呈负相关;随着土层深度增加,细根总生长量明显减少,但细根资源利用效率和策略不变;5个细根功能性状的垂直分布格局差异明显,且受树种特性影响显著,细根分支构型对其垂直分布及资源获取策略具有显著影响。     

Endangered Pinzgauer cattle subtype Jochberger Hummel are genetically distinct

Autochthonous cattle breeds are an important part of cultural heritage and reservoir of genetic diversity. Usually, such breeds have been selected over centuries and reflect adaptation to a specific local environment and human demands. However, owing to low effective population size in conjunction with increased inbreeding and genetic drift, many of these lineages are threatened with extinction. The Jochberger Hummel (‘Jochberger Bumblebee’) is such an endangered subtype of the Pinzgauer cattle originating from a single polled female calf. To evaluate the suspected uniqueness of this subtype and to assess whether it should be kept separate or managed together with the Pinzgauer cattle as one population, I examined the genetic diversity in a set of 844 cattle (Angus, Charolais, Holstein, Jochberger Hummel, Pinzgauer, Uckermaerker and Tux-Zillertaler) using principal component and biogeographical ancestry analysis. The analysis showed that the Jochberger Hummel is still a distinct subtype of Pinzgauer cattle with less than 5% admixture and a low inbreeding coefficient.     

新疆艾比湖湿地自然保护区植物的生态分组

应用列联表的χ~2检验和Spearman相关系数研究了艾比湖湿地自然保护区植物的种间联结性和相关性.依据测定结果,将艾比湖湿地自然保护区的植物划分为4个生态种组:梭梭+盐节木+白麻+盐爪爪+琵琶柴+碱蓬+花花柴+骆驼刺+绢蒿+白刺+芦苇、小獐茅+多枝柽柳+滨藜+小叶碱蓬+盐豆木+鹅绒藤+盐穗木、胡杨+白梭梭、奶浆草+甘草+西北天门冬+赖草+罗布麻.各生态种组内,物种间具备最大的种问联结性和相关性.长期的演替过程使各生态种组对生境有最大的适应能力,各自分别生活于过渡带的盐化平原低地、湖滨盐沼地、荒漠和荒漠优势种间的阳斑.今后在艾比湖湿地自然保护区植物的保护和恢复中,以整个生态种组的角度出发较单个植物的保护和恢复更为有效.     

余甘子种子的抗逆生理特性及其对天然更新的影响

余甘子（Phylanthus emblica）是干热河谷植被的重要特征种和建群树种。本文通过模拟金沙江干热河谷典型地区元谋盆地4月气候条件下,研究了余甘子种子的活力散失机制及其有关生理生化变化情况,并对余甘子天然群落的自然更新状况进行了调查。结果表明: 随着高温干旱处理时间延长,种子活力不断降低,相对电导率、Pro含量和MDA含量呈持续上升趋势;呼吸强度、SOD活性、POD活性、CAT活性、可溶性糖含量呈单峰曲线变化;膜保护酶系统活力降低和保护性物质含量减少是造成种子活力下降的主要因素;实验处理的第18天至第24天是余甘子种子抵御逆境的临界期;每年3月下旬至4月上、中旬,应采取人工辅助措施来提高其种子的天然更新能力。     

SD雌性大鼠性发育早期性器官等脏器和性激素的动态变化

目的探讨正常SD雌性大鼠性成熟前不同日龄段的脏器与促黄体生成素（LH）、促卵泡素（FSH）、雌二醇（E2）等性激素的变化及其关系。方法从生产群中取出60窝密度状态一致的SD大鼠,在不同日龄随机选取雌性大鼠,检测15、25、32、40日龄时大鼠体重、主要脏器指数,子宫、卵巢组织变化和15、25、32、40、60日龄大鼠血清LH、FSH、E2水平。结果记录了SD雌性大鼠性成熟前各脏器指数和卵巢、子宫组织变化,结果显示大鼠卵巢、子宫的增长速度大于体重的增长,而其他脏器增速大都小于体重的增长。本研究还记录了血清LH、FSH、E2水平在不同日龄段的变化规律,表明血清LH、E2浓度在32日龄时出现较为明显升高。结论不同日龄大鼠脏器指数的动态变化提示大鼠性器官在性发育早期得到机体的优先发育。血清LH、E2水平在32日龄时有了明显升高,提示性腺轴功能已经激活。60日龄大鼠血清性激素水平的波动类似于动情周期的规律性变化,推测大鼠在60日龄前即已进入性成熟,这些结果将为大鼠性发育的相关研究提供重要的参考数据。     

酿酒酵母菌核糖体RNA沉降系数的初步研究

为研究酿酒酵母菌核糖体RNA(rRNA)的沉降系数,用酶解法和液氮研磨法裂解酿酒酵母菌的细胞壁,Trizol Reagent提取其总RNA,同时提取小白鼠和斑马鱼的总RNA进行比较.经紫外分光光度计检测和甲醛琼脂糖变性胶电泳后,RNA纯度好,条带清晰,无弥散或降解现象.试验发现,与酶解法相比,用液氮研磨法破碎酿酒酵母菌细胞壁提取总RNA所用的成本低,时间少,产率和纯度高,适用于少量样品RNA的提取.同时,酿酒酵母菌与斑马鱼和小白鼠总RNA电泳图谱表明,三者的"18S rRNA"在条带大小方面差异较小,而"28S rRNA"差异较大.利用分析型离心机测得的酿酒酵母菌两个较大rRNA的沉降系数分别为24.7S和18.1S.研究结果表明了真核生物rRNA种类的多样性.     

Thermodynamics of partitioning of substance P in isotropic bicelles

The temperature dependence of the partition of a neuropeptide, substance P (SP), in isotropic (q = 0.5) bicelles was investigated by using pulsed field gradient NMR diffusion technique. The partition coefficient decreases as the temperature is increased from 295 to 325 K, indicating a favorable (negative) enthalpy change upon partitioning of the peptide. Thermodynamic analysis of the data shows that the partitioning of SP at 300 K is driven by the enthalpic term (ΔH) with the value of ? 4.03 kcal mol^?1, while it is opposed by the entropic term (?TΔS) by approximately 1.28 kcal mol^?1 with a small negative change in heat capacity (ΔC_p). The enthalpy‐driven process for the partition of SP in bicelles is the same as in dodecylphosphocholine (DPC) micelles, however, the negative entropy change in bicelles of flat bilayer surface is in sharp contrast with the positive entropy change in DPC micelles of highly curved surface, indicating that the curvature of the membrane surface might play a significant role in the partitioning of peptides. Copyright © 2009 European Peptide Society and John Wiley & Sons, Ltd.     

On the hydrophobicity of nitrogen dioxide: Could there be a “lens” effect for NO2 reaction kinetics?

Solvent “lens” effects for the reaction kinetics of NO₂ can be evaluated on the basis of published Henry’s law constants for nitrogen dioxide in various solvents. Water-to-organic solvent partition coefficients were derived from Henry’s law constants and used to assess the tendencies of NO₂ toward fleeing the aqueous environments and concentrating in biological hydrophobic media. It is concluded, based only on the estimated aqueous medium-to-cell membrane partition coefficient for NO₂, that such tendencies will be relatively small, and that they may account for an acceleration of chemical reactions in biological hydrophobic media with reaction kinetics that are first order on NO₂ by a factor of approximately 3 ± 1. Thus, kinetic effects due to mass action will be relatively small but it is also important to recognize that because NO₂ will tend to dissolve in cell membranes, reactions with cell membrane components will not be hindered by lack of physical solubility at these loci. In comparison to other gases, nitrogen dioxide is less hydrophobic than NO, O₂ and N₂.