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91.
两种过滤特征基因选择算法的有效性研究   总被引:2,自引:0,他引:2  
李丽  李霞  郭政  汪强虎  王海芸 《生命科学研究》2003,7(4):369-373,376
对基因表达谱进行特征基因选择不仅能改善疾病分类方法的效能,而且为寻找与疾病相关的特征基因提供新的途径.通过比较用调整p值的t检验、非参数评分两种特征基因选择算法后和未进行选择时支持向量机(SVM)分类器的分类性能、支持向量(SV)的吻合度、错分样本ID的吻合度和对样本均匀翻倍后的稳定性.结果发现:特征选择后线性、核函数为二阶多项式和径向基的SVM分类性能明显提高;特征选择前后的SV及错分样本ID的吻合度均较高;SVM的稳定性较好.由此得出结论:这两种特征选择算法具有一定的有效性.  相似文献   
92.
Recently, a lot of concern has been raised about assumptions needed in order to fit statistical models to incomplete multivariate and longitudinal data. In response, research efforts are being devoted to the development of tools that assess the sensitivity of such models to often strong but always, at least in part, unverifiable assumptions. Many efforts have been devoted to longitudinal data, primarily in the selection model context, although some researchers have expressed interest in the pattern-mixture setting as well. A promising tool, proposed by Verbeke et al. (2001, Biometrics 57, 43-50), is based on local influence (Cook, 1986, Journal of the Royal Statistical Society, Series B 48, 133-169). These authors considered the Diggle and Kenward (1994, Applied Statistics 43, 49-93) model, which is based on a selection model, integrating a linear mixed model for continuous outcomes with logistic regression for dropout. In this article, we show that a similar idea can be developed for multivariate and longitudinal binary data, subject to nonmonotone missingness. We focus on the model proposed by Baker, Rosenberger, and DerSimonian (1992, Statistics in Medicine 11, 643-657). The original model is first extended to allow for (possibly continuous) covariates, whereafter a local influence strategy is developed to support the model-building process. The model is able to deal with nonmonotone missingness but has some limitations as well, stemming from the conditional nature of the model parameters. Some analytical insight is provided into the behavior of the local influence graphs.  相似文献   
93.
Peng S  Xu Q  Ling XB  Peng X  Du W  Chen L 《FEBS letters》2003,555(2):358-362
Simultaneous multiclass classification of tumor types is essential for future clinical implementations of microarray-based cancer diagnosis. In this study, we have combined genetic algorithms (GAs) and all paired support vector machines (SVMs) for multiclass cancer identification. The predictive features have been selected through iterative SVMs/GAs, and recursive feature elimination post-processing steps, leading to a very compact cancer-related predictive gene set. Leave-one-out cross-validations yielded accuracies of 87.93% for the eight-class and 85.19% for the fourteen-class cancer classifications, outperforming the results derived from previously published methods.  相似文献   
94.
Sarma  S.S.S.  Pav&#;n-Meza  E. Luc&#;a  Nandini  S. 《Hydrobiologia》2003,491(1-3):309-320
Population growth and life table demography of the predatory rotifer A. girodi using spineless Brachionus calyciflorus and spined Brachionus havanaensis as prey at densities of 1, 2, 4 and 8 ind. ml–1 at 25°C were studied. Regardless of the prey species, the population of A. girodi increased with increasing availability of Brachionus in the medium. At any given prey density, A. girodi fed B. calyciflorus showed consistently better growth than when fed B. havanaensis. The maximum population densities of A. girodi varied from 0.28 to 1.8 ind. ml–1 depending on the prey species and the density. The rate of population increase observed in population growth studies varied from 0.17 to 0.43 day–1 when fed B. calyciflorus and 0.09 to 0.27 day–1 when fed B. havanaensis. Male population of A. girodi was closely related to female density. The lowest average lifespan was observed for A. girodi when fed B. havanaensis at 1 ind. ml–1, while the converse was the case when fed B. calyciflorus at comparable prey concentration. Net reproductive rates varied from 16 to 26 offspring female–1 lifespan–1 depending on the prey species and concentration. Generation time of A. girodi decreased with increasing food concentrations for both the prey species. The rates of population increase obtained from life table demography were lower for A. girodi when fed B. havanaensis than when fed B. calyciflorus.  相似文献   
95.
沙棘共生固氮根瘤及其内生弗兰克氏菌   总被引:1,自引:0,他引:1  
用透射电镜研究了中国沙棘(Hippophae rhamnoydes L.)根瘤的超微结构。它的侵梁细胞位于皮层中部,非侵染细胞与之间排列,富含多酚和淀粉粒。在根瘤的发育过程中,具有以下特征:(1)早期侵染细胞中具有核仁联合体;(2)由内生菌丝趋核生长而形成的核膜内陷处,有许多核孔出现;(3)在中期侵染细胞的内生菌丝和泡囊的荚膜附近,有成束的微管存在;(4)在4、5月瘤样的维管束细胞、非侵染细胞及早  相似文献   
96.
以分布在浙江省天台山的甜储群落为对象,分析了群落的特征和性质。甜储群落中,甜储的优势突出,呈单优势群落。群落垂直结构复杂,可分为乔木层、灌木层、草本层,亦有一定数量的层间植物。乔木层的物种多样性指数偏低,这与特定生境所形成的单优势群落有关。各样地间的植物种类具有较高的相似性,群落内种类组成相对一致。群落内优势种群甜储、木荷的年龄结构属稳定型或增长型,它们在各样地的分布格局均呈集群分布。  相似文献   
97.
This article describes a study where the recovery of nasopharyngeal cancer (NPC) patients was traced by trace elements (TEs) in hair of these patients. These patients whose concentrations of TEs in hair were studied are volunteers who were divided into three groups B, C, and D. Group B was made up of volunteers who had just been diagnosed as having NPC, group C and group D were made up of volunteers who had been diagnosed as having NPC after 3 and 6 mo, respectively, of treatment. For comparison, a control group, namely group A, which was made up of volunteers from healthy persons was added to this study. By implementation of statistic pattern recognition methods, it has been found that the concentrations of TEs in hair can remarkably reflect different recovery phases of NPC patients.  相似文献   
98.
为探明鄂西南地区野生荚蒾属(Viburnum)植物的种群数量特征及区域分布状况,并揭示宜昌荚蒾(V.erosum)、桦叶荚蒾(V.betulifolium)、合轴荚蒾(V.sympodiale)、茶荚蒾(V.setigerum)、荚蒾(V.dilatatum)5种荚蒾属植物种群的生存现状及发展趋势,在鄂西南金子山国有林场、木林子国家级自然保护区及七姊妹山国家级自然保护区,共布设27 hm2固定动态监测样地对荚蒾属植物进行调查,通过对5种荚蒾属植物种群进行年龄结构、动态量化分析和静态生命表以及相关曲线等研究,探讨荚蒾属植物种群结构与动态特征及未来发展潜力。结果表明:(1)鄂西南荚蒾属植物在分布区域及种群数量大小上均存在明显差异。(2)种群结构与动态分析显示,5种荚蒾属植物种群年龄结构呈现为金字塔型,幼龄阶段种群个体数量较多,具有较强的增长潜力,但对外界干扰均具有较强的敏感性。(3)静态生命表显示,5种荚蒾属植物存活量均随着龄级的增加而单调递减;消失率与死亡率曲线变化趋势相似,但不同植物消失率与死亡率曲线波动具有差异性;种群存活曲线均趋近于Deevey-Ⅱ型。(4)4...  相似文献   
99.
The influence of forest stand age in a Picea sitchensis plantation on (1) soil fluxes of three greenhouse gases (GHGs – CO2, CH4 and N2O) and (2) overall net ecosystem global warming potential (GWP), was investigated in a 2‐year study. The objective was to isolate the effect of forest stand age on soil edaphic characteristics (temperature, water table and volumetric moisture) and the consequent influence of these characteristics on the GHG fluxes. Fluxes were measured in a chronosequence in Harwood, England, with sites comprising 30‐ and 20‐year‐old second rotation forest and a site clearfelled (CF) some 18 months before measurement. Adjoining unforested grassland (UN) acted as a control. Comparisons were made between flux data, soil temperature and moisture data and, at the 30‐year‐old and CF sites, eddy covariance data for net ecosystem carbon (C) exchange (NEE). The main findings were: firstly, integrated CO2 efflux was the dominant influence on the GHG budget, contributing 93–94% of the total GHG flux across the chronosequence compared with 6–7% from CH4 and N2O combined. Secondly, there were clear links between the trends in edaphic factors as the forest matured, or after clearfelling, and the emission of GHGs. In the chronosequence sites, annual fluxes of CO2 were lower at the 20‐year‐old (20y) site than at the 30‐year‐old (30y) and CF sites, with soil temperature the dominant control. CH4 efflux was highest at the CF site, with peak flux 491±54.5 μg m−2 h−1 and maximum annual flux 18.0±1.1 kg CH4 ha−1 yr−1. No consistent uptake of CH4 was noted at any site. A linear relationship was found between log CH4 flux and the closeness of the water table to the soil surface across all sites. N2O efflux was highest in the 30y site, reaching 108±38.3 μg N2O‐N m−2 h−1 (171 μg N2O m−2 h−1) in midsummer and a maximum annual flux of 4.7±1.2 kg N2O ha−1 yr−1 in 2001. Automatic chamber data showed a positive exponential relationship between N2O flux and soil temperature at this site. The relationship between N2O emission and soil volumetric moisture indicated an optimum moisture content for N2O flux of 40–50% by volume. The relationship between C : N ratio data and integrated N2O flux was consistent with a pattern previously noted across temperate and boreal forest soils.  相似文献   
100.
目的:探讨不同临床病理特征的乳腺非特殊型浸润性癌的分子亚型分布特点。方法:回顾性分析309例乳腺非特殊型浸润性癌患者的临床资料,根据患者年龄、绝经情况、组织学分级和淋巴结转移情况分组,每组再根据免疫组化雌激素受体(ER)、孕激素受体(PR)、人类表皮生长因子受体2(HER-2)结果分为4种不同的分子亚型,分析各组中不同分子亚型的分布特点。结果:309例乳腺非特殊型浸润性癌中Lumina A型为137例(44.3%),Lumina B型为64例(20.7%),HER-2/neu型为63例(20.4%),basal cell-like型为45例(14.6%)。不同年龄段、绝经与否、不同组织学分级和淋巴结转移情况患者的分子亚型差异均具有统计学意义(P0.05)。结论:非特殊型浸润性癌的分子亚型以Luminal A型为主,其中异型性高,转移广泛的basal cell-like型的年龄分布呈现年轻化趋势。  相似文献   
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