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Machine learning classification procedure for selecting SNPs in genomic selection: application to early mortality in broilers. 基因组选择中选择snp的机器学习分类程序:在肉鸡早期死亡中的应用。
Pub Date : 2008-01-01 DOI: 10.1159/000317279
N Long, D Gianola, G J M Rosa, K A Weigel, S Avendano

In genome-wide association studies using single nucleotide polymorphisms (SNPs), typically thousands of SNPs are genotyped, whereas the number of phenotypes for which there is genomic information may be smaller. Atwo-step SNP (feature) selection method was developed, which consisted of filtering (using information gain), and wrapping (using naïve Bayesian classification). This was based on discretization of the continuous phenotypic values. The method was applied to chick early mortality rates (0-14 days of age) on progeny from 201 sires in a commercial broiler line, with the goal of identifying SNPs (over 5000) related to progeny mortality. Sires were clustered into two groups, low and high, according to two arbitrarily chosen mortality rate thresholds. By varying these thresholds, 11 different "case-control" samples were formed, and the SNP selection procedure was applied to each sample. To compare the 11 sets of chosen SNPs, predicted residual sum of squares (PRESS)from a linear model was used. Naive Bayesian classification accuracy was improved over the case without feature selection (from 50% to 90%). Seventeen SNPs in the best case-control group (with smallest PRESS) accounted for 31% of the variance among sire family mortality rates.

在使用单核苷酸多态性(snp)的全基因组关联研究中,通常有数千个snp被基因分型,而存在基因组信息的表型数量可能更少。提出了两步SNP (feature)选择方法,包括过滤(利用信息增益)和包裹(利用naïve贝叶斯分类)。这是基于连续表型值的离散化。该方法应用于某商品肉鸡品系201种母猪的雏鸡早期死亡率(0-14日龄),目的是确定与雏鸡死亡率相关的snp(超过5000个)。根据任意选择的两个死亡率阈值,将Sires分为低组和高组。通过改变这些阈值,形成11个不同的“病例对照”样本,并对每个样本应用SNP选择程序。为了比较11组选择的snp,使用线性模型的预测残差平方和(PRESS)。与没有特征选择的情况相比,朴素贝叶斯分类准确率得到了提高(从50%提高到90%)。最佳病例对照组(PRESS最小)的17个snp占家族死亡率差异的31%。
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引用次数: 2
A combined transcriptomic approach to analyse the dialogue between pseudorabies virus and porcine cells. 结合转录组学方法分析伪狂犬病毒与猪细胞之间的对话。
Pub Date : 2008-01-01 DOI: 10.1159/000317149
L Flori, C Rogel-Gaillard, V Mariani, G Lemonnier, M Cochet, K Hugot, P Chardon, S Robin, F Lefèvre

The pseudorabies virus (PrV), a porcine Alphaherpesvirus, is a good model for the study of virus-host cell dialog. As PrV has a strong tropism for mucous epithelial cells, we chose to follow in vitro the PrV time course-infection of porcine PK15 cells. The viral and cellular transcriptome modifications were simultaneously analysed using a combined SLA/PrV cDNA microarray, the porcine Qiagen-NRSP8 oligonucleotides microarray and real time quantitative PCR.Ahigh increase in viral gene expression was found from 4 h post-infection (PI), concomitantly to the first viral progeny and most viral genes were differentially expressed 12 h PI. No early global cellular shutoff was observed but many cellular genes were downregulated between 8 and 12 h PI, when UL41 transcripts encoding the virion shutoff protein, were first detected. Several genes involved in the MHC class I mediated antigenic pathway were downregulated including SLA-la, TAP1, TAP2, PSMB8 and PSMB9 genes. These results suggested that PrV prevents the viral antigen presentation by epithelial cells to cytotoxic T lymphocytes by decreasing transcription levels of SLA Ia mediated antigenic pathway genes. Other genes involved in the immune response, the apoptosis pathway, nucleic acid metabolism and cytoskeleton also appeared to be regulated during PrV infection. The combined approach will help to decipher host response evasion strategies developed by PrV and to study early cellular modifications.

伪狂犬病毒(PrV)是一种猪α疱疹病毒,是研究病毒-宿主细胞对话的良好模型。由于PrV对粘膜上皮细胞有很强的趋向性,我们选择在体外追踪PrV感染猪PK15细胞的时间过程。采用SLA/PrV cDNA芯片、猪Qiagen-NRSP8寡核苷酸芯片和实时定量PCR同时分析病毒和细胞转录组修饰。感染后4小时病毒基因表达量显著增加,并伴随第一个病毒子代出现,感染后12小时大部分病毒基因差异表达。未观察到早期的全局细胞关闭,但许多细胞基因在PI 8至12 h之间下调,这是编码病毒粒子关闭蛋白的UL41转录物首次被检测到。参与MHC I类介导的抗原通路的多个基因下调,包括SLA-la、TAP1、TAP2、PSMB8和PSMB9基因。这些结果表明,PrV通过降低SLA Ia介导的抗原途径基因的转录水平来阻止上皮细胞向细胞毒性T淋巴细胞的病毒抗原呈递。其他参与免疫应答、凋亡途径、核酸代谢和细胞骨架的基因也在PrV感染期间受到调节。这种联合方法将有助于破译由PrV开发的宿主反应逃避策略,并研究早期细胞修饰。
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引用次数: 6
Differential gene expression of high and low immune responder Canadian Holstein dairy cows. 高、低免疫应答者加拿大荷斯坦奶牛的差异基因表达。
Pub Date : 2008-01-01 DOI: 10.1159/000317277
M I Nino-Soto, A Heriazón, M Quinton, F Miglior, K Thompson, B A Mallard

Infectious diseases are an important cause of economic loss in the agri-food business. This study investigates indicators of bovine high (HR) and low (LR) immune response and their associated patterns of gene expression. Holstein cows were immunized to induce antibody (AMIR) and cell-mediated (CMIR) immune responses. Based on the results of enzyme-linked immunosorbent assay (ELISA) and delayed-type hypersensitivity (DTH), cows were ranked as HR, LR or average (AR) immune responders. For microarray analysis, phenotypic HR and LR status in both groups was confirmed and total RNA from blood mononuclear cells (BMCs) was obtained. RNA from a pool of AR cows was used as a common reference for hybridization to an in-house cDNAmicroarray. Results of microarray analysis showed transcriptional differences in several immune-related genes between the HR and LR groups. Genes identified as differentially expressed include transcription factors, cytokines, MHC, and TCR-related genes. These results can aid in the establishmentof selection programmes based on broad-based disease resistance, aimed at improving general health in cattle herds.

传染病是造成农业食品企业经济损失的一个重要原因。本研究探讨了牛高(HR)和低(LR)免疫反应的指标及其相关的基因表达模式。对荷斯坦奶牛进行免疫,诱导抗体(AMIR)和细胞介导(CMIR)免疫应答。根据酶联免疫吸附试验(ELISA)和延迟型超敏反应(DTH)结果,将奶牛分为HR、LR和平均(AR)型免疫应答者。微阵列分析证实了两组患者的表型HR和LR状态,并获得了血单个核细胞(BMCs)的总RNA。来自AR奶牛的RNA被用作与内部cDNAmicroarray杂交的共同参考。微阵列分析结果显示,HR组和LR组之间几个免疫相关基因的转录差异。鉴定为差异表达的基因包括转录因子、细胞因子、MHC和tcr相关基因。这些结果有助于建立基于广泛抗病能力的选择规划,旨在改善牛群的总体健康状况。
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引用次数: 21
Opportunities for collaborative phenotyping for disease resistance traits in a large beef cattle resource population. 在大型肉牛资源群体中进行抗病性状合作表型分析的机会。
Pub Date : 2008-01-01 DOI: 10.1159/000317178
R M Thallman, L A Kuehn, M F Allan, G L Bennett, M Koohmaraie

The Germplasm Evaluation (GPE) Project at the US Meat Animal Research Center (USMARC) is planned to produce about 3,000 calves per year in support of the following objectives: identification and validation of genetic polymorphisms related to economically relevant traits (ERT), estimation of breed and heterosis effects among 16 breeds for ERT, and estimation of genetic correlations among ERT and physiological indicator traits (PIT). Opportunities exist for collaboration in the development and collection of PIT phenotypes for disease resistance. Other areas of potential collaboration include detailed diagnosis (identification of disease causing organisms, etc.) of treated animals, collaborative development of epidemiological statistical models that would extract more information from the records of diagnoses and treatments, or pharmacogenetics. Concentrating a variety of different phenotypes and research approaches on the same population makes each component much more valuable than it would be individually.

美国肉类动物研究中心(USMARC)的种质评估(GPE)项目计划每年生产约3000头小牛,以支持以下目标:鉴定和验证与经济相关性状(ERT)相关的遗传多态性,估计16个ERT品种的品种和杂种优势效应,以及估计ERT与生理指标性状(PIT)之间的遗传相关性。在开发和收集用于抗病的PIT表型方面存在合作机会。其他潜在的合作领域包括治疗动物的详细诊断(确定致病生物体等),合作开发流行病学统计模型,从诊断和治疗记录中提取更多信息,或药物遗传学。将各种不同的表型和研究方法集中在同一个群体上,使得每个组成部分比单独的组成部分更有价值。
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引用次数: 5
Immediate early responses of avian tracheal epithelial cells to infection with highly pathogenic avian influenza virus. 禽气管上皮细胞对高致病性禽流感病毒感染的即时早期反应
Pub Date : 2008-01-01 DOI: 10.1159/000317158
L Sarmento, M Pantin-Jackwood, D R Kapczynski, D E Swayne, C L Afonso

Highly pathogenic (HP) avian influenza viruses (AIV) present an ongoing threat to the world poultry industry. In order to develop new AIV control strategies it is necessary to understand the underlying mechanism of viral infection at mucosal respiratory sites. Chicken and duck tracheal epithelial cells systems (TEC) were developed to study early host responses to AIV infection on TEC. Infection of 2 week-old chickens and ducks with the highly pathogenic AIV H5N1 Ck/Hong Kong/220/97 and Egret/Hong Kong/757.2/02 viruses together with TEC early responses to infection suggest the induction of differential innate immune responses. Growth curves indicated that although chicken and ducks TEC supported viral replication and re-infection, the capacity of the two viruses to replicate was not equal. A 42K probes chicken microarray system used to characterize differences in gene expression between chicken tracheal epithelial cells infected with these two highly pathogenic AIV identified expression of virus-specific molecular markers. The existence of dissimilar patterns of host gene expression as early as six hours post infection suggests that the differential growth characteristics of the two highly pathogenic AIV in tracheal epithelial cells is preceded by distinct host responses.

高致病性(HP)禽流感病毒(AIV)对世界家禽业构成持续威胁。为了制定新的AIV控制策略,有必要了解粘膜呼吸部位病毒感染的潜在机制。利用鸡和鸭气管上皮细胞系统(TEC)研究了早期宿主对AIV感染的反应。2周龄鸡鸭感染高致病性禽流感病毒H5N1 Ck/Hong Kong/220/97和Egret/Hong Kong/757.2/02病毒,以及TEC对感染的早期反应提示诱导了不同的先天免疫反应。生长曲线表明,鸡和鸭的TEC虽然支持病毒复制和再感染,但两种病毒的复制能力不相等。用42K探针鸡微阵列系统表征感染这两种高致病性AIV的鸡气管上皮细胞基因表达差异,鉴定出病毒特异性分子标记的表达。早在感染后6小时就存在不同的宿主基因表达模式,这表明两种高致病性AIV在气管上皮细胞中的不同生长特征是由不同的宿主反应引起的。
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引用次数: 11
Effect of porcine reproductive and respiratory syndrome virus on porcine alveolar macrophage function as determined using serial analysis of gene expression (SAGE). 猪繁殖与呼吸综合征病毒对猪肺泡巨噬细胞功能影响的基因表达序列分析(SAGE)
Pub Date : 2008-01-01 DOI: 10.1159/000317157
L C Miller, G P Harhay, K M Lager, T P L Smith, J D Neill

Porcine reproductive and respiratory syndrome virus (PRRSV) is a major pathogen of swine worldwide and causes considerable economic loss. The main target of infection is the porcine alveolar macrophage (PAM). Infection of PAMs by PRRSV causes significant changes in their function by mechanisms that are not understood. We have employed Serial Analysis of Gene Expression (SAGE) to examine the global expression of genes in PRRSV-infected PAMs. Total cellular RNAwas prepared from in vitro mock-infected and PRRSV strain VR-2332-infected PAMs at 0, 6, 12, 16 and 24 hours after infection, and subjected to SAGE analysis to obtain > 100,000 tags per time point. These sequences were processed to account for sequencing error before generating tag:count lists. These lists were deposited into a modified Identitag database for mapping to porcine and PRRSV genes. Identified unique mRNAtags were analyzed for their identity and relative abundance. Examination of the SAGE data indicated that there were changes in gene expression occurring in the PRRSV-infected PAMs over time post-infection. More than 400 unique tags with significantly altered expression levels were identified (p < 0.01 with Bonferroni correction). The validity and kinetics of expression of SAGE identified genes were evaluated using real-time RT-PCR.

猪繁殖与呼吸综合征病毒(PRRSV)是世界范围内猪的主要病原体,造成相当大的经济损失。感染的主要目标是猪肺泡巨噬细胞(PAM)。PRRSV感染PAMs会导致其功能发生显著变化,其机制尚不清楚。我们采用基因表达序列分析(SAGE)来检测prrsv感染的pam中基因的全局表达。在感染后0、6、12、16和24小时分别从体外模拟感染和PRRSV株vr -2332感染的pam中制备细胞总rna,并进行SAGE分析,每个时间点获得> 100,000个标签。在生成标签计数列表之前,对这些序列进行处理以解释排序错误。这些列表被存入修改后的Identitag数据库,用于定位猪和PRRSV基因。分析鉴定出的独特mrnatag的身份和相对丰度。SAGE数据的检查表明,随着感染后的时间推移,prrsv感染的PAMs中基因表达发生了变化。发现400多个表达水平显著改变的独特标签(经Bonferroni校正p < 0.01)。采用实时RT-PCR技术评价SAGE鉴定基因的表达效度和动力学。
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引用次数: 9
Efficacy of a square presentation of V-RG vaccine baits in red fox, domestic dog and raccoon dog. V-RG疫苗毒饵在红狐、家犬和貉身上的方阵呈现效果。
Pub Date : 2008-01-01
F Cliquet, A L Guiot, C Schumacher, J Maki, N Cael, J Barrat

Oral vaccination programmes conducted in rabies infected countries from Eastern Europe and Eurasia should not be restricted to foxes but should target other major rabies vectors such as dogs and raccoon dogs as well. The objective of this experimental trial was to assess the protection induced by the vaccine by challenging these different species, which had been previously vaccinated intramuscularly with the square V-RG baits (produced in the US). Different parameters were evaluated such as attractiveness of the baits and induction of neutralising antibodies as an indicator for immunogenicity and protection after rabies challenge. The acceptability of the square bait was satisfactory in dogs, foxes and raccoon dogs, confirming previous laboratory and field studies conducted with the rectangular baits. Only one vaccinated dog out of nine seroconverted after vaccination and among them one dog died of rabies. Eight of ten vaccinated foxes seroconverted after vaccination and survived the rabies challenge. All vaccinated raccoon dogs seroconverted after challenge and all survived the challenge. These trials demonstrated that the square presentation of the V-RG vaccine was attractive, immunogenic and efficacious.

在东欧和欧亚大陆狂犬病感染国家开展的口服疫苗接种规划不应局限于狐狸,而应针对其他主要狂犬病媒介,如狗和貉。这项试验的目的是通过挑战这些不同的物种来评估疫苗诱导的保护作用,这些物种以前曾用方形V-RG诱饵(美国生产)肌肉注射过疫苗。评估了不同的参数,如诱饵的吸引力和中和抗体的诱导,作为狂犬病攻击后免疫原性和保护的指标。方形诱饵对狗、狐狸和貉的可接受性令人满意,证实了以前用矩形诱饵进行的实验室和实地研究。接种疫苗的9只狗中只有1只在接种疫苗后血清转化,其中1只狗死于狂犬病。10只接种过疫苗的狐狸中有8只在疫苗接种后血清转化并存活下来。所有接种过疫苗的貉均在攻击后血清转化,并全部存活。这些试验表明,V-RG疫苗的方形呈现具有吸引力、免疫原性和有效性。
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引用次数: 0
Risk of rabies introduction by non-commercial movement of pets. 非商业性移动宠物带来狂犬病的风险。
Pub Date : 2008-01-01
P Have, L Alban, L T Berndtsson, F Cliquet, P Hostnik, S C Rodeia, M Sanaa

In response to a Commission request, EFSA has carried out a quantitative assessment of the risk of rabies introduction into the UK, Ireland, Sweden, and Malta due to the movement of pets incubating rabies at the time of movement. The risk that a pet is incubating rabies at the time of first vaccination is equal to the prevalence of rabies-incubating pets in the population of origin. Following induction of protective immunity by vaccination, animals already incubating rabies will still develop clinical disease as a function of time after vaccination (termed type A risk). A waiting period will reduce this risk. Afew animals may not be protected after single-shot primary vaccination. Such animals may become infected during the waiting period after vaccination. The risk of becoming infected after the first vaccination (termed type B risk) depends on the prevalence and efficiency of vaccination. Serological testing can be used to identify non-immune pets (depending on test specificity) and will therefore reduce this risk accordingly. The type A and B risks were modelled as a function of the waiting period after vaccination and fitted to a non-linear model incorporating vaccination efficiency and test specificity. The model can be used to quantify the risk of moving pets from rabies infected areas and also to investigate the effect of different control measures. In quantitative terms, the type A risk constitutes by far the major risk. Therefore, a waiting period (defined as the time spent between vaccination and pet movement to the destined country) is the major effective measure to mitigate the risk of rabies introduction due to an animal being infected before primo-vaccination. Serological testing will only add significantly to risk reduction when waiting periods exceed 100 days. Within the EU, the rabies prevalence in most countries is so low that the risk can be considered negligible. However, for some countries the risk is non-negligible.

应欧盟委员会的要求,欧洲食品安全局对英国、爱尔兰、瑞典和马耳他因携带携带狂犬病病毒的宠物而导致的狂犬病传入风险进行了定量评估。在首次接种疫苗时,宠物患狂犬病的风险与原种群中患狂犬病宠物的流行率相等。在通过疫苗接种诱导保护性免疫后,已经孵化狂犬病的动物在接种疫苗后仍会随着时间的推移而出现临床疾病(称为a型风险)。等待一段时间会降低这种风险。少数动物在一次初级疫苗接种后可能不受保护。这些动物可能在接种疫苗后的等待期间受到感染。第一次疫苗接种后感染的风险(称为B型风险)取决于疫苗接种的流行程度和效率。血清学测试可用于识别无免疫力的宠物(取决于测试特异性),因此将相应地降低这种风险。将A型和B型风险建模为疫苗接种后等待时间的函数,并拟合为包含疫苗接种效率和测试特异性的非线性模型。该模型可用于量化从狂犬病疫区转移宠物的风险,也可用于调查不同控制措施的效果。就数量而言,A类风险构成了迄今为止的主要风险。因此,等待期(定义为从接种疫苗到宠物转移到目的地国家之间所花费的时间)是减少因动物在首次接种疫苗前被感染而引入狂犬病风险的主要有效措施。只有在等待期超过100天时,血清学检测才会显著降低风险。在欧盟内部,大多数国家的狂犬病流行率很低,风险可以忽略不计。然而,对一些国家来说,这种风险是不可忽视的。
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引用次数: 0
Inflammatory responses in the nervous system of mice infected with a street isolate of rabies virus. 狂犬病毒街头分离株感染小鼠神经系统的炎症反应。
Pub Date : 2008-01-01
N Johnson, K L Mansfield, D Hicks, A Nunez, D M Healy, S M Brookes, C McKimmie, J K Fazakerley, A R Fooks

Rabies virus causes severe encephalitis that is invariably fatal for the victim. However, the contribution of the virus and the host to damage of the CNS is unclear. In order to investigate this we studied the neuropathology and CNS gene expression patterns in a murine model of rabies using a 'street' isolate RV61. This virus was derived from a human case of disease. In this model, infection of the CNS progresses rapidly following inoculation in the periphery, leading to extensive virus replication in the brain and the development of disease. However, previous studies have found little evidence of inflammation and lymphocyte infiltration in many regions of the CNS of infected mice. During the current study virus replication was detected in the dorsal root ganglia (DRG), spinal cord, brain and salivary gland at 11 days postinfection (dpi). Mononuclear cell infiltration was observed in the DRG and to a lesser extent, the spinal cord. Immunolabelling demonstrated that T-lymphocytes were the dominant population of infiltrating cells. Murine innate immune response gene transcripts were detected in the brain as early as 5 dpi. At 11 dpi, coincidentwith the onset of disease, elevated levels of mRNA transcripts were recorded for type-1 (alpha and beta) and type-2 interferon (gamma) and certain chemokines (CCL5 and CXCL10) with chemotactic properties for T-cells. We suggest that damage to the DRG and spinal cord could be due to a combination of both virus infection and the infiltration of T-cells.

狂犬病毒引起严重的脑炎,对受害者来说总是致命的。然而,病毒和宿主对中枢神经系统损伤的贡献尚不清楚。为了研究这一点,我们使用“街头”分离RV61研究了狂犬病小鼠模型的神经病理学和中枢神经系统基因表达模式。这种病毒来源于一个人类病例。在该模型中,外周接种后,中枢神经系统的感染进展迅速,导致病毒在大脑中广泛复制和疾病的发展。然而,以往的研究很少发现感染小鼠中枢神经系统的许多区域有炎症和淋巴细胞浸润的证据。在本研究中,在感染后11天,在背根神经节(DRG)、脊髓、大脑和唾液腺中检测到病毒复制。DRG中可见单核细胞浸润,脊髓中可见较少。免疫标记显示t淋巴细胞是浸润细胞的优势群体。早在5 dpi时就在小鼠大脑中检测到先天免疫反应基因转录本。在11 dpi时,与疾病发病一致,记录到1型(α和β)和2型干扰素(γ)和某些趋化因子(CCL5和CXCL10)的mRNA转录物水平升高,这些趋化因子对t细胞具有趋化特性。我们认为DRG和脊髓的损伤可能是由于病毒感染和t细胞浸润的共同作用。
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引用次数: 0
Development of an edible rabies vaccine in maize using the Vnukovo strain. 利用伏努科沃菌株研制玉米食用狂犬病疫苗。
Pub Date : 2008-01-01
E Loza-Rubio, E Rojas, L Gómez, M T J Olivera, M A Gómez-Lim

The objective of this study was to obtain transgenic maize expressing the rabies virus glycoprotein (G) of the Vnukovo strain and to evaluate its immunogenicity in mice, by the oral route. The ubiquitin maize promoter fused to the whole coding region of the rabies virus G gene, and a constitutive promoter from cauliflowermosaic virus (CaMV)were used. Maize embryogenic callus were transformed with the above construct by biolistics. Regenerated maize plants were recovered and grown in a greenhouse. The presence of the G gene and its product was detected by PCR and western blot, respectively. The amount of G protein detected in the grains was approximately 1% of the total soluble plant protein. Transformed kernels containing 50 microg of G protein were given once by the oral route in adult mice (BALB-C strain). Challenge was undertaken at 90-days post-vaccination using a lethal dose of a vampire bat rabies virus (100 LD 50% in mice); vampire bats are one of the main reservoirs in Latin America. The edible vaccine induced viral neutralizing antibodies (VNA) which, protected mice 100% against challenge. The control group did not survive. The G protein of the Vnukovo strain expressed in transgenic maize may be considered as an oral immunogen against rabies, conferring cross-protection.

本研究的目的是通过口服途径获得表达Vnukovo株狂犬病毒糖蛋白(G)的转基因玉米,并评价其在小鼠体内的免疫原性。用玉米泛素启动子融合到狂犬病毒G基因的整个编码区,用花椰菜花叶病毒(CaMV)的组成型启动子。用上述结构对玉米胚性愈伤组织进行了生物学转化。再生的玉米植株被回收并在温室中种植。分别用PCR和western blot检测G基因及其产物的存在。籽粒中G蛋白含量约占可溶性植物蛋白总量的1%。成年小鼠(BALB-C株)口服含50微克G蛋白的转化果仁一次。在疫苗接种后90天,使用致死剂量的吸血蝙蝠狂犬病毒(小鼠100 LD 50%)进行攻毒;吸血蝙蝠是拉丁美洲的主要宿主之一。可食用疫苗诱导的病毒中和抗体(VNA) 100%保护小鼠免受攻击。对照组没有存活。Vnukovo菌株在转基因玉米中表达的G蛋白可能被认为是一种抗狂犬病的口服免疫原,具有交叉保护作用。
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引用次数: 0
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