virus identification

病毒鉴定
  • 文章类型: Journal Article
    从宏基因组中鉴定病毒是探索人类肠道中病毒组成的常见步骤。这里,我们介绍VirRep,混合语言表示学习框架,用于从人类肠道宏基因组中鉴定病毒。VirRep结合了上下文感知编码器和进化感知编码器,通过结合k聚体模式和序列同源性来改善序列表示。在具有不同病毒比例的模拟和真实数据集上进行基准测试表明,VirRep优于最先进的方法。当应用于结直肠癌队列的粪便宏基因组时,VirRep鉴定出39种与该疾病相关的高质量病毒,其中许多是现有方法无法检测到的。
    Identifying viruses from metagenomes is a common step to explore the virus composition in the human gut. Here, we introduce VirRep, a hybrid language representation learning framework, for identifying viruses from human gut metagenomes. VirRep combines a context-aware encoder and an evolution-aware encoder to improve sequence representation by incorporating k-mer patterns and sequence homologies. Benchmarking on both simulated and real datasets with varying viral proportions demonstrates that VirRep outperforms state-of-the-art methods. When applied to fecal metagenomes from a colorectal cancer cohort, VirRep identifies 39 high-quality viral species associated with the disease, many of which cannot be detected by existing methods.
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  • 文章类型: Journal Article
    目的:鉴定人体心脏组织中的病毒基因组对于疾病诊断和评估心血管损害至关重要。在活检过程中获得的人类心脏组织样本通常用于测试病毒的存在,以临床表现和预后为指导。此外,验尸后或心脏移植过程中获得的心脏组织样本可作为有价值的研究工具,因为它们可以对心脏病理学进行深入评估,有助于我们理解与疾病相关的分子途径。因为病毒核酸只占每个样本遗传物质的一小部分,适当的方法对于阳性病毒基因组鉴定是必要的。
    结果:使用死后或心脏移植过程中获得的快速冷冻心脏组织样品来开发检测细小病毒B19的条件。简而言之,在不同条件下从心脏组织中分离总DNA。使用细小病毒B19特异性引物进行基于PCR的测定,以检测病毒基因组的存在。其次是Sanger测序。心脏组织的机械性破坏,以及心脏组织处理方法,对细小病毒B19基因组的DNA质量和检测能力有显著影响。
    OBJECTIVE: Identifying viral genomes in human heart tissues is critical for disease diagnosis and assessment of cardiovascular damage. Human heart tissue samples obtained during a biopsy procedure are routinely used to test for the presence of viruses, as guided by clinical manifestations and prognosis. Furthermore, heart tissue samples obtained post-mortem or during a cardiac transplant procedure serve as a valuable research tool, as they allow for an in-depth assessment of cardiac pathology that can aid in our understanding of molecular pathways associated with disease. Because viral nucleic acid constitutes only a small portion of each sample\'s genetic material, appropriate methods are necessary for positive viral genome identification.
    RESULTS: Snap-frozen heart tissue samples obtained either post-mortem or during a cardiac transplant procedure were used to develop conditions for detection of Parvovirus B19. Briefly, total DNA was isolated from the heart tissue under varying conditions. A PCR-based assay with Parvovirus B19 specific primers was implemented to detect the presence of the viral genome, followed by Sanger Sequencing. The mechanical disruption of the heart tissue, as well as the cardiac tissue processing methods, had a significant effect on the DNA quality and the ability to detect the Parvovirus B19 genome.
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  • 文章类型: Journal Article
    Midges在全球分布广泛,可以通过吸血传播各种人类和动物疾病。作为这项研究的一部分,从云南省四个地区收集了259,300只mid,中国,使用metavirome分析技术检测病毒的丰富度和多样性。检测到多达26个病毒家族,和蓝舌病毒(BTV)的部分序列,登革热病毒(DENV),通过系统发育分析和PCR扩增鉴定了Getah病毒(GETV)。两个BTV基因片段,BTV类型16的VP2基因的866bps和BTV类型21的VP5基因的655bps被扩增。两个扩增的BTV片段的核苷酸序列同一性分别为94.46%和98.81%,分别,在云南省分离出两个经典的BTV-16(GenBank:JN671907)和BTV-21菌株(GenBank:MK250961)。此外,BTV-16DH2021菌株在C6/36细胞中成功分离,连续五次传代BHK-21细胞后,拷贝数的峰值达到3.13×107个拷贝/μL。此外,扩增了两个2054bps片段,包括DENV基因型亚洲II的E基因,并与1944年在巴布亚新几内亚分离的DENV菌株具有最高的同一性。一段长度为656bps的GETV基因序列编码部分衣壳蛋白,它与来自山东省的GETV共享99.68%的最高身份,中国,在2017年。总的来说,这项研究强调了在中国实施预防和控制策略的重要性。
    Midges are widely distributed globally and can transmit various human and animal diseases through blood-sucking. As part of this study, 259,300 midges were collected from four districts in Yunnan province, China, to detect the viral richness and diversity using metavirome analysis techniques. As many as 26 virus families were detected, and the partial sequences of bluetongue virus (BTV), dengue virus (DENV), and Getah virus (GETV) were identified by phylogenetic analysis and PCR amplification. Two BTV gene fragments, 866 bps for the VP2 gene of BTV type 16 and 655 bps for the VP5 gene of BTV type 21, were amplified. The nucleotide sequence identities of the two amplified BTV fragments were 94.46% and 98.81%, respectively, with two classical BTV-16 (GenBank: JN671907) and BTV-21 strains (GenBank: MK250961) isolated in Yunnan province. Furthermore, the BTV-16 DH2021 strain was successfully isolated in C6/36 cells, and the peak value of the copy number reached 3.13 × 107 copies/μL after five consecutive BHK-21 cell passages. Moreover, two 2054 bps fragments including the E gene of DENV genotype Asia II were amplified and shared the highest identity with the DENV strain isolated in New Guinea in 1944. A length of 656 bps GETV gene sequence encoded the partial capsid protein, and it shared the highest identity of 99.68% with the GETV isolated from Shandong province, China, in 2017. Overall, this study emphasizes the importance of implementing prevention and control strategies for viral diseases transmitted by midges in China.
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  • 文章类型: Journal Article
    基于膜蛋白(MP)的生物材料在药物筛选中有着广泛的应用,抗原检测,和配体-受体相互作用分析。传统的MP固定化方法存在蛋白质固定化方向混乱的缺点,导致屏蔽结合域和不可靠的结合模式。在这里,我们描述了MPs的位点特异性共价固定,它利用了MPs的苯乙烯马来酸(SMA)无去污剂提取方法以及His标签与二乙烯基砜(DVS)之间的共价反应。作为一个例子,我们以位点特异性方式将血管紧张素转换酶2(ACE2)共价固定在细胞膜层析系统(ACE2-His-SMALPs/CMC)上,并验证了该系统的特异性和稳定性.与物理吸附CMC柱相比,该技术显着提高了使用寿命。ACE2-His-SMALPs/CMC系统的改进的蛋白质固定策略使其能够有效地识别SARS-CoV-2假病毒颗粒,并一旦与气溶胶收集器结合即可检测环境空气中的病毒颗粒;作为强大的配体生物传感器,ACE2-His-SMALPs/CMC系统用于筛选具有抗SARS-CoV-2假病毒活性的化合物。总之,优化的MP固定化策略已成功应用于CMC技术,显示增强的稳定性和灵敏度,为生物材料提供了一种高效、便捷的膜蛋白固定化方法。
    Membrane protein (MP)-based biomaterials have a wide range of applications in drug screening, antigen detection, and ligand-receptor interaction analysis. Traditional MP immobilization methods have the disadvantage of disordered protein immobilization orientation, leading to the shielded binding domain and unreliable binding pattern. Herein, we describe a site-specific covalent immobilization of MPs, which utilizes the styrene maleic acid (SMA) detergent-free extraction method of MPs as well as the covalent reaction between His-tag and divinyl sulfone (DVS). As an example, we covalently immobilized angiotensin-converting enzyme 2 (ACE2) on a cell membrane chromatography system (ACE2-His-SMALPs/CMC) in a site-specific manner and verified the specificity and stability of this system. This technique significantly improves the service life compared to the physisorption CMC column. The improved protein immobilization strategies of the ACE2-His-SMALPs/CMC system enable it to effectively recognize SARS-CoV-2 pseudoviral particles as well as detect viral particles in ambient air once combined with an aerosol collector; as a powerful ligand biosensor, the ACE2-His-SMALPs/CMC system was used to screen for compounds with anti-SARS-CoV-2 pseudovirus activity. In conclusion, the optimized MP immobilization strategy has been successfully applied to CMC technology, showing enhanced stability and sensitivity, which can provide an efficient and convenient membrane protein immobilization method for biomaterials.
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  • 文章类型: Journal Article
    来自马的免疫治疗剂是允许中和临床相关免疫原的生物产品,例如引起COVID-19的SARS-CoV-2病毒,或中和存在于蛇毒液中的毒素,蜘蛛,和其他有毒动物。由于其重要性,检测马超免疫血清(工业过程中的原材料)中的不定病毒是支持人类使用产品安全性的关键步骤,and,因此,这是商业化和分销的要求。成品的安全性基于三种互补方法:(i)测试原始材料(马血清)捐赠,(ii)起始材料的释放(即马血清池)基于对一系列人类传染性或致病性病毒的非反应性,和(iii)验证(选择的)制造方法的步骤的灭活和/或去除可能存在于起始材料中的多种病毒的能力。降低病毒污染风险的正交方法包括实施用于检测不定病毒的可靠且经过验证的系统。因此,有必要建立可靠和足够灵敏的分析方法来证明病毒的缺乏,以确保治疗产品的安全性。因此,在这项研究中,开发了一种基于终点逆转录聚合酶链反应(RT-PCR)的分析方法,已实施,并在超免疫马血清样本中验证,以检测委内瑞拉马脑炎病毒,西尼罗河病毒,和狂犬病病毒。数据和材料的可用性:在当前研究中使用和分析的数据集可根据合理要求从相应的作者处获得。
    The immunotherapy agents derived from horses are biological products that allow the neutralization of clinically relevant immunogens, such as the SARS-CoV-2 virus that causes COVID-19, or the neutralization of toxins present in the venoms of snakes, spiders, and other poisonous animals. Due to their importance, detecting adventitious viruses in equine hyperimmune serum (raw material in industrial processes) is a critical step to support the safety of products for human use, and, in consequence, it is a requirement for commercialization and distribution. The safety of the finished product is based on three complementary approaches: (i) testing of the source material (horse serum) donations, (ii) release of the starting material (i.e., pool of horse serum) based on non-reactivity for a range of human infectious or pathogenic viruses, and (iii) validate (selected) steps of the manufacturing process for their capacity to inactivate and/or remove a wide range of viruses potentially present in the starting material. Orthogonal approaches to reduce viral contamination risk include implementing a reliable and validated system for detecting adventitious viruses. Thus, it is necessary to establish trustworthy and sufficiently sensitive analytical methods to evidence the lack of viruses to assure the safety of the therapeutic product. Therefore, in this research, an analytical method based on end-point Reverse Transcription Polymerase Chain Reaction (RT-PCR) was developed, implemented, and validated in hyperimmune equine serum samples to detect Venezuelan equine encephalitis virus, West Nile virus, and Rabies virus.
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  • 文章类型: Journal Article
    牛副流感病毒3(BPIV3)是导致牛呼吸道疾病复合体(BRDC)的几种病毒之一。在这项研究中,尝试通过Madin-Darby牛肾(MDBK)细胞从20个PCR阳性拭子中分离BPIV3。通过逆转录聚合酶链反应扩增和测序,9个样品显示出明显的细胞病变,鉴定为BPIV3。使用Illumina测序技术对分离株XJ21032-1和XJ20055-3的基因组进行测序,并确定其长度为15,512bp和15,479bp,分别。系统发育分析表明,分离株XJ21032-1为基因型B,分离株XJ20055-3是基因型C。此外,这两个分离物的核衣壳蛋白有多个氨基酸变化,融合蛋白,和血凝素/神经氨酸酶,主要抗原蛋白。这可以进一步识别BPIV3B型在中国牛群中的存在。我们希望这将有助于追踪BPIV3的起源,提高对基因型之间差异的理解,为疫苗研发提供数据支持。
    Bovine parainfluenza virus 3 (BPIV3) is one of several viruses that contribute to bovine respiratory disease complex (BRDC). During this study, isolation of BPIV3 was attempted from 20 PCR-positive swabs by Madin-Darby Bovine Kidney (MDBK) cells. Nine samples showed obvious cytopathic lesions identified as BPIV3 by reverse-transcription polymerase chain reaction amplification and sequencing. The genomes of isolates XJ21032-1 and XJ20055-3 were sequenced using Illumina sequencing technology and determined to have lengths of 15,512 bp and 15,479 bp, respectively. Phylogenetic analysis revealed that isolate XJ21032-1 was genotype B, and isolate XJ20055-3 was genotype C. In addition, the two isolates had multiple amino acid changes in nucleocapsid protein, fusion protein, and hemagglutinin/neuraminidase, major antigenic proteins. This allows the further recognition of the presence of BPIV3 type B in Chinese cattle herds. We hope this will help trace the origin of BPIV3, improve the understanding of differences between genotypes, and provide data support for vaccine development.
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  • 文章类型: Journal Article
    病毒通过引起影响产量和种子质量的疾病而对大豆生产产生负面影响。新出现或重新出现的病毒也可能威胁大豆生产,因为目前的控制措施可能对它们无效。此外,当没有基于序列或抗体的资源时,新植物病毒的检测和表征需要大量的努力。
    在这项研究中,在2016-2019年的生长季节,对大豆田进行了病毒样疾病症状的侦察。从有症状的大豆部位提取总RNA,cDNA文库的制备,使用高通量测序(HTS)进行RNA测序。使用定制的生物信息学工作流程来鉴定和组装已知和未知的病毒基因组。
    在单一或混合感染中鉴定了几种病毒。为烟草条纹病毒(TSV)生成了全长或几乎全长的基因组,苜蓿花叶病毒(AMV),烟草环斑病毒(TRSV),大豆矮缩病毒(SbDV),豆荚斑驳病毒(BPMV),大豆静脉坏死病毒(SVNV),三叶草黄静脉病毒(ClYVV),和一种新的病毒命名为大豆病毒1(SIlV1)。回收了两种不同的ClYVV分离株,并在烟草中研究了它们的生物学特性,蚕豆,和大豆。除了个别病毒的感染,我们还发现,各种组合的混合病毒感染相当普遍。
    合照,这项研究的结果表明,基于HTS的技术是鉴定田间大豆中几种病毒的有价值的诊断工具,可以提供有关预期病毒以及以前未在大豆中检测到的病毒的快速信息.
    Viruses negatively impact soybean production by causing diseases that affect yield and seed quality. Newly emerging or re-emerging viruses can also threaten soybean production because current control measures may not be effective against them. Furthermore, detection and characterization of new plant viruses requires major efforts when no sequence or antibody-based resources are available.
    In this study, soybean fields were scouted for virus-like disease symptoms during the 2016-2019 growing seasons. Total RNA was extracted from symptomatic soybean parts, cDNA libraries were prepared, and RNA sequencing was performed using high-throughput sequencing (HTS). A custom bioinformatic workflow was used to identify and assemble known and unknown virus genomes.
    Several viruses were identified in single or mixed infections. Full- or nearly full-length genomes were generated for tobacco streak virus (TSV), alfalfa mosaic virus (AMV), tobacco ringspot virus (TRSV), soybean dwarf virus (SbDV), bean pod mottle virus (BPMV), soybean vein necrosis virus (SVNV), clover yellow vein virus (ClYVV), and a novel virus named soybean ilarvirus 1 (SIlV1). Two distinct ClYVV isolates were recovered, and their biological properties were investigated in Nicotiana benthamiana, broad bean, and soybean. In addition to infections by individual viruses, we also found that mixed viral infections in various combinations were quite common.
    Taken together, the results of this study showed that HTS-based technology is a valuable diagnostic tool for the identification of several viruses in field-grown soybean and can provide rapid information about expected viruses as well as viruses that were previously not detected in soybean.
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  • 文章类型: Journal Article
    为了探索三带喙库蚊特异性病毒,在红河自治州收集了6400株三环线虫,中国。使用metavirome测序从28个病毒家族获得丰富的病毒序列。在这里,使用PCR技术验证了三带钩虫病毒中的几种病毒,涵盖日本脑炎病毒(JEV),Getah病毒,甚至基孔肯雅病毒(CHIKV)。成功扩增了7个JEV基因序列,其中JEV-China/CT2016E-1与韩国分离的已知JEV序列同源性最高,1946年,具有至少96.1%的核苷酸(nt)同一性,属于基因型III。9个CHIKV基因序列被扩增,与2007年从泰国分离的CHIKV共享最高,至少93.0%nt同一性,被分配到亚洲基因型。值得注意的是,CHIKV为首次在中国从三带钩虫中分离出。初步证实,分离的病毒CHIKV-China/CT2016-1在来自BHK-21细胞的Vero细胞中传代后可增加感染性。总的来说,我们的研究揭示了多样性,属性,和三带钩耳科弧菌病毒的潜在病毒易感性动态,并为其他重要生物载体的病毒生态学提供了新的视角。
    To explore the Culex tritaeniorhynchuses-specific virome, 6400 C. tritaeniorhynchuses were collected in Honghe autonomous prefecture, China. Abundant virus sequences were obtained from 28 viral families using metavirome sequencing. Herein, several viruses in C. tritaeniorhynchuses virome were verified using the PCR technique, which covers Japanese encephalitis virus (JEV), Getah virus, and even Chikungunya virus (CHIKV). Seven JEV gene sequences were amplified successfully, of which JEV-China/CT2016E-1 shared the highest homology with the known JEV sequence isolated in Korea, 1946, with at least 96.1% nucleotide (nt) identity, which belonged to genotype III. Nine CHIKV gene sequences were amplified, which shared the highest with at least 93.0% nt identity with CHIKV from Thailand isolated in 2007, which was assigned to genotype Asian. Remarkably, CHIKV was isolated from C. tritaeniorhynchus in China for the first time. It was initially confirmed that the isolated virus CHIKV-China/CT2016-1 may increase infectivity after passaging in Vero cells from BHK-21 cells. Collectively, our study reveals the diversity, properties, and potential virus susceptibility dynamics of the C. tritaeniorhynchus virome and sheds new perspectives on the viral ecology in other important biological vectors.
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  • 文章类型: Journal Article
    快速识别新出现或流行的病毒是管理公共卫生应对潜在疫情的重要第一步。便携式病毒捕获设备,结合无标记拉曼光谱,通过快速获得病毒的拉曼特征,然后使用机器学习(ML)方法根据其拉曼光谱识别病毒,从而实现快速检测的前景。用作指纹。我们提出了一种用于分析人和禽病毒的拉曼光谱的ML方法。专门为光谱数据设计的卷积神经网络(CNN)分类器对于各种病毒类型或子类型识别任务实现了非常高的准确性。特别是,它对A型流感病毒和B型流感病毒的分类准确率达到99%,对甲型流感的四种亚型进行分类的准确率为96%,区分包膜和无包膜病毒的准确率为95%,和99%的准确率区分禽冠状病毒(传染性支气管炎病毒[IBV])与其他禽病毒。此外,使用全梯度算法对训练的CNN模型中的神经网络响应进行解释,突出了对病毒识别最重要的拉曼光谱范围。通过将ML选择的显着拉曼范围与已知生物分子和化学官能团的特征范围相关联-例如,酰胺,氨基酸,和羧酸-我们验证了我们的ML模型有效地识别蛋白质的拉曼特征,脂质,以及不同病毒中存在的其他重要官能团,并使用这些特征的加权组合来识别病毒。
    Rapid identification of newly emerging or circulating viruses is an important first step toward managing the public health response to potential outbreaks. A portable virus capture device, coupled with label-free Raman spectroscopy, holds the promise of fast detection by rapidly obtaining the Raman signature of a virus followed by a machine learning (ML) approach applied to recognize the virus based on its Raman spectrum, which is used as a fingerprint. We present such an ML approach for analyzing Raman spectra of human and avian viruses. A convolutional neural network (CNN) classifier specifically designed for spectral data achieves very high accuracy for a variety of virus type or subtype identification tasks. In particular, it achieves 99% accuracy for classifying influenza virus type A versus type B, 96% accuracy for classifying four subtypes of influenza A, 95% accuracy for differentiating enveloped and nonenveloped viruses, and 99% accuracy for differentiating avian coronavirus (infectious bronchitis virus [IBV]) from other avian viruses. Furthermore, interpretation of neural net responses in the trained CNN model using a full-gradient algorithm highlights Raman spectral ranges that are most important to virus identification. By correlating ML-selected salient Raman ranges with the signature ranges of known biomolecules and chemical functional groups—for example, amide, amino acid, and carboxylic acid—we verify that our ML model effectively recognizes the Raman signatures of proteins, lipids, and other vital functional groups present in different viruses and uses a weighted combination of these signatures to identify viruses.
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  • 文章类型: Journal Article
    几十年来,betaretrovirus,小鼠乳腺肿瘤病毒(MMTV),一直是人类乳腺癌的因果关系。近年来,大量的新证据已经被开发出来。根据这些证据,我们假设MMTV有因果关系。我们使用了经典的A.BradfordHill因果标准的扩展版本来评估证据。1.人乳腺癌中MMTV的鉴定:已经鉴定了乳腺癌细胞中MMTV的9.9kb基因组。人类乳腺癌中的MMTV基因组与小鼠中的MMTV高达98%相同。2.
    在西方国家,MMTV阳性人类乳腺癌的患病率约为35%至40%,在中国和日本为15%至20%。3.MMTV与人乳腺癌之间的关联强度:与良性和正常乳腺对照相比,一致性-MMTVenv基因序列在人乳腺癌中始终高五倍。4.关联的时间(时间):在同一患者中MMTV阳性乳腺癌发展之前长达10年,已经在良性和正常乳腺组织中鉴定出MMTV。5.
    人类暴露于MMTV导致MMTV阳性人类乳腺癌的发展。6.实验证据:MMTV可以感染培养的人乳腺细胞;MMTV蛋白能够恶性转化正常人乳腺上皮细胞;MMTV可能是胆汁性肝硬化的原因,这表明MMTV与人类疾病之间存在联系。7.一致性类比:人类MMTV的生命周期和生物学几乎与实验小鼠和野生小鼠相同。8.MMTV传播:MMTV已在人痰和人乳中被鉴定。被小鼠粪便物质污染的谷物可能会传播MMTV。这些都是潜在的传播手段。9.生物学合理性:逆转录病毒是人类癌症的确定原因。人类T细胞白血病病毒I型(HTLV-1)引起成人T细胞白血病,人类免疫缺陷病毒感染(HIV)与淋巴瘤和卡波西肉瘤有关。10.致癌机制:人类MMTV肿瘤发生可能与小鼠不同,可能涉及APOBEC3B酶。
    在我们看来,有充分的证据表明,MMTV在约40%的人类乳腺癌中具有可能的因果作用.
    For many decades, the betaretrovirus, mouse mammary tumour virus (MMTV), has been a causal suspect for human breast cancer. In recent years, substantial new evidence has been developed. Based on this evidence, we hypothesise that MMTV has a causal role. We have used an extended version of the classic A. Bradford Hill causal criteria to assess the evidence. 1. Identification of MMTV in human breast cancers: The MMTV 9.9 kb genome in breast cancer cells has been identified. The MMTV genome in human breast cancer is up to 98% identical to MMTV in mice. 2.
    The prevalence of MMTV positive human breast cancer is about 35 to 40% of breast cancers in Western countries and 15 to 20% in China and Japan. 3. Strength of the association between MMTV and human breast cancer: Consistency-MMTV env gene sequences are consistently five-fold higher in human breast cancer as compared to benign and normal breast controls. 4. Temporality (timing) of the association: MMTV has been identified in benign and normal breast tissues up to 10 years before the development of MMTV positive breast cancer in the same patient. 5.
    Exposure of humans to MMTV leads to development of MMTV positive human breast cancer. 6. Experimental evidence: MMTVs can infect human breast cells in culture; MMTV proteins are capable of malignantly transforming normal human breast epithelial cells; MMTV is a likely cause of biliary cirrhosis, which suggests a link between MMTV and the disease in humans. 7. Coherence-analogy: The life cycle and biology of MMTV in humans is almost the same as in experimental and feral mice. 8. MMTV Transmission: MMTV has been identified in human sputum and human milk. Cereals contaminated with mouse fecal material may transmit MMTV. These are potential means of transmission. 9. Biological plausibility: Retroviruses are the established cause of human cancers. Human T cell leukaemia virus type I (HTLV-1) causes adult T cell leukaemia, and human immunodeficiency virus infection (HIV) is associated with lymphoma and Kaposi sarcoma. 10. Oncogenic mechanisms: MMTV oncogenesis in humans probably differs from mice and may involve the enzyme APOBEC3B.
    In our view, the evidence is compelling that MMTV has a probable causal role in a subset of approximately 40% of human breast cancers.
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