RNA interference

RNA 干扰
  • 文章类型: Journal Article
    由于其快速的种群增长和强大的复苏潜力,并且更容易产生农药抗性,因此有效控制r策略害虫非常具有挑战性。作为一种典型的r策略害虫,世界性的棉蚜虫,AphisgossypiiGlover,严重影响葫芦和棉花的生长和生产。本研究开发了SPc/双链RNA(dsRNA)/植物学策略来增强棉草的控制功效。结果表明,三种植物源农药处理后,两种甲壳素途径基因AgCHS2和AgHK2的表达明显变化。1%印薄印字素,1%苦参碱,和5%桉树脑。SPc纳米载体能显著增强环境稳定性,角质层渗透,和dsRNA产物的干扰效率。SPc/dsRNA/植物复合物在实验室和温室条件下都能明显增加棉草的死亡率。这项研究提供了一种生态友好的控制技术,可以提高棉草的死亡率和减少化学农药的施用。鉴于几丁质途径基因的保守特征,该策略还将阐明使用dsRNA/植物复合纳米农药促进针对其他r策略害虫的管理策略。
    The r-strategy pests are very challenging to effectively control because of their rapid population growth and strong resurgence potential and are more prone to developing pesticide resistance. As a typical r-strategy pest, the cosmopolitan cotton aphid, Aphis gossypii Glover, seriously impacts the growth and production of cucurbits and cotton. The present study developed a SPc/double-stranded RNA (dsRNA)/botanical strategy to enhance the control efficacy of A. gossypii. The results demonstrated that the expression of two chitin pathway genes AgCHS2 and AgHK2 notably changed in A. gossypii after treated by three botanical pesticides, 1% azadirachtin, 1% matrine, and 5% eucalyptol. SPc nanocarrier could significantly enhance the environmental stability, cuticle penetration, and interference efficiency of dsRNA products. The SPc/dsRNA/botanical complex could obviously increase the mortality of A. gossypii in both laboratory and greenhouse conditions. This study provides an eco-friendly control technique for enhanced mortality of A. gossypii and lower application of chemical pesticides. Given the conservative feature of chitin pathway genes, this strategy would also shed light on the promotion of management strategies against other r-strategy pests using dsRNA/botanical complex nanopesticides.
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  • 文章类型: Journal Article
    背景:血红素对后生动物是必需的,但对后生动物有毒性。营养缺陷线虫可以通过严格控制的机器从环境或其宿主中获得足够的血红素,同时消除或解毒过量的血红素。在以前的工作中,我们报道了独特的转运蛋白HRG-1在寄生线虫的血红素获取和稳态中的作用。然而,人们对通过ABC转运蛋白进行的血红素外排和解毒知之甚少,特别是多重耐药蛋白(MRP)。
    结果:这里,我们进一步阐明,mrp家族的成员(mrp-3)参与血液喂养模型胃肠道寄生虫的血红素外排和解毒,Haemonchuscontrortus.该基因具有血红素反应性,并在该寄生虫的下皮的肠和内膜中主要表达。mrp-3的RNA干扰导致已知与血红素稳态有关的基因(例如hrg-1,hrg-2和gst-1)的干扰,并在处理的幼虫中增加了血球素的形成和致死率。特别是当暴露于外源性血红素时。值得注意的是,核激素受体NHR-14似乎与mrp-3表达调节血红素稳态和解毒有关。nhr-14和/或mrp-3的基因敲低增加了处理的幼虫对外源血红素的敏感性,并因此增加了高死亡率(>80%)。
    结论:这些研究结果表明,MRP-3和相关分子对食血性线虫至关重要,为人类和动物中的这些病原体提出了新的干预目标。
    BACKGROUND: Haem is essential but toxic for metazoan organisms. Auxotrophic nematodes can acquire sufficient haem from the environment or their hosts in the meanwhile eliminate or detoxify excessive haem through tightly controlled machinery. In previous work, we reported a role of the unique transporter protein HRG-1 in the haem acquisition and homeostasis of parasitic nematodes. However, little is known about the haem efflux and detoxification via ABC transporters, particularly the multiple drug resistance proteins (MRPs).
    RESULTS: Here, we further elucidate that a member of the mrp family (mrp-3) is involved in haem efflux and detoxification in a blood-feeding model gastrointestinal parasite, Haemonchus contortus. This gene is haem-responsive and dominantly expressed in the intestine and inner membrane of the hypodermis of this parasite. RNA interference of mrp-3 resulted in a disturbance of genes (e.g. hrg-1, hrg-2 and gst-1) that are known to be involved in haem homeostasis and an increased formation of haemozoin in the treated larvae and lethality in vitro, particularly when exposed to exogenous haem. Notably, the nuclear hormone receptor NHR-14 appears to be associated the regulation of mrp-3 expression for haem homeostasis and detoxification. Gene knockdown of nhr-14 and/or mrp-3 increases the sensitivity of treated larvae to exogenous haem and consequently a high death rate (> 80%).
    CONCLUSIONS: These findings demonstrate that MRP-3 and the associated molecules are essential for haematophagous nematodes, suggesting novel intervention targets for these pathogens in humans and animals.
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  • 文章类型: Journal Article
    古斯塔夫,节肢动物繁殖的正调节剂,具有保守的SPRY和C末端SOCS盒结构域,属于SPSB蛋白家族。SPSB家族,包括SPSB1到SPSB4,在高等动物中起着举足轻重的作用,包括免疫反应,凋亡,增长,和应激反应。在Nocaricidinadeticulatasinensis中,选择性剪接产生了两个NdGustavus亚型,NdGusX1和NdGusX2,在卵巢和肌肉中具有不同的表达模式,分别,以及所有卵巢生殖细胞。这些同工型在胚胎发生过程中显示出相似的表达动力学,并且在铜离子暴露后显示出显着的上调(P<0.05)。原位杂交结果表明,NdGusX1和NdGusX2在卵巢生殖细胞谱中表达,NdGusX1在卵原细胞和原代卵母细胞中显示增强的表达。此外,RNA干扰揭示了卵巢中的功能互补和肌肉中潜在的功能分化。NdGusX1和NdGusX2的敲除可能破坏内源性卵黄蛋白原合成,调节卵黄发生和减少成熟卵母细胞的体积,影响卵泡腔占用。本研究为了解SPSB家族在甲壳动物卵巢成熟中的生物学功能提供了理论框架。
    Gustavus, a positive regulator in arthropod reproduction, features a conserved SPRY and a C-terminal SOCS box domain and belongs to the SPSB protein family. The SPSB family, encompassing SPSB1 to SPSB4, plays pivotal roles in higher animals, including immune response, apoptosis, growth, and stress responses. In Neocaridina denticulata sinensis, alternative splicing yielded two NdGustavus isoforms, NdGusX1 and NdGusX2, with distinct expression patterns-high in ovaries and muscles, respectively, and across all ovarian germ cells. These isoforms showed similar expression dynamics during embryogenesis and significant upregulation post-copper ion exposure (P < 0.05). The in situ hybridization result elucidated that NdGusX1 and NdGusX2 were expressed across the germ cell spectrum in the ovary, with NdGusX1 showing enhanced expression in oogonia and primary oocytes. In addition, RNA interference revealed functional complementation in ovaries and potential functional differentiation in muscles. Knockdown of NdGusX1 and NdGusX2 potentially disrupted endogenous vitellogenin synthesis, regulating vitellogenesis and reducing mature oocyte volume, affecting follicular cavity occupation. This study provides a theoretical framework for understanding the biological functions of the SPSB family in crustacean ovarian maturation.
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  • 文章类型: Journal Article
    我们先前的研究报道了50μM硒(Se)对胞质化(内吞作用)途径的影响,这反过来又刺激了家蚕的生长和发育。最近,动态蛋白是细胞内吞作用中的关键蛋白之一。为了探索硒影响的潜在机制,通过注射siRNAs(Dynamin-1,Dynamin-2和Dynamin-3)敲低了dynamin基因.随后分析了靶基因和丝蛋白基因的水平,以及增长和发展指数,富硒能力,氧化损伤程度,和B.mori的抗氧化能力。我们的发现表明,在干扰后24小时,所有组织中dynamin基因的相对表达量都有相当大的下降,而在48小时后,家蚕体内的RNAidynamin基因降低了家蚕的体重,茧壳重量,和蚕茧的比例。同时,丙二醛水平升高,谷胱甘肽水平和超氧化物歧化酶/过氧化氢酶活性降低。50μMSe显着改善了这些生长和生理缺陷,并降低了动力素基因表达。另一方面,在干扰和硒处理之间,对生育力(包括产卵和产卵)没有显着影响。此外,在dynamin基因干扰后,B.mori中的Se含量增加。dynamin基因在丝腺中高表达,干扰后明显下降。在三个siRNA(Dynamin-1,Dynamin-2和Dynamin-3)中,dynamin-2对靶基因表达的干扰作用最高。我们的结果表明,50μMSe可有效防止家蚕中动态蛋白敲低引起的任何不利影响。这对桑树育种业提供了实际意义。
    Our previous research reported the influence of 50 μM selenium (Se) on the cytosolization (endocytosis) pathway, which in turn stimulates the growth and development of Bombyx mori. Lately, dynamin is recognized as one of the key proteins in endocytosis. To explore the underlying mechanisms of Se impact, the dynamin gene was knocked down by injecting siRNAs (Dynamin-1, Dynamin-2, and Dynamin-3). This was followed by an analysis of the target gene and levels of silk protein genes, as well as growth and developmental indices, Se-enrichment capacity, degree of oxidative damage, and antioxidant capacity of B. mori. Our findings showed a considerable decrease in the relative expression of the dynamin gene in all tissues 24 h after the interference and a dramatic decrease in the silkworm body after 48 h. RNAi dynamin gene decreased the silkworm body weight, cocoon shell weight, and the ratio of cocoon. In the meantime, malondialdehyde level increased and glutathione level and superoxide dismutase/catalase activities decreased. 50 μM Se markedly ameliorated these growth and physiological deficits as well as decreases in dynamin gene expression. On the other hand, there were no significant effects on fertility (including produced eggs and laid eggs) between the interference and Se treatments. Additionally, the Se content in the B. mori increased after the dynamin gene interference. The dynamin gene was highly expressed in the silk gland and declined significantly after interference. Among the three siRNAs (Dynamin-1, Dynamin-2, and Dynamin-3), the dynamin-2 displayed the highest interference effects to target gene expression. Our results demonstrated that 50 μM Se was effective to prevent any adverse effects caused by dynamin knockdown in silkworms. This provides practical implications for B. mori breeding industry.
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  • 文章类型: Journal Article
    结论:在E06号染色体上定位了茄子叶刺发育(LPD)的关键基因,并使用本研究中开发的一种称为SACI的新遗传转化技术通过RNA干扰确认为SmARF10B。茄子上的刺对农业构成挑战,在栽培品种中是不受欢迎的。本研究旨在揭示茄子刺形成背后的遗传机制。使用来自多刺野生茄子之间杂交的F2和F2:3种群,YQ,和无刺栽培品种,YZQ,我们确定了一个关键的遗传基因座(LPD,通过BSA-seq和QTL定位,在E06号染色体上与叶棘发育相关。生长素反应因子基因,SmARF10B,被预测为候选基因,因为它在YQ的成熟叶片中表现出高表达,而在YZQ中显着较低。通过RNAi下调YQ中的SmARF10B,使用在这项研究中开发的一种简单有效的农杆菌介导的遗传转化方法,称为幼苗根尖切割感染(SACI),大大降低了叶刺的大小和密度,证实了这个基因在棘状发育中的作用。此外,在SmARF10B中鉴定出有效的SNP,导致YQ和YZQ之间的氨基酸变化。然而,在所检查的其他八种茄子材料中,该SNP与刺的形成并不一致。本研究揭示了SmARF10B在茄子棘发育中的关键作用,并介绍了一种新的茄子遗传转化方法。为该领域的未来研究铺平了道路。
    CONCLUSIONS: A critical gene for leaf prickle development (LPD) in eggplant was mapped on chromosome E06 and was confirmed to be SmARF10B through RNA interference using a new genetic transformation technique called SACI developed in this study Prickles on eggplant pose challenges for agriculture and are undesirable in cultivated varieties. This study aimed to uncover the genetic mechanisms behind prickle formation in eggplant. Using the F2 and F2:3 populations derived from a cross between the prickly wild eggplant, YQ, and the prickle-free cultivated variety, YZQ, we identified a key genetic locus (LPD, leaf prickle development) on chromosome E06 associated with leaf prickle development through BSA-seq and QTL mapping. An auxin response factor gene, SmARF10B, was predicted as the candidate gene as it exhibited high expression in YQ\'s mature leaves, while being significantly low in YZQ. Downregulating SmARF10B in YQ through RNAi using a simple and efficient Agrobacterium-mediated genetic transformation method named Seedling Apical Cut Infection (SACI) developed in this study substantially reduced the size and density of leaf prickles, confirming the role of this gene in prickle development. Besides, an effective SNP was identified in SmARF10B, resulting in an amino acid change between YQ and YZQ. However, this SNP did not consistently correlate with prickle formation in eight other eggplant materials examined. This study sheds light on the pivotal role of SmARF10B in eggplant prickle development and introduces a new genetic transformation method for eggplant, paving the way for future research in this field.
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  • 文章类型: Journal Article
    背景:DEAD-box蛋白(DDX)是DDXRNA解旋酶家族的成员,在RNA代谢中发挥多种功能,细胞周期,肿瘤发生,信号通路,和生育能力,特别是在哺乳动物中。然而,近年来DDXs在昆虫中的生物学功能尚未完全解决,引起了越来越多的关注。Laodelphoxstriatellus(半翅目)是一种臭名昭著的水稻害虫,以水稻汁液为食并传播植物病毒。在这项研究中,我们的目的是阐明DDXs在纹状体乳杆菌中的功能特征,并利用潜在的目标基因开发害虫控制策略。
    结果:在这项研究中,我们表征了LsDDX6,LsDDX47和LsDDX51在飞虱中的表达模式,并分析了它们的保守基序。发现这些基因在检查的所有组织和发育阶段都有表达,在卵巢中观察到明显更高的转录水平。敲除LsDDX6,LsDDX47和LsDDX51导致若虫明显的致死表型和成人卵巢发育异常。此外,在纹状体乳杆菌中总共鉴定出27个DDX,大多数DDX在卵巢中高表达,结构分析结果表明,所有DDX都具有DDX家族特有的9个基序。
    结论:三种DDXRNA解旋酶(LsDDX6、LsDDX47和LsDDX51)对于纹状体乳杆菌的存活和繁殖都是必需的。考虑到在纹样乳杆菌中鉴定出的27个DDX的总数,它们可能是应用于这种破坏性害虫的基于RNAi的控制的有希望的候选者。©2024化学工业学会。
    BACKGROUND: DEAD-box protein (DDX) is a member of the DDX RNA helicase family that exerts multiple functions in RNA metabolism, cell cycle, tumorigenesis, signal pathway, and fertility, particularly in mammals. Nevertheless, the biological functions of DDXs in insects have not been fully resolved and attracted increasing attention these years. Laodelphax striatellus (Hemiptera) is a notorious rice pest through feeding on rice sap and transmitting plant viruses. In this study, we aim to elucidate the functional characterization of DDXs in L. striatellus, and to exploit potential target genes for the development of pest control strategies.
    RESULTS: In this study, we characterized the expression patterns of LsDDX6, LsDDX47, and LsDDX51 in planthoppers and analyzed their conserved motifs. These genes were found to be expressed in all tissues and developmental stages examined, with significantly higher transcript levels observed in the ovary. Knockdown of LsDDX6, LsDDX47, and LsDDX51 resulted in an obvious lethal phenotype in nymphs and abnormal ovarian development in adults. Furthermore, a total of 27 DDXs were identified in L. striatellus, and most DDXs were highly expressed in ovary and structure analysis result revealed that all of the DDXs possessed nine motifs that were unique to the DDX family.
    CONCLUSIONS: The three DDX RNA helicases (LsDDX6, LsDDX47, and LsDDX51) are essential for both survivorship and reproduction in L. striatellus. Considering a total number of 27 DDXs identified in L. striatellus, they might serve as promising candidates for application in RNAi-based control of this destructive pest. © 2024 Society of Chemical Industry.
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  • 文章类型: Journal Article
    松材线虫松材线虫是一种高度入侵的物种,可导致广泛的松材枯萎病。双链RNA(dsRNA)生物农药代表了一种控制植物寄生线虫的新策略。木线菌精氨酸激酶(BxAK)具有保守的ATP结合域,并在系统发育树中表现出线虫特异性分歧。值得注意的是,完整的原位杂交信号在线虫头部和中部明显,特别是在性别分化之前的青少年阶段。在这项研究中,我们开发了一种新型dsRNA样小干扰RNA(siRNA)组件,该组件特异性靶向BxAK并具有高度杀线虫作用.在第二阶段的幼体中,RNA干扰(RNAi)效率降低了95.9%。在生物测定中,在48小时内,该siRNA组件对木偶嗜血杆菌的中位致死浓度为168.5ng/μl,成人为603.8ng/μl。此外,转录组学结果显示,与代谢和发育相关的基因表达水平显著下调,表明BxAK沉默的作用方式与能量稳态和少年发育的破坏有关。总之,BxAK是控制木病的分子靶标,我们的siRNA组装显着提高RNAi效率并降低所需的致死浓度,使其成为未来生物防治应用的有希望的候选者。
    The pine wood nematode Bursaphelenchus xylophilus is a highly invasive species responsible for the widespread pine wilt disease. Double-stranded RNA (dsRNA) biopesticides represent a novel strategy for controlling plant-parasitic nematodes. The B. xylophilus arginine kinase (BxAK) features a conserved ATP-binding domain and exhibits nematode-specific divergence in the phylogenetic tree. Notably, whole-mount in situ hybridization signals are evident in the nematode head and middle sections, particularly in the juvenile stage before sex differentiation. In this study, we developed a novel dsRNA-like small interfering RNA (siRNA) assembly that specifically targets BxAK and presents highly nematicidal effects. The RNA interference (RNAi) efficiency achieved a 95.9 % reduction in second-stage juveniles. In bioassays, the median lethal concentrations of this siRNA assembly against B. xylophilus were 168.5 ng/μl for juveniles and 603.8 ng/μl for adults within 48 h. Moreover, transcriptomic results revealed significantly downregulated expression levels of genes related to metabolism and development, suggesting that the mode of action of BxAK silencing is related to disruptions in energy homeostasis and juvenile development. In conclusion, BxAK is a molecular target for controlling B. xylophilus, and our siRNA assembly significantly enhances RNAi efficiency and lowers the lethal concentration required, making it a promising candidate for future biocontrol applications.
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  • 文章类型: Journal Article
    刺吸害虫是全球农业中最臭名昭著的害虫。通过叶面施用的RNAi介导的作物保护在田间试验中是一种有前途的方法。然而,由于植物中双链RNA(dsRNA)的吸收和转运有限,因此这种方法对刺穿吸吮害虫的效果远不能令人满意。因此,迫切需要更可行和生物相容的dsRNA递送方法来更好地控制穿刺吸吮害虫。这里,我们报告说,叶面施用层状双氢氧化物(LDH)负载的dsRNA可以在多个发育阶段有效地破坏泛甲鱼。MgAl-LDH-dsRNA靶向几丁质酶(Chit)基因显着提高RNAi效率,然后通过增强dsRNA在肠道中的稳定性,促进dsRNA在叶片表面的粘附,促进dsRNA内化进入叶细胞,并通过柚子植物的维管系统将dsRNA从茎递送到叶。最后,还发现基于铁(MgFe-LDH)等其他金属元素的这种递送途径显着改善了对柑橘P.citri和黄芩和棉桃的若虫或幼虫的保护作用,另外两种重要的刺吸半翅目害虫,表明纳米LDH在促进刺穿吸吮害虫的RNAi效率和死亡率方面的普遍性。总的来说,这项研究提供了对植物中纳米dsRNA系统易位的协同机制的见解,并对穿刺吸食害虫提出了一种潜在的生态友好型控制策略。
    Piercing-sucking pests are the most notorious group of pests for global agriculture. RNAi-mediated crop protection by foliar application is a promising approach in field trials. However, the effect of this approach on piercing-sucking pests is far from satisfactory due to the limited uptake and transport of double strand RNA (dsRNA) in plants. Therefore, there is an urgent need for more feasible and biocompatible dsRNA delivery approaches to better control piercing-sucking pests. Here, we report that foliar application of layered double hydroxide (LDH)-loaded dsRNA can effectively disrupt Panonychus citri at multiple developmental stages. MgAl-LDH-dsRNA targeting Chitinase (Chit) gene significantly promoted the RNAi efficiency and then increased the mortality of P. citri nymphs by enhancing dsRNA stability in gut, promoting the adhesion of dsRNA onto leaf surface, facilitating dsRNA internalization into leaf cells, and delivering dsRNA from the stem to the leaf via the vascular system of pomelo plants. Finally, this delivery pathway based on other metal elements such as iron (MgFe-LDH) was also found to significantly improve the protection against P. citri and the nymphs or larvae of Diaphorina citri and Aphis gossypii, two other important piercing-sucking hemipeteran pests, indicating the universality of nanoparticles LDH in promoting the RNAi efficiency and mortality of piercing-sucking pests. Collectively, this study provides insights into the synergistic mechanism for nano-dsRNA systemic translocation in plants, and proposes a potential eco-friendly control strategy for piercing-sucking pests.
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  • 文章类型: Journal Article
    轮虫很小,世界各地普遍存在的无脊椎动物,并已成为研究实验生态学领域分子机制的有前途的模型系统,水生毒理学,和Gerosscience.然而,缺乏有效的基因表达操作技术阻碍了轮虫的研究。在这项研究中,我们使用具有两个反向T7启动子的L4440质粒,与RNase缺陷的大肠杆菌HT115一起,以有效地产生dsRNA,从而在Brachionusplicatilis中提供一种有效的基于喂食的RNAi方法。我们针对Bp-Ku70和Ku80,DNA双链断裂修复途径中的关键蛋白,然后对轮虫进行紫外线辐射。我们发现mRNA表达,繁殖力,以及由于RNAi的结果,存活率显著降低。总的来说,我们的结果表明,基于摄食的RNAi方法是一种简单而有效的工具,用于基因敲低。推进它们作为生物研究模式生物的使用。
    Rotifers are small, ubiquitous invertebrate animals found throughout the world and have emerged as a promising model system for studying molecular mechanisms in the fields of experimental ecology, aquatic toxicology, and geroscience. However, the lack of efficient gene expression manipulation techniques has hindered the study of rotifers. In this study, we used the L4440 plasmid with two reverse-oriented T7 promoters, along with RNase-deficient E. coli HT115, to efficiently produce dsRNA and thereby present an efficient feeding-based RNAi method in Brachionus plicatilis. We targeted Bp-Ku70 & Ku80, key proteins in the DNA double-strand breaks repair pathway, and then subjected rotifers to UV radiation. We found that the mRNA expression, fecundity, as well as survival rate diminished significantly as a result of RNAi. Overall, our results demonstrate that the feeding-based RNAi method is a simple and efficient tool for gene knockdown in B. plicatilis, advancing their use as a model organism for biological research.
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  • 文章类型: Journal Article
    对遗传扰动的生物效应的系统表征对于分子生物学和生物医学的应用至关重要。然而,在全基因组范围内进行遗传扰动的实验耗尽是具有挑战性的。这里,我们展示了转录网,一种深度学习模型,该模型集成了多个生物网络,可以根据L1000项目中遗传扰动引起的转录谱,系统地预测三种类型的遗传扰动的转录谱:RNA干扰,成簇规则间隔的短回文重复,和过度表达。转录网络在预测所有三种类型的遗传扰动的诱导型基因表达变化方面比现有方法表现更好。转录网可以预测现有生物网络中所有基因的转录谱,并将每种类型的遗传扰动的扰动基因表达变化从几千个增加到26.945个基因。当比较不同外部任务上的预测和真实基因表达变化时,TranscriptionNet具有很强的泛化能力。总的来说,转录网可以在全基因组范围内系统地预测由扰动基因引起的转录后果,因此有望系统地检测基因功能并增强药物开发和靶标发现。
    Systematic characterization of biological effects to genetic perturbation is essential to the application of molecular biology and biomedicine. However, the experimental exhaustion of genetic perturbations on the genome-wide scale is challenging. Here, we show TranscriptionNet, a deep learning model that integrates multiple biological networks to systematically predict transcriptional profiles to three types of genetic perturbations based on transcriptional profiles induced by genetic perturbations in the L1000 project: RNA interference, clustered regularly interspaced short palindromic repeat, and overexpression. TranscriptionNet performs better than existing approaches in predicting inducible gene expression changes for all three types of genetic perturbations. TranscriptionNet can predict transcriptional profiles for all genes in existing biological networks and increases perturbational gene expression changes for each type of genetic perturbation from a few thousand to 26 945 genes. TranscriptionNet demonstrates strong generalization ability when comparing predicted and true gene expression changes on different external tasks. Overall, TranscriptionNet can systemically predict transcriptional consequences induced by perturbing genes on a genome-wide scale and thus holds promise to systemically detect gene function and enhance drug development and target discovery.
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