Gene silencing approaches
Abstract
RNA interference (RNAi), an evolutionarily conserved mechanism triggered by double-stranded RNA (dsRNA), causes gene silencing in a sequence-specific manner. RNAi evolved naturally to mediate protection from both endogenous and exogenous pathogenic nucleic acids and to modulate gene expression. Multiple technological advancements and precision in gene targeting have allowed a plethora of potential applications, ranging from targeting infections in crop plants to improving health in human patients, which have been reviewed in this chapter.
Keywords
- RNA interference
- miRNA
- RNAi mediated gene silencing
- RNA-induced silencing complex
1. Introduction
Ascribing the structure and function relationship to a gene and modulating its expression to manifest the desired phenotype have been major challenges for scientists. [1] In order to elucidate the phenotype(s) associated with a given gene, various gene-targeting techniques have been tried with mixed success. Gene silencing can be executed at transcriptional gene silencing (TGS) and posttranscriptional gene silencing (PTGS) levels. [2] The TGS involves targeting genes at DNA level by altering promoter and enhancer efficiencies, methylation status of genes, and deleting parts of genes by homologous recombination, transcription activator-like effector nucleases (TALENs), and clustered regularly interspaced short palindromic repeats (CRISPR)/Cas9 systems. [3] The PTGS techniques rely upon the breakdown of mRNA by various technologies, including antisense RNA, ribozymes, DNAzymes, microRNAs, and RNA interference (RNAi). [4] Among all these techniques, RNAi is the most efficient tool for targeted gene silencing. RNAi is now routinely utilized across multiple biological disciplines to determine gene function. RNAi is also being utilized for therapeutic interventions to downregulate the expression of genes involved in disease pathogenesis. The current review is focused on recent advancements in the biology and applications of RNAi.
2. RNAi-mediated gene silencing: A historical perspective across multiple species
2.1. Discovery of RNAi in plants and fungi
R. Jorgensen and his colleagues identified a novel mechanism of post-transcriptional gene silencing in
2.2. RNAi in Ceanorhabdites elegans
In 1995, Guo and Kempheus attempted to knock down the expression of PAR-1 gene by antisense RNA in
Subsequently, Lisa Timmons and Andrew Fire demonstrated that
2.3. RNAi technology in Drosophila
Specific gene silencing has been achieved in the embryo extracts and cultured cells of
2.4. RNAi in mammalian systems
A global nonspecific inhibition of protein synthesis was observed in mammalian cells by exposing them to dsRNAs that were greater than 30 base pairs (bp) in length [18]. RNA-dependent protein kinase (PKR), and 2′, 5′ oligoadenylate synthetase (2′, 5′-OAS) were responsible for the nonspecific silencing. PKR phosphorylates eIF-2α, a translation initiation factor, to shut down global protein synthesis. A synthesis product of enzyme 2′, 5′-OAS activates RNase L, which induces nonspecific degradation of all mRNAs in a mammalian cell [18]. Long dsRNAs induce interferon response that activates both of these enzymes in mammalian cells [19]. The nonspecific interference pathways represent the mammalian cell response to viral infection or other stress [20]. Tuschl and colleagues demonstrated that RNA interference could be directly mediated by small interference RNA (siRNA) in cultured mammalian cells [21]. However, because siRNA does not integrate into the genome, the RNAi response from siRNA is only transient. In order to induce stable gene suppression in mammalian cells, Hannon and his colleagues utilized RNA Pol III promoter-driven (e.g., U6 or H1) expression of short hairpin RNAs (shRNAs) [22]. Various approaches have since been developed for mammalian cells to obtain successful gene silencing. Some of the successful gene silencing approaches are listed in Table 1.
|
|
|
|
Fungi |
|
Quelling | Transgene(s) |
|
RNAi | dsRNA | |
Plants |
|
Transcriptional or Post-transcriptional gene silencing, co-suppression | Transgene(s) and viruses |
Invertebrates |
|
Homology-dependent gene silencing | Transgene(s) |
|
RNAi | dsRNA | |
|
RNAi, TGS |
dsRNA, Transgene(s) |
|
|
Co-suppression, RNAi, Transcriptional gene silencing | dsRNA Transgene(s) |
|
Vertebrates | Human, Mouse, Zebrafish, | RNAi | dsRNA |
Table 1.
3. The mechanism of silencing
RNAi-mediated gene silencing is executed by siRNAs. The process of silencing begins with the cleavage of long dsRNAs into 21–25 -nt fragments of siRNAs in cytoplasm [16, 17]. The process is catalyzed by Dicer enzyme [23]. These siRNAs are inserted into multiprotein silencing complex, which is known as RNA-induced silencing complex (RISC). Subsequent unwinding of siRNA duplex, in turn, leads to active confirmation of RISC complex (RISC*). Next, target mRNA (mRNA to be degraded) is recognized by antisense RNA, which signals RISC complex for the endonucleolytic degradation of the homologous mRNA. Tuschl and his colleagues have defined the directionality of dsRNA processing and the target RNA cleavage sites [17]. According to their results, target mRNA is cleaved in the centre of the region that is recognized by complimentary guide siRNA, which is 10–12 -nt away from the 5′ terminus of siRNA [17]. The RNAi process is completed by the last step of siRNA molecule amplification. It is well established that the next generation of siRNAs is derived from the priming on the target mRNA by RNA-dependent RNA polymerase (RdRp) enzyme by existing siRNAs. The second generation of siRNAs is effective in inducing a secondary RNA interference that is defined as transitive RNAi. The transitive RNAi causes a systemic genetic interference in plants and

Figure 1.
Mechanism of RNAi-mediated silencing. The model demonstrates double-stranded RNA (dsRNA) can generate either from exogenous natural sources, such as a viral infection, exogenous artificial sources such as transfection, or natural synthesis. The dsRNA is then processed by a multimeric Dicer enzyme to generate siRNA that can be further amplified by RNA-dependent RNA polymerase (RdRp). The siRNA subsequently interacts with an array of proteins to form RNA-induced silencing complex (RISC) that is activated in an ATP-dependent manner. The activated RISC (RISC*) can then induce chromatin remodeling or TGS, or induce target RNA cleavage, or cause miRNA-mediated translational inhibition.
A multitude of studies suggests a possible link between RNAi and chromatin remodeling [24]. The dsRNA works at TGS and PTGS in plants, where both pathways related and assist in gene silencing. Only TGS is heritable and drives methylation of endogenous sequences. Multiple proteins, including Polycomb in
4. Enzymes involved in RNAi
4.1. Dicer
Dicer was first characterized and defined in
4.2. RNA-Induced Silencing Complex (RISC)
RISC is a ribonucleoprotein complex that fragments mRNAs through the production of a sequence-specific nuclease. At first, while working on
The first RISC protein component identified was Agronaute-2, a
|
|
|
|
|
AGO1 | Essential for co-suppression and PTGS | |
ZWILE | Non-essential | ||
|
TWI1 | Essential for DNA elimination | |
|
QDE2 | Required component of RISC | |
|
RDE-1 | Forms complex with Dicer | |
ALG-1 | Nonessential | ||
ALG-2 | Nonessential | ||
PPW-1 | Essential for germline RNAi | ||
|
Aubergine | Localizes with dsRBP Staufen and RNA helicase Vasa. Essential for maturation-dependent RNAi generation. | |
dAgro1 | Essential in embryos, acts downstream of RNAi generation | ||
dAgo2 | Required component of RISC | ||
dAgo3 | Prediction based on DNA sequence | ||
PIWI | Essential for PTGS and TGS | ||
Mammals (human) | EIF2C2/hAgo2 | Part of RISC complex and catalyzes the miRNA –directed cleavage |
Table 2.
Argonaute homolog proteins in RNAi
Some RISC components are non-AGO proteins, including dFXR and VIG in
4.3. RNA helicase
RNA helicases cause unwinding of dsRNA. However, Dicer contains its own helicase activity in the N-terminal helicase domain. Hence, the helicase proteins putatively function downstream of the RISC complex. Two major RNA helicase families are involved in RNAi [35]. SDE3 from
4.4. RNA-dependent RNA polymerase (RdRp)
RdRp catalyzes the amplification and triggering of RNAi, which is usually in small amounts. RdRp catalyzes the siRNA-primed amplification by polymerase chain reaction to convert mRNA into dsRNAs, a long form that is cleaved to produce new siRNAs [37]. Lipardi and his colleagues demonstrated RdRp-like activity in
|
|
|
|
|
SDE1 | Essential for PTGS by transgenes but not by viruses | |
|
QDE1 | Essential for co-suppression | |
|
EGO1 | Essential for germline RNAi | |
RRF1 | Essential for RNAi in soma | ||
RDE9 | Forms complexes with Dicer |
Table 3.
RdRps involved in RNAi
5. Various small RNA isoforms related to RNAi
5.1. Small interfering RNAs (siRNAs)
Small interfering RNAs are 21–23-nt-long double-stranded RNA molecules with 2–3-nt overhangs at the 3′ termini. siRNAs are normally generated, as mentioned in the above sections, by the cleavage of long double-stranded RNAs by RNase III (Dicer) [16]. siRNAs must be phosphorylated at the 5′ termini by endogenous kinases to enter into the RISC complex [31]. It is thought that the hydroxylated 3′ termini are essential for the siRNA-primed amplification step catalyzed by RdRps. However, Zamore et al. showed that non-priming alterations in the 3′ hydroxyl group did not adversely affect RNAi-mediated silencing [38]. They went on to explain that siRNAs operate as guide RNAs for gene repression but not as primers in the human and
5.2. Micro RNAs (miRNAs)
miRNAs are 19–25-nt small RNA species produced by Dicer-mediated cleavage of endogenous ~70-nt noncoding stem-loop precursors. The miRNAs, while allowing mismatches, can either repress the target mRNA translation (mostly in mammals) or facilitate mRNA destruction (mostly in plants) [40]. miRNAs
|
|
|
|
1. The siRNAs require processing from long dsRNAs. | 1. The miRNAs require processing from stem-loop precursors that are ~70 nt long. |
2. An RNase III enzyme Dicer is required for processing. | 2. Dicer is required. |
3. The siRNAs are usually ~22 nt long. | 3. The miRNAs are also ~22 nt long. |
|
|
|
|
1. The siRNAs are double-stranded structures with 2-nt 3′ overhangs that are formed during cleavage by Dicer. | 1. The miRNAs are single-stranded structures. |
2. The siRNA require high homology with the mRNA to bind and cleave. | 2. The miRNAs can function even with a few mismatched nucleotides. |
3. The siRNAs mediate target mRNA cleavage by RISC. | 3. The miRNAs can either block target mRNA translation by binding to it or mediate target mRNA cleavage by RISC. |
4. The siRNAs are usually triggered by transgene incorporation, viral infection, or active transposons. | 4. The miRNAs are constitutively expressed cellular RNA moieties with potential roles in development, and cell proliferation and death. |
Table 4.
Comparative characteristics of siRNA and miRNA
5.3. Tiny noncoding RNAs (tncRNAs)
Ambros and his colleagues discovered the first tncRNAs in
6. Evolutionary relevance of RNAi in the immunological responses
RNAi may provide a systemic way to immunize an organism against the invasive nucleic acids from viruses and transposons via inducing the RNAi responses. Virus-induced gene silencing (VIGS) in plants is accomplished by RNAi. Multiple genetic links between RNAi and virulence are known. Many plant viruses code for viral suppressors of gene silencing (VSGS). VSGS acts as a virulence determinant, and hence, is required for developing anti-virulence response in the host. In response to the virulence, the host can also modify its PTGS/RNAi mechanisms to prevent future infections. RNAi can even target DNA virus amplification in plants [43]. VIGS mechanisms exist not only in plants and nematodes but also in other species; for example, flock house virus (FHV), a virus that infects
RNAi also plays a crucial role in the development process of multicellular organisms. When mutated,
A potential role of RNAi and human disease pathogenesis has been proposed due to association of RNA binding proteins with RISC complex, such as Vasa intronic gene (VIG) and the fragile X mental retardation protein (FMRP)
7. RNAi as a functional genomics tool and its applications for therapy
RNAi technology is applicable for gene silencing in many species. RNAi has been used extensively in
RNAi has also been utilized successfully in mammalian cells [44]. Various methods have been employed for siRNA knockdown of specific genes in mammalian cells. DNA-vector-mediated RNAi silences genes transiently in mammalian cells, while other expression systems are used for stable silencing. The promoters of RNA polymerase (pol) II and III (U6 and H1, alone or together) have been used for stable silencing. Furthermore, tRNA promoter-based systems have been used for this purpose. However, pol III-based short hairpin RNA (shRNA) expression systems (e.g., H1 RNA pol-based pSuper vector) are suitable choices. Retroviral-vector-based delivery of siRNAs has also been utilized for more efficient silencing. Two classes of retrovirus vectors have been employed: (1) HIV-1-derived lentivirus vectors and (2) Oncoretrovirus-based vectors, such as Moloney murine leukemia virus (MoMuLV) and Murine stem cell virus (MSCV). Transgenic mice have been established with germline transmission of a shRNA expression cassette for silencing of genes not targeted by homologous recombination-based approaches [45]. Desirable applications of this technique include inducible and cell type-specific expression patterns.
The use of RNAi is not limited to the determination of mammalian gene function, and also could be used for treating viral infections and cancer [46, 47]. Viral and human genes that are needed for viral replication can be attacked to generate viral-resistant host cells or to treat viral infections [47]. Oncogenes, which accelerate cancer growth, can be targeted by RNAi [48, 49]. Targeting of molecules important for neovascularization could prevent tumor growth [50]. This book presented several chapters with detailed discussions of therapeutic aspects of the RNAi in immune, blood, cancer, and brain diseases. We refer readers to those chapters (by Hu et al.; Gu; and Cho and Kim) rather to continue repeated information here.
8. Conclusions
Fast progress in RNAi technology has shown promise for use in reverse genetics and therapy. However, mechanistic complexities of this technology still need to be determined. RNAi has now been established as a revolutionary tool for functional genomics in organisms. Multiple studies have defined the role of RNAi in mammalian and plant defense systems. A plethora of studies have utilized RNAi technology to modulate gene expression. RNAi-based full genomic screens have allowed identification of specific genes, controlling a given trait with high accuracy. Further studies will continue to unravel the unlimited potential of RNAi to serve humankind.
References
- 1.
Yanai I, DeLisi C. The society of genes: Networks of functional links between genes from comparative genomics. Genome Biol. 2002;3:research0064. DOI: 10.1186/gb-2002-3-11-research0064 - 2.
Gura T. A silence that speaks volumes. Nature. 2000;404:804–808. DOI: 10.1038/35009245 - 3.
Kim H, Kim JS. A guide to genome engineering with programmable nucleases. Nat Rev Genet. 2014;15:321–334. DOI: 10.1038/nrg3686 - 4.
Scherer LJ, Rossi JJ. Approaches for the sequence-specific knockdown of mRNA. Nat Biotechnol. 2003;21:1457–1465. DOI: 10.1038/nbt915 - 5.
Jorgensen RA, Cluster PD, English J, Que Q, Napoli CA. Chalcone synthase cosuppression phenotypes in petunia flowers: Comparison of sense vs. antisense constructs and single-copy vs. complex T-DNA sequences. Plant Mol Biol. 1996;31:957–973. DOI: 10.1007/BF00040715 - 6.
Cogoni C, Macino G. Post-transcriptional gene silencing across kingdoms. Curr Opin Genet Dev. 2000;10:638–643. DOI: 10.1016/S0959-437X(00)00134-9 - 7.
Napoli C, Lemieux C, Jorgensen R. Introduction of a chimeric chalcone synthase gene into petunia results in reversible co-suppression of homologous genes in trans. Plant Cell. 1990;2:279–289. DOI: 10.1105/tpc.2.4.279 - 8.
Romano N, Macino G. Quelling: Transient inactivation of gene expression in Neurospora crassa by transformation with homologous sequences. Mol Microbiol. 1992;6:3343–3353. DOI: 10.1111/j.1365-2958.1992.tb02202.x - 9.
Hammond SM, Caudy AA, Hannon GJ. Post-transcriptional gene silencing by double-stranded RNA. Nat Rev Genet. 2001;2:110–119. DOI: 10.1038/35052556 - 10.
Guo S, Kemphues KJ. par-1, a gene required for establishing polarity in C. elegans embryos, encodes a putative Ser/Thr kinase that is asymmetrically distributed. Cell. 1995;81:611–620. DOI: 10.1016/0092-8674(95)90082-9 - 11.
Fire A, Xu S, Montgomery MK, Kostas SA, Driver SE, Mello CC. Potent and specific genetic interference by double-stranded RNA in Caenorhabditis elegans. Nature. 1998;391:806–811. DOI: 10.1038/35888 - 12.
Timmons L, Fire A. Specific interference by ingested dsRNA. Nature. 1998;395:854. DOI: 10.1038/27579 - 13.
Timmons L, Court DL, Fire A. Ingestion of bacterially expressed dsRNAs can produce specific and potent genetic interference in Caenorhabditis elegans. Gene. 2001;263:103–112. DOI: 10.1016/S0378-1119(00)00579-5 - 14.
Dykxhoorn DM, Novina CD, Sharp PA. Killing the messenger: Short RNAs that silence gene expression. Nat Rev Mol Cell Biol. 2003;4:457–467. DOI: 10.1038/nrm1129 - 15.
Fraser AG, Kamath RS, Zipperlen P, Martinez-Campos M, Sohrmann M, Ahringer J. Functional genomic analysis of C. elegans chromosome I by systematic RNA interference. Nature. 2000;408:325–330. DOI: 10.1038/35042517 - 16.
Zamore PD, Tuschl T, Sharp PA, Bartel DP. RNAi: Double-stranded RNA directs the ATP-dependent cleavage of mRNA at 21 to 23 nucleotide intervals. Cell. 2000;101:25–33. DOI: 10.1016/S0092-8674(00)80620-0 - 17.
Elbashir SM, Lendeckel W, Tuschl T. RNA interference is mediated by 21- and 22-nucleotide RNAs. Genes Dev. 2001;15:188–200. DOI: 10.1101/gad.862301 - 18.
Tran N, Raponi M, Dawes IW, Arndt GM. Control of specific gene expression in mammalian cells by co-expression of long complementary RNAs. FEBS Lett. 2004;573:127–134. DOI: 10.1016/j.febslet.2004.07.075 - 19.
Gantier MP, Williams BR. The response of mammalian cells to double-stranded RNA. Cytokine Growth Factor Rev. 2007;18:363–371. DOI: 10.1016/j.cytogfr.2007.06.016 - 20.
Bass BL. RNA interference. The short answer. Nature. 2001;411:428–429. DOI: 10.1038/35078175 - 21.
Elbashir SM, Harborth J, Lendeckel W, Yalcin A, Weber K, Tuschl T. Duplexes of 21-nucleotide RNAs mediate RNA interference in cultured mammalian cells. Nature. 2001;411:494–498. DOI: 10.1038/35078107 - 22.
Hannon GJ. RNA interference. Nature. 2002;418:244–251. DOI: 10.1038/418244a - 23.
Zeng Y, Cullen BR. RNA interference in human cells is restricted to the cytoplasm. RNA. 2002;8:855–860. DOI: 10.1017.S1355838202020071 - 24.
Denli AM, Hannon GJ. RNAi: An ever-growing puzzle. Trends Biochem Sci. 2003;28:196–201. DOI: 10.1016/S0968-0004(03)00058-6 - 25.
Pal-Bhadra M, Bhadra U, Birchler JA. RNAi related mechanisms affect both transcriptional and posttranscriptional transgene silencing in Drosophila. Mol Cell. 2002;9:315–327. DOI: 10.1016/S1097-2765(02)00440-9 - 26.
Volpe TA, Kidner C, Hall IM, Teng G, Grewal SI, Martienssen RA. Regulation of heterochromatic silencing and histone H3 lysine-9 methylation by RNAi. Science. 2002;297:1833–1837. DOI: 10.1126/science.1074973 - 27.
Bernstein E, Caudy AA, Hammond SM, Hannon GJ. Role for a bidentate ribonuclease in the initiation step of RNA interference. Nature. 2001;409:363–366. DOI: 10.1038/35053110 - 28.
Zhang H, Kolb FA, Brondani V, Billy E, Filipowicz W. Human Dicer preferentially cleaves dsRNAs at their termini without a requirement for ATP. EMBO J. 2002;21:5875–5885. DOI: 10.1093/emboj/cdf582 - 29.
Hutvagner G, McLachlan J, Pasquinelli AE, Balint E, Tuschl T, Zamore PD. A cellular function for the RNA-interference enzyme Dicer in the maturation of the let-7 small temporal RNA. Science. 2001;293:834–838. DOI: 10.1126/science.1062961 - 30.
Nykanen A, Haley B, Zamore PD. ATP requirements and small interfering RNA structure in the RNA interference pathway. Cell. 2001;107:309–321. DOI: 10.1016/S0092-8674(01)00547-5 - 31.
Denli AM, Tops BB, Plasterk RH, Ketting RF, Hannon GJ. Processing of primary microRNAs by the Microprocessor complex. Nature. 2004;432:231–235. DOI: 10.1038/nature03049 - 32.
Tabara H, Sarkissian M, Kelly WG, Fleenor J, Grishok A, Timmons L, Fire A, Mello CC. The rde-1 gene, RNA interference, and transposon silencing in C. elegans. Cell. 1999;99:123–132. DOI: 10.1016/S0092-8674(00)81644-X - 33.
Szweykowska-Kulinska Z, Jarmolowski A, Figlerowicz M. RNA interference and its role in the regulation of eucaryotic gene expression. Acta Biochim Pol. 2003;50:217–229. DOI: 035001217 - 34.
Caudy AA, Myers M, Hannon GJ, Hammond SM. Fragile X-related protein and VIG associate with the RNA interference machinery. Genes Dev. 2002;16:2491–2496. DOI: 10.1101/gad.1025202 - 35.
Carmell MA, Xuan Z, Zhang MQ, Hannon GJ. The Argonaute family: Tentacles that reach into RNAi, developmental control, stem cell maintenance, and tumorigenesis. Genes Dev. 2002;16:2733–2742. DOI: 10.1101/gad.1026102 - 36.
Martinez J, Patkaniowska A, Urlaub H, Luhrmann R, Tuschl T. Single-stranded antisense siRNAs guide target RNA cleavage in RNAi. Cell. 2002;110:563–574. DOI: 10.1016/S0092-8674(02)00908-X - 37.
Lipardi C, Wei Q, Paterson BM. RNAi as random degradative PCR: siRNA primers convert mRNA into dsRNAs that are degraded to generate new siRNAs. Cell. 2001;107:297–307. DOI: 10.1016/S0092-8674(01)00537-2 - 38.
Schwarz DS, Hutvagner G, Haley B, Zamore PD. Evidence that siRNAs function as guides, not primers, in the Drosophila and human RNAi pathways. Mol Cell. 2002;10:537–548. DOI: 10.1016/S1097-2765(02)00651-2 - 39.
Hamada M, Ohtsuka T, Kawaida R, Koizumi M, Morita K, Furukawa H, Imanishi T, Miyagishi M, Taira K. Effects on RNA interference in gene expression (RNAi) in cultured mammalian cells of mismatches and the introduction of chemical modifications at the 3'-ends of siRNAs. Antisense Nucleic Acid Drug Dev. 2002;12:301–309. DOI: 10.1089/108729002761381285 - 40.
Ambros V, Lee RC, Lavanway A, Williams PT, Jewell D. MicroRNAs and other tiny endogenous RNAs in C. elegans. Curr Biol. 2003;13:807–818. DOI: 10.1016/S0960-9822(03)00287-2 - 41.
Singh PK, Brand RE, Mehla K. MicroRNAs in pancreatic cancer metabolism. Nat Rev Gastroenterol Hepatol. 2012;9:334–344. DOI: 10.1038/nrgastro.2012.63 - 42.
Singh PK, Mehla K, Hollingsworth MA, Johnson KR. Regulation of aerobic glycolysis by microRNAs in Cancer. Mol Cell Pharmacol. 2011;3:125–134. DOI: 10.4255/mcpharmacol.11.17 - 43.
Pooggin M, Shivaprasad PV, Veluthambi K, Hohn T. RNAi targeting of DNA virus in plants. Nat Biotechnol. 2003;21:131–132. DOI: 10.1038/nbt0203-131b - 44.
Hu G, Kim J, Xu Q, Leng Y, Orkin SH, Elledge SJ. A genome-wide RNAi screen identifies a new transcriptional module required for self-renewal. Genes Dev. 2009;23:837–848. DOI: 10.1101/gad.1769609 - 45.
Tiscornia G, Singer O, Ikawa M, Verma IM. A general method for gene knockdown in mice by using lentiviral vectors expressing small interfering RNA. Proc Natl Acad Sci U S A. 2003;100:1844–1848. DOI: 10.1073/pnas.0437912100 - 46.
Whitehurst AW, Bodemann BO, Cardenas J, Ferguson D, Girard L, Peyton M, Minna JD, Michnoff C, Hao W, Roth MG, Xie XJ, White MA. Synthetic lethal screen identification of chemosensitizer loci in cancer cells. Nature. 2007;446:815–819. DOI: 10.1038/nature05697 - 47.
Smith JA, White EA, Sowa ME, Powell ML, Ottinger M, Harper JW, Howley PM. Genome-wide siRNA screen identifies SMCX, EP400, and Brd4 as E2-dependent regulators of human papillomavirus oncogene expression. Proc Natl Acad Sci U S A. 2010;107:3752–3757. DOI: 10.1073/pnas.0914818107 - 48.
Shukla SK, Gunda V, Abrego J, Haridas D, Mishra A, Souchek J, Chaika NV, Yu F, Sasson AR, Lazenby AJ, Batra SK, Singh PK. MUC16-mediated activation of mTOR and c-Myc reprograms pancreatic cancer metabolism. Oncotarget. 2015;6:19118–19131. DOI: NA - 49.
Chaika NV, Gebregiworgis T, Lewallen ME, Purohit V, Radhakrishnan P, Liu X, Zhang B, Mehla K, Brown RB, Caffrey T, Yu F, Johnson KR, Powers R, Hollingsworth MA, Singh PK. MUC1 mucin stabilizes and activates hypoxia-inducible factor 1 alpha to regulate metabolism in pancreatic cancer. Proc Natl Acad Sci U S A. 2012;109:13787–13792. DOI: 10.1073/pnas.1203339109 - 50.
Swanton C, Marani M, Pardo O, Warne PH, Kelly G, Sahai E, Elustondo F, Chang J, Temple J, Ahmed AA, Brenton JD, Downward J, Nicke B. Regulators of mitotic arrest and ceramide metabolism are determinants of sensitivity to paclitaxel and other chemotherapeutic drugs. Cancer Cell. 2007;11:498–512. DOI: 10.1016/j.ccr.2007.04.011 - 51.
Fagard M, Boutet S, Morel JB, Bellini C, Vaucheret H. AGO1, QDE-2, and RDE-1 are related proteins required for post-transcriptional gene silencing in plants, quelling in fungi, and RNA interference in animals. Proc Natl Acad Sci U S A. 2000;97:11650–11654. DOI: 10.1073/pnas.200217597 - 52.
Morel JB, Godon C, Mourrain P, Beclin C, Boutet S, Feuerbach F, Proux F, Vaucheret H. Fertile hypomorphic ARGONAUTE (ago1) mutants impaired in post-transcriptional gene silencing and virus resistance. Plant Cell. 2002;14:629–639. DOI: 10.1105/tpc.010358 - 53.
Mochizuki K, Fine NA, Fujisawa T, Gorovsky MA. Analysis of a piwi-related gene implicates small RNAs in genome rearrangement in tetrahymena. Cell. 2002;110:689–699. DOI: 10.1016/S0092-8674(02)00909-1 - 54.
Catalanotto C, Azzalin G, Macino G, Cogoni C. Involvement of small RNAs and role of the qde genes in the gene silencing pathway in Neurospora. Genes Dev. 2002;16:790–795. DOI: 10.1101/gad.222402 - 55.
Tabara H, Yigit E, Siomi H, Mello CC. The dsRNA binding protein RDE-4 interacts with RDE-1, DCR-1, and a DExH-box helicase to direct RNAi in C. elegans. Cell. 2002;109:861–871. DOI: 10.1016/S0092-8674(02)00793-6 - 56.
Grishok A, Pasquinelli AE, Conte D, Li N, Parrish S, Ha I, Baillie DL, Fire A, Ruvkun G, Mello CC. Genes and mechanisms related to RNA interference regulate expression of the small temporal RNAs that control C. elegans developmental timing. Cell. 2001;106:23–34. DOI: 10.1016/S0092-8674(01)00431-7 - 57.
Tijsterman M, Ketting RF, Plasterk RH. The genetics of RNA silencing. Annu Rev Genet. 2002;36:489–519. DOI: 10.1146/annurev.genet.36.043002.091619 - 58.
Kennerdell JR, Yamaguchi S, Carthew RW. RNAi is activated during Drosophila oocyte maturation in a manner dependent on aubergine and spindle-E. Genes Dev. 2002;16:1884–1889. DOI: 10.1101/gad.990802 - 59.
Williams RW, Rubin GM. ARGONAUTE1 is required for efficient RNA interference in Drosophila embryos. Proc Natl Acad Sci U S A. 2002;99:6889–6894. DOI: 10.1073/pnas.072190799 - 60.
Hammond SM, Boettcher S, Caudy AA, Kobayashi R, Hannon GJ. Argonaute2, a link between genetic and biochemical analyses of RNAi. Science. 2001;293:1146–1150. DOI: 10.1126/science.1064023 - 61.
Hutvagner G, Zamore PD. A microRNA in a multiple-turnover RNAi enzyme complex. Science. 2002;297:2056–2060. DOI: 10.1126/science.1073827 - 62.
Dalmay T, Hamilton A, Rudd S, Angell S, Baulcombe DC. An RNA-dependent RNA polymerase gene in Arabidopsis is required for posttranscriptional gene silencing mediated by a transgene but not by a virus. Cell. 2000;101:543–553. DOI: 10.1016/S0092-8674(00)80864-8 - 63.
Cogoni C, Macino G. Homology-dependent gene silencing in plants and fungi: a number of variations on the same theme. Curr Opin Microbiol. 1999;2:657–662. DOI: 10.1016/S1369-5274(99)00041-7 - 64.
Smardon A, Spoerke JM, Stacey SC, Klein ME, Mackin N, Maine EM. EGO-1 is related to RNA-directed RNA polymerase and functions in germ-line development and RNA interference in C. elegans. Curr Biol. 2000;10:169–178. DOI: 10.1016/S0960-9822(00)00323-7 - 65.
Sijen T, Fleenor J, Simmer F, Thijssen KL, Parrish S, Timmons L, Plasterk RH, Fire A. On the role of RNA amplification in dsRNA-triggered gene silencing. Cell. 2001;107:465–476. DOI: 10.1016/S0092-8674(01)00576-1