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Translating RNA interference into therapies for human disease.

RNA interference (RNAi) represents one of the most promising new frontiers in drug discovery. Breakthroughs in understanding RNA's extensive natural role in essential cellular processes have opened up the potential for a whole new class of drugs based on RNAi. Harnessing the natural process of RNAi, short, double-stranded RNA molecules are able to inhibit expression of genes in a sequence-specific manner. By targeting disease-causing genes, RNAi drugs have the potential to be more selective than traditional drugs, and thus more effective as well as less toxic. Over the past few years, important strides have been made in translating the promise of RNAi into therapies for human disease. In contrast to the extensive lead optimization steps typically required in small-molecule and protein drug discovery, RNAi drug candidates can be identified using bioinformatics to select sequences complementary to the target mRNA. The process of selecting an RNAi-based drug candidate may simply involve the synthesis and testing of a relatively small number of short double strands (duplexes) of RNA, incorporating chemical modifications that confer stability and direct these RNA duplexes to the appropriate tissues and cells, and/or formulating these RNA duplexes with appropriate delivery agents to achieve the same goals. As advances in RNAi therapeutics continue, the decades to come should bring a potent new class of drugs based on RNAi.

Animals↗

[Experimental research of targeting hTERT gene inhibited in hepatocellular carcinoma therapy by RNA interference].

BACKGROUND & OBJECTIVE: RNA interference (RNAi) is a new gene blocking technology that silences target gene at post-transcription level induced by the small interference RNA (siRNA). RNAi has been demonstrated great prospect in gene functional research and gene therapy areas. Nowadays, RNAi has been reported to be used to inhibit the expression of endogenous genes including cyclophilin, GAPDH, p53, and c-myc; and there were some progresses in the therapy of the diseases caused by AIDS and hepatitis viruses with RNAi. However, hTERT gene, which was highly expressed in hepatocellular carcinoma and other malignant neoplasm, has not been researched by RNAi. In present research, we utilized RNAi to inhibit hTERT gene expression in vitro and in vivo, investigated the feasibility and specificity of gene therapy for hepatocellular carcinoma. METHODS: Small interference RNAs homologous to hTERT gene were designed,pTZU6+1-shRNA-hTERT vector was constructed and transfected into hepatocellular carcinoma SMMC-7721 cells and transplanted SMMC-7721 tumor in nude mice to induce RNAi. The changes of hTERT gene expression and tumor cell proliferation in both siRNA treatment groups and control group were determined by flow cytometry, reverse transcription polymerase chain reaction (RT-PCR), immunochemistry in vitro and in vivo. RESULTS: The expression of hTERT had been obviously inhibited by RNAi in vitro. The inhibition rate of cell growth was 37.5% after pTZU6+1-shRNA-hTERT vector was transfected to hepatocellular carcinoma SMMC-7721 cells; the phase of cell cycle indicated the reduction of S phase, while G(1)/G(0) phase increased. The mRNA level of hTERT decreased from 99.4% to 53.1%, its protein expression reduced from 86.3% to 46.6%. The tumor size reduced after treated with pTZU6+1-shRNA-hTERT vector in vivo; hTERT mRNA level decreased from 99.1% to 76.2%, and its protein expression decreased from 87.2% to 61.8% in siRNA treatment group. In contrast, there were no changes in control groups in vitro and in vivo. CONCLUSION: RNAi inhibits the hTERT gene expression and proliferation of hepatocellular carcinoma SMMC-7721 cells with specificity, and is a possible new approach for neoplasm gene therapy.

Animals↗

A small viral protein suppresses immune amplification by two distinct mechanisms.

Diverse viral suppressors of RNA interference (RNAi) and RNA silencing (VSRs) interact directly with core protein and/or RNA components of the host RNAi pathway. However, the specific counter-defense function of any VSR biochemical activity is fully validated only when it is shown as essential for viral infection in the wild-type but not mutant hosts defective in antiviral RNAi. Here, we investigated the role of VSR activities for direct binding to small-interfering RNA duplexes (siRNA), long double-stranded RNA (dsRNA), or RNA-dependent RNA polymerase 1 (RDR1) during plant infection by wild-type and mutant cucumber mosaic virus (CMV), a positive-strand RNA virus expressing the 110-residue 2b protein as its VSR. We demonstrate that a C-terminally truncated 2b mutant (2b1-93) active in direct binding to siRNA and dsRNA, but not RDR1, was able to suppress the amplification of virus-derived siRNAs (vsiRNA) and antiviral RNAi mediated by RDR6, but not RDR1. By contrast, an N-terminally truncated 2b mutant (2b18-110) inactive in direct binding to siRNA or dsRNA was able to suppress vsiRNA amplification and antiviral RNAi mediated by RDR1, but not RDR6, and was less effective to promote systemic CMV infection and disease development than 2b1-93. Together, our results show that whereas RDR1 suppression requires direct binding of VSR-2b to RDR1, but not siRNA or dsRNA, RDR6 suppression depends on direct binding to siRNA and dsRNA, but not RDR1. Therefore, CMV, through its VSR-2b, suppresses two parallel vsiRNA amplification pathways by distinct molecular mechanisms, and this unique property may account for the unusually wide host range of CMV.IMPORTANCEHost amplification of antiviral immunity is essential for robust control of viral infections. However, little is known about the mechanisms that viruses have evolved to suppress immune amplification in plants. Here, we characterized whole plant infection by cucumber mosaic virus (CMV) with its viral suppressor of RNA interference (RNAi) mutated to become inactive in direct binding to small-interfering RNA duplexes (siRNA), long double-stranded RNA (dsRNA), or RNA-dependent RNA polymerase 1 (RDR1). We demonstrate maximal suppression of both RDR1- and RDR6-mediated antiviral RNAi amplification by the CMV 2b protein, a viral suppressor of RNAi (VSR). Notably, whereas RDR1 suppression requires direct binding of 2b to RDR1 but not siRNA or dsRNA, RDR6 suppression depends on direct binding to siRNA and dsRNA, but not RDR1. Our findings reveal a novel counter-defense strategy evolved by a wide host range positive-strand RNA virus to suppress two pathways of immune amplification by distinct mechanisms.

Cucumovirus↗

RNA interference for antiviral therapy.

Silencing gene expression through a process known as RNA interference (RNAi) has been known in the plant world for many years. In recent years, knowledge of the prevalence of RNAi and the mechanism of gene silencing through RNAi has started to unfold. It is now believed that RNAi serves in part as an innate response against invading viral pathogens and, indeed, counter silencing mechanisms aimed at neutralizing RNAi have been found in various viral pathogens. During the past few years, it has been demonstrated that RNAi, induced by specifically designed double-stranded RNA (dsRNA) molecules, can silence gene expression of human viral pathogens both in acute and chronic viral infections. Furthermore, it is now apparent that in in vitro and in some in vivo models, the prospects for this technology in developing therapeutic applications are robust. However, many key questions and obstacles in the translation of RNAi into a potential therapeutic platform still remain, including the specificity and longevity of the silencing effect, and, most importantly, the delivery of the dsRNA that induces the system. It is expected that for the specific examples in which the delivery issue could be circumvented or resolved, RNAi may hold promise for the development of gene-specific therapeutics.

Animals↗

Caenorhabditis elegans WASP-interacting protein homologue WIP-1 is involved in morphogenesis through maintenance of WSP-1 protein levels.

Mammalian WASP and N-WASP are involved in reorganization of the actin cytoskeleton through activation of the Arp2/3 complex and in regulation of cell motility or cell shape changes. In the present study, we identified WASP-interacting protein homologue (WIP)-1 in Caenorhabditis elegans. WIP-1 contains the domains and sequences conserved among mammalian WIP family proteins. Yeast two-hybrid analysis detected a physical interaction between WIP-1 and WSP-1, the sole homologue of WASP/N-WASP in C. elegans. Western analysis of embryo lysates showed that RNA interference (RNAi) treatment for wip-1 decreased levels of WSP-1 protein, and wsp-1(RNAi) treatment decreased levels of WIP-1 protein. However, wsp-1 mRNA levels were not decreased in wip-1(RNAi)-treated embryos, and wip-1 mRNA levels were not decreased in wsp-1(RNAi)-treated embryos. Furthermore, disruption of WIP-1 by RNAi resulted in embryonic lethality with morphologic defects in hypodermal cell migration, a process known as ventral enclosure. This phenotype was similar to that observed in RNAi experiments for wsp-1. Immunostaining showed that WIP-1 was expressed by migrating hypodermal cells, as was WSP-1. This expression during ventral enclosure was reduced in wip-1(RNAi)-treated embryos and wsp-1(RNAi)-treated embryos. Our results suggest that C. elegans WIP-1 may function in hypodermal cell migration during ventral enclosure by maintaining levels of WSP-1.

Amino Acid Sequence↗

The use of small interfering RNA to elucidate the activity and function of ion channel genes in an intact tissue.

Small interfering RNA (siRNA) directs the targeted destruction of mRNA encoding a specific protein, in a process known as RNA interference (RNAi). This stops translation of the targeted mRNA into protein, effectively silencing the gene. RNAi is a recent discovery, identified in mammalian cells in 2001, but it has rapidly advanced into a practical technique and is being used increasingly to investigate mammalian gene function. Tools are available to induce RNAi in cell lines, intact tissue preparations and even in vivo. Depending on the method used, loss of gene expression may be transient or sustained, enabling a wide range of functions to be investigated. RNAi therefore offers a powerful technique that can be used to produce targeted knockout of ion channel genes in mammalian cells. Its applications potentially include identification of ion channel function in health and disease, identification of novel channel genes and drug target validation. This paper outlines our current understanding of siRNA and the experimental requirements for producing efficient RNAi and gene silencing. Effective RNAi requires an appropriate siRNA sequence to be designed and an efficient method for delivering the siRNA to the cells of interest. Since not all potential siRNA sequences are effective, it is also important to verify the loss of gene expression by measuring the level of channel protein remaining. Limitations of the methods available for delivering siRNA are one of the main obstacles to producing efficient RNAi, especially in intact tissue preparations. Here we describe an in vitro method for targeted RNAi against the TASK-1 potassium channel gene in an isolated vascular preparation, using a DNA construct to direct the expression of siRNA, along with a non-viral method for transfecting cells within the vessel. Successful silencing of the TASK-1 gene is verified by immunostaining with an antibody directed against the TASK-1 protein.

Blood Vessels↗

In vivo application of RNA interference: from functional genomics to therapeutics.

RNAi has rapidly become a powerful tool for drug target discovery and validation in cell culture, and now has largely displaced efforts with antisense and ribozymes. Consequently, interest is rapidly growing for extension of its application to in vivo systems, such as animal disease models and human therapeutics. Studies on RNAi have resulted in two basic methods for its use for gene selective inhibition: 1) cytoplasmic delivery of short dsRNA oligonucleotides (siRNA), which mimics an active intermediate of an endogenous RNAi mechanism and 2) nuclear delivery of gene expression cassettes that express a short hairpin RNA (shRNA), which mimics the micro interfering RNA (miRNA) active intermediate of a different endogenous RNAi mechanism. Non-viral gene delivery systems are a diverse collection of technologies that are applicable to both of these forms of RNAi. Importantly, unlike antisense and ribozyme systems, a remarkable trait of siRNA is a lack of dependence on chemical modifications blocking enzymatic degradation, although chemical protection methods developed for the earlier systems are being incorporated into siRNA and are generally compatible with non-viral delivery systems. The use of siRNA is emerging more rapidly than for shRNA, in part due to the increased effort required to construct shRNA expression systems before selection of active sequences and verification of biological activity are obtained. In contrast, screens of many siRNA sequences can be accomplished rapidly using synthetic oligos. It is not surprising that the use of siRNA in vivo is also emerging first. Initial in vivo studies have been reported for both viral and non-viral delivery but viral delivery is limited to shRNA. This review describes the emerging in vivo application of non-viral delivery systems for RNAi for functional genomics, which will provide a foundation for further development of RNAi therapeutics. Of interest is the rapid adaptation of ligand-targeted plasmid-based nanoparticles for RNAi agents. These systems are growing in capabilities and beginning to pose a serious rival to viral vector based gene delivery. The activity of siRNA in the cytoplasm may lower the hurdle and thereby accelerate the successful development of therapeutics based on targeted non-viral delivery systems.

Animals↗

Inhibition of retroviral pathogenesis by RNA interference.

BACKGROUND: RNA interference (RNAi) is a newly discovered cellular defense system that is known to suppress replication of genomic parasites in model organisms. It has been widely conjectured that RNAi may also serve as an antiviral system in vertebrates. RESULTS: Retroviral infection could be initiated by electroporation of cloned Rous sarcoma virus (RSV) proviral DNA into the developing chick neural tube. Coelectroporation of proviral DNA and short double-stranded RNAs matching sequences of avain retroviruses, which were designed to induce RNAi against RSV, inhibited viral replication. Replication of RSV after electroporation resulted in disruption of embryonic development and early death, but this, too, could be suppressed by RNAi against the RSV genome. RNAi could also inhibit the growth of RSV and HIV in cell culture. Analysis of the step of the retroviral life cycle that is inhibited by RNAi revealed that it primarily prevented accumulation of the viral RNAs synthesized late during infection. RNA genomes introduced in viral particles early during infection were less sensitive. CONCLUSIONS: RNAi can block retroviral infection in vertebrates. The tissue electroporation method described here should allow RNAi to be used widely to study gene function and control of infection in vertebrate animals.

Animals↗

RNA interference is an antiviral defence mechanism in Caenorhabditis elegans.

RNA interference (RNAi) is an evolutionarily conserved sequence-specific post-transcriptional gene silencing mechanism that is well defined genetically in Caenorhabditis elegans. RNAi has been postulated to function as an adaptive antiviral immune mechanism in the worm, but there is no experimental evidence for this. Part of the limitation is that there are no known natural viral pathogens of C. elegans. Here we describe an infection model in C. elegans using the mammalian pathogen vesicular stomatitis virus (VSV) to study the role of RNAi in antiviral immunity. VSV infection is potentiated in cells derived from RNAi-defective worm mutants (rde-1; rde-4), leading to the production of infectious progeny virus, and is inhibited in mutants with an enhanced RNAi response (rrf-3; eri-1). Because the RNAi response occurs in the absence of exogenously added VSV small interfering RNAs, these results show that RNAi is activated during VSV infection and that RNAi is a genuine antiviral immune defence mechanism in the worm.

Animals↗

RNA interference is a functional pathway with therapeutic potential in human myeloid leukemia cell lines.

BACKGROUND: RNA interference (RNAi) is a cellular pathway of gene silencing in a sequence-specific manner at the messenger RNA level. The basic mechanism behind RNAi is the breaking of a double-stranded RNA (dsRNA) matching a specific gene sequence into short pieces called short interfering RNA, which trigger the degradation of mRNA that matches its sequence. In this study, we explored the effects of RNAi in reducing the target gene expression in human myeloid leukemia cell lines. METHODS: Four myeloid leukemia cell lines (HL-60, U937, THP-1, and K562) were transfected with dsRNA duplexes corresponding to the endogenous c-raf and bcl-2 genes and the gene expression inhibition was assessed. The effect of RNAi on cell differentiation was studied; the apoptosis induction and the sensitization of the leukemia cell lines to etoposide and daunorubicin were quantified by flowcytometric methods. RESULTS: Transfection of the myeloid leukemia cell lines with dsRNA corresponding to c-raf and bcl-2 genes decreased the expression of Raf-1 and Bcl-2 proteins. RNAi for c-raf gene blocked the appearance of the monocytic differentiation induced by treatment with TPA. Combined RNAi for c-raf and bcl-2 induced apoptosis in HL-60, U937, and THP-1 cells and increased chemosensitivity to etoposide and daunorubicin. CONCLUSIONS: RNAi is a functional pathway in human myeloid leukemia cell lines and combined RNAi of c-raf and bcl-2 genes may represent a novel approach to leukemia, providing a means to overcome the resistance to chemotherapeutic agents and ultimately to augment the efficacy of chemotherapy in myeloid leukemia.

Antineoplastic Agents, Phytogenic↗

Heterotopia formation in rat but not mouse neocortex after RNA interference knockdown of DCX.

Subcortical band heterotopia (SBH) or double cortex is associated with significant impairments in neocortical function including mental retardation and epilepsy. Mutant alleles of DCX in humans typically cause SBH in females and lissencephaly in males, whereas Dcx null mutations in mice neither disrupt neocortical neuronal migration nor cause SBH formation. In utero RNA interference (RNAi) of Dcx in rats, in contrast, creates an animal model of SBH. Possible explanations for the discrepancies in results following loss of Dcx function include species differences and/or differences between RNAi knockdown and genetic deletion. We have carried out a series of in utero RNAi experiments to investigate possible species differences between rat and mouse to determine the molecular specificity of RNAi against Dcx and to identify the cellular constituents of SBH in the rat model. In utero RNAi in the rat consistently leads to both the formation of SBH and laminar displacement of transfected cells in normotopic cortex, whereas the same treatment in mouse fails to induce SBH but does create laminar displacement. Induction of SBH and impaired radial migration following RNAi against Dcx is rescued by overexpression of Dcx. Thus, both disruptions induced by RNAi are specific to interference of Dcx. SBHs contain transfected pyramidal cells as well as nontransfected cell types, including neocortical interneurons and glia. Together these results indicate that there is a species difference between rat and mouse with respect to RNAi-induced SBH formation and that SBH formation involves the recruitment of several unaltered cell types.

Animals↗

Control of ColE2 DNA replication: in vitro binding of the antisense RNA to the Rep mRNA.

Expression of the Rep protein of colicin E2 plasmid is negatively controlled at a post-transcriptional step by a plasmid-coded RNA (RNAI). RNAI is complementary to the 5' nontranslated region of the Rep mRNA and can be folded into two stem-loop structures. Several cop mutations that increased the copy number of the plasmid have been mapped in the RNAI coding region. Here we demonstrated that RNAI and the Rep mRNA rapidly form a stable complex under near physiological conditions. The cop mutations drastically reduced the binding rate. The reduction correlated to the in vivo phenotypes of the cop mutant plasmids, indicating that binding of RNAI to the Rep mRNA is involved in the regulation of the Rep protein expression. Binding properties of RNAI and the Rep mRNA with the cop mutations and those with various extents of deletion suggested that the initial interaction of the two RNAs occurs between the loop portions of the larger of the two stem-loop structures. RNAI does not completely sequester the putative S/D region, even when the two RNAs form a complete duplex. Possible mechanisms of the inhibition of the rep gene expression by binding of RNAI to the Rep mRNA under such a situation were discussed.

Bacterial Proteins↗

Replication control of staphylococcal multiresistance plasmid pSK41: an antisense RNA mediates dual-level regulation of Rep expression.

Replication of staphylococcal multiresistance plasmid pSK41 is negatively regulated by the antisense transcript RNAI. pSK41 minireplicons bearing rnaI promoter (PrnaI) mutations exhibited dramatic increases in copy number, approximately 40-fold higher than the copy number for the wild-type replicon. The effects of RNAI mutations on expression of the replication initiator protein (Rep) were evaluated using transcriptional and translational fusions between the rep control region and the cat reporter gene. The results suggested that when PrnaI is disrupted, the amount of rep mRNA increases and it becomes derepressed for translation. These effects were reversed when RNAI was provided in trans, demonstrating that it is responsible for significant negative regulation at two levels, with the greatest repression exerted on rep translation initiation. Mutagenesis provided no evidence for RNAI-mediated transcriptional attenuation as a basis for the observed reduction in rep message associated with expression of RNAI. However, RNA secondary-structure predictions and supporting mutagenesis data suggest a novel mechanism for RNAI-mediated repression of rep translation initiation, where RNAI binding promotes a steric transition in the rep mRNA leader to an alternative thermodynamically stable stem-loop structure that sequesters the rep translation initiation region, thereby preventing translation.

Bacterial Proteins↗

Computational design of antiviral RNA interference strategies that resist human immunodeficiency virus escape.

Recently developed antiviral strategies based upon RNA interference (RNAi), which harnesses an innate cellular system for the targeted down-regulation of gene expression, appear highly promising and offer alternative approaches to conventional highly active antiretroviral therapy or efforts to develop an AIDS vaccine. However, RNAi is faced with several challenges that must be overcome to fully realize its promise. Specifically, it degrades target RNA in a highly sequence-specific manner and is thus susceptible to viral mutational escape, and there are also challenges in delivery systems to induce RNAi. To aid in the development of anti-human immunodeficiency virus (anti-HIV) RNAi therapies, we have developed a novel stochastic computational model that simulates in molecular-level detail the propagation of an HIV infection in cells expressing RNAi. The model provides quantitative predictions on how targeting multiple locations in the HIV genome, while keeping the overall RNAi strength constant, significantly improves efficacy. Furthermore, it demonstrates that delivery systems must be highly efficient to preclude leaving reservoirs of unprotected cells where the virus can propagate, mutate, and eventually overwhelm the entire system. It also predicts how therapeutic success depends upon a relationship between RNAi strength and delivery efficiency and uniformity. Finally, targeting an essential viral element, in this case the HIV TAR region, can be highly successful if the RNAi target sequence is correctly selected. In addition to providing specific predictions for how to optimize a clinical therapy, this system may also serve as a future tool for investigating more fundamental questions of viral evolution.

Computational Biology↗

Heterologous expression of plant virus genes that suppress post-transcriptional gene silencing results in suppression of RNA interference in Drosophila cells.

BACKGROUND: RNA interference (RNAi) in animals and post-transcriptional gene silencing (PTGS) in plants are related phenomena whose functions include the developmental regulation of gene expression and protection from transposable elements and viruses. Plant viruses respond by expressing suppressor proteins that interfere with the PTGS system. RESULTS: Here we demonstrate that both transient and constitutive expression of the Tobacco etch virus HC-Pro silencing suppressor protein, which inhibits the maintenance of PTGS in plants, prevents dsRNA-induced RNAi of a lacZ gene in cultured Drosophila cells. Northern blot analysis of the RNA present in Drosophila cells showed that HC-Pro prevented degradation of lacZ RNA during RNAi but that there was accumulation of the short (23nt) RNA species associated with RNAi. A mutant HC-Pro that does not suppress PTGS in plants also does not affect RNAi in Drosophila. Similarly, the Cucumber mosaic virus 2b protein, which inhibits the systemic spread of PTGS in plants, does not suppress RNAi in Drosophila cells. In addition, we have used the Drosophila system to demonstrate that the 16K cysteine-rich protein of Tobacco rattle virus, which previously had no known function, is a silencing suppressor protein. CONCLUSION: These results indicate that at least part of the process of RNAi in Drosophila and PTGS in plants is conserved, and that plant virus silencing suppressor proteins may be useful tools to investigate the mechanism of RNAi.

Animals↗

Functional complementation of RNA interference mutants in trypanosomes.

BACKGROUND: In many eukaryotic cells, double-stranded RNA (dsRNA) triggers RNA interference (RNAi), the specific degradation of RNA of homologous sequence. RNAi is now a major tool for reverse-genetics projects, including large-scale high-throughput screens. Recent reports have questioned the specificity of RNAi, raising problems in interpretation of RNAi-based experiments. RESULTS: Using the protozoan Trypanosoma brucei as a model, we designed a functional complementation assay to ascertain that phenotypic effect(s) observed upon RNAi were due to specific silencing of the targeted gene. This was applied to a cytoskeletal gene encoding the paraflagellar rod protein 2 (TbPFR2), whose product is essential for flagellar motility. We demonstrate the complementation of TbPFR2, silenced via dsRNA targeting its UTRs, through the expression of a tagged RNAi-resistant TbPFR2 encoding a protein that could be immunolocalized in the flagellum. Next, we performed a functional complementation of TbPFR2, silenced via dsRNA targeting its coding sequence, through heterologous expression of the TbPFR2 orthologue gene from Trypanosoma cruzi: the flagellum regained its motility. CONCLUSIONS: This work shows that functional complementation experiments can be readily performed in order to ascertain that phenotypic effects observed upon RNAi experiments are indeed due to the specific silencing of the targetted gene. Further, the results described here are of particular interest when reverse genetics studies cannot be easily achieved in organisms not amenable to RNAi. In addition, our strategy should constitute a firm basis to elaborate functional-dissection studies of genes from other organisms.

Animals↗

Mutual information-based feature selection in studying perturbation of dendritic structure caused by TSC2 inactivation.

In this study, the effect of protein Tuberous sclerosis 2 (TSC2) on the dendritic spine density and length was demonstrated by using TSC2-RNAinactivation. In addition, the role of rapamycin, an antagonist of the molecular target of rapamycin, in the morphological changes of spine caused by TSC2 silencing was investigated. The features were extracted from highresolution three-dimensional image stacks collected by two-photon laser scanning microscopy of green fluorescing pyramidal cells expressing TSC2-RNA interference (RNAi), or TSC2-RNAi and rapamycin treatment in rat hippocampal slice cultures. We proposed to apply the lognormal distribution method for feature extraction. The extracted features of three cases under investigation, namely, (1) green-fluorescent protein GFP vs TSC2-RNAi, (2) GFP vs TSC2-RNAi and rapamycin, and (3) TSC2-RNAi vs TSC2-RNAi and rapamycin, were analyzed by mutual information-based feature selection and evaluated by three classifiers, K-nearest neighbor, Perceptron, and two-layer neural networks. The results showed that both the spine density and length have significant morphological changes after TSC2-RNAi treatment. However, rapamycin treatment could reverse the effect of TSC2-RNAi on spine length but not on spine density. These results are consistent with the results reported in the scientific literature. Finally, we explored the application of pattern recognition method in a small sample with richer feature properties, namely bootstrap mutual information estimation and a mutual information- based feature selection method.

Algorithms↗

Radial migration of superficial layer cortical neurons controlled by novel Ig cell adhesion molecule MDGA1.

MAM (meprin/A5 protein/receptor protein tyrosine phosphatase mu) domain glycosylphosphatidylinositol anchor 1 (MDGA1), a unique cell surface glycoprotein, is similar to Ig-containing cell adhesion molecules that influence neuronal migration and process outgrowth. We show in postnatal mice that MDGA1 is expressed by layer 2/3 neurons throughout the neocortex. During development, MDGA1 is expressed in patterns consistent with its expression by migrating layer 2/3 neurons, suggesting a role for MDGA1 in controlling their migration and settling in the superficial cortical plate. To test this hypothesis, we performed loss-of-function studies using RNA interference (RNAi) targeting different sequences of mouse MDGA1. RNAi or empty vectors were coelectroporated with an enhanced green fluorescent protein reporter in utero into the lateral ventricle at embryonic day 15.5 to transfect progenitors of superficial layer neurons; the distributions of transfected neurons were analyzed late on postnatal day 0. We found a direct correlation between effectiveness of an RNAi in suppressing MDGA1 expression and disrupting migration of superficial layer neurons. An RNAi with no effect on MDGA1 expression has no effect on the migration. In contrast, an RNAi that suppresses MDGA1 expression also blocks proper migration of transfected superficial layer neurons, with essentially all transfected cells found deep in the cortical plate or beneath it. This migration defect is rescued by cotransfection of a rat MDGA1 expression construct along with the effective RNAi, confirming that the RNAi effect is specific to diminishing mouse MDGA1 expression. RNAi transfections of deep layer neurons that do not express MDGA1 do not significantly affect their migration. We conclude that MDGA1 acts cell autonomously to control the migration of MDGA1-expressing superficial layer cortical neurons.

Animals↗