RESUMEN
ABSTRACT: The overall prognosis of acute myeloid leukemia (AML) remains dismal, largely because of the inability of current therapies to kill leukemia stem cells (LSCs) with intrinsic resistance. Loss of the stress sensor growth arrest and DNA damage-inducible 45 alpha (GADD45A) is implicated in poor clinical outcomes, but its role in LSCs and AML pathogenesis is unknown. Here, we define GADD45A as a key downstream target of G protein-coupled receptor (LGR)4 pathway and discover a regulatory role for GADD45A loss in promoting leukemia-initiating activity and oxidative resistance in LGR4/HOXA9-dependent AML, a poor prognosis subset of leukemia. Knockout of GADD45A enhances AML progression in murine and patient-derived xenograft (PDX) mouse models. Deletion of GADD45A induces substantial mutations, increases LSC self-renewal and stemness in vivo, and reduces levels of reactive oxygen species (ROS), accompanied by a decreased response to ROS-associated genotoxic agents (eg, ferroptosis inducer RSL3) and acquisition of an increasingly aggressive phenotype on serial transplantation in mice. Our single-cell cellular indexing of transcriptomes and epitopes by sequencing analysis on patient-derived LSCs in PDX mice and subsequent functional studies in murine LSCs and primary AML patient cells show that loss of GADD45A is associated with resistance to ferroptosis (an iron-dependent oxidative cell death caused by ROS accumulation) through aberrant activation of antioxidant pathways related to iron and ROS detoxification, such as FTH1 and PRDX1, upregulation of which correlates with unfavorable outcomes in patients with AML. These results reveal a therapy resistance mechanism contributing to poor prognosis and support a role for GADD45A loss as a critical step for leukemia-initiating activity and as a target to overcome resistance in aggressive leukemia.
Asunto(s)
Proteínas de Ciclo Celular , Ferroptosis , Leucemia Mieloide Aguda , Células Madre Neoplásicas , Animales , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/patología , Leucemia Mieloide Aguda/metabolismo , Ratones , Humanos , Ferroptosis/genética , Células Madre Neoplásicas/metabolismo , Células Madre Neoplásicas/patología , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Ratones Noqueados , Receptores Acoplados a Proteínas G/genética , Receptores Acoplados a Proteínas G/metabolismo , Proteinas GADD45RESUMEN
ABSTRACT: High prevalence of IDH mutations in seronegative rheumatoid arthritis (RA) with myeloid neoplasm, elevated 2-hydroxyglutarate, dysregulated innate immunity, and proinflammatory microenvironment suggests causative association between IDH mutations and seronegative RA. Our findings merit investigation of IDH inhibitors as therapeutics for seronegative IDH-mutated RA.
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Artritis Reumatoide , Inmunidad Innata , Isocitrato Deshidrogenasa , Mutación , Humanos , Artritis Reumatoide/inmunología , Artritis Reumatoide/genética , Isocitrato Deshidrogenasa/genética , Masculino , Femenino , Persona de Mediana Edad , AncianoRESUMEN
Inflammation is activated prior to symptoms in neurodegenerative diseases, providing a plausible pathogenic mechanism. Indeed, genetic and pharmacological ablation studies in animal models of several neurodegenerative diseases demonstrate that inflammation is required for pathology. However, while there is growing evidence that inflammation-mediated pathology may be the common mechanism underlying neurodegenerative diseases, including those due to dominantly inherited expanded repeats, the proximal causal agent is unknown. Expanded CAG.CUG repeat double-stranded RNA causes inflammation-mediated pathology when expressed in Drosophila. Repeat dsRNA is recognized by Dicer-2 as a foreign or 'non-self' molecule triggering both antiviral RNA and RNAi pathways. Neither of the RNAi pathway cofactors R2D2 nor loquacious are necessary, indicating antiviral RNA activation. RNA modification enables avoidance of recognition as 'non-self' by the innate inflammatory surveillance system. Human ADAR1 edits RNA conferring 'self' status and when co-expressed with expanded CAG.CUG dsRNA in Drosophila the pathology is lost. Cricket Paralysis Virus protein CrPV-1A is a known antagonist of Argonaute-2 in Drosophila antiviral defense. CrPV-1A co-expression also rescues pathogenesis, confirming anti-viral-RNA response. Repeat expansion mutation therefore confers 'non-self' recognition of endogenous RNA, thereby providing a proximal, autoinflammatory trigger for expanded repeat neurodegenerative diseases.
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Resistencia a la Enfermedad/genética , Interacciones Huésped-Patógeno/genética , Mutación , Enfermedades Neurodegenerativas/genética , ARN Bicatenario/genética , Expansión de Repetición de Trinucleótido , Virosis/genética , Animales , Proteínas Argonautas/metabolismo , Variaciones en el Número de Copia de ADN , Dicistroviridae/fisiología , Modelos Animales de Enfermedad , Drosophila , Proteínas de Drosophila/metabolismo , Enfermedades Neurodegenerativas/complicaciones , Enfermedades Neurodegenerativas/patología , Interferencia de ARN , ARN Bicatenario/metabolismo , Proteínas de Unión al ARN/metabolismo , Virosis/complicaciones , Virosis/virologíaRESUMEN
Acute myeloid leukemia (AML) is an aggressive malignancy where despite improvements in conventional chemotherapy and bone marrow transplantation, overall survival remains poor. Sphingosine kinase 1 (SPHK1) generates the bioactive lipid sphingosine 1-phosphate (S1P) and has established roles in tumor initiation, progression, and chemotherapy resistance in a wide range of cancers. The role and targeting of SPHK1 in primary AML, however, has not been previously investigated. Here we show that SPHK1 is overexpressed and constitutively activated in primary AML patient blasts but not in normal mononuclear cells. Subsequent targeting of SPHK1 induced caspase-dependent cell death in AML cell lines, primary AML patient blasts, and isolated AML patient leukemic progenitor/stem cells, with negligible effects on normal bone marrow CD34+ progenitors from healthy donors. Furthermore, administration of SPHK1 inhibitors to orthotopic AML patient-derived xenografts reduced tumor burden and prolonged overall survival without affecting murine hematopoiesis. SPHK1 inhibition was associated with reduced survival signaling from S1P receptor 2, resulting in selective downregulation of the prosurvival protein MCL1. Subsequent analysis showed that the combination of BH3 mimetics with either SPHK1 inhibition or S1P receptor 2 antagonism triggered synergistic AML cell death. These results support the notion that SPHK1 is a bona fide therapeutic target for the treatment of AML.
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Regulación Leucémica de la Expresión Génica , Leucemia Mieloide Aguda/tratamiento farmacológico , Proteína 1 de la Secuencia de Leucemia de Células Mieloides/antagonistas & inhibidores , Fosfotransferasas (Aceptor de Grupo Alcohol)/antagonistas & inhibidores , Receptores de Lisoesfingolípidos/antagonistas & inhibidores , Clorometilcetonas de Aminoácidos/farmacología , Amino Alcoholes/farmacología , Animales , Células de la Médula Ósea/efectos de los fármacos , Células de la Médula Ósea/metabolismo , Células de la Médula Ósea/patología , Inhibidores de Caspasas/farmacología , Caspasas/genética , Caspasas/metabolismo , Muerte Celular/efectos de los fármacos , Línea Celular Tumoral , Femenino , Humanos , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/mortalidad , Leucemia Mieloide Aguda/patología , Lisofosfolípidos/metabolismo , Ratones , Ratones Endogámicos NOD , Terapia Molecular Dirigida , Proteína 1 de la Secuencia de Leucemia de Células Mieloides/genética , Proteína 1 de la Secuencia de Leucemia de Células Mieloides/metabolismo , Células Madre Neoplásicas/efectos de los fármacos , Células Madre Neoplásicas/metabolismo , Células Madre Neoplásicas/patología , Fosfotransferasas (Aceptor de Grupo Alcohol)/genética , Fosfotransferasas (Aceptor de Grupo Alcohol)/metabolismo , Inhibidores de Proteínas Quinasas/farmacología , Quinolinas/farmacología , Receptores de Lisoesfingolípidos/genética , Receptores de Lisoesfingolípidos/metabolismo , Transducción de Señal , Esfingosina/análogos & derivados , Esfingosina/metabolismo , Análisis de Supervivencia , Ensayos Antitumor por Modelo de XenoinjertoRESUMEN
Dominantly inherited expanded repeat neurodegenerative diseases are caused by the expansion of variable copy number tandem repeat sequences in otherwise unrelated genes. Some repeats encode polyglutamine that is thought to be toxic; however, other repeats do not encode polyglutamine indicating either multiple pathogenic pathways or an alternative common toxic agent. As these diseases share numerous clinical features and expanded repeat RNA is a common intermediary, RNA-based pathogenesis has been proposed, based on its toxicity in animal models. In Drosophila, double-stranded (rCAG.rCUGâ¼100) RNA toxicity is Dicer dependent and generates single-stranded (rCAG)7, an entity also detected in affected Huntington's Disease (HD) brains. We demonstrate that Drosophila rCAG.rCUGâ¼100 RNA toxicity perturbs several pathways including innate immunity, consistent with the observation in HD that immune activation precedes neuronal toxicity. Our results show that Drosophila rCAG.rCUGâ¼100 RNA toxicity is dependent upon Toll signaling and sensitive to autophagy, further implicating innate immune activation. In exhibiting molecular and cellular hallmarks of HD, double-stranded RNA-mediated activation of innate immunity is, therefore, a candidate pathway for this group of human genetic diseases.
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Autofagia , Modelos Animales de Enfermedad , Proteínas de Drosophila/metabolismo , Enfermedad de Huntington/genética , ARN Bicatenario/toxicidad , Receptores Toll-Like/metabolismo , Expansión de Repetición de Trinucleótido , Animales , Proteínas de Drosophila/genética , Femenino , Humanos , Enfermedad de Huntington/metabolismo , Enfermedad de Huntington/fisiopatología , Masculino , Neuronas/metabolismo , ARN Bicatenario/genética , ARN Bicatenario/metabolismo , Transducción de Señal , Receptores Toll-Like/genéticaRESUMEN
Recent evidence supports a role for RNA as a common pathogenic agent in both the 'polyglutamine' and 'untranslated' dominant expanded repeat disorders. One feature of all repeat sequences currently associated with disease is their predicted ability to form a hairpin secondary structure at the RNA level. In order to investigate mechanisms by which hairpin-forming repeat RNAs could induce neurodegeneration, we have looked for alterations in gene transcript levels as hallmarks of the cellular response to toxic hairpin repeat RNAs. Three disease-associated repeat sequences--CAG, CUG and AUUCU--were specifically expressed in the neurons of Drosophila and resultant common transcriptional changes assessed by microarray analyses. Transcripts that encode several components of the Akt/Gsk3-ß signalling pathway were altered as a consequence of expression of these repeat RNAs, indicating that this pathway is a component of the neuronal response to these pathogenic RNAs and may represent an important common therapeutic target in this class of diseases.
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Proteínas de Drosophila/metabolismo , Expresión Génica , Glucógeno Sintasa Quinasa 3/metabolismo , Enfermedades Neurodegenerativas/metabolismo , Proteínas Proto-Oncogénicas c-akt/metabolismo , ARN/biosíntesis , Secuencias Repetitivas de Ácidos Nucleicos , Transducción de Señal , Animales , Proteínas de Drosophila/genética , Drosophila melanogaster , Glucógeno Sintasa Quinasa 3/genética , Glucógeno Sintasa Quinasa 3 beta , Enfermedades Neurodegenerativas/genética , Proteínas Proto-Oncogénicas c-akt/genética , ARN/genéticaRESUMEN
The pathogenic agent responsible for the expanded repeat diseases, a group of neurodegenerative diseases that includes Huntington's disease is not yet fully understood. Expanded polyglutamine (polyQ) is thought to be the toxic agent in certain cases, however, not all expanded repeat disease genes can encode a polyQ sequence. Since a repeat-containing RNA intermediary is common to all of these diseases, hairpin-forming single-stranded RNA has been investigated as a potential common pathogenic agent. More recently, it has become apparent that most of the expanded repeat disease loci have transcription occurring from both strands, raising the possibility that the complementary repeat RNAs could form a double-stranded structure. In our investigation using Drosophila models of these diseases, we identified a fortuitous integration event that models bidirectional repeat RNA transcription with the resultant flies exhibiting inducible pathology. We therefore established further lines of Drosophila expressing independent complementary repeat RNAs and found that these are toxic. The Dicer pathway is essential for this toxicity and in neuronal cells accounts for metabolism of the high copy number (CAG.CUG)(100) double-stranded RNAs down to (CAG)(7) single-stranded small RNAs. We also observe significant changes to the microRNA profile in neurons. These data identify a novel pathway through which double-stranded repeat RNA is toxic and capable of eliciting symptoms common to neurodegenerative human diseases resulting from dominantly inherited expanded repeats.
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Drosophila/genética , Enfermedades Neurodegenerativas/genética , Enfermedades Neurodegenerativas/patología , ARN Bicatenario/química , ARN Bicatenario/metabolismo , Expansión de Repetición de Trinucleótido , Animales , Animales Modificados Genéticamente , Modelos Animales de Enfermedad , Drosophila/metabolismo , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Femenino , Humanos , Masculino , Enfermedades Neurodegenerativas/metabolismo , Neuronas/metabolismo , Conformación de Ácido Nucleico , ARN Helicasas/genética , ARN Helicasas/metabolismo , ARN Bicatenario/genética , Ribonucleasa III/genética , Ribonucleasa III/metabolismoRESUMEN
Granulocyte-macrophage colony stimulating factor (GM-CSF) promotes the growth, survival, differentiation and activation of normal myeloid cells and is essential for fully functional macrophage differentiation in vivo. To better understand the mechanisms by which growth factors control the balance between proliferation and self-renewal versus growth-suppression and differentiation we have used the bi-potent FDB1 myeloid cell line, which proliferates in IL-3 and differentiates to granulocytes and macrophages in response to GM-CSF. This provides a manipulable model in which to dissect the switch between growth and differentiation. We show that, in the context of signaling from an activating mutant of the GM-CSF receptor ß subunit, a single intracellular tyrosine residue (Y577) mediates the granulocyte fate decision. Loss of granulocyte differentiation in a Y577F second-site mutant is accompanied by enhanced macrophage differentiation and accumulation of ß-catenin together with activation of Tcf4 and other Wnt target genes. These include the known macrophage lineage inducer, Egr1. We show that forced expression of Tcf4 or a stabilised ß-catenin mutant is sufficient to promote macrophage differentiation in response to GM-CSF and that GM-CSF can regulate ß-catenin stability, most likely via GSK3ß. Consistent with this pathway being active in primary cells we show that inhibition of GSK3ß activity promotes the formation of macrophage colonies at the expense of granulocyte colonies in response to GM-CSF. This study therefore identifies a novel pathway through which growth factor receptor signaling can interact with transcriptional regulators to influence lineage choice during myeloid differentiation.
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Factores de Transcripción Básicos con Cremalleras de Leucinas y Motivos Hélice-Asa-Hélice/metabolismo , Linaje de la Célula , Subunidad beta Común de los Receptores de Citocinas/metabolismo , Macrófagos/citología , beta Catenina/metabolismo , Animales , Factores de Transcripción Básicos con Cremalleras de Leucinas y Motivos Hélice-Asa-Hélice/genética , Células de la Médula Ósea/citología , Células de la Médula Ósea/metabolismo , Diferenciación Celular , Línea Celular , Proliferación Celular , Proteína 1 de la Respuesta de Crecimiento Precoz/metabolismo , Regulación de la Expresión Génica , Glucógeno Sintasa Quinasa 3/genética , Glucógeno Sintasa Quinasa 3/metabolismo , Glucógeno Sintasa Quinasa 3 beta , Granulocitos/citología , Ratones , Mutación , Transducción de Señal , Factor de Transcripción 4 , Vía de Señalización Wnt/genética , beta Catenina/genéticaRESUMEN
The identification of a somatic mutation associated with myeloid malignancy is of diagnostic importance in myeloproliferative neoplasms (MPNs). Individuals with no mutation detected in common screening tests for variants in JAK2, CALR, and MPL are described as 'triple-negative' and pose a diagnostic challenge if there is no other evidence of a clonal disorder. To identify potential drivers that might explain the clinical phenotype, we used an extended sequencing panel to characterise a cohort of 44 previously diagnosed triple-negative MPN patients for canonical mutations in JAK2, MPL and CALR at low variant allele frequency (found in 4/44 patients), less common variants in the JAK-STAT signalling pathway (12 patients), or other variants in recurrently mutated genes from myeloid malignancies (18 patients), including hotspot variants of potential clinical relevance in eight patients. In one patient with thrombocytosis we identified biallelic germline MPL variants. Neither MPL variant was activating in cell proliferation assays, and one of the variants was not expressed on the cell surface, yet co-expression of both variants led to thrombopoietin hypersensitivity. Our results highlight the clinical value of extended sequencing including germline variant analysis and illustrate the need for detailed functional assays to determine whether rare variants in JAK2 or MPL are pathogenic.
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Trastornos Mieloproliferativos , Neoplasias , Humanos , Receptores de Trombopoyetina/genética , Calreticulina/genética , Calreticulina/metabolismo , Trastornos Mieloproliferativos/diagnóstico , Trastornos Mieloproliferativos/genética , MutaciónRESUMEN
Leukemia stem cells (LSC) possess distinct self-renewal and arrested differentiation properties that are responsible for disease emergence, therapy failure, and recurrence in acute myeloid leukemia (AML). Despite AML displaying extensive biological and clinical heterogeneity, LSC with high interleukin-3 receptor (IL3R) levels are a constant yet puzzling feature, as this receptor lacks tyrosine kinase activity. Here, we show that the heterodimeric IL3Rα/ßc receptor assembles into hexamers and dodecamers through a unique interface in the 3D structure, where high IL3Rα/ßc ratios bias hexamer formation. Importantly, receptor stoichiometry is clinically relevant as it varies across the individual cells in the AML hierarchy, in which high IL3Rα/ßc ratios in LSCs drive hexamer-mediated stemness programs and poor patient survival, while low ratios mediate differentiation. Our study establishes a new paradigm in which alternative cytokine receptor stoichiometries differentially regulate cell fate, a signaling mechanism that may be generalizable to other transformed cellular hierarchies and of potential therapeutic significance. SIGNIFICANCE: Stemness is a hallmark of many cancers and is largely responsible for disease emergence, progression, and relapse. Our finding that clinically significant stemness programs in AML are directly regulated by different stoichiometries of cytokine receptors represents a hitherto unexplained mechanism underlying cell-fate decisions in cancer stem cell hierarchies. This article is highlighted in the In This Issue feature, p. 1749.
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Leucemia Mieloide Aguda , Receptores de Citocinas , Humanos , Receptores de Citocinas/uso terapéutico , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/tratamiento farmacológico , Fosforilación , Transducción de Señal , Proliferación Celular , Células Madre NeoplásicasRESUMEN
The first step of oncogenesis is the acquisition of a repertoire of genetic mutations to initiate and sustain the malignancy. An important example of this initiation phase in acute leukemias is the formation of a potent oncogene by chromosomal translocations between the mixed lineage leukemia (MLL) gene and one of 100 translocation partners, known as the MLL recombinome. Here, we show that circular RNAs (circRNAs)-a family of covalently closed, alternatively spliced RNA molecules-are enriched within the MLL recombinome and can bind DNA, forming circRNA:DNA hybrids (circR loops) at their cognate loci. These circR loops promote transcriptional pausing, proteasome inhibition, chromatin re-organization, and DNA breakage. Importantly, overexpressing circRNAs in mouse leukemia xenograft models results in co-localization of genomic loci, de novo generation of clinically relevant chromosomal translocations mimicking the MLL recombinome, and hastening of disease onset. Our findings provide fundamental insight into the acquisition of chromosomal translocations by endogenous RNA carcinogens in leukemia.
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Leucemia , Translocación Genética , Animales , Ratones , Humanos , ARN Circular/genética , Proteína de la Leucemia Mieloide-Linfoide/genética , Proteína de la Leucemia Mieloide-Linfoide/metabolismo , Leucemia/genética , Leucemia/patología , ADN , Proteínas de Fusión Oncogénica/genéticaRESUMEN
The interaction of germline variation and somatic cancer driver mutations is under-investigated. Here we describe the genomic mitochondrial landscape in adult acute myeloid leukaemia (AML) and show that rare variants affecting the nuclear- and mitochondrially-encoded complex I genes show near-mutual exclusivity with somatic driver mutations affecting isocitrate dehydrogenase 1 (IDH1), but not IDH2 suggesting a unique epistatic relationship. Whereas AML cells with rare complex I variants or mutations in IDH1 or IDH2 all display attenuated mitochondrial respiration, heightened sensitivity to complex I inhibitors including the clinical-grade inhibitor, IACS-010759, is observed only for IDH1-mutant AML. Furthermore, IDH1 mutant blasts that are resistant to the IDH1-mutant inhibitor, ivosidenib, retain sensitivity to complex I inhibition. We propose that the IDH1 mutation limits the flexibility for citrate utilization in the presence of impaired complex I activity to a degree that is not apparent in IDH2 mutant cells, exposing a mutation-specific metabolic vulnerability. This reduced metabolic plasticity explains the epistatic relationship between the germline complex I variants and oncogenic IDH1 mutation underscoring the utility of genomic data in revealing metabolic vulnerabilities with implications for therapy.
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Isocitrato Deshidrogenasa , Leucemia Mieloide Aguda , Adulto , Mutación de Línea Germinal , Humanos , Isocitrato Deshidrogenasa/genética , Leucemia Mieloide Aguda/tratamiento farmacológico , Leucemia Mieloide Aguda/genética , MutaciónRESUMEN
Previously, we hypothesized that an RNA-based pathogenic pathway has a causal role in the dominantly inherited unstable expanded repeat neurodegenerative diseases. In support of this hypothesis we, and others, have characterized rCAG.rCUG 100 repeat double-strand RNA (dsRNA) as a previously unidentified agent capable of causing pathogenesis in a Drosophila model of neurodegenerative disease. Dicer, Toll, and autophagy pathways have distinct roles in this Drosophila dsRNA pathology. Dicer dependence is accompanied by cleavage of rCAG.rCUG 100 repeat dsRNA down to r(CAG) 7 21-mers. Among the "molecular hallmarks" of this pathway that have been identified in Drosophila, some [i.e., r(CAG) 7 and elevated tumor necrosis factor] correlate with observations in affected people (e.g., Huntington's disease and amyotrophic lateral sclerosis) or in related animal models (i.e., autophagy). The Toll pathway is activated in the presence of repeat-containing dsRNA and toxicity is also dependent on this pathway. How might the endogenously expressed dsRNA mediate Toll-dependent toxicity in neuronal cells? Endogenous RNAs are normally shielded from Toll pathway activation as part of the mechanism to distinguish "self" from "non-self" RNAs. This typically involves post-transcriptional modification of the RNA. Therefore, it is likely that rCAG.rCUG 100 repeat dsRNA has a characteristic property that interferes with or evades this normal mechanism of shielding. We predict that repeat expansion leads to an alteration in RNA structure and/or form that perturbs RNA modification, causing the unshielded repeat RNA (in the form of its Dicer-cleaved products) to be recognized by Toll-like receptors (TLRs), with consequent activation of the Toll pathway leading to loss of cell function and then ultimately cell death. We hypothesize that the proximal cause of expanded repeat neurodegenerative diseases is the TLR recognition (and resultant innate inflammatory response) of repeat RNA as "non-self" due to their paucity of "self" modification.
RESUMEN
Expanded DNA repeat sequences are known to cause over 20 diseases, including Huntington's disease, several types of spinocerebellar ataxia and myotonic dystrophy type 1 and 2. A shared genetic basis, and overlapping clinical features for some of these diseases, indicate that common pathways may contribute to pathology. Multiple mechanisms, mediated by both expanded homopolymeric proteins and expanded repeat RNA, have been identified by the use of model systems, that may account for shared pathology. The use of such animal models enables identification of distinct pathways and their 'molecular hallmarks' that can be used to determine the contribution of each pathway in human pathology. Here we characterise a tergite disruption phenotype in adult flies, caused by ubiquitous expression of either untranslated CUG or CAG expanded repeat RNA. Using the tergite phenotype as a quantitative trait we define a new genetic system in which to examine 'hairpin' repeat RNA-mediated cellular perturbation. Further experiments use this system to examine whether pathways involving Muscleblind sequestration or Dicer processing, which have been shown to mediate repeat RNA-mediated pathology in other model systems, contribute to cellular perturbation in this model.