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1.
Sci Rep ; 14(1): 14153, 2024 06 19.
Artigo em Inglês | MEDLINE | ID: mdl-38898196

RESUMO

Genetic support for a drug target has been shown to increase the probability of success in drug development, with the potential to reduce attrition in the pharmaceutical industry alongside discovering novel therapeutic targets. It is therefore important to maximise the detection of genetic associations that affect disease susceptibility. Conventional statistical methods such as genome-wide association studies (GWAS) only identify some of the genetic contribution to disease, so novel analytical approaches are required to extract additional insights. C4X Discovery has developed Taxonomy3, a unique method for analysing genetic datasets based on mathematics that is novel in drug discovery. When applied to a previously published rheumatoid arthritis GWAS dataset, Taxonomy3 identified many additional novel genetic signals associated with this autoimmune disease. Follow-up studies using tool compounds support the utility of the method in identifying novel biology and tractable drug targets with genetic support for further investigation.


Assuntos
Artrite Reumatoide , Descoberta de Drogas , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Artrite Reumatoide/genética , Artrite Reumatoide/tratamento farmacológico , Humanos , Descoberta de Drogas/métodos , Polimorfismo de Nucleotídeo Único
2.
Alzheimers Res Ther ; 15(1): 52, 2023 03 14.
Artigo em Inglês | MEDLINE | ID: mdl-36918909

RESUMO

BACKGROUND: A key histopathological hallmark of Alzheimer's disease (AD) is the presence of neurofibrillary tangles of aggregated microtubule-associated protein tau in neurons. Anle138b is a small molecule which has previously shown efficacy in mice in reducing tau aggregates and rescuing AD disease phenotypes. METHODS: In this work, we employed bioinformatics analysis-including pathway enrichment and causal reasoning-of an in vitro tauopathy model. The model consisted of cultured rat cortical neurons either unseeded or seeded with tau aggregates derived from human AD patients, both of which were treated with Anle138b to generate hypotheses for its mode of action. In parallel, we used a collection of human target prediction models to predict direct targets of Anle138b based on its chemical structure. RESULTS: Combining the different approaches, we found evidence supporting the hypothesis that the action of Anle138b involves several processes which are key to AD progression, including cholesterol homeostasis and neuroinflammation. On the pathway level, we found significantly enriched pathways related to these two processes including those entitled "Superpathway of cholesterol biosynthesis" and "Granulocyte adhesion and diapedesis". With causal reasoning, we inferred differential activity of SREBF1/2 (involved in cholesterol regulation) and mediators of the inflammatory response such as NFKB1 and RELA. Notably, our findings were also observed in Anle138b-treated unseeded neurons, meaning that the inferred processes are independent of tau pathology and thus represent the direct action of the compound in the cellular system. Through structure-based ligand-target prediction, we predicted the intracellular cholesterol carrier NPC1 as well as NF-κB subunits as potential targets of Anle138b, with structurally similar compounds in the model training set known to target the same proteins. CONCLUSIONS: This study has generated feasible hypotheses for the potential mechanism of action of Anle138b, which will enable the development of future molecular interventions aiming to reduce tau pathology in AD patients.


Assuntos
Doença de Alzheimer , Tauopatias , Humanos , Camundongos , Ratos , Animais , Proteínas tau/metabolismo , Doença de Alzheimer/genética , Tauopatias/tratamento farmacológico , Pirazóis/farmacologia , Benzodioxóis/farmacologia
3.
Sci Rep ; 12(1): 2673, 2022 02 17.
Artigo em Inglês | MEDLINE | ID: mdl-35177665

RESUMO

Cellular models recapitulating features of tauopathies are useful tools to investigate the causes and consequences of tau aggregation and the identification of novel treatments. We seeded rat primary cortical neurons with tau isolated from Alzheimer's disease brains to induce a time-dependent increase in endogenous tau inclusions. Transcriptomics of seeded and control cells identified 1075 differentially expressed genes (including 26 altered at two time points). These were enriched for lipid/steroid metabolism and neuronal/glial cell development genes. 50 genes were correlated with tau inclusion formation at both transcriptomic and proteomic levels, including several microtubule and cytoskeleton-related proteins such as Tubb2a, Tubb4a, Nefl and Snca. Several genes (such as Fyn kinase and PTBP1, a tau exon 10 repressor) interact directly with or regulate tau. We conclude that this neuronal model may be a suitable platform for high-throughput screens for target or hit compound identification and validation.


Assuntos
Doença de Alzheimer/metabolismo , Regulação da Expressão Gênica , Neurônios/metabolismo , Transcriptoma , Proteínas tau/metabolismo , Humanos
4.
Mol Ther ; 26(5): 1215-1227, 2018 05 02.
Artigo em Inglês | MEDLINE | ID: mdl-29605708

RESUMO

Gene editing can be used to overcome allo-recognition, which otherwise limits allogeneic T cell therapies. Initial proof-of-concept applications have included generation of such "universal" T cells expressing chimeric antigen receptors (CARs) against CD19 target antigens combined with transient expression of DNA-targeting nucleases to disrupt the T cell receptor alpha constant chain (TRAC). Although relatively efficient, transgene expression and editing effects were unlinked, yields variable, and resulting T cell populations heterogeneous, complicating dosing strategies. We describe a self-inactivating lentiviral "terminal" vector platform coupling CAR expression with CRISPR/Cas9 effects through incorporation of an sgRNA element into the ΔU3 3' long terminal repeat (LTR). Following reverse transcription and duplication of the hybrid ΔU3-sgRNA, delivery of Cas9 mRNA resulted in targeted TRAC locus cleavage and allowed the enrichment of highly homogeneous (>96%) CAR+ (>99%) TCR- populations by automated magnetic separation. Molecular analyses, including NGS, WGS, and Digenome-seq, verified on-target specificity with no evidence of predicted off-target events. Robust anti-leukemic effects were demonstrated in humanized immunodeficient mice and were sustained longer than by conventional CAR+TCR+ T cells. Terminal-TRAC (TT) CAR T cells offer the possibility of a pre-manufactured, non-HLA-matched CAR cell therapy and will be evaluated in phase 1 trials against B cell malignancies shortly.


Assuntos
Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Edição de Genes , Receptores de Antígenos de Linfócitos T/genética , Linfócitos T/imunologia , Linfócitos T/metabolismo , Sequências Repetidas Terminais , Animais , Antígenos CD19/imunologia , Modelos Animais de Doenças , Ordem dos Genes , Vetores Genéticos/genética , Humanos , Imunofenotipagem , Imunoterapia Adotiva/métodos , Hibridização in Situ Fluorescente , Lentivirus/genética , Leucemia/genética , Leucemia/imunologia , Leucemia/terapia , RNA Guia de Cinetoplastídeos , Receptores de Antígenos Quiméricos , Resultado do Tratamento , Ensaios Antitumorais Modelo de Xenoenxerto
6.
BMC Bioinformatics ; 18(1): 167, 2017 Mar 14.
Artigo em Inglês | MEDLINE | ID: mdl-28288556

RESUMO

BACKGROUND: Guide Picker ( https://www.deskgen.com/guide-picker/ ) serves as a meta tool for designing CRISPR experiments by presenting ten different guide RNA scoring functions in one simple graphical interface. It allows investigators to simultaneously visualize and sort through every guide targeting the protein-coding regions of any mouse or human gene. RESULTS: Utilizing a multidimensional graphical display featuring two plots and four axes, Guide Picker can analyze all guides while filtering based on four different criteria at a time. Guide Picker further facilitates the CRISPR design process by using pre-computed scores for all guides, thereby offering rapid guide RNA generation and selection. CONCLUSIONS: The ease-of-use of Guide Picker complements CRISPR itself, matching a powerful and modular biological system with a flexible online web tool that can be used in a variety of genome editing experimental contexts.


Assuntos
Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , RNA Guia de Cinetoplastídeos/metabolismo , Interface Usuário-Computador , Animais , Edição de Genes , Humanos , Internet , Camundongos , RNA Guia de Cinetoplastídeos/genética
7.
Per Med ; 13(6): 517-521, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28757882

RESUMO

Desktop Genetics is a bioinformatics company building a gene-editing platform for personalized medicine. The company works with scientists around the world to design and execute state-of-the-art clustered regularly interspaced short palindromic repeats (CRISPR) experiments. Desktop Genetics feeds the lessons learned about experimental intent, single-guide RNA design and data from international genomics projects into a novel CRISPR artificial intelligence system. We believe that machine learning techniques can transform this information into a cognitive therapeutic development tool that will revolutionize medicine.

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