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2.
Nat Neurosci ; 25(2): 226-237, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-35115730

RESUMO

Answer ALS is a biological and clinical resource of patient-derived, induced pluripotent stem (iPS) cell lines, multi-omic data derived from iPS neurons and longitudinal clinical and smartphone data from over 1,000 patients with ALS. This resource provides population-level biological and clinical data that may be employed to identify clinical-molecular-biochemical subtypes of amyotrophic lateral sclerosis (ALS). A unique smartphone-based system was employed to collect deep clinical data, including fine motor activity, speech, breathing and linguistics/cognition. The iPS spinal neurons were blood derived from each patient and these cells underwent multi-omic analytics including whole-genome sequencing, RNA transcriptomics, ATAC-sequencing and proteomics. The intent of these data is for the generation of integrated clinical and biological signatures using bioinformatics, statistics and computational biology to establish patterns that may lead to a better understanding of the underlying mechanisms of disease, including subgroup identification. A web portal for open-source sharing of all data was developed for widespread community-based data analytics.


Assuntos
Esclerose Lateral Amiotrófica , Células-Tronco Pluripotentes Induzidas , Esclerose Lateral Amiotrófica/genética , Esclerose Lateral Amiotrófica/metabolismo , Linhagem Celular , Humanos , Células-Tronco Pluripotentes Induzidas/metabolismo , Neurônios Motores/fisiologia
3.
Nat Comput Sci ; 2(9): 605-616, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-38177466

RESUMO

The clinical presentation of amyotrophic lateral sclerosis (ALS), a fatal neurodegenerative disease, varies widely across patients, making it challenging to determine if potential therapeutics slow progression. We sought to determine whether there were common patterns of disease progression that could aid in the design and analysis of clinical trials. We developed an approach based on a mixture of Gaussian processes to identify clusters of patients sharing similar disease progression patterns, modeling their average trajectories and the variability in each cluster. We show that ALS progression is frequently nonlinear, with periods of stable disease preceded or followed by rapid decline. We also show that our approach can be extended to Alzheimer's and Parkinson's diseases. Our results advance the characterization of disease progression of ALS and provide a flexible modeling approach that can be applied to other progressive diseases.


Assuntos
Esclerose Lateral Amiotrófica , Doenças Neurodegenerativas , Doença de Parkinson , Humanos , Esclerose Lateral Amiotrófica/diagnóstico , Progressão da Doença , Doença de Parkinson/diagnóstico
4.
iScience ; 24(11): 103221, 2021 Nov 19.
Artigo em Inglês | MEDLINE | ID: mdl-34746695

RESUMO

Neurodegenerative diseases are challenging for systems biology because of the lack of reliable animal models or patient samples at early disease stages. Induced pluripotent stem cells (iPSCs) could address these challenges. We investigated DNA, RNA, epigenetics, and proteins in iPSC-derived motor neurons from patients with ALS carrying hexanucleotide expansions in C9ORF72. Using integrative computational methods combining all omics datasets, we identified novel and known dysregulated pathways. We used a C9ORF72 Drosophila model to distinguish pathways contributing to disease phenotypes from compensatory ones and confirmed alterations in some pathways in postmortem spinal cord tissue of patients with ALS. A different differentiation protocol was used to derive a separate set of C9ORF72 and control motor neurons. Many individual -omics differed by protocol, but some core dysregulated pathways were consistent. This strategy of analyzing patient-specific neurons provides disease-related outcomes with small numbers of heterogeneous lines and reduces variation from single-omics to elucidate network-based signatures.

5.
Cancer Cell ; 34(3): 396-410.e8, 2018 09 10.
Artigo em Inglês | MEDLINE | ID: mdl-30205044

RESUMO

There is a pressing need to identify therapeutic targets in tumors with low mutation rates such as the malignant pediatric brain tumor medulloblastoma. To address this challenge, we quantitatively profiled global proteomes and phospho-proteomes of 45 medulloblastoma samples. Integrated analyses revealed that tumors with similar RNA expression vary extensively at the post-transcriptional and post-translational levels. We identified distinct pathways associated with two subsets of SHH tumors, and found post-translational modifications of MYC that are associated with poor outcomes in group 3 tumors. We found kinases associated with subtypes and showed that inhibiting PRKDC sensitizes MYC-driven cells to radiation. Our study shows that proteomics enables a more comprehensive, functional readout, providing a foundation for future therapeutic strategies.


Assuntos
Biomarcadores Tumorais/metabolismo , Neoplasias Encefálicas/patologia , Meduloblastoma/patologia , Processamento de Proteína Pós-Traducional , Adolescente , Adulto , Linhagem Celular Tumoral , Criança , Pré-Escolar , Metilação de DNA , Proteína Quinase Ativada por DNA/metabolismo , Feminino , Perfilação da Expressão Gênica , Proteínas Hedgehog/metabolismo , Humanos , Lactente , Masculino , Proteínas Nucleares/metabolismo , Proteoma/metabolismo , Proteômica , Proteínas Proto-Oncogênicas c-myc/metabolismo , Análise de Sequência de RNA , Adulto Jovem
6.
Artigo em Inglês | MEDLINE | ID: mdl-29552677

RESUMO

The non-mevalonate dependent (NMVA) pathway for the biosynthesis of isopentenyl pyrophosphate and dimethylallyl pyrophosphate is the sole source of these terpenoids for the production of isoprenoids in the apicomplexan parasites, in many eubacteria, and in plants. The absence of this pathway in higher organisms has opened a new platform for the development of novel antibiotics and anti-malarials. The enzyme catalyzing the first step of the NMVA pathway is 1-deoxy-D-xylulose-5-phosphate synthase (DXPS). DXPS catalyzes the thiamine pyrophosphate- and Mg (II)-dependent conjugation of pyruvate and D-glyceraldehyde-3-phosphate to form 1-deoxy-D-xylulose-5-phosphate and CO2. The kinetic mechanism of DXPS from Deinococcus radiodurans most consistent with our data is random sequential as shown using a combination of kinetic analysis and product and dead-end inhibition studies. The role of active site amino acids, identified by sequence alignment to other DXPS proteins, was probed by constructing and analyzing the catalytic efficacy of a set of targeted site-directed mutants.

7.
Biotechnol Bioeng ; 112(7): 1446-56, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25657056

RESUMO

Successful cellular cardiomyoplasty is dependent on biocompatible materials that can retain the cells in the myocardium in order to promote host tissue repair following myocardial infarction. A variety of methods have been explored for incorporating a cell-seeded matrix into the heart, the most popular options being direct application of an injectable system or surgical implantation of a patch. Fibrin-based gels are suitable for either of these approaches, as they are biocompatible and have mechanical properties that can be tailored by adjusting the initial fibrinogen concentration. We have previously demonstrated that conjugating amine-reactive homo-bifunctional polyethylene glycol (PEG) to the fibrinogen prior to crosslinking with thrombin can increase stability both in vivo and in vitro. Similarly, when mesenchymal stem cells are combined with PEGylated fibrin and injected into the myocardium, cell retention can be significantly increased and scar tissue reduced following myocardial infarction. We hypothesized that this gel system could similarly promote cardiomyocyte viability and function in vitro, and that optimizing the mechanical properties of the hydrogel would enhance contractility. In this study, we cultured HL-1 cardiomyocytes either on top of plated PEGylated fibrin (2D) or embedded in 3D gels and evaluated cardiomyocyte function by assessing the expression of cardiomyocyte specific markers, sarcomeric α-actin, and connexin 43, as well as contractile activity. We observed that the culture method can drastically affect the functional phenotype of HL-1 cardiomyocytes, and we present data suggesting the potential use of PEGylated fibrin gel layers to prepare a sheet-like construct for myocardial regeneration.


Assuntos
Técnicas de Cultura de Células/métodos , Fibrina , Hidrogéis/química , Miócitos Cardíacos/fisiologia , Animais , Linhagem Celular , Sobrevivência Celular , Camundongos
8.
PLoS One ; 9(12): e113982, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25501004

RESUMO

Mechanical forces play an important role in proper embryologic development, and similarly such forces can directly impact pluripotency and differentiation of mouse embryonic stem cells (mESC) in vitro. In addition, manipulation of the embryoid body (EB) microenvironment, such as by incorporation of microspheres or microparticles, can similarly influence fate determination. In this study, we developed a mechanical stimulation regimen using permanent neodymium magnets to magnetically attract cells within an EB. Arginine-Glycine-Aspartic Acid (RGD)-conjugated paramagnetic beads were incorporated into the interior of the EBs during aggregation, allowing us to exert force on individual cells using short-term magnetization. EBs were stimulated for one hour at different magnetic field strengths, subsequently exerting a range of force intensity on the cells at different stages of early EB development. Our results demonstrated that following exposure to a 0.2 Tesla magnetic field, ESCs respond to magnetically mediated strain by activating Protein Kinase A (PKA) and increasing phosphorylated extracellular signal-regulated kinase 1/2 (pERK1/2) expression. The timing of stimulation can also be tailored to guide ESC differentiation: the combination of bone morphogenetic protein 4 (BMP4) supplementation with one hour of magnetic attraction on Day 3 enhances cardiomyogenesis by increasing contractile activity and the percentage of sarcomeric α-actin-expressing cells compared to control samples with BMP4 alone. Interestingly, we also observed that the beads alone had some impact on differentiation by increasingly slightly, albeit not significantly, the percentage of cardiomyocytes. Together these results suggest that magnetically mediated strain can be used to enhance the percentage of mouse ESC-derived cardiomyocytes over current differentiation protocols.


Assuntos
Corpos Embrioides/citologia , Células-Tronco Embrionárias/fisiologia , Coração/crescimento & desenvolvimento , Fenômenos Magnéticos , Desenvolvimento Muscular , Animais , Proteína Morfogenética Óssea 4/metabolismo , Diferenciação Celular , Sobrevivência Celular , Células Cultivadas , Proteínas Quinases Dependentes de AMP Cíclico/metabolismo , Corpos Embrioides/fisiologia , Células-Tronco Embrionárias/citologia , Regulação da Expressão Gênica no Desenvolvimento , Sistema de Sinalização das MAP Quinases , Teste de Materiais , Camundongos , Microesferas , Neodímio
9.
FEBS Open Bio ; 3: 124-9, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23772383

RESUMO

Humanity is burdened by malaria as millions are infected with this disease. Although advancements have been made in the treatment of malaria, optimism regarding our fight against malaria must be tempered against the problem of drug resistance in the Plasmodium parasites causing malaria. New targets are required to overcome the resistance problem. The enzymes of the mevalonate-independent pathway of isoprenoid biosynthesis are targets for the development of novel antimalarial drugs. One enzyme in this pathway, 1-deoxy-d-xylulose-5-phosphate synthase (DXS), catalyzes the conversion of 1-deoxy-d-xylulose-5-phosphate to isopentenylpyrophosphate and dimethylallyl phosphate. We demonstrate the use of a step deletion method to identify and eliminate the putative nuclear-encoded and transit peptides from full length DXS to yield a truncated, active, and soluble form of Plasmodium vivax DXS, the DXS catalytic core (DXScc).

10.
J Chem Inf Model ; 53(5): 1138-56, 2013 May 24.
Artigo em Inglês | MEDLINE | ID: mdl-23581389

RESUMO

FabH (Fatty acid biosynthesis, enzyme H, also referred to as ß-ketoacyl-ACP-synthase III) is a key condensing enzyme in the type II fatty acid synthesis (FAS) system. The FAS pathway in bacteria is essential for growth and survival and vastly differs from the human FAS pathway. Enzymes involved in this pathway have arisen as promising biomolecular targets for discovery of new antibacterial drugs. However, currently there are no clinical drugs that selectively target FabH, and known inhibitors of FabH all act within the active site. FabH exerts its catalytic function as a dimer, which could potentially be exploited in developing new strategies for inhibitor design. The aim of this study was to elucidate structural details of the dimer interface region by means of computational modeling, including molecular dynamics (MD) simulations, in order to derive information for the structure-based design of new FabH inhibitors. The dimer interface region was analyzed by MD simulations, trajectory snapshots were collected for further analyses, and docking studies were performed with potential small molecule disruptors. Alanine mutation and docking studies strongly suggest that the dimer interface could be a potential target for anti-infection drug discovery.


Assuntos
Acetiltransferases/química , Acetiltransferases/metabolismo , Alanina , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/metabolismo , Escherichia coli/enzimologia , Simulação de Acoplamento Molecular , Simulação de Dinâmica Molecular , Mutagênese , 3-Oxoacil-(Proteína de Transporte de Acila) Sintase , Acetiltransferases/antagonistas & inibidores , Acetiltransferases/genética , Sítios de Ligação , Domínio Catalítico , Análise por Conglomerados , Avaliação Pré-Clínica de Medicamentos , Inibidores Enzimáticos/metabolismo , Inibidores Enzimáticos/farmacologia , Proteínas de Escherichia coli/antagonistas & inibidores , Proteínas de Escherichia coli/genética , Ácido Graxo Sintase Tipo II/antagonistas & inibidores , Ácido Graxo Sintase Tipo II/química , Ácido Graxo Sintase Tipo II/genética , Ácido Graxo Sintase Tipo II/metabolismo , Humanos , Interações Hidrofóbicas e Hidrofílicas , Reprodutibilidade dos Testes , Solventes/química , Interface Usuário-Computador
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