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1.
Nat Commun ; 14(1): 156, 2023 01 11.
Artigo em Inglês | MEDLINE | ID: mdl-36631445

RESUMO

Cellular senescence and the senescence-associated secretory phenotype (SASP) are implicated in aging and age-related disease, and SASP-related inflammation is thought to contribute to tissue dysfunction in aging and diseased animals. However, whether and how SASP factors influence the regenerative capacity of tissues remains unclear. Here, using intestinal organoids as a model of tissue regeneration, we show that SASP factors released by senescent fibroblasts deregulate stem cell activity and differentiation and ultimately impair crypt formation. We identify the secreted N-terminal domain of Ptk7 as a key component of the SASP that activates non-canonical Wnt / Ca2+ signaling through FZD7 in intestinal stem cells (ISCs). Changes in cytosolic [Ca2+] elicited by Ptk7 promote nuclear translocation of YAP and induce expression of YAP/TEAD target genes, impairing symmetry breaking and stem cell differentiation. Our study discovers secreted Ptk7 as a factor released by senescent cells and provides insight into the mechanism by which cellular senescence contributes to tissue dysfunction in aging and disease.


Assuntos
Diferenciação Celular , Receptores Proteína Tirosina Quinases , Células-Tronco , Animais , Camundongos , Envelhecimento , Diferenciação Celular/genética , Senescência Celular/genética , Intestinos/citologia , Intestinos/metabolismo , Receptores Proteína Tirosina Quinases/metabolismo , Células-Tronco/metabolismo , Via de Sinalização Wnt , Proteínas de Sinalização YAP
2.
Sci Rep ; 12(1): 12921, 2022 07 28.
Artigo em Inglês | MEDLINE | ID: mdl-35902669

RESUMO

Oligodendrocyte progenitor cells (OPCs) account for approximately 5% of the adult brain and have been historically studied for their role in myelination. In the adult brain, OPCs maintain their proliferative capacity and ability to differentiate into oligodendrocytes throughout adulthood, even though relatively few mature oligodendrocytes are produced post-developmental myelination. Recent work has begun to demonstrate that OPCs likely perform multiple functions in both homeostasis and disease and can significantly impact behavioral phenotypes such as food intake and depressive symptoms. However, the exact mechanisms through which OPCs might influence brain function remain unclear. The first step in further exploration of OPC function is to profile the transcriptional repertoire and assess the heterogeneity of adult OPCs. In this work, we demonstrate that adult OPCs are transcriptionally diverse and separate into two distinct populations in the homeostatic brain. These two groups show distinct transcriptional signatures and enrichment of biological processes unique to individual OPC populations. We have validated these OPC populations using multiple methods, including multiplex RNA in situ hybridization and RNA flow cytometry. This study provides an important resource that profiles the transcriptome of adult OPCs and will provide a toolbox for further investigation into novel OPC functions.


Assuntos
Células-Tronco Adultas , Células Precursoras de Oligodendrócitos , Animais , Encéfalo , Diferenciação Celular/genética , Camundongos , Oligodendroglia , RNA
3.
Stem Cells ; 39(1): 115-128, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33166420

RESUMO

Mesenchymal stromal cells (MSCs) are widely used in clinical trials because of their ability to modulate inflammation. The success of MSCs has been variable over 25 years, most likely due to an incomplete understanding of their mechanism. After MSCs are injected, they traffic to the lungs and other tissues where they are rapidly cleared. Despite being cleared, MSCs suppress the inflammatory response in the long term. Using human cord tissue-derived MSCs (hCT-MSCs), we demonstrated that hCT-MSCs directly interact and reprogram monocytes and macrophages. After engaging hCT-MSCs, monocytes and macrophages engulfed cytoplasmic components of live hCT-MSCs, then downregulated gene programs for antigen presentation and costimulation, and functionally suppressed the activation of helper T cells. We determined that low-density lipoprotein receptor-related proteins on monocytes and macrophages mediated the engulfment of hCT-MSCs. Since a large amount of cellular information can be packaged in cytoplasmic RNA processing bodies (p-bodies), we generated p-body deficient hCT-MSCs and confirmed that they failed to reprogram monocytes and macrophages in vitro and in vivo. hCT-MSCs suppressed an inflammatory response caused by a nasal lipopolysaccharide challenge. Although both control and p-body deficient hCT-MSCs were engulfed by infiltrating lung monocytes and macrophages, p-body deficient hCT-MSCs failed to suppress inflammation and downregulate MHC-II. Overall, we identified a novel mechanism by which hCT-MSCs indirectly suppressed a T-cell response by directly interacting and reprogramming monocytes and macrophages via p-bodies. The results of this study suggest a novel mechanism for how MSCs can reprogram the inflammatory response and have long-term effects to suppress inflammation.


Assuntos
Reprogramação Celular/imunologia , Macrófagos/imunologia , Células-Tronco Mesenquimais/imunologia , Monócitos/imunologia , Animais , Reprogramação Celular/genética , Xenoenxertos , Humanos , Transplante de Células-Tronco Mesenquimais , Camundongos
4.
Sci Rep ; 10(1): 15183, 2020 09 16.
Artigo em Inglês | MEDLINE | ID: mdl-32938979

RESUMO

The gut microbiome is known to be sensitive to changes in the immune system, especially during autoimmune diseases such as Multiple Sclerosis (MS). Our study examines the changes to the gut microbiome that occur during experimental autoimmune encephalomyelitis (EAE), an animal model for MS. We collected fecal samples at key stages of EAE progression and quantified microbial abundances with 16S V3-V4 amplicon sequencing. Our analysis of the data suggests that the abundance of commensal Lactobacillaceae decreases during EAE while other commensal populations belonging to the Clostridiaceae, Ruminococcaceae, and Peptostreptococcaceae families expand. Community analysis with microbial co-occurrence networks points to these three expanding taxa as potential mediators of gut microbiome dysbiosis. We also employed PICRUSt2 to impute MetaCyc Enzyme Consortium (EC) pathway abundances from the original microbial abundance data. From this analysis, we found that a number of imputed EC pathways responsible for the production of immunomodulatory compounds appear to be enriched in mice undergoing EAE. Our analysis and interpretation of results provides a detailed picture of the changes to the gut microbiome that are occurring throughout the course of EAE disease progression and helps to evaluate EAE as a viable model for gut dysbiosis in MS patients.


Assuntos
Clostridiaceae/fisiologia , Disbiose/microbiologia , Encefalomielite Autoimune Experimental/microbiologia , Fezes/microbiologia , Microbioma Gastrointestinal/genética , Lactobacillaceae/fisiologia , Esclerose Múltipla/microbiologia , Peptostreptococcus/fisiologia , RNA Ribossômico 16S/genética , Ruminococcus/fisiologia , Animais , Modelos Animais de Doenças , Feminino , Humanos , Imunomodulação , Camundongos , Camundongos Endogâmicos C57BL , Transdução de Sinais
5.
Pharmacogenomics ; 21(8): 521-531, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-32301648

RESUMO

Aim: Evaluate the cost-effectiveness of combinatorial pharmacogenomic (PGx) testing, versus treatment as usual (TAU), to guide treatment for patients with depression, from the Canadian public healthcare system perspective. Materials & methods: Clinical and economic data associated with depression were extracted from published literature. Clinical (quality-adjusted life years; QALYs) and economic (incremental cost-effectiveness ratio) outcomes were modeled using combinatorial PGx and TAU treatment strategies across a 5-year time horizon. Results: With the combinatorial PGx strategy to guide treatment, patients were projected to gain 0.14-0.19 QALYs versus TAU. Accounting for test price, combinatorial PGx saved CAD $1,687-$3,056 versus TAU. Incremental cost-effectiveness ratios ranged from -$11,861 to -$16,124/QALY gained. Conclusion: Combinatorial PGx testing was more efficacious and less costly compared with the TAU for depression.


Assuntos
Análise Custo-Benefício/métodos , Depressão/economia , Depressão/epidemiologia , Programas Nacionais de Saúde/economia , Testes Farmacogenômicos/economia , Testes Farmacogenômicos/métodos , Canadá/epidemiologia , Depressão/diagnóstico , Humanos
6.
Acta Neuropathol ; 139(2): 365-382, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31552482

RESUMO

Oligodendrocyte progenitor cells (OPCs) account for about 5% of total brain and spinal cord cells, giving rise to myelinating oligodendrocytes that provide electrical insulation to neurons of the CNS. OPCs have also recently been shown to regulate inflammatory responses and glial scar formation, suggesting functions that extend beyond myelination. Low-density lipoprotein receptor-related protein 1 (LRP1) is a multifaceted phagocytic receptor that is highly expressed in several CNS cell types, including OPCs. Here, we have generated an oligodendroglia-specific knockout of LRP1, which presents with normal myelin development, but is associated with better outcomes in two animal models of demyelination (EAE and cuprizone). At a mechanistic level, LRP1 did not directly affect OPC differentiation into mature oligodendrocytes. Instead, animals lacking LRP1 in OPCs in the demyelinating CNS were characterized by a robust dampening of inflammation. In particular, LRP1-deficient OPCs presented with impaired antigen cross-presentation machinery, suggesting a failure to propagate the inflammatory response and thus promoting faster myelin repair and neuroprotection. Our study places OPCs as major regulators of neuroinflammation in an LRP1-dependent fashion.


Assuntos
Encefalomielite Autoimune Experimental/metabolismo , Proteína-1 Relacionada a Receptor de Lipoproteína de Baixa Densidade/fisiologia , Esclerose Múltipla/metabolismo , Células Precursoras de Oligodendrócitos/metabolismo , Células Precursoras de Oligodendrócitos/patologia , Animais , Técnicas de Cultura de Células , Diferenciação Celular , Cuprizona , Encefalomielite Autoimune Experimental/etiologia , Encefalomielite Autoimune Experimental/patologia , Antígenos de Histocompatibilidade Classe I , Humanos , Camundongos , Camundongos Endogâmicos C57BL , Esclerose Múltipla/etiologia , Esclerose Múltipla/patologia
7.
Nature ; 564(7734): E7, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30397347

RESUMO

Change history: In this Article, Extended Data Fig. 9 was appearing as Fig. 2 in the HTML, and in Fig. 2, the panel labels 'n' and 'o' overlapped the figure; these errors have been corrected online.

8.
BMC Bioinformatics ; 19(1): 376, 2018 Oct 12.
Artigo em Inglês | MEDLINE | ID: mdl-30314469

RESUMO

BACKGROUND: Relatively small changes to gene expression data dramatically affect co-expression networks inferred from that data which, in turn, can significantly alter the subsequent biological interpretation. This error propagation is an underappreciated problem that, while hinted at in the literature, has not yet been thoroughly explored. Resampling methods (e.g. bootstrap aggregation, random subspace method) are hypothesized to alleviate variability in network inference methods by minimizing outlier effects and distilling persistent associations in the data. But the efficacy of the approach assumes the generalization from statistical theory holds true in biological network inference applications. RESULTS: We evaluated the effect of bootstrap aggregation on inferred networks using commonly applied network inference methods in terms of stability, or resilience to perturbations in the underlying expression data, a metric for accuracy, and functional enrichment of edge interactions. CONCLUSION: Bootstrap aggregation results in improved stability and, depending on the size of the input dataset, a marginal improvement to accuracy assessed by each method's ability to link genes in the same functional pathway.


Assuntos
Expressão Gênica/genética , Redes Reguladoras de Genes/genética , Algoritmos , Humanos
9.
Nat Neurosci ; 21(10): 1380-1391, 2018 10.
Artigo em Inglês | MEDLINE | ID: mdl-30224810

RESUMO

Neuroinflammatory diseases, such as multiple sclerosis, are characterized by invasion of the brain by autoreactive T cells. The mechanism for how T cells acquire their encephalitogenic phenotype and trigger disease remains, however, unclear. The existence of lymphatic vessels in the meninges indicates a relevant link between the CNS and peripheral immune system, perhaps affecting autoimmunity. Here we demonstrate that meningeal lymphatics fulfill two critical criteria: they assist in the drainage of cerebrospinal fluid components and enable immune cells to enter draining lymph nodes in a CCR7-dependent manner. Unlike other tissues, meningeal lymphatic endothelial cells do not undergo expansion during inflammation, and they express a unique transcriptional signature. Notably, the ablation of meningeal lymphatics diminishes pathology and reduces the inflammatory response of brain-reactive T cells during an animal model of multiple sclerosis. Our findings demonstrate that meningeal lymphatics govern inflammatory processes and immune surveillance of the CNS and pose a valuable target for therapeutic intervention.


Assuntos
Encefalite/patologia , Encefalite/fisiopatologia , Vasos Linfáticos/fisiologia , Meninges/patologia , Animais , Antígenos CD/genética , Antígenos CD/metabolismo , Sistema Nervoso Central/imunologia , Sistema Nervoso Central/patologia , Células Dendríticas/patologia , Modelos Animais de Doenças , Encefalite/induzido quimicamente , Proteínas de Fluorescência Verde/genética , Proteínas de Fluorescência Verde/metabolismo , Proteínas de Homeodomínio/genética , Proteínas de Homeodomínio/metabolismo , Linfonodos/patologia , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , MicroRNAs/genética , MicroRNAs/metabolismo , Glicoproteína Mielina-Oligodendrócito/toxicidade , Fragmentos de Peptídeos/toxicidade , Fármacos Fotossensibilizantes/farmacologia , Receptores CCR7/deficiência , Receptores CCR7/genética , Baço/patologia , Linfócitos T/fisiologia , Proteínas Supressoras de Tumor/genética , Proteínas Supressoras de Tumor/metabolismo
10.
Nature ; 560(7717): 185-191, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-30046111

RESUMO

Ageing is a major risk factor for many neurological pathologies, but its mechanisms remain unclear. Unlike other tissues, the parenchyma of the central nervous system (CNS) lacks lymphatic vasculature and waste products are removed partly through a paravascular route. (Re)discovery and characterization of meningeal lymphatic vessels has prompted an assessment of their role in waste clearance from the CNS. Here we show that meningeal lymphatic vessels drain macromolecules from the CNS (cerebrospinal and interstitial fluids) into the cervical lymph nodes in mice. Impairment of meningeal lymphatic function slows paravascular influx of macromolecules into the brain and efflux of macromolecules from the interstitial fluid, and induces cognitive impairment in mice. Treatment of aged mice with vascular endothelial growth factor C enhances meningeal lymphatic drainage of macromolecules from the cerebrospinal fluid, improving brain perfusion and learning and memory performance. Disruption of meningeal lymphatic vessels in transgenic mouse models of Alzheimer's disease promotes amyloid-ß deposition in the meninges, which resembles human meningeal pathology, and aggravates parenchymal amyloid-ß accumulation. Meningeal lymphatic dysfunction may be an aggravating factor in Alzheimer's disease pathology and in age-associated cognitive decline. Thus, augmentation of meningeal lymphatic function might be a promising therapeutic target for preventing or delaying age-associated neurological diseases.


Assuntos
Envelhecimento/líquido cefalorraquidiano , Doença de Alzheimer/líquido cefalorraquidiano , Doença de Alzheimer/fisiopatologia , Vasos Linfáticos/fisiopatologia , Meninges/fisiopatologia , Envelhecimento/patologia , Doença de Alzheimer/patologia , Amiloide/metabolismo , Peptídeos beta-Amiloides/metabolismo , Animais , Encéfalo/metabolismo , Cognição , Transtornos Cognitivos/fisiopatologia , Transtornos Cognitivos/terapia , Modelos Animais de Doenças , Líquido Extracelular/metabolismo , Feminino , Homeostase , Humanos , Linfonodos/metabolismo , Vasos Linfáticos/patologia , Masculino , Meninges/patologia , Camundongos , Camundongos Transgênicos , Perfusão
11.
J Exp Med ; 215(7): 1789-1801, 2018 07 02.
Artigo em Inglês | MEDLINE | ID: mdl-29941548

RESUMO

Phagocytosis of synaptic material by microglia is critical for central nervous system development. Less well understood is this microglial function in the injured adult brain. Assay of microglial phagocytosis is challenging, because peripheral myeloid cells engraft the site of injury, which could obscure interpretation of microglial roles. The model used here, optic nerve crush injury, results in degeneration of synapses in the dorsal lateral geniculate nucleus (dLGN), which stimulates rapid activation and engulfment of synaptic material by resident microglia without myeloid cell engraftment. Pharmacological depletion of microglia causes postinjury accumulation of synaptic debris, suggesting that microglia are the dominant postinjury phagocytes. Genetic or pharmacological manipulations revealed that neuronal activity does not trigger microglia phagocytosis after injury. RNA sequencing reveals C1q and CD11b/CR3 involvement in clearance of debris by dLGN-resident microglia. Indeed, C1qa-/- and Itgam-/- mice exhibit impaired postinjury debris clearance. Our results show how neurodegenerative debris is cleared by microglia and offers a model for studying its mechanisms and physiological roles.


Assuntos
Sistema Nervoso Central/imunologia , Sistema Nervoso Central/lesões , Proteínas do Sistema Complemento/metabolismo , Microglia/metabolismo , Neurônios/metabolismo , Sinapses/metabolismo , Animais , Antígeno CD11b/metabolismo , Proliferação de Células , Sistema Nervoso Central/patologia , Perfilação da Expressão Gênica , Corpos Geniculados/patologia , Camundongos Endogâmicos C57BL , Microglia/patologia , Compressão Nervosa , Degeneração Neural/patologia , Neurônios/patologia , Nervo Óptico/patologia , Fagocitose , Sinapses/patologia
12.
ISME J ; 12(8): 2011-2023, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29795448

RESUMO

The advent of high-throughput 'omics approaches coupled with computational analyses to reconstruct individual genomes from metagenomes provides a basis for species-resolved functional studies. Here, a mutual information approach was applied to build a gene association network of a commensal consortium, in which a unicellular cyanobacterium Thermosynechococcus elongatus BP1 supported the heterotrophic growth of Meiothermus ruber strain A. Specifically, we used the context likelihood of relatedness (CLR) algorithm to generate a gene association network from 25 transcriptomic datasets representing distinct growth conditions. The resulting interspecies network revealed a number of linkages between genes in each species. While many of the linkages were supported by the existing knowledge of phototroph-heterotroph interactions and the metabolism of these two species several new interactions were inferred as well. These include linkages between amino acid synthesis and uptake genes, as well as carbohydrate and vitamin metabolism, terpenoid metabolism and cell adhesion genes. Further topological examination and functional analysis of specific gene associations suggested that the interactions are likely to center around the exchange of energetically costly metabolites between T. elongatus and M. ruber. Both the approach and conclusions derived from this work are widely applicable to microbial communities for identification of the interactions between species and characterization of community functioning as a whole.


Assuntos
Bactérias/genética , Cianobactérias/genética , Algoritmos , Bactérias/crescimento & desenvolvimento , Fenômenos Fisiológicos Bacterianos , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Cianobactérias/crescimento & desenvolvimento , Cianobactérias/fisiologia , Redes Reguladoras de Genes , Processos Heterotróficos , Metagenoma , Microbiota , Especificidade da Espécie , Transcriptoma
13.
J Exp Med ; 215(6): 1627-1647, 2018 06 04.
Artigo em Inglês | MEDLINE | ID: mdl-29643186

RESUMO

Peripherally derived macrophages infiltrate the brain after bone marrow transplantation and during central nervous system (CNS) inflammation. It was initially suggested that these engrafting cells were newly derived microglia and that irradiation was essential for engraftment to occur. However, it remains unclear whether brain-engrafting macrophages (beMφs) acquire a unique phenotype in the brain, whether long-term engraftment may occur without irradiation, and whether brain function is affected by the engrafted cells. In this study, we demonstrate that chronic, partial microglia depletion is sufficient for beMφs to populate the niche and that the presence of beMφs does not alter behavior. Furthermore, beMφs maintain a unique functional and transcriptional identity as compared with microglia. Overall, this study establishes beMφs as a unique CNS cell type and demonstrates that therapeutic engraftment of beMφs may be possible with irradiation-free conditioning regimens.


Assuntos
Encéfalo/patologia , Encéfalo/efeitos da radiação , Macrófagos/efeitos da radiação , Macrófagos/transplante , Microglia/metabolismo , Microglia/efeitos da radiação , Animais , Comportamento Animal , Modelos Animais de Doenças , Feminino , Raios gama , Macrófagos/metabolismo , Masculino , Camundongos Endogâmicos C57BL , Transcrição Gênica/efeitos da radiação
14.
Sci Rep ; 7: 43859, 2017 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-28266612

RESUMO

Depressive disorders often run in families, which, in addition to the genetic component, may point to the microbiome as a causative agent. Here, we employed a combination of behavioral, molecular and computational techniques to test the role of the microbiota in mediating despair behavior. In chronically stressed mice displaying despair behavior, we found that the microbiota composition and the metabolic signature dramatically change. Specifically, we observed reduced Lactobacillus and increased circulating kynurenine levels as the most prominent changes in stressed mice. Restoring intestinal Lactobacillus levels was sufficient to improve the metabolic alterations and behavioral abnormalities. Mechanistically, we identified that Lactobacillus-derived reactive oxygen species may suppress host kynurenine metabolism, by inhibiting the expression of the metabolizing enzyme, IDO1, in the intestine. Moreover, maintaining elevated kynurenine levels during Lactobacillus supplementation diminished the treatment benefits. Collectively, our data provide a mechanistic scenario for how a microbiota player (Lactobacillus) may contribute to regulating metabolism and resilience during stress.


Assuntos
Transtorno Depressivo/fisiopatologia , Microbioma Gastrointestinal/fisiologia , Mucosa Intestinal/metabolismo , Estresse Psicológico/fisiopatologia , Animais , Transtorno Depressivo/psicologia , Microbioma Gastrointestinal/genética , Indolamina-Pirrol 2,3,-Dioxigenase/metabolismo , Intestinos/microbiologia , Cinurenina/sangue , Cinurenina/metabolismo , Lactobacillus/classificação , Lactobacillus/genética , Lactobacillus/fisiologia , Masculino , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL , Dinâmica Populacional , RNA Ribossômico 16S/genética , Análise de Sequência de DNA , Estresse Psicológico/psicologia
15.
J Exp Med ; 214(2): 285-296, 2017 02.
Artigo em Inglês | MEDLINE | ID: mdl-27994070

RESUMO

The meningeal space is occupied by a diverse repertoire of immune cells. Central nervous system (CNS) injury elicits a rapid immune response that affects neuronal survival and recovery, but the role of meningeal inflammation remains poorly understood. Here, we describe type 2 innate lymphocytes (ILC2s) as a novel cell type resident in the healthy meninges that are activated after CNS injury. ILC2s are present throughout the naive mouse meninges, though are concentrated around the dural sinuses, and have a unique transcriptional profile. After spinal cord injury (SCI), meningeal ILC2s are activated in an IL-33-dependent manner, producing type 2 cytokines. Using RNAseq, we characterized the gene programs that underlie the ILC2 activation state. Finally, addition of wild-type lung-derived ILC2s into the meningeal space of IL-33R-/- animals partially improves recovery after SCI. These data characterize ILC2s as a novel meningeal cell type that responds to SCI and could lead to new therapeutic insights for neuroinflammatory conditions.


Assuntos
Linfócitos/imunologia , Meninges/imunologia , Traumatismos da Medula Espinal/imunologia , Animais , Imunidade Inata , Interleucina-13/biossíntese , Interleucina-33/fisiologia , Camundongos , Camundongos Endogâmicos BALB C
16.
J Phys Chem B ; 121(15): 3458-3472, 2017 04 20.
Artigo em Inglês | MEDLINE | ID: mdl-27966363

RESUMO

This paper applies the Bayesian Model Averaging statistical ensemble technique to estimate small molecule solvation free energies. There is a wide range of methods available for predicting solvation free energies, ranging from empirical statistical models to ab initio quantum mechanical approaches. Each of these methods is based on a set of conceptual assumptions that can affect predictive accuracy and transferability. Using an iterative statistical process, we have selected and combined solvation energy estimates using an ensemble of 17 diverse methods from the fourth Statistical Assessment of Modeling of Proteins and Ligands (SAMPL) blind prediction study to form a single, aggregated solvation energy estimate. Methods that possess minimal or redundant information are pruned from the ensemble and the evaluation process repeats until aggregate predictive performance can no longer be improved. We show that this process results in a final aggregate estimate that outperforms all individual methods by reducing estimate errors by as much as 91% to 1.2 kcal mol-1 accuracy. This work provides a new approach for accurate solvation free energy prediction and lays the foundation for future work on aggregate models that can balance computational cost with prediction accuracy.


Assuntos
Teorema de Bayes , Proteínas/química , Solventes/química , Termodinâmica , Ligantes , Teoria Quântica , Solubilidade
17.
Nucleic Acids Res ; 44(18): 8810-8825, 2016 Oct 14.
Artigo em Inglês | MEDLINE | ID: mdl-27568004

RESUMO

Cyanobacterial regulation of gene expression must contend with a genome organization that lacks apparent functional context, as the majority of cellular processes and metabolic pathways are encoded by genes found at disparate locations across the genome and relatively few transcription factors exist. In this study, global transcript abundance data from the model cyanobacterium Synechococcus sp. PCC 7002 grown under 42 different conditions was analyzed using Context-Likelihood of Relatedness (CLR). The resulting network, organized into 11 modules, provided insight into transcriptional network topology as well as grouping genes by function and linking their response to specific environmental variables. When used in conjunction with genome sequences, the network allowed identification and expansion of novel potential targets of both DNA binding proteins and sRNA regulators. These results offer a new perspective into the multi-level regulation that governs cellular adaptations of the fast-growing physiologically robust cyanobacterium Synechococcus sp. PCC 7002 to changing environmental variables. It also provides a methodological high-throughput approach to studying multi-scale regulatory mechanisms that operate in cyanobacteria. Finally, it provides valuable context for integrating systems-level data to enhance gene grouping based on annotated function, especially in organisms where traditional context analyses cannot be implemented due to lack of operon-based functional organization.


Assuntos
Regulação Bacteriana da Expressão Gênica , Redes Reguladoras de Genes , Synechococcus/genética , Transcriptoma , Sítios de Ligação , Análise por Conglomerados , Perfilação da Expressão Gênica , Genoma Bacteriano , Motivos de Nucleotídeos , Matrizes de Pontuação de Posição Específica , Ligação Proteica , RNA não Traduzido , Synechococcus/metabolismo , Fatores de Transcrição/metabolismo
18.
Nature ; 535(7612): 425-9, 2016 07 21.
Artigo em Inglês | MEDLINE | ID: mdl-27409813

RESUMO

Immune dysfunction is commonly associated with several neurological and mental disorders. Although the mechanisms by which peripheral immunity may influence neuronal function are largely unknown, recent findings implicate meningeal immunity influencing behaviour, such as spatial learning and memory. Here we show that meningeal immunity is also critical for social behaviour; mice deficient in adaptive immunity exhibit social deficits and hyper-connectivity of fronto-cortical brain regions. Associations between rodent transcriptomes from brain and cellular transcriptomes in response to T-cell-derived cytokines suggest a strong interaction between social behaviour and interferon-γ (IFN-γ)-driven responses. Concordantly, we demonstrate that inhibitory neurons respond to IFN-γ and increase GABAergic (γ-aminobutyric-acid) currents in projection neurons, suggesting that IFN-γ is a molecular link between meningeal immunity and neural circuits recruited for social behaviour. Meta-analysis of the transcriptomes of a range of organisms reveals that rodents, fish, and flies elevate IFN-γ/JAK-STAT-dependent gene signatures in a social context, suggesting that the IFN-γ signalling pathway could mediate a co-evolutionary link between social/aggregation behaviour and an efficient anti-pathogen response. This study implicates adaptive immune dysfunction, in particular IFN-γ, in disorders characterized by social dysfunction and suggests a co-evolutionary link between social behaviour and an anti-pathogen immune response driven by IFN-γ signalling.


Assuntos
Interferon gama/fisiologia , Vias Neurais , Comportamento Social , Animais , Drosophila melanogaster/genética , Feminino , Neurônios GABAérgicos/metabolismo , Masculino , Meninges/citologia , Meninges/imunologia , Camundongos , Camundongos Endogâmicos C57BL , Córtex Pré-Frontal/citologia , Córtex Pré-Frontal/metabolismo , Ratos , Transdução de Sinais , Linfócitos T/imunologia , Transcriptoma , Peixe-Zebra/genética
19.
PLoS One ; 10(9): e0138466, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26389830

RESUMO

The alternative sigma factor σE functions to maintain bacterial homeostasis and membrane integrity in response to extracytoplasmic stress by regulating thousands of genes both directly and indirectly. The transcriptional regulatory network governed by σE in Salmonella and E. coli has been examined using microarray, however a genome-wide analysis of σE-binding sites in Salmonella has not yet been reported. We infected macrophages with Salmonella Typhimurium over a select time course. Using chromatin immunoprecipitation followed by high-throughput DNA sequencing (ChIP-seq), 31 σE-binding sites were identified. Seventeen sites were new, which included outer membrane proteins, a quorum-sensing protein, a cell division factor, and a signal transduction modulator. The consensus sequence identified for σE in vivo binding was similar to the one previously reported, except for a conserved G and A between the -35 and -10 regions. One third of the σE-binding sites did not contain the consensus sequence, suggesting there may be alternative mechanisms by which σE modulates transcription. By dissecting direct and indirect modes of σE-mediated regulation, we found that σE activates gene expression through recognition of both canonical and reversed consensus sequence. New σE regulated genes (greA, luxS, ompA and ompX) are shown to be involved in heat shock and oxidative stress responses.


Assuntos
Proteínas de Bactérias/genética , Regulação Bacteriana da Expressão Gênica , Resposta ao Choque Térmico , Estresse Oxidativo , Regulon , Salmonella typhimurium/genética , Fator sigma/genética , Sequência de Bases , Sequência Consenso , Humanos , Dados de Sequência Molecular , Infecções por Salmonella/microbiologia , Salmonella typhimurium/metabolismo
20.
Sci Data ; 2: 150041, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26306205

RESUMO

This Data Descriptor announces the submission to public repositories of the PNNL Biodiversity Library, a large collection of global proteomics data for 112 bacterial and archaeal organisms. The data comprises 35,162 tandem mass spectrometry (MS/MS) datasets from ~10 years of research. All data has been searched, annotated and organized in a consistent manner to promote reuse by the community. Protein identifications were cross-referenced with KEGG functional annotations which allows for pathway oriented investigation. We present the data as a freely available community resource. A variety of data re-use options are described for computational modelling, proteomics assay design and bioengineering. Instrument data and analysis files are available at ProteomeXchange via the MassIVE partner repository under the identifiers PXD001860 and MSV000079053.


Assuntos
Archaea , Proteínas Arqueais , Bactérias , Proteínas de Bactérias , Bases de Dados de Proteínas , Proteômica , Archaea/genética , Archaea/metabolismo , Bactérias/genética , Bactérias/metabolismo , Biodiversidade , Espectrometria de Massas em Tandem
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