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1.
Nat Commun ; 10(1): 4377, 2019 09 26.
Artigo em Inglês | MEDLINE | ID: mdl-31558769

RESUMO

Synapses contain hundreds of distinct proteins whose heterogeneous expression levels are determinants of synaptic plasticity and signal transmission relevant to a range of diseases. Here, we use diffusible nucleic acid imaging probes to profile neuronal synapses using multiplexed confocal and super-resolution microscopy. Confocal imaging is performed using high-affinity locked nucleic acid imaging probes that stably yet reversibly bind to oligonucleotides conjugated to antibodies and peptides. Super-resolution PAINT imaging of the same targets is performed using low-affinity DNA imaging probes to resolve nanometer-scale synaptic protein organization across nine distinct protein targets. Our approach enables the quantitative analysis of thousands of synapses in neuronal culture to identify putative synaptic sub-types and co-localization patterns from one dozen proteins. Application to characterize synaptic reorganization following neuronal activity blockade reveals coordinated upregulation of the post-synaptic proteins PSD-95, SHANK3 and Homer-1b/c, as well as increased correlation between synaptic markers in the active and synaptic vesicle zones.


Assuntos
Microscopia de Fluorescência/métodos , Neurônios/metabolismo , Sondas de Ácido Nucleico/metabolismo , Oligonucleotídeos/metabolismo , Animais , Animais Recém-Nascidos , Células Cultivadas , Difusão , Proteína 4 Homóloga a Disks-Large/metabolismo , Camundongos , Proteínas dos Microfilamentos , Proteínas do Tecido Nervoso/metabolismo , Plasticidade Neuronal , Neurônios/citologia , Sondas de Ácido Nucleico/química , Oligonucleotídeos/química , Ratos Sprague-Dawley , Sinapses/metabolismo , Vesículas Sinápticas/metabolismo
2.
Cell Mol Bioeng ; 11(6): 451-469, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30524510

RESUMO

INTRODUCTION: Targeted cancer therapeutics have demonstrated more limited clinical efficacy than anticipated, due to both intrinsic and acquired drug resistance. Underlying mechanisms have been largely attributed to genetic changes, but a substantial proportion of resistance observations remain unexplained by genomic properties. Emerging evidence shows that receptor tyrosine kinase (RTK) reprogramming is a major alternative process causing targeted drug resistance, separate from genetic alterations. Hence, the contributions of mechanisms leading to this process need to be more rigorously assessed. METHODS: To parse contributions of multiple mechanisms to RTK reprogramming, we have developed a quantitative multi-receptor and multi-mechanistic experimental framework and kinetic model. RESULTS: We find that RTK reprogramming mechanisms are disparate among RTKs and nodes of intervention in the MAPK pathway. Mek inhibition induces increased Axl and Her2 levels in triple negative breast cancer (TNBC) cells while Met and EGFR levels remain unchanged, with Axl and Her2 sharing re-wiring through increased synthesis and differing secondary contributing mechanisms. While three Mek inhibitors exhibited mechanistic similarity, three Erk inhibitors elicited effects different from the Mek inhibitors and from each other, with MAPK pathway target-specific effects correlating with Erk subcellular localization. Furthermore, we find that Mek inhibitor-induced RTK reprogramming occurs through both BET bromodomain dependent and independent mechanisms, motivating combination treatment with BET and Axl inhibition to overcome RTK reprogramming. CONCLUSIONS: Our findings suggest that RTK reprogramming occurs through multiple mechanisms in a MAPK pathway target-specific manner, highlighting the need for comprehensive resistance mechanism profiling strategies during pharmacological development.

3.
Mol Cancer Res ; 15(12): 1656-1666, 2017 12.
Artigo em Inglês | MEDLINE | ID: mdl-28923840

RESUMO

Metastases are a major cause of cancer mortality. AXL, a receptor tyrosine kinase aberrantly expressed in many tumors, is a potent oncogenic driver of metastatic cell motility and has been identified as broadly relevant in cancer drug resistance. Despite its frequent association with changes in cancer phenotypes, the precise mechanism leading to AXL activation is incompletely understood. In addition to its ligand growth arrest specific-6 (Gas6), activation of AXL requires the lipid moiety phosphatidylserine (PS). Phosphatidylserine is only available to mediate AXL activation when it is externalized on cell membranes, an event that occurs during certain physiologic processes such as apoptosis. Here, it is reported that exposure of cancer cells to phosphatidylserine-containing vesicles, including synthetic liposomes and apoptotic bodies, contributes to enhanced migration of tumor cells via a PS-Gas6-AXL signaling axis. These findings suggest that anticancer treatments that induce fractional cell killing enhance the motility of surviving cells in AXL-expressing tumors, which may explain the widespread role of AXL in limiting therapeutic efficacy.Implications: This study demonstrates that motility behavior of AXL-expressing tumor cells can be elicited by Gas6-bearing apoptotic bodies generated from tumor treatment with therapeutics that produce killing of a portion of the tumor cells present but not all, hence generating potentially problematic invasive and metastatic behavior of the surviving tumor cells. Mol Cancer Res; 15(12); 1656-66. ©2017 AACR.


Assuntos
Resistencia a Medicamentos Antineoplásicos/genética , Peptídeos e Proteínas de Sinalização Intercelular/genética , Neoplasias/genética , Proteínas Proto-Oncogênicas/genética , Receptores Proteína Tirosina Quinases/genética , Apoptose/genética , Linhagem Celular Tumoral , Movimento Celular/genética , Proliferação de Células/genética , Vesículas Extracelulares/genética , Regulação Neoplásica da Expressão Gênica , Humanos , Lipossomos/metabolismo , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , Neoplasias/patologia , Fosfatidilserinas/genética , Fosfatidilserinas/metabolismo , Transdução de Sinais/genética , Receptor Tirosina Quinase Axl
4.
Integr Biol (Camb) ; 8(1): 73-90, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26658688

RESUMO

Live-cell imaging can be used to capture spatio-temporal aspects of cellular responses that are not accessible to fixed-cell imaging. As the use of live-cell imaging continues to increase, new computational procedures are needed to characterize and classify the temporal dynamics of individual cells. For this purpose, here we present the general experimental-computational framework SAPHIRE (Stochastic Annotation of Phenotypic Individual-cell Responses) to characterize phenotypic cellular responses from time series imaging datasets. Hidden Markov modeling is used to infer and annotate morphological state and state-switching properties from image-derived cell shape measurements. Time series modeling is performed on each cell individually, making the approach broadly useful for analyzing asynchronous cell populations. Two-color fluorescent cells simultaneously expressing actin and nuclear reporters enabled us to profile temporal changes in cell shape following pharmacological inhibition of cytoskeleton-regulatory signaling pathways. Results are compared with existing approaches conventionally applied to fixed-cell imaging datasets, and indicate that time series modeling captures heterogeneous dynamic cellular responses that can improve drug classification and offer additional important insight into mechanisms of drug action. The software is available at http://saphire-hcs.org.


Assuntos
Neoplasias da Mama/patologia , Tamanho Celular , Interpretação de Imagem Assistida por Computador/métodos , Microscopia de Fluorescência por Excitação Multifotônica/métodos , Reconhecimento Automatizado de Padrão/métodos , Técnica de Subtração , Algoritmos , Linhagem Celular Tumoral , Simulação por Computador , Feminino , Humanos , Microscopia Intravital , Modelos Biológicos , Modelos Estatísticos , Fenótipo , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
5.
Nat Immunol ; 13(11): 1118-28, 2012 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-23023392

RESUMO

We assessed gene expression in tissue macrophages from various mouse organs. The diversity in gene expression among different populations of macrophages was considerable. Only a few hundred mRNA transcripts were selectively expressed by macrophages rather than dendritic cells, and many of these were not present in all macrophages. Nonetheless, well-characterized surface markers, including MerTK and FcγR1 (CD64), along with a cluster of previously unidentified transcripts, were distinctly and universally associated with mature tissue macrophages. TCEF3, C/EBP-α, Bach1 and CREG-1 were among the transcriptional regulators predicted to regulate these core macrophage-associated genes. The mRNA encoding other transcription factors, such as Gata6, was associated with single macrophage populations. We further identified how these transcripts and the proteins they encode facilitated distinguishing macrophages from dendritic cells.


Assuntos
Antígenos CD/genética , Macrófagos/metabolismo , RNA Mensageiro/genética , Fatores de Transcrição/genética , Transcrição Gênica , Animais , Antígenos CD/imunologia , Diferenciação Celular , Células Dendríticas/citologia , Células Dendríticas/imunologia , Células Dendríticas/metabolismo , Perfilação da Expressão Gênica , Regulação da Expressão Gênica , Variação Genética , Fígado/citologia , Fígado/imunologia , Fígado/metabolismo , Pulmão/citologia , Pulmão/imunologia , Pulmão/metabolismo , Macrófagos/citologia , Macrófagos/imunologia , Camundongos , Microglia/citologia , Microglia/imunologia , Microglia/metabolismo , Análise de Sequência com Séries de Oligonucleotídeos , Especificidade de Órgãos , RNA Mensageiro/imunologia , Baço/citologia , Baço/imunologia , Baço/metabolismo , Fatores de Transcrição/imunologia
6.
Bioinformatics ; 28(1): 105-11, 2012 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-22080467

RESUMO

MOTIVATION: Genome-wide mRNA profiling provides a snapshot of the global state of cells under different conditions. However, mRNA levels do not provide direct understanding of upstream regulatory mechanisms. Here, we present a new approach called Expression2Kinases (X2K) to identify upstream regulators likely responsible for observed patterns in genome-wide gene expression. By integrating chromatin immuno-precipitation (ChIP)-seq/chip and position weight matrices (PWMs) data, protein-protein interactions and kinase-substrate phosphorylation reactions, we can better identify regulatory mechanisms upstream of genome-wide differences in gene expression. We validated X2K by applying it to recover drug targets of food and drug administration (FDA)-approved drugs from drug perturbations followed by mRNA expression profiling; to map the regulatory landscape of 44 stem cells and their differentiating progeny; to profile upstream regulatory mechanisms of 327 breast cancer tumors; and to detect pathways from profiled hepatic stellate cells and hippocampal neurons. The X2K approach can advance our understanding of cell signaling and unravel drugs mechanisms of action. AVAILABILITY: The software and source code are freely available at: http://www.maayanlab.net/X2K. CONTACT: avi.maayan@mssm.edu SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Perfilação da Expressão Gênica , Estudo de Associação Genômica Ampla , Sequências Reguladoras de Ácido Nucleico , Software , Animais , Diferenciação Celular , Imunoprecipitação da Cromatina , Humanos , Análise de Sequência com Séries de Oligonucleotídeos , Transdução de Sinais , Fatores de Transcrição/metabolismo
7.
Biomaterials ; 32(30): 7403-10, 2011 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-21820172

RESUMO

Functionalisation of the surface of orthopaedic implants with nanotopographies that could stimulate in situ osteogenic differentiation of the patient's stem or osteoprogenitor cells would have significant therapeutic potential. Mesenchymal stem cell (MSC) responses to titanium substrates patterned with nanopillar structures were investigated in this study. Focal adhesions were quantified in S-phase cells, the bone-related transcription factor Runx2 was examined, osteocalcin production was noted, and Haralick computational analysis was used to assess the relatedness of the cell responses to each of the titanium substrata based on cytoskeletal textural features. Metabolomics was used as a novel means of assessing cellular responses to the biomaterial substrates by analysing the global metabolite profile of the cells on the substrata, and shows promise as a technique with high data yield for evaluating cell interactions with materials of different surface chemistry or topography. The cell response to 15 nm high nanopillars was distinct, consistent with a transition from a more quiescent phenotype on the planar substrate, to an 'active' phenotype on the pillars. These studies illustrate the potential for clinically relevant titania nanopillared substrata to modulate MSCs, with implications for orthopaedic device design and application.


Assuntos
Materiais Biocompatíveis/química , Osso e Ossos/citologia , Células-Tronco Mesenquimais/citologia , Células-Tronco Mesenquimais/metabolismo , Nanoestruturas/química , Titânio/química , Materiais Biocompatíveis/metabolismo , Células da Medula Óssea/citologia , Células da Medula Óssea/metabolismo , Células Cultivadas , Subunidade alfa 1 de Fator de Ligação ao Core/metabolismo , Adesões Focais/metabolismo , Humanos , Metabolômica , Nanoestruturas/ultraestrutura , Osteocalcina/metabolismo , Osteogênese , Fase S , Propriedades de Superfície , Titânio/metabolismo
8.
Cell Cycle ; 9(11): 2108-17, 2010 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-20495372

RESUMO

Our recent report suggests that subtle changes in early cytoskeletal protein-level organization correlate with long-term stem cell lineage commitment. In this extra-view, we dissect changes in the expression of both cytoskeletal and nuclear-regulating genes that may precede and, possibly, govern the formative lineage-specific organizational cues. Human mesenchymal stem cells cultured on glass under basal, osteogenic, and adipogenic induction media were analyzed for gene expression profiles within the first 24 hours. Several key actin organization regulating genes and nuclear and cell cycle regulatory genes were found to be upregulated in osteogenic media compared to adipogenic and basal conditions. Given the role of both cytoskeletal and nuclear genes, we examined the possibility of classifying stem cell subpopulations using high content imaging approaches based on the organization of both actin, as previously proposed, as well as nuclear organization and distribution of a nuclear organizational protein, the nuclear mitotic apparatus (NuMA). A pool of combined cytoskeletal and nuclear descriptors were merged into a composite feature space via dimensionality reduction, data fusion, and classification methodologies. This composite approach enabled feature-based identification of specific lineage committed as well as non-differentiating cell populations. Using the improved classification of this high-content imaging-based profiling tool, we demonstrate that MSCs induced to differentiate to either osteogenic or adipogenic lineages are discernable within the first 24 hours from each other and from non-differentiating cells.


Assuntos
Citoesqueleto de Actina/metabolismo , Células-Tronco Mesenquimais/citologia , Proteínas Nucleares/metabolismo , Diferenciação Celular , Linhagem da Célula , Análise por Conglomerados , Perfilação da Expressão Gênica , Humanos , Células-Tronco Mesenquimais/metabolismo , Proteínas Nucleares/genética , Análise de Componente Principal , Quinases Associadas a rho/metabolismo
9.
Proc Natl Acad Sci U S A ; 107(2): 610-5, 2010 Jan 12.
Artigo em Inglês | MEDLINE | ID: mdl-20080726

RESUMO

Stem cells that adopt distinct lineages cannot be distinguished based on traditional cell shape. This study reports that higher-order variations in cell shape and cytoskeletal organization that occur within hours of stimulation forecast the lineage commitment fates of human mesenchymal stem cells (hMSCs). The unique approach captures numerous early (24 h), quantitative features of actin fluororeporter shapes, intensities, textures, and spatial distributions (collectively termed morphometric descriptors). The large number of descriptors are reduced into "combinations" through which distinct subpopulations of cells featuring unique combinations are identified. We demonstrate that hMSCs cultured on fibronectin-treated glass substrates under environments permissive to bone lineage induction could be readily discerned within the first 24 h from those cultured in basal- or fat-inductive conditions by such cytoskeletal feature groupings. We extend the utility of this approach to forecast osteogenic stem cell lineage fates across a series of synthetic polymeric materials of diverse physicochemical properties. Within the first 24 h following stem cell seeding, we could successfully "profile" the substrate responsiveness prospectively in terms of the degree of bone versus nonbone predisposition. The morphometric methodology also provided insights into how substrates may modulate the pace of osteogenic lineage specification. Cells on glass substrates deficient in fibronectin showed a similar divergence of lineage fates, but delayed beyond 48 h. In summary, this high-content imaging and single cell modeling approach offers a framework to elucidate and manipulate determinants of stem cell behaviors, as well as to screen stem cell lineage modulating materials and environments.


Assuntos
Diferenciação Celular/fisiologia , Citoesqueleto/ultraestrutura , Células-Tronco Mesenquimais/citologia , Adipócitos/citologia , Adipócitos/fisiologia , Adulto , Osso e Ossos/citologia , Osso e Ossos/fisiologia , Divisão Celular/fisiologia , Células Cultivadas , Meios de Cultura , Citoesqueleto/fisiologia , Células-Tronco Embrionárias/citologia , Células-Tronco Embrionárias/fisiologia , Humanos , Transplante de Células-Tronco Mesenquimais , Células-Tronco Mesenquimais/fisiologia , Osteogênese/fisiologia , Engenharia Tecidual/métodos
10.
J Biomed Mater Res A ; 93(2): 505-14, 2010 May.
Artigo em Inglês | MEDLINE | ID: mdl-19585568

RESUMO

Regulation of smooth muscle cell adhesion, proliferation, and motility on biomaterials is critical to the performance of blood-contacting implants and vascular tissue engineering scaffolds. The goal of this study was to examine the underlying substrate-smooth muscle cell response relations, using a selection of polymers representative of an expansive library of multifunctional, tyrosine-derived polycarbonates. Three chemical components within the polymer structure were selectively varied through copolymerization: (1) the content of iodinated tyrosine to achieve X-ray visibility; (2) the content of poly(ethylene glycol) (PEG) to decrease protein adsorption and cell adhesivity; and (3) the content of desaminotyrosyl-tyrosine (DT), which regulates the rate of polymer degradation. Using quartz crystal microbalance with dissipation, we quantified differential serum protein adsorption behavior because of the chemical components DT, iodinated tyrosine, and PEG: increased PEG content within the polymer structure progressively decreased protein adsorption but the simultaneous presence of both DT and iodinated tyrosine reversed the effects of PEG. The complex interplay of these components was next tested on the adhesion, proliferation, and motility behavior cultured human aortic smooth muscle cells. The incorporation of PEG into the polymer reduced cell attachment, which was reversed in the presence of iodinated tyrosine. Further, we found that as little as 10% DT content was sufficient to negate the PEG effect in polymers containing iodinated tyrosine, whereas in non-iodinated polymers, the PEG effect on cell attachment was reversed. Cross-functional analysis of motility and proliferation revealed divergent substrate chemistry related cell response regimes. For instance, within the series of polymers containing both iodinated tyrosine and 10% of DT, increasing PEG levels lowered smooth muscle cell motility without a change in the rate of cell proliferation. In contrast, for non-iodinated tyrosine and 10% of DT, increasing PEG levels increased cell proliferation significantly while reducing cell motility. Clearly, the polycarbonate polymer library offers a sensitive platform to modulate cell adhesion, proliferation, and motility responses, which, in turn, may have implications for controlling vascular remodeling in vivo. Additionally, our data suggests unique biorelevant properties following the incorporation of iodinated subunits in a polymeric biomaterial as a potential platform for X-ray visible devices.


Assuntos
Adesão Celular/efeitos dos fármacos , Movimento Celular/efeitos dos fármacos , Proliferação de Células/efeitos dos fármacos , Miócitos de Músculo Liso/efeitos dos fármacos , Cimento de Policarboxilato , Polietilenoglicóis/química , Tirosina/química , Adsorção , Ânions/química , Materiais Biocompatíveis , Forma Celular , Células Cultivadas , Humanos , Iodo/química , Teste de Materiais , Estrutura Molecular , Músculo Liso Vascular/citologia , Miócitos de Músculo Liso/citologia , Cimento de Policarboxilato/química , Cimento de Policarboxilato/farmacologia
11.
Nanoscale Res Lett ; 5(2): 263-273, 2009 Nov 24.
Artigo em Inglês | MEDLINE | ID: mdl-20672046

RESUMO

As the field of nanotechnology continues to grow, evaluating the cytotoxicity of nanoparticles is important in furthering their application within biomedicine. Here, we report the synthesis, characterization, and cytotoxicity of nanoparticles of different morphologies of yttrium oxide, a promising material for biological imaging applications. Nanoparticles of spherical, rod-like, and platelet morphologies were synthesized via solvothermal and hydrothermal methods and characterized by transmission electron microscopy (TEM), X-ray diffraction (XRD), light scattering, surface area analysis, thermogravimetric analysis (TGA), and zeta potential measurements. Nanoparticles were then tested for cytotoxicity with human foreskin fibroblast (HFF) cells, with the goal of elucidating nanoparticle characteristics that influence cytotoxicity. Cellular response was different for the different morphologies, with spherical particles exhibiting no cytotoxicity to HFF cells, rod-like particles increasing cell proliferation, and platelet particles markedly cytotoxic. However, due to differences in the nanoparticle chemistry as determined through the characterization techniques, it is difficult to attribute the cytotoxicity responses to the particle morphology. Rather, the cytotoxicity of the platelet sample appears due to the stabilizing ligand, oleylamine, which was present at higher levels in this sample. This study demonstrates the importance of nanoparticle chemistry on in vitro cytotoxicity, and highlights the general importance of thorough nanoparticle characterization as a prerequisite to understanding nanoparticle cytotoxicity.

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