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1.
Cytometry A ; 2024 Jul 12.
Artigo em Inglês | MEDLINE | ID: mdl-38995093

RESUMO

Senescence is an irreversible arrest of the cell cycle that can be characterized by markers of senescence such as p16, p21, and KI-67. The characterization of different senescence-associated phenotypes requires selection of the most relevant senescence markers to define reliable cytometric methodologies. Mass cytometry (a.k.a. Cytometry by time of flight, CyTOF) can monitor up to 40 different cell markers at the single-cell level and has the potential to integrate multiple senescence and other phenotypic markers to identify senescent cells within a complex tissue such as skeletal muscle, with greater accuracy and scalability than traditional bulk measurements and flow cytometry-based measurements. This article introduces an analysis framework for detecting putative senescent cells based on clustering, outlier detection, and Boolean logic for outliers. Results show that the pipeline can identify putative senescent cells in skeletal muscle with well-established markers such as p21 and potential markers such as GAPDH. It was also found that heterogeneity of putative senescent cells in skeletal muscle can partly be explained by their cell type. Additionally, autophagy-related proteins ATG4A, LRRK2, and GLB1 were identified as important proteins in predicting the putative senescent population, providing insights into the association between autophagy and senescence. It was observed that sex did not affect the proportion of putative senescent cells among total cells. However, age did have an effect, with a higher proportion observed in fibro/adipogenic progenitors (FAPs), satellite cells, M1 and M2 macrophages from old mice. Moreover, putative senescent cells from muscle of old and young mice show different expression levels of senescence-related proteins, with putative senescent cells of old mice having higher levels of p21 and GAPDH, whereas putative senescent cells of young mice had higher levels of IL-6. Overall, the analysis framework prioritizes multiple senescence-associated proteins to characterize putative senescent cells sourced from tissue made of different cell types.

2.
Electrophoresis ; 44(23): 1826-1836, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37622551

RESUMO

Organelle size varies with normal and abnormal cell function. Thus, size-based particle separation techniques are key to assessing the properties of organelle subpopulations differing in size. Recently, insulator-based dielectrophoresis (iDEP) has gained significant interest as a technique to manipulate sub-micrometer-sized particles enabling the assessment of organelle subpopulations. Based on iDEP, we recently reported a ratchet device that successfully demonstrated size-based particle fractionation in combination with continuous flow sample injection. Here, we used a numerical model to optimize the performance with flow rates a factor of three higher than previously and increased the channel volume to improve throughput. We evaluated the amplitude and duration of applied low-frequency DC-biased AC potentials improving separation efficiency. A separation efficiency of nearly 0.99 was achieved with the optimization of key parameters-improved from 0.80 in previous studies (Ortiz et al. Electrophoresis, 2022;43;1283-1296)-demonstrating that fine-tuning the periodical driving forces initiating the ratchet migration under continuous flow conditions can significantly improve the fractionation of organelles of different sizes.


Assuntos
Técnicas Analíticas Microfluídicas , Organelas , Eletroforese/métodos
3.
Brief Bioinform ; 24(3)2023 05 19.
Artigo em Inglês | MEDLINE | ID: mdl-37150778

RESUMO

With the aim of analyzing large-sized multidimensional single-cell datasets, we are describing a method for Cosine-based Tanimoto similarity-refined graph for community detection using Leiden's algorithm (CosTaL). As a graph-based clustering method, CosTaL transforms the cells with high-dimensional features into a weighted k-nearest-neighbor (kNN) graph. The cells are represented by the vertices of the graph, while an edge between two vertices in the graph represents the close relatedness between the two cells. Specifically, CosTaL builds an exact kNN graph using cosine similarity and uses the Tanimoto coefficient as the refining strategy to re-weight the edges in order to improve the effectiveness of clustering. We demonstrate that CosTaL generally achieves equivalent or higher effectiveness scores on seven benchmark cytometry datasets and six single-cell RNA-sequencing datasets using six different evaluation metrics, compared with other state-of-the-art graph-based clustering methods, including PhenoGraph, Scanpy and PARC. As indicated by the combined evaluation metrics, Costal has high efficiency with small datasets and acceptable scalability for large datasets, which is beneficial for large-scale analysis.


Assuntos
Algoritmos , Análise de Dados , Análise por Conglomerados
4.
Anal Chem ; 94(33): 11521-11528, 2022 08 23.
Artigo em Inglês | MEDLINE | ID: mdl-35952372

RESUMO

Protein prenylation is an essential post-translational modification that plays a key role in facilitating protein localization. Aberrations in protein prenylation have been indicated in multiple disease pathologies including progeria, some forms of cancer, and Alzheimer's disease. While there are single-cell methods to study prenylation, these methods cannot simultaneously assess prenylation and other cellular changes in the complex cell environment. Here, we report a novel method to monitor, at the single-cell level, prenylation and expression of autophagy markers. An isoprenoid analogue containing a terminal alkyne, substrate of prenylation enzymes, was metabolically incorporated into cells in culture. Treatment with a terbium reporter containing an azide functional group, followed by copper-catalyzed azide-alkyne cycloaddition, covalently attached terbium ions to prenylated proteins within cells. In addition, simultaneous treatment with a holmium-containing analogue of the reporter, without an azide functional group, was used to correct for non-specific retention at the single-cell level. This procedure was compatible with other mass cytometric sample preparation steps that use metal-tagged antibodies. We demonstrate that this method reports changes in levels of prenylation in competitive and inhibitor assays, while tracking autophagy molecular markers with metal-tagged antibodies. The method reported here makes it possible to track prenylation along with other molecular pathways in single cells of complex systems, which is essential to elucidate the role of this post-translational modification in disease, cell response to pharmacological treatments, and aging.


Assuntos
Azidas , Terpenos , Alcinos/química , Anticorpos/metabolismo , Azidas/química , Biomarcadores/metabolismo , Prenilação de Proteína , Térbio
5.
ACS Nano ; 16(2): 2928-2941, 2022 02 22.
Artigo em Inglês | MEDLINE | ID: mdl-35133785

RESUMO

Self-assembly of metallointercalators into DNA nanocages is a rapid and facile approach to synthesize discrete bioinorganic host/guest structures with a high load of metal complexes. Turberfield's DNA tetrahedron can accommodate one intercalator for every two base pairs, which corresponds to 48 metallointercalators per DNA tetrahedron. The affinity of the metallointercalator for the DNA tetrahedron is a function of both the structure of the intercalating ligand and the overall charge of the complex, with a trend in affinity [Ru(bpy)2(dppz)]2+ > [Tb-DOTAm-Phen]3+ ≫ Tb-DOTA-Phen. Intercalation of the metal complex stabilizes the DNA tetrahedron, resulting in an increase of its melting temperature and, importantly, a significant increase in its stability in the presence of serum. [Ru(bpy)2(dppz)]2+, which has a greater affinity for DNA than [Tb-DOTAm-Phen]3+, increases the melting point and decreases degradation in serum to a greater extent than the TbIII complex. In the presence of Lipofectamine, the metallointercalator@DNA nanocage assemblies substantially increase the cell uptake of their respective metal complex. Altogether, the facile incorporation of a large number of metal complexes per assembly, the higher stability in serum, and the increased cell penetration of metallointercalator@DNA make these self-assemblies well-suited as metallodrugs.


Assuntos
Complexos de Coordenação , Compostos Organometálicos , Rutênio , Pareamento de Bases , DNA/química , Substâncias Intercalantes/química , Compostos Organometálicos/química , Rutênio/química
6.
Electrophoresis ; 43(12): 1283-1296, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-34964147

RESUMO

Heterogeneity in organelle size has been associated with devastating human maladies such as neurodegenerative diseases or cancer. Therefore, assessing the size-based subpopulation of organelles is imperative to understand the biomolecular foundations of these diseases. Here, we demonstrated a ratchet migration mechanism using insulator-based dielectrophoresis in conjunction with a continuous flow component that allows the size-based separation of submicrometer particles. The ratchet mechanism was realized in a microfluidic device exhibiting an array of insulating posts, tailoring electrokinetic and dielectrophoretic transport. A numerical model was developed to elucidate the particle migration and the size-based separation in various conditions. Experimentally, the size-based separation of a mixture of polystyrene beads (0.28 and 0.87 µ$\umu $ m) was accomplished demonstrating good agreement with the numerical model. Furthermore, the size-based separation of mitochondria was investigated using a mitochondria mixture isolated from HepG2 cells and HepG2 cells carrying the gene Mfn-1 knocked out, indicating distinct size-related migration behavior. With the presented continuous flow separation device, larger amounts of fractionated organelles can be collected in the future allowing access to the biomolecular signature of mitochondria subpopulations differing in size.


Assuntos
Técnicas Analíticas Microfluídicas , Eletroforese/métodos , Humanos , Organelas , Tamanho da Partícula , Poliestirenos
7.
Anal Chem ; 93(3): 1401-1408, 2021 01 26.
Artigo em Inglês | MEDLINE | ID: mdl-33348978

RESUMO

Satellite cells provide regenerative capacity to the skeletal muscle after injury. In this process, termed myogenesis, satellite cells get activated, proliferate, and differentiate. Myogenesis is recapitulated in the tissue culture of myoblasts that differentiate by fusion and then by the formation of myotubes. Autophagy plays an important role in myogenesis, but the asynchronous and unique trajectory of differentiation of each myoblast along the myogenic lineage complicates teasing apart at what stages of differentiation autophagy plays a critical role. In this report, we describe a mass cytometric, multidimensional, individual cell analysis of differentiating myoblasts that characterizes autophagy flux (i.e., autophagy rate) at separate myogenesis stages. Because mass cytometry uses a set of lanthanide-tagged antibodies, each being specific for a desired molecular target, quantification of each molecular target could be exaggerated by nonspecific binding of its respective antibody to other nontarget cellular regions. In this report, we used lanthanide-tagged isotypes, which allowed for correction for nonspecific binding at the single-cell level. Using this approach, myoblasts were phenotypically identified by their position in the myogenic lineage, simultaneously with the quantification of autophagic flux in each identified subset. We found that generally autophagy flux is upregulated specifically during myoblast fusion and declines in myotubes. We also observed that mitophagy (i.e., selective autophagic degradation of mitochondria) is also active after myotube formation. The ability to track different types of autophagy is another feature of this methodology, which could be key to expand the current understanding of autophagy regulation in regenerating the skeletal muscle.


Assuntos
Autofagia , Citometria de Fluxo , Mioblastos/patologia , Análise de Célula Única , Animais , Diferenciação Celular , Células Cultivadas , Espectrometria de Massas , Camundongos , Microscopia de Fluorescência , Ratos
8.
Aging Cell ; 18(3): e12950, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30907060

RESUMO

Adipose tissue inflammation and dysfunction are associated with obesity-related insulin resistance and diabetes, but mechanisms underlying this relationship are unclear. Although senescent cells accumulate in adipose tissue of obese humans and rodents, a direct pathogenic role for these cells in the development of diabetes remains to be demonstrated. Here, we show that reducing senescent cell burden in obese mice, either by activating drug-inducible "suicide" genes driven by the p16Ink4a promoter or by treatment with senolytic agents, alleviates metabolic and adipose tissue dysfunction. These senolytic interventions improved glucose tolerance, enhanced insulin sensitivity, lowered circulating inflammatory mediators, and promoted adipogenesis in obese mice. Elimination of senescent cells also prevented the migration of transplanted monocytes into intra-abdominal adipose tissue and reduced the number of macrophages in this tissue. In addition, microalbuminuria, renal podocyte function, and cardiac diastolic function improved with senolytic therapy. Our results implicate cellular senescence as a causal factor in obesity-related inflammation and metabolic derangements and show that emerging senolytic agents hold promise for treating obesity-related metabolic dysfunction and its complications.


Assuntos
Adipócitos/metabolismo , Adipogenia/efeitos dos fármacos , Tecido Adiposo/metabolismo , Senescência Celular/efeitos dos fármacos , Inflamação/metabolismo , Resistência à Insulina/fisiologia , Obesidade/metabolismo , Adipócitos/citologia , Adipócitos/efeitos dos fármacos , Adipogenia/fisiologia , Tecido Adiposo/efeitos dos fármacos , Envelhecimento/metabolismo , Envelhecimento/patologia , Animais , Morte Celular/efeitos dos fármacos , Morte Celular/genética , Morte Celular/fisiologia , Linhagem Celular , Senescência Celular/genética , Senescência Celular/fisiologia , Inibidor p16 de Quinase Dependente de Ciclina/metabolismo , Dasatinibe/farmacologia , Feminino , Ganciclovir/farmacologia , Glucose/metabolismo , Humanos , Macrófagos/efeitos dos fármacos , Macrófagos/metabolismo , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Quercetina/farmacologia
9.
EBioMedicine ; 36: 18-28, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30279143

RESUMO

BACKGROUND: Senescence is a tumor suppressor mechanism activated in stressed cells to prevent replication of damaged DNA. Senescent cells have been demonstrated to play a causal role in driving aging and age-related diseases using genetic and pharmacologic approaches. We previously demonstrated that the combination of dasatinib and the flavonoid quercetin is a potent senolytic improving numerous age-related conditions including frailty, osteoporosis and cardiovascular disease. The goal of this study was to identify flavonoids with more potent senolytic activity. METHODS: A panel of flavonoid polyphenols was screened for senolytic activity using senescent murine and human fibroblasts, driven by oxidative and genotoxic stress, respectively. The top senotherapeutic flavonoid was tested in mice modeling a progeroid syndrome carrying a p16INK4a-luciferase reporter and aged wild-type mice to determine the effects of fisetin on senescence markers, age-related histopathology, disease markers, health span and lifespan. Human adipose tissue explants were used to determine if results translated. FINDINGS: Of the 10 flavonoids tested, fisetin was the most potent senolytic. Acute or intermittent treatment of progeroid and old mice with fisetin reduced senescence markers in multiple tissues, consistent with a hit-and-run senolytic mechanism. Fisetin reduced senescence in a subset of cells in murine and human adipose tissue, demonstrating cell-type specificity. Administration of fisetin to wild-type mice late in life restored tissue homeostasis, reduced age-related pathology, and extended median and maximum lifespan. INTERPRETATION: The natural product fisetin has senotherapeutic activity in mice and in human tissues. Late life intervention was sufficient to yield a potent health benefit. These characteristics suggest the feasibility to translation to human clinical studies. FUND: NIH grants P01 AG043376 (PDR, LJN), U19 AG056278 (PDR, LJN, WLL), R24 AG047115 (WLL), R37 AG013925 (JLK), R21 AG047984 (JLK), P30 DK050456 (Adipocyte Subcore, JLK), a Glenn Foundation/American Federation for Aging Research (AFAR) BIG Award (JLK), Glenn/AFAR (LJN, CEB), the Ted Nash Long Life and Noaber Foundations (JLK), the Connor Group (JLK), Robert J. and Theresa W. Ryan (JLK), and a Minnesota Partnership Grant (AMAY-UMN#99)-P004610401-1 (JLK, EAA).


Assuntos
Produtos Biológicos/farmacologia , Flavonoides/farmacologia , Nível de Saúde , Longevidade/efeitos dos fármacos , Tecido Adiposo/metabolismo , Animais , Produtos Biológicos/uso terapêutico , Biomarcadores , Senescência Celular/efeitos dos fármacos , Senescência Celular/genética , Feminino , Fibroblastos/efeitos dos fármacos , Fibroblastos/metabolismo , Flavonoides/uso terapêutico , Flavonóis , Expressão Gênica , Genes Reporter , Humanos , Peroxidação de Lipídeos , Masculino , Camundongos , Camundongos Knockout
10.
Anal Chem ; 90(22): 13315-13321, 2018 11 20.
Artigo em Inglês | MEDLINE | ID: mdl-30350631

RESUMO

Macroautophagy is a complex degradative intracellular process by which long-lived proteins and damaged organelles are cleared. Common methods for the analysis of autophagy are bulk measurements which mask organelle heterogeneity and complicate the analysis of interorganelle association and trafficking. Thus, methods for individual organelle quantification are needed to address these deficiencies. Current techniques for quantifying individual autophagy organelles are either low through-put or are dimensionally limited. We make use of the multiparametric capability of mass cytometry to investigate phenotypic heterogeneity in autophagy-related organelle types that have been isolated from murine brain, liver, and skeletal muscle. Detection and phenotypic classification of individual organelles were accomplished through the use of a lanthanide-chelating membrane stain and organelle-specific antibodies. Posthoc sample matrix background correction and nonspecific antibody binding corrections provide measures of interorganelle associations and heterogeneity. This is the first demonstration of multiparametric individual organelle analysis via mass cytometry. The method described here illustrates the potential for further investigation of the inherently complex interorganelle associations, trafficking, and heterogeneity present in most eukaryotic biological systems.


Assuntos
Organelas/classificação , Animais , Anticorpos/imunologia , Autofagia/fisiologia , Quelantes/síntese química , Quelantes/química , Feminino , Citometria de Fluxo/métodos , Membranas Intracelulares/química , Espectrometria de Massas/métodos , Camundongos Endogâmicos C57BL , Organelas/imunologia , Ácido Pentético/análogos & derivados , Ácido Pentético/síntese química , Térbio/química
11.
Anal Bioanal Chem ; 410(16): 3629-3638, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-29663061

RESUMO

The significance of lipid droplets in lipid metabolism, cell signaling, and regulating longevity is increasingly recognized, yet the lipid droplet's unique properties and architecture make it difficult to size and study using conventional methods. To begin to address this issue, we demonstrate the capabilities of nanoparticle tracking analysis (NTA) for sizing of lipid droplets. NTA was found to be adequate to assess lipid droplet stability over time, indicating that lipid droplet preparations are stable for up to 24 h. NTA had the ability to compare the size distributions of lipid droplets from adult and geriatric mouse liver tissue, suggesting an age-related decrease in lipid droplet size. This is the first report on the use of NTA to size intracellular organelles. Graphical Abstract Light scattering reveals the temporal positions of individual lipid droplets, which are recorded with a camera. The two-dimensional diffusion constant of each lipid droplet is extracted from the data set, which is then used to calculate a hydrodynamic radius using the Stokes-Einstein equation.


Assuntos
Envelhecimento , Gotículas Lipídicas/metabolismo , Fígado/fisiologia , Animais , Difusão , Difusão Dinâmica da Luz , Feminino , Gotículas Lipídicas/química , Fígado/química , Camundongos , Camundongos Endogâmicos C57BL , Nanopartículas/análise , Tamanho da Partícula
12.
Sci Rep ; 8(1): 6657, 2018 04 27.
Artigo em Inglês | MEDLINE | ID: mdl-29703991

RESUMO

The recent development of mass cytometry has allowed simultaneous detection of 40 or more unique parameters from individual single cells. While similar to flow cytometry, which is based on detection of fluorophores, one key distinguishing feature of mass cytometry is the detection of atomic masses of lanthanides by mass spectrometry in a mass cytometer. Its superior mass resolution results in lack of signal overlap, thereby allowing multiparametric detection of molecular features in each single cell greater than that of flow cytometry, which is limited to 20 parameters. Unfortunately, most detection in mass cytometry relies on lanthanide-tagged antibodies, which is ideal to detect proteins, but not other types of molecular features. To further expand the repertoire of molecular features that are detectable by mass cytometry, we developed a lanthanide-chelated, azide-containing probe that allows click-chemistry mediated labeling of target molecules. Following incorporation of the thymidine analog 5-ethynyl-2'-deoxyuridine (EdU) during DNA synthesis in S-phase of the cell cycle, we demonstrate that the probe introduced here, tagged with Terbium-159 (159Tb), reacts via copper-catalyzed azide-alkyne Huisgen cycloaddition (click-chemistry) with Edu. Thus, detection of 159Tb makes it possible to measure DNA synthesis in single cells using mass cytometry. The approach introduced here shows similar sensitivity (true positive rate) to other methods used to measure DNA synthesis in single cells by mass cytometry and is compatible with the parallel antibody-based detection of other parameters in single cells. Due to its universal nature, the use of click-chemistry in mass cytometry expands the types of molecular targets that can be monitored by mass cytometry.


Assuntos
Química Click/métodos , Técnicas Citológicas/métodos , Indicadores e Reagentes/síntese química , Espectrometria de Massas/métodos , Análise de Célula Única/métodos , Azidas/metabolismo , Quelantes/metabolismo , Células HeLa , Humanos , Elementos da Série dos Lantanídeos/metabolismo , Coloração e Rotulagem/métodos , Térbio/análise
13.
Anal Chem ; 90(7): 4370-4379, 2018 04 03.
Artigo em Inglês | MEDLINE | ID: mdl-29506379

RESUMO

Resolving the heterogeneity of particle populations by size is important when the particle size is a signature of abnormal biological properties leading to disease. Accessing size heterogeneity in the sub-micrometer regime is particularly important to resolve populations of subcellular species or diagnostically relevant bioparticles. Here, we demonstrate a ratchet migration mechanism capable of separating sub-micrometer sized species by size and apply it to biological particles. The phenomenon is based on a deterministic ratchet effect, is realized in a microfluidic device, and exhibits fast migration allowing separation in tens of seconds. We characterize this phenomenon extensively with the aid of a numerical model allowing one to predict the speed and resolution of this method. We further demonstrate the deterministic ratchet migration with two sub-micrometer sized beads as model system experimentally as well as size-heterogeneous mouse liver mitochondria and liposomes as model system for other organelles. We demonstrate excellent agreement between experimentally observed migration and the numerical model.


Assuntos
Lipossomos/isolamento & purificação , Técnicas Analíticas Microfluídicas , Mitocôndrias Hepáticas/química , Organelas/química , Animais , Lipossomos/química , Camundongos , Tamanho da Partícula , Propriedades de Superfície
14.
Sci Rep ; 7(1): 6749, 2017 07 27.
Artigo em Inglês | MEDLINE | ID: mdl-28751733

RESUMO

The tissue-specific etiology of aging and stress has been elusive due to limitations in data processing of current techniques. Despite that many techniques are high-throughput, they usually use singular features of the data (e.g. whole fluorescence). One technology at the nexus of fluorescence-based screens is large particle flow cytometry ("biosorter"), capable of recording positional fluorescence and object granularity information from many individual live animals. Current processing of biosorter data, however, do not integrate positional information into their analysis and data visualization. Here, we present a bioanalytical platform for the quantification of positional information ("longitudinal profiling") of C. elegans, which we posit embodies the benefits of both high-throughput screening and high-resolution microscopy. We show the use of these techniques in (1) characterizing distinct responses of a transcriptional reporter to various stresses in defined anatomical regions, (2) identifying regions of high mitochondrial membrane potential in live animals, (3) monitoring regional mitochondrial activity in aging models and during development, and (4) screening for regulators of muscle mitochondrial dynamics in a high-throughput format. This platform offers a significant improvement in the quality of high-throughput biosorter data analysis and visualization, opening new options for region-specific phenotypic screening of complex physiological phenomena and mitochondrial biology.


Assuntos
Envelhecimento/genética , Proteínas de Caenorhabditis elegans/genética , Caenorhabditis elegans/genética , Ensaios de Triagem em Larga Escala , Mitocôndrias/metabolismo , Dinâmica Mitocondrial/genética , Envelhecimento/metabolismo , Animais , Animais Geneticamente Modificados , Caenorhabditis elegans/crescimento & desenvolvimento , Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/ultraestrutura , Proteínas de Caenorhabditis elegans/metabolismo , Escherichia coli/crescimento & desenvolvimento , Citometria de Fluxo/métodos , Regulação da Expressão Gênica no Desenvolvimento , Genes Reporter , Proteínas de Fluorescência Verde/genética , Proteínas de Fluorescência Verde/metabolismo , Intestinos/ultraestrutura , Proteínas Luminescentes/genética , Proteínas Luminescentes/metabolismo , Potencial da Membrana Mitocondrial/fisiologia , Mitocôndrias/ultraestrutura , Músculos/metabolismo , Músculos/ultraestrutura , Especificidade de Órgãos , Faringe/crescimento & desenvolvimento , Faringe/metabolismo , Faringe/ultraestrutura , Células Receptoras Sensoriais/citologia , Células Receptoras Sensoriais/metabolismo , Transcrição Gênica , Proteína Vermelha Fluorescente
15.
Anal Methods ; 9(1): 46-54, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28194233

RESUMO

We report the use of ultra high performance liquid chromatography (UPLC) coupled with acquisition of low- and high-collision energy mass spectra (MSe) to explore small molecule compositions that are unique to either enriched-autophagosomes or secretions of chemically activated murine mast cells. Starting with thousands of features, each defined by a chromatographic retention time, m/z values and ion intensities, manual examination of the extracted ion chromatograms (XIC) of chemometrically selected features was essential to eliminate false positives, occurring at rates of 33, 14 and 37% in samples of three biological systems. Forty-six percent of features that passed the XIC-based checkpoint, had IDs in compound databases used here. From these, 19% of IDs had experimental high-collision energy MSe spectra that were in agreement with in-silico fragmentation. The importance of this second checkpoint was highligthed through validation with selected commercially available standards. This work illustrates that checkpoints in data processing are essential to ascertain reliability of unbiased metabolomic studies, thereby reducing the risk of generating 'false identifications' which are is a major concern as 'omics' data continue to proliferate and be used as platforms to lauch novel biological hypotheses.

16.
Anal Chem ; 88(23): 11691-11698, 2016 12 06.
Artigo em Inglês | MEDLINE | ID: mdl-27783895

RESUMO

Macroautophagy is a cellular degradation process responsible for the clearance of excess intracellular cargo. Existing methods for bulk quantification of autophagy rely on organelle markers that bind to multiple autophagy organelle types, making it difficult to tease apart the subcellular mechanisms implicated in autophagy dysfunction in liver and other pathologies. To address this issue, methods based on individual organelle measurements are needed. Capillary electrophoresis with laser-induced fluorescent detection (CE-LIF) was previously used to count and determine properties of individual autophagy organelles isolated from an LC3-GFP expressing cell line, but has never been used on autophagy organelles originating from a tissue sample. Here, we used DyLight488-labeled anti-LC3 antibodies to label endogenous LC3 present on organelles isolated from murine liver tissue prior to CE-LIF analysis. We evaluated the ability of this method to detect changes in a known model system of altered autophagy, as well as confirmed the specificity and reproducibility of the antibody in the labeling of autophagy organelles from liver tissue. This is both the first demonstration of CE-LIF to analyze individual organelles labeled with fluorophore-conjugated antibodies, and the first application of individual organelle CE-LIF to measure the properties of autophagy organelles isolated from tissue. The observations described here demonstrate that CE-LIF of immunolabeled autophagy organelles is a powerful technique useful to investigate the complexity of autophagy in any tissue sample of interest.


Assuntos
Autofagia , Fluorescência , Lasers , Fígado/química , Organelas/química , Animais , Células Cultivadas , Eletroforese Capilar , Imuno-Histoquímica , Fígado/patologia , Camundongos , Espectrometria de Fluorescência
17.
ACS Chem Biol ; 11(10): 2820-2828, 2016 10 21.
Artigo em Inglês | MEDLINE | ID: mdl-27525511

RESUMO

Protein prenylation is a post-translational modification that is responsible for membrane association and protein-protein interactions. The oncogenic protein Ras, which is prenylated, has been the subject of intense study in the past 20 years as a therapeutic target. Several studies have shown a correlation between neurodegenerative diseases including Alzheimer's disease and Parkinson's disease and protein prenylation. Here, a method for imaging and quantification of the prenylome using microscopy and flow cytometry is described. We show that metabolically incorporating an alkyne isoprenoid into mammalian cells, followed by a Cu(I)-catalyzed alkyne azide cycloaddition reaction to a fluorophore, allows for detection of prenylated proteins in several cell lines and that different cell types vary significantly in their levels of prenylated proteins. The addition of a prenyltransferase inhibitor or the precursors to the native isoprenoid substrates lowers the levels of labeled prenylated proteins. Finally, we demonstrate that there is a significantly higher (22%) level of prenylated proteins in a cellular model of compromised autophagy as compared to normal cells, supporting the hypothesis of a potential involvement of protein prenylation in abrogated autophagy. These results highlight the utility of total prenylome labeling for studies on the role of protein prenylation in various diseases including aging-related disorders.


Assuntos
Alcinos/química , Prenilação de Proteína , Terpenos/química , Autofagia , Citometria de Fluxo , Células HeLa , Humanos
18.
Anal Chem ; 88(11): 5920-7, 2016 06 07.
Artigo em Inglês | MEDLINE | ID: mdl-27149097

RESUMO

Efficient separations of particles with micron and submicron dimensions are extremely useful in preparation and analysis of materials for nanotechnological and biological applications. Here, we demonstrate a nonintuitive, yet efficient, separation mechanism for µm and subµm colloidal particles and organelles, taking advantage of particle transport in a nonlinear post array in a microfluidic device under the periodic action of electrokinetic and dielectrophoretic forces. We reveal regimes in which deterministic particle migration opposite to the average applied force occurs for a larger particle, a typical signature of deterministic absolute negative mobility (dANM), whereas normal response is obtained for smaller particles. The coexistence of dANM and normal migration was characterized and optimized in numerical modeling and subsequently implemented in a microfluidic device demonstrating at least 2 orders of magnitude higher migration speeds as compared to previous ANM systems. We also induce dANM for mouse liver mitochondria and envision that the separation mechanisms described here provide size selectivity required in future separations of organelles, nanoparticles, and protein nanocrystals.


Assuntos
Técnicas Analíticas Microfluídicas , Mitocôndrias Hepáticas/química , Nanopartículas/química , Organelas/química , Proteínas/química , Animais , Camundongos , Tamanho da Partícula , Proteínas/isolamento & purificação
19.
Anal Chem ; 88(12): 6309-16, 2016 06 21.
Artigo em Inglês | MEDLINE | ID: mdl-27210103

RESUMO

Mitochondrial bioenergetics has been implicated in a number of vital cellular and physiological phenomena, including aging, metabolism, and stress resistance. Heterogeneity of the mitochondrial membrane potential (Δψ), which is central to organismal bioenergetics, has been successfully measured via flow cytometry in whole cells but rarely in isolated mitochondria from large animal models. Similar studies in small animal models, such as Caenorhabditis elegans (C. elegans), are critical to our understanding of human health and disease but lack analytical methodologies. Here we report on new methodological developments that make it possible to investigate the heterogeneity of Δψ in C. elegans during development and in tissue-specific studies. The flow cytometry methodology described here required an improved collagenase-3-based mitochondrial isolation procedure and labeling of mitochondria with the ratiometric fluorescent probe JC-9. To demonstrate feasibility of tissue-specific studies, we used C. elegans strains expressing blue-fluorescent muscle-specific proteins, which enabled identification of muscle mitochondria among mitochondria from other tissues. This methodology made it possible to observe, for the first time, critical changes in Δψ during C. elegans larval development and provided direct evidence of the elevated bioenergetic status of muscle mitochondria relative to their counterparts in the rest of the organism. Further application of these methodologies can help tease apart bioenergetics and other biological complexities in C. elegans and other small animal models used to investigate human disease and aging.


Assuntos
Caenorhabditis elegans/metabolismo , Citometria de Fluxo , Mitocôndrias/fisiologia , Animais , Corantes Fluorescentes/química , Potencial da Membrana Mitocondrial , Mitocôndrias/química , Mitocôndrias Musculares/química , Mitocôndrias Musculares/fisiologia
20.
Anal Chem ; 87(24): 11973-7, 2015 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-26593329

RESUMO

We present periodic nanohole arrays fabricated in free-standing metal-coated nitride films as a platform for trapping and analyzing single organelles. When a microliter-scale droplet containing mitochondria is dispensed above the nanohole array, the combination of evaporation and capillary flow directs individual mitochondria to the nanoholes. Mammalian mitochondria arrays were rapidly formed on chip using this technique without any surface modification steps, microfluidic interconnects, or external power sources. The trapped mitochondria were depolarized on chip using an ionophore with results showing that the organelle viability and behavior were preserved during the on-chip assembly process. Fluorescence signal related to mitochondrial membrane potential was obtained from single mitochondria trapped in individual nanoholes revealing statistical differences between the behavior of polarized vs depolarized mammalian mitochondria. This technique provides a fast and stable route for droplet-based directed localization of organelles-on-a-chip with minimal limitations and complexity, as well as promotes integration with other optical or electrochemical detection techniques.


Assuntos
Dispositivos Lab-On-A-Chip , Mitocôndrias/química , Animais , Técnicas Citológicas , Fluorescência , Humanos , Propriedades de Superfície , Valinomicina/química
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