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1.
Anal Chem ; 94(41): 14358-14367, 2022 Oct 18.
Artigo em Inglês | MEDLINE | ID: mdl-36194750

RESUMO

Proteomic analysis of limited samples and single cells requires specialized methods that prioritize high sensitivity and minimize sample loss. Consequently, sample preparation is one of the most important steps in limited sample analysis workflows to prevent sample loss. In this work, we have eliminated sample handling and transfer steps by processing intact cells directly in the separation capillary, online with capillary electrophoresis coupled to tandem mass spectrometry (CE-MS/MS) for top-down proteomic (TDP) analysis of low numbers of mammalian cancer cells (<10) and single cells. We assessed spray voltage injection of intact cells from a droplet of cell suspension (∼1000 cells) and demonstrated 0-9 intact cells injected with a dependency on the duration of spray voltage application. Spray voltage applied for 2 min injected an average of 7 ± 2 cells and resulted in 33-57 protein and 40-88 proteoform identifications (N = 4). To analyze single cells, manual cell loading by hydrodynamic pressure was used. Replicates of single HeLa cells (N = 4) lysed on the capillary and analyzed by CE-MS/MS demonstrated a range of 17-40 proteins and 23-50 proteoforms identified. An additional cell line, THP-1, was analyzed at the single-cell level, and proteoform abundances were compared to show the capabilities of single-cell TDP (SC-TDP) for assessing cellular heterogeneity. This study demonstrates the initial application of TDP in single-cell proteome-level profiling. These results represent the highest reported identifications from TDP analysis of a single HeLa cell and prove the tremendous potential for CE-MS/MS on-capillary sample processing for high sensitivity analysis of single cells and limited samples.


Assuntos
Proteômica , Espectrometria de Massas em Tandem , Animais , Proteínas de Ligação a DNA , Células HeLa , Humanos , Mamíferos , Proteoma/análise , Proteômica/métodos , Espectrometria de Massas em Tandem/métodos
2.
Nat Commun ; 15(1): 3847, 2024 May 08.
Artigo em Inglês | MEDLINE | ID: mdl-38719792

RESUMO

The development of reliable single-cell dispensers and substantial sensitivity improvement in mass spectrometry made proteomic profiling of individual cells achievable. Yet, there are no established methods for single-cell glycome analysis due to the inability to amplify glycans and sample losses associated with sample processing and glycan labeling. In this work, we present an integrated platform coupling online in-capillary sample processing with high-sensitivity label-free capillary electrophoresis-mass spectrometry for N-glycan profiling of single mammalian cells. Direct and unbiased quantitative characterization of single-cell surface N-glycomes are demonstrated for HeLa and U87 cells, with the detection of up to 100 N-glycans per single cell. Interestingly, N-glycome alterations are unequivocally detected at the single-cell level in HeLa and U87 cells stimulated with lipopolysaccharide. The developed workflow is also applied to the profiling of ng-level amounts (5-500 ng) of blood-derived protein, extracellular vesicle, and total plasma isolates, resulting in over 170, 220, and 370 quantitated N-glycans, respectively.


Assuntos
Eletroforese Capilar , Glicômica , Espectrometria de Massas , Polissacarídeos , Análise de Célula Única , Humanos , Eletroforese Capilar/métodos , Polissacarídeos/metabolismo , Polissacarídeos/sangue , Análise de Célula Única/métodos , Células HeLa , Espectrometria de Massas/métodos , Glicômica/métodos , Proteômica/métodos , Vesículas Extracelulares/metabolismo , Lipopolissacarídeos , Proteínas Sanguíneas/análise , Proteínas Sanguíneas/metabolismo
3.
Health Place ; 85: 103174, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38241850

RESUMO

The Coronavirus pandemic has presented multifaceted challenges in urban emotional well-being and mental health management. Our study presents a spatio-temporal sentiment mining (STSM) framework to address these challenges, focusing on the space-time geography and environmental psychology. This framework analyzes the distribution and trends of 6 categories of public sentiments in Shanghai during the COVID-19 crisis, considering the potential urban spatial influencing factors. The research specifically draws on social media data temporally coinciding with the spread of COVID-19 and the pre-trained language model RoBERTa-wwm-ext to classify public sentiment, in order to characterize the distribution and trends of dominant urban sentiment under the influence of epidemic at different phases. The interactions between urban geospatial features and sentiments are further modelled and explained using LightGBM algorithm and SHapley Additive exPlanations (SHAP) technique. The experimental findings reveal the subtle yet dynamic impact of the urban environment on the long-term spatial variation and trends of public sentiment under the epidemic, with green spaces and socio-economic status emerging as significant factors. Regions with higher permanent population consumption demonstrated more positive sentiments, underscoring the significance of socio-economic factors in urban planning and public health policy. This research offers the most extensive analysis to date on the influence of urban characteristics on public sentiment during Shanghai's epidemic life cycle also lays the groundwork for applying the STSM framework in future crises beyond COVID-19.


Assuntos
COVID-19 , Mídias Sociais , Humanos , COVID-19/epidemiologia , China/epidemiologia , Emoções , Pandemias
4.
Res Sq ; 2023 Nov 14.
Artigo em Inglês | MEDLINE | ID: mdl-38014012

RESUMO

The development of reliable single-cell dispensers and substantial sensitivity improvement in mass spectrometry made proteomic profiling of individual cells achievable. Yet, there are no established methods for single-cell glycome analysis due to the inability to amplify glycans and sample losses associated with sample processing and glycan labeling. In this work, we developed an integrated platform coupling online in-capillary sample processing with high-sensitivity label-free capillary electrophoresis-mass spectrometry for N-glycan profiling of single mammalian cells. Direct and unbiased characterization and quantification of single-cell surface N-glycomes were demonstrated for HeLa and U87 cells, with the detection of up to 100 N-glycans per single cell. Interestingly, N-glycome alterations were unequivocally detected at the single-cell level in HeLa and U87 cells stimulated with lipopolysaccharide. The developed workflow was also applied to the profiling of ng-level amounts of blood-derived protein, extracellular vesicle, and total plasma isolates, resulting in over 170, 220, and 370 quantitated N-glycans, respectively.

5.
Eur J Med Chem ; 247: 115041, 2023 Feb 05.
Artigo em Inglês | MEDLINE | ID: mdl-36566715

RESUMO

European Journal of Medicinal Chemistry (EJMC) has been around for a long time and has gained broad interest from the various individuals working in the field. However, there is no bibliometric analysis on the publications of EJMC to thoroughly assess the scientific output and current status systematically. Therefore, the study was conducted to analyze the various publications of EJMC from 1987 to 2022 to improve their quality. A total of 13,386 papers were retrieved, with the number of publications increasing yearly. Based on the multiple indicators of bibliometrics, the highest impact countries, institutions, authors and representative literature were identified, and visualization networks were constructed using VOSviewer. Keyword co-occurrence analysis reveals a gradual shift from phenotypic drug discovery to target-based drug discovery in the EJMC theme change. Moreover, further discussion of the keyword clustering results is provided to support researchers in defining the scope of their research topics and planning their research directions. At this stage, there is a greater focus on developing antitumor and oxidative stress-related drugs than on the earlier anti-infective activities. In future studies, the main research directions are tumor multidrug resistance, oxidative stress, and dual inhibitors.


Assuntos
Bibliometria , Química Farmacêutica , Humanos , Análise por Conglomerados , Estresse Oxidativo
6.
J Am Soc Mass Spectrom ; 31(3): 473-478, 2020 Mar 04.
Artigo em Inglês | MEDLINE | ID: mdl-32126780

RESUMO

Higher-energy collisional dissociation (HCD) is a well-established fragmentation technique in liquid chromatography tandem mass spectrometry (LC-MS/MS) and is used to study protein post translational modifications (PTMs) during peptide mapping. However, labile PTMs like glycosylation, glycation, sulfonylation, or phosphorylation tend to fragment earlier than peptide backbones under HCD. This leads to complicated MS/MS spectra, compromising data quality and downstream data interpretation. Electron-transfer/higher-energy collision dissociation (EThcD) has been used to analyze PTMs, but important components might be missed because of the increased duty cycle. To address this issue, modification-specific fragment ions formed in HCD experiments could be utilized to trigger EThcD analysis only for modified peptides. The trigger for EThcD was established by applying HCD with a high normalized collision energy, generating multiple informative Amadori derived lysine signature ions from a glycated peptide. These signature ions were then applied to trigger targeted EThcD for lysine glycation identification. This improved approach can further expand the characterization efforts of highly labile PTMs in therapeutic proteins.


Assuntos
Anticorpos Monoclonais/química , Hexoses/análise , Lisina/análise , Proteínas/química , Elétrons , Glicosilação , Peptídeos/química , Processamento de Proteína Pós-Traducional , Espectrometria de Massas em Tandem/métodos
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