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1.
Mol Cell Proteomics ; 23(7): 100790, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38777088

ABSTRACT

Protein identification and quantification is an important tool for biomarker discovery. With the increased sensitivity and speed of modern mass spectrometers, sample preparation remains a bottleneck for studying large cohorts. To address this issue, we prepared and evaluated a simple and efficient workflow on the Opentrons OT-2 robot that combines sample digestion, cleanup, and loading on Evotips in a fully automated manner, allowing the processing of up to 192 samples in 6 h. Analysis of 192 automated HeLa cell sample preparations consistently identified ∼8000 protein groups and ∼130,000 peptide precursors with an 11.5 min active liquid chromatography gradient with the Evosep One and narrow-window data-independent acquisition (nDIA) with the Orbitrap Astral mass spectrometer providing a throughput of 100 samples per day. Our results demonstrate a highly sensitive workflow yielding both reproducibility and stability at low sample inputs. The workflow is optimized for minimal sample starting amount to reduce the costs for reagents needed for sample preparation, which is critical when analyzing large biological cohorts. Building on the digesting workflow, we incorporated an automated phosphopeptide enrichment step using magnetic titanium-immobilized metal ion affinity chromatography beads. This allows for a fully automated proteome and phosphoproteome sample preparation in a single step with high sensitivity. Using the integrated digestion and Evotip loading workflow, we evaluated the effects of cancer immune therapy on the plasma proteome in metastatic melanoma patients.

2.
Cells ; 11(20)2022 10 13.
Article in English | MEDLINE | ID: mdl-36291085

ABSTRACT

Non-alcoholic fatty liver disease affects one-fourth of the world's population. Central to the disease progression is lipid accumulation in the liver, followed by inflammation, fibrosis and cirrhosis. The underlying mechanism behind the early stages of the disease is poorly understood. We have exposed human hepatic HepG2/C3A cells-based spheroids to 65 µM oleic acid and 45 µM palmitic acid and employed proteomics and lipidomics analysis to investigate their effect on hepatocytes. The treatment successfully induced in vivo hallmarks of NAFLD, as evidenced by intracellular lipid accumulation and increased ATP levels. Quantitative lipidome analysis revealed an increase in ceramides, LPC and saturated triglycerides and a decrease in the ratio of PC/PE, similar to the changes observed in patients' liver biopsies. The proteomics analysis combined with qPCR showed increased epithelial to mesenchymal transition (EMT) signalling. Activation of EMT was further validated by transcriptomics in TGF-ß treated spheroids, where an increase in mesenchymal cell markers (N-cadherin and collagen expression) was found. Our study demonstrates that this model system thus closely echoes several of the clinical features of non-alcoholic fatty liver disease and can be used to investigate the underlying molecular changes occurring in the condition.


Subject(s)
Lipidomics , Non-alcoholic Fatty Liver Disease , Humans , Adenosine Triphosphate/metabolism , Cadherins/metabolism , Ceramides/metabolism , Epithelial-Mesenchymal Transition , Non-alcoholic Fatty Liver Disease/metabolism , Oleic Acid/metabolism , Palmitic Acid/metabolism , Proteome/metabolism , Transforming Growth Factor beta/metabolism , Triglycerides/metabolism , Hep G2 Cells
3.
Methods Mol Biol ; 2273: 159-171, 2021.
Article in English | MEDLINE | ID: mdl-33604852

ABSTRACT

Three-dimensional cell culture became an essential method in molecular and cell biology research. Accumulating results show that cells grown in 3D, display increased functionality and are capable of recapitulating physiological functions that are not observed in classical in vitro models. Spheroid-based cell culture allows the cells to establish their own extracellular matrix and intricate intercellular connections promoting a tissue-like growth environment.In this paper we present the 3D-ViaFlow method that combines an optimised dual live-dead cell staining with flow cytometry to deliver a quantitative estimation of viability of cells in multicellular spheroids. The method is optimised for monolayer cultures and multicellular spheroids created from HepG2/C3A human hepatocytes or coculture of HepG2/C3A and endothelial cell line HMEC-1. It includes protocol for spheroids disassembling, labeling of cells with fluorescein diacetate and propidium iodide and instructions for flow cytometry gating optimized for analysis of heterogeneous cell populations form spheroids.


Subject(s)
Cell Survival , Endothelial Cells/cytology , Hepatocytes/cytology , Spheroids, Cellular/cytology , Cell Culture Techniques/methods , Coculture Techniques/methods , Flow Cytometry/methods , Hep G2 Cells , Humans , Staining and Labeling/methods
4.
Methods Mol Biol ; 2273: 173-188, 2021.
Article in English | MEDLINE | ID: mdl-33604853

ABSTRACT

Cells cultured in a monolayer have been a central tool in molecular and cell biology, toxicology, biochemistry, and so on. Therefore, most methods for adherent cells in cell biology are tailored to this format of cell culturing. Limitations and disadvantages of monolayer cultures, however, have resulted in the ongoing development of advanced cell culturing techniques. One such technique is culturing cells as multicellular spheroids, that had been shown to mimic the physiological conditions found in vivo more accurately. This chapter presents a novel method for separation of the spheroid rim and core in mature spheroids (>21 days) for further analysis using advanced molecular biology techniques such as flow cytometry, viability estimations, comet assay, transcriptomics, proteomics and lipidomic. This fast and gentle disassembly of intact spheroids into rim and core fractions, and further into viable single-cell suspension provides an opportunity to bridge the gap from 3D cell culture to current state-of-the-art analysis methods.


Subject(s)
Computational Biology/methods , Spheroids, Cellular/cytology , Cell Culture Techniques/methods , Comet Assay/methods , Flow Cytometry/methods , Genomics/methods , Hep G2 Cells , Humans , Lipidomics/methods , Proteomics/methods , Spheroids, Cellular/metabolism , Transcriptome
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