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Advances in measuring cancer cell metabolism with subcellular resolution. Nat Methods 2022; 19:1048-1063. [PMID: 36008629 DOI: 10.1038/s41592-022-01572-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 07/05/2022] [Indexed: 11/08/2022]
Abstract
Characterizing metabolism in cancer is crucial for understanding tumor biology and for developing potential therapies. Although most metabolic investigations analyze averaged metabolite levels from all cell compartments, subcellular metabolomics can provide more detailed insight into the biochemical processes associated with the disease. Methodological limitations have historically prevented the wider application of subcellular metabolomics in cancer research. Recently, however, ways to distinguish and identify metabolic pathways within organelles have been developed, including state-of-the-art methods to monitor metabolism in situ (such as mass spectrometry-based imaging, Raman spectroscopy and fluorescence microscopy), to isolate key organelles via new approaches and to use tailored isotope-tracing strategies. Herein, we examine the advantages and limitations of these developments and look to the future of this field of research.
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V. D. dos Santos AC, Heydenreich R, Derntl C, Mach-Aigner AR, Mach RL, Ramer G, Lendl B. Nanoscale Infrared Spectroscopy and Chemometrics Enable Detection of Intracellular Protein Distribution. Anal Chem 2020; 92:15719-15725. [PMID: 33259186 PMCID: PMC7745202 DOI: 10.1021/acs.analchem.0c02228] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 11/16/2020] [Indexed: 02/08/2023]
Abstract
Determination of the intracellular location of proteins is one of the fundamental tasks of microbiology. Conventionally, label-based microscopy and super-resolution techniques are employed. In this work, we demonstrate a new technique that can determine intracellular protein distribution at nanometer spatial resolution. This method combines nanoscale spatial resolution chemical imaging using the photothermal-induced resonance (PTIR) technique with multivariate modeling to reveal the intracellular distribution of cell components. Here, we demonstrate its viability by imaging the distribution of major cellulases and xylanases in Trichoderma reesei using the colocation of a fluorescent label (enhanced yellow fluorescence protein, EYFP) with the target enzymes to calibrate the chemometric model. The obtained partial least squares model successfully shows the distribution of these proteins inside the cell and opens the door for further studies on protein secretion mechanisms using PTIR.
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Affiliation(s)
| | - Rosa Heydenreich
- Institute
of Chemical, Environmental and Bioscience Engineering, TU Wien, Vienna 1060, Austria
| | - Christian Derntl
- Institute
of Chemical, Environmental and Bioscience Engineering, TU Wien, Vienna 1060, Austria
| | - Astrid R. Mach-Aigner
- Institute
of Chemical, Environmental and Bioscience Engineering, TU Wien, Vienna 1060, Austria
| | - Robert L. Mach
- Institute
of Chemical, Environmental and Bioscience Engineering, TU Wien, Vienna 1060, Austria
| | - Georg Ramer
- Institute
of Chemical Technologies and Analytics, TU Wien, Vienna 1060, Austria
| | - Bernhard Lendl
- Institute
of Chemical Technologies and Analytics, TU Wien, Vienna 1060, Austria
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Mohamed HT, Untereiner V, Cinque G, Ibrahim SA, Götte M, Nguyen NQ, Rivet R, Sockalingum GD, Brézillon S. Infrared Microspectroscopy and Imaging Analysis of Inflammatory and Non-Inflammatory Breast Cancer Cells and Their GAG Secretome. Molecules 2020; 25:molecules25184300. [PMID: 32961706 PMCID: PMC7570935 DOI: 10.3390/molecules25184300] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 09/16/2020] [Accepted: 09/17/2020] [Indexed: 12/11/2022] Open
Abstract
Glycosaminoglycans (GAGs)/proteoglycans (PGs) play a pivotal role in the metastasis of inflammatory breast cancer (IBC). They represent biomarkers and targets in diagnosis and treatment of different cancers including breast cancer. Thus, GAGs/PGs could represent potential prognostic/diagnostic biomarkers for IBC. In the present study, non-IBC MDA-MB-231, MCF7, SKBR3 cells and IBC SUM149 cells, as well as their GAG secretome were analyzed. The latter was measured in toto as dried drops with high-throughput (HT) Fourier Transform InfraRed (FTIR) spectroscopy and imaging. FTIR imaging was also employed to investigate single whole breast cancer cells while synchrotron-FTIR microspectroscopy was used to specifically target their cytoplasms. Data were analyzed by hierarchical cluster analysis and principal components analysis. Results obtained from HT-FTIR analysis of GAG drops showed that the inter-group variability enabled us to delineate between cell types in the GAG absorption range 1350–800 cm−1. Similar results were obtained for FTIR imaging of GAG extracts and fixed single whole cells. Synchrotron-FTIR data from cytoplasms allowed discrimination between non-IBC and IBC. Thus, by using GAG specific region, not only different breast cancer cell lines could be differentiated, but also non-IBC from IBC cells. This could be a potential diagnostic spectral marker for IBC detection useful for patient management.
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Affiliation(s)
- Hossam Taha Mohamed
- Laboratoire de Biochimie Médicale et Biologie Moléculaire, Université de Reims Champagne-Ardenne, 51097 Reims, France; (H.T.M.); (R.R.)
- CNRS UMR 7369, Matrice Extracellulaire et Dynamique Cellulaire—MEDyC, 51097 Reims, France
- Zoology Department, Faculty of Science, Cairo University, Giza 12613, Egypt;
- Faculty of Biotechnology, October University for Modern Sciences and Arts, Giza 12613, Egypt
| | | | - Gianfelice Cinque
- MIRIAM Beamline B22, Diamond Light Source, Harwell Campus, Chilton-Didcot OX11 0DE, UK; (G.C.); (N.Q.N.)
| | | | - Martin Götte
- Department of Gynecology and Obstetrics, Münster University Hospital, 48149 Münster, Germany;
| | - Nguyet Que Nguyen
- MIRIAM Beamline B22, Diamond Light Source, Harwell Campus, Chilton-Didcot OX11 0DE, UK; (G.C.); (N.Q.N.)
| | - Romain Rivet
- Laboratoire de Biochimie Médicale et Biologie Moléculaire, Université de Reims Champagne-Ardenne, 51097 Reims, France; (H.T.M.); (R.R.)
- CNRS UMR 7369, Matrice Extracellulaire et Dynamique Cellulaire—MEDyC, 51097 Reims, France
| | | | - Stéphane Brézillon
- Laboratoire de Biochimie Médicale et Biologie Moléculaire, Université de Reims Champagne-Ardenne, 51097 Reims, France; (H.T.M.); (R.R.)
- CNRS UMR 7369, Matrice Extracellulaire et Dynamique Cellulaire—MEDyC, 51097 Reims, France
- Correspondence: ; Tel.: +33-326913734
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Quaroni L. Imaging and spectroscopy of domains of the cellular membrane by photothermal-induced resonance. Analyst 2020; 145:5940-5950. [PMID: 32706007 DOI: 10.1039/d0an00696c] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We use photothermal induced resonance (PTIR) imaging and spectroscopy, in resonant and non-resonant mode, to study the cytoplasmic membrane and surface of intact cells. Non-resonant PTIR images apparently provide rich details of the cell surface. However, we show that non-resonant image contrast does not arise from the infrared absorption of surface molecules and is instead dominated by the mechanics of tip-sample contact. In contrast, spectra and images of the cellular surface can be selectively obtained by tuning the pulsing structure of the laser to restrict thermal wave penetration to the surface layer. Resonant PTIR images reveal surface structures and domains that range in size from about 20 nm to 1 μm and are associated with the cytoplasmic membrane and its proximity. Resonant PTIR spectra of the cell surface are qualitatively comparable to far-field IR spectra and provide the first selective measurement of the IR absorption spectrum of the cellular membrane of an intact cell. In resonant PTIR images, signal intensity, and therefore contrast, can be ascribed to a variety of factors, including mechanical, thermodynamic and spectroscopic properties of the cellular surface. While PTIR images are difficult to interpret in terms of spectroscopic absorption, they are easy to collect and provide unique contrast mechanisms without any exogenous labelling. As such they provide a new paradigm in cellular imaging and membrane biology and can be used to address a range of critical questions, from the nature of membrane lipid domains to the mechanism of pathogen infection of a host cell.
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Affiliation(s)
- Luca Quaroni
- Department of Physical Chemistry and Electrochemistry, Faculty of Chemistry, Jagiellonian University, 30-387, Kraków, Poland.
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Quaroni L. Understanding and Controlling Spatial Resolution, Sensitivity, and Surface Selectivity in Resonant-Mode Photothermal-Induced Resonance Spectroscopy. Anal Chem 2020; 92:3544-3554. [PMID: 32023046 DOI: 10.1021/acs.analchem.9b03468] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Photothermal-induced resonance (PTIR) is increasingly used in the measurement of infrared absorption spectra of submicrometer objects. The technique measures IR absorption spectra by relying on the photothermal effect induced by a rapid pulse of light and the excitation of the resonance spectrum of an AFM cantilever in contact with the sample. In this work, we assess the spatial resolution and depth response of PTIR in resonant mode while systematically varying the pulsing parameters of the excitation laser. We show that resolution is always much better than predicted by existing theoretical models. Higher frequency, longer pulse length, and shorter interval between pulses improve resolution, eventually providing values that are comparable to or even better than tip size. Pulsing parameters also affect the intensity of the signal and the surface selectivity in PTIR images, with higher frequencies providing increased surface selectivity. The observations confirm a difference in signal generation between resonant PTIR and other photothermal techniques that we ascribe to nonlinearity in the PTIR signal. In analogy with optical imaging, we show that PTIR takes advantage of such nonlinearity to perform photothermal measurements that are super-resolved when compared to the resolution allowed by the thermal wavelength. Finally, we show that by controlling the pulsing parameters of the laser we can devise high resolution surface sensitive measurements that do not rely on the use of optical enhancement effects.
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Affiliation(s)
- Luca Quaroni
- Department of Physical Chemistry and Electrochemistry, Faculty of Chemistry, Jagiellonian University, ul. Gronostajowa 2, 30-387 Kraków, Poland
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