Literature DB >> 35858333

Mass spectrometry imaging to explore molecular heterogeneity in cell culture.

Tanja Bien1,2, Krischan Koerfer3,4, Jan Schwenzfeier1, Klaus Dreisewerd1,2, Jens Soltwisch1,2.   

Abstract

Molecular analysis on the single-cell level represents a rapidly growing field in the life sciences. While bulk analysis from a pool of cells provides a general molecular profile, it is blind to heterogeneities between individual cells. This heterogeneity, however, is an inherent property of every cell population. Its analysis is fundamental to understanding the development, function, and role of specific cells of the same genotype that display different phenotypical properties. Single-cell mass spectrometry (MS) aims to provide broad molecular information for a significantly large number of cells to help decipher cellular heterogeneity using statistical analysis. Here, we present a sensitive approach to single-cell MS based on high-resolution MALDI-2-MS imaging in combination with MALDI-compatible staining and use of optical microscopy. Our approach allowed analyzing large amounts of unperturbed cells directly from the growth chamber. Confident coregistration of both modalities enabled a reliable compilation of single-cell mass spectra and a straightforward inclusion of optical as well as mass spectrometric features in the interpretation of data. The resulting multimodal datasets permit the use of various statistical methods like machine learning-driven classification and multivariate analysis based on molecular profile and establish a direct connection of MS data with microscopy information of individual cells. Displaying data in the form of histograms for individual signal intensities helps to investigate heterogeneous expression of specific lipids within the cell culture and to identify subpopulations intuitively. Ultimately, t-MALDI-2-MSI measurements at 2-µm pixel sizes deliver a glimpse of intracellular lipid distributions and reveal molecular profiles for subcellular domains.

Entities:  

Keywords:  cellular heterogeneity; lipidomics; single-cell mass spectrometry; t-MALDI-2-MSI

Mesh:

Year:  2022        PMID: 35858333      PMCID: PMC9303856          DOI: 10.1073/pnas.2114365119

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   12.779


  56 in total

Review 1.  Chemical cytometry: fluorescence-based single-cell analysis.

Authors:  Daniella Cohen; Jane A Dickerson; Colin D Whitmore; Emily H Turner; Monica M Palcic; Ole Hindsgaul; Norman J Dovichi
Journal:  Annu Rev Anal Chem (Palo Alto Calif)       Date:  2008       Impact factor: 10.745

2.  Laser post-ionisation combined with a high resolving power orbitrap mass spectrometer for enhanced MALDI-MS imaging of lipids.

Authors:  S R Ellis; J Soltwisch; M R L Paine; K Dreisewerd; R M A Heeren
Journal:  Chem Commun (Camb)       Date:  2017-06-29       Impact factor: 6.222

3.  Co-registration and analysis of multiple imaging mass spectrometry datasets targeting different analytes.

Authors:  Nathan Heath Patterson; Ethan Yang; Elizabeth-Ann Kranjec; Pierre Chaurand
Journal:  Bioinformatics       Date:  2019-04-01       Impact factor: 6.937

4.  imzML--a common data format for the flexible exchange and processing of mass spectrometry imaging data.

Authors:  Thorsten Schramm; Zoë Hester; Ivo Klinkert; Jean-Pierre Both; Ron M A Heeren; Alain Brunelle; Olivier Laprévote; Nicolas Desbenoit; Marie-France Robbe; Markus Stoeckli; Bernhard Spengler; Andreas Römpp
Journal:  J Proteomics       Date:  2012-07-26       Impact factor: 4.044

5.  Single Cell Peptide Heterogeneity of Rat Islets of Langerhans.

Authors:  Erik T Jansson; Troy J Comi; Stanislav S Rubakhin; Jonathan V Sweedler
Journal:  ACS Chem Biol       Date:  2016-07-29       Impact factor: 5.100

6.  MALDI-2 on a Trapped Ion Mobility Quadrupole Time-of-Flight Instrument for Rapid Mass Spectrometry Imaging and Ion Mobility Separation of Complex Lipid Profiles.

Authors:  Jens Soltwisch; Bram Heijs; Annika Koch; Simeon Vens-Cappell; Jens Höhndorf; Klaus Dreisewerd
Journal:  Anal Chem       Date:  2020-06-08       Impact factor: 6.986

7.  Atmospheric pressure MALDI mass spectrometry imaging of tissues and cells at 1.4-μm lateral resolution.

Authors:  Mario Kompauer; Sven Heiles; Bernhard Spengler
Journal:  Nat Methods       Date:  2016-11-14       Impact factor: 28.547

8.  Single-cell mass spectrometry reveals the importance of genetic diversity and plasticity for phenotypic variation in nitrogen-limited Chlamydomonas.

Authors:  Jasmin Krismer; Manu Tamminen; Simone Fontana; Renato Zenobi; Anita Narwani
Journal:  ISME J       Date:  2016-12-09       Impact factor: 10.302

9.  Spatially Resolved Mass Spectrometry at the Single Cell: Recent Innovations in Proteomics and Metabolomics.

Authors:  Michael J Taylor; Jessica K Lukowski; Christopher R Anderton
Journal:  J Am Soc Mass Spectrom       Date:  2021-03-03       Impact factor: 3.109

10.  Morphometric Cell Classification for Single-Cell MALDI-Mass Spectrometry Imaging.

Authors:  Klára Ščupáková; Frédéric Dewez; Axel K Walch; Ron M A Heeren; Benjamin Balluff
Journal:  Angew Chem Int Ed Engl       Date:  2020-08-17       Impact factor: 16.823

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