Quantitative Assessment of Anti-Cancer Drug Efficacy From Coregistered Mass Spectrometry and Fluorescence Microscopy Images of Multicellular Tumor Spheroids
Spheroids-three-dimensional aggregates of cells grown from a cancer cell line-represent a model of living tissue for chemotherapy investigation. Distribution of chemotherapeutics in spheroid sections was determined using the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALD...
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Veröffentlicht in: | Microscopy and microanalysis 2019-12, Vol.25 (6), p.1311-1322 |
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creator | Michálek, Jan Štěpka, Karel Kozubek, Michal Navrátilová, Jarmila Pavlatovská, Barbora Machálková, Markéta Preisler, Jan Pruška, Adam |
description | Spheroids-three-dimensional aggregates of cells grown from a cancer cell line-represent a model of living tissue for chemotherapy investigation. Distribution of chemotherapeutics in spheroid sections was determined using the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI). Proliferating or apoptotic cells were immunohistochemically labeled and visualized by laser scanning confocal fluorescence microscopy (LSCM). Drug efficacy was evaluated by comparing coregistered MALDI MSI and LSCM data of drug-treated spheroids with LSCM only data of untreated control spheroids. We developed a fiducial-based workflow for coregistration of low-resolution MALDI MS with high-resolution LSCM images. To allow comparison of drug and cell distribution between the drug-treated and untreated spheroids of different shapes or diameters, we introduced a common diffusion-related coordinate, the distance from the spheroid boundary. In a procedure referred to as "peeling", we correlated average drug distribution at a certain distance with the average reduction in the affected cells between the untreated and the treated spheroids. This novel approach makes it possible to differentiate between peripheral cells that died due to therapy and the innermost cells which died naturally. Two novel algorithms-for MALDI MS image denoising and for weighting of MALDI MSI and LSCM data by the presence of cell nuclei-are also presented. |
doi_str_mv | 10.1017/S1431927619014983 |
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Distribution of chemotherapeutics in spheroid sections was determined using the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI). Proliferating or apoptotic cells were immunohistochemically labeled and visualized by laser scanning confocal fluorescence microscopy (LSCM). Drug efficacy was evaluated by comparing coregistered MALDI MSI and LSCM data of drug-treated spheroids with LSCM only data of untreated control spheroids. We developed a fiducial-based workflow for coregistration of low-resolution MALDI MS with high-resolution LSCM images. To allow comparison of drug and cell distribution between the drug-treated and untreated spheroids of different shapes or diameters, we introduced a common diffusion-related coordinate, the distance from the spheroid boundary. In a procedure referred to as "peeling", we correlated average drug distribution at a certain distance with the average reduction in the affected cells between the untreated and the treated spheroids. This novel approach makes it possible to differentiate between peripheral cells that died due to therapy and the innermost cells which died naturally. Two novel algorithms-for MALDI MS image denoising and for weighting of MALDI MSI and LSCM data by the presence of cell nuclei-are also presented.</description><identifier>ISSN: 1431-9276</identifier><identifier>EISSN: 1435-8115</identifier><identifier>DOI: 10.1017/S1431927619014983</identifier><identifier>PMID: 31571549</identifier><language>eng</language><publisher>United States: Oxford University Press</publisher><subject>Algorithms ; Anticancer properties ; Apoptosis ; Cancer therapies ; Cell culture ; Cell cycle ; Cell differentiation ; Chemotherapy ; Diameters ; Drug efficacy ; Fluorescence ; Fluorescence microscopy ; Gene expression ; Image resolution ; Investigations ; Ionization ; Ions ; Lasers ; Mass spectrometry ; Mass spectroscopy ; Metabolism ; Metabolites ; Microscopy ; Multicellular tumor spheroids ; Noise reduction ; Nuclei (cytology) ; Proteins ; Scientific imaging ; Spectroscopy ; Spheroids ; Workflow</subject><ispartof>Microscopy and microanalysis, 2019-12, Vol.25 (6), p.1311-1322</ispartof><rights>Copyright © Microscopy Society of America 2019</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c372t-967aad737476aa9485a88d3d09e8049d88fccfc167f4f06d9a9b2254fd4468d23</citedby><cites>FETCH-LOGICAL-c372t-967aad737476aa9485a88d3d09e8049d88fccfc167f4f06d9a9b2254fd4468d23</cites><orcidid>0000-0002-5591-1894</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31571549$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Michálek, Jan</creatorcontrib><creatorcontrib>Štěpka, Karel</creatorcontrib><creatorcontrib>Kozubek, Michal</creatorcontrib><creatorcontrib>Navrátilová, Jarmila</creatorcontrib><creatorcontrib>Pavlatovská, Barbora</creatorcontrib><creatorcontrib>Machálková, Markéta</creatorcontrib><creatorcontrib>Preisler, Jan</creatorcontrib><creatorcontrib>Pruška, Adam</creatorcontrib><title>Quantitative Assessment of Anti-Cancer Drug Efficacy From Coregistered Mass Spectrometry and Fluorescence Microscopy Images of Multicellular Tumor Spheroids</title><title>Microscopy and microanalysis</title><addtitle>Microsc Microanal</addtitle><description>Spheroids-three-dimensional aggregates of cells grown from a cancer cell line-represent a model of living tissue for chemotherapy investigation. Distribution of chemotherapeutics in spheroid sections was determined using the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI). Proliferating or apoptotic cells were immunohistochemically labeled and visualized by laser scanning confocal fluorescence microscopy (LSCM). Drug efficacy was evaluated by comparing coregistered MALDI MSI and LSCM data of drug-treated spheroids with LSCM only data of untreated control spheroids. We developed a fiducial-based workflow for coregistration of low-resolution MALDI MS with high-resolution LSCM images. To allow comparison of drug and cell distribution between the drug-treated and untreated spheroids of different shapes or diameters, we introduced a common diffusion-related coordinate, the distance from the spheroid boundary. In a procedure referred to as "peeling", we correlated average drug distribution at a certain distance with the average reduction in the affected cells between the untreated and the treated spheroids. This novel approach makes it possible to differentiate between peripheral cells that died due to therapy and the innermost cells which died naturally. Two novel algorithms-for MALDI MS image denoising and for weighting of MALDI MSI and LSCM data by the presence of cell nuclei-are also presented.</description><subject>Algorithms</subject><subject>Anticancer properties</subject><subject>Apoptosis</subject><subject>Cancer therapies</subject><subject>Cell culture</subject><subject>Cell cycle</subject><subject>Cell differentiation</subject><subject>Chemotherapy</subject><subject>Diameters</subject><subject>Drug efficacy</subject><subject>Fluorescence</subject><subject>Fluorescence microscopy</subject><subject>Gene expression</subject><subject>Image resolution</subject><subject>Investigations</subject><subject>Ionization</subject><subject>Ions</subject><subject>Lasers</subject><subject>Mass spectrometry</subject><subject>Mass spectroscopy</subject><subject>Metabolism</subject><subject>Metabolites</subject><subject>Microscopy</subject><subject>Multicellular tumor spheroids</subject><subject>Noise reduction</subject><subject>Nuclei 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Assessment of Anti-Cancer Drug Efficacy From Coregistered Mass Spectrometry and Fluorescence Microscopy Images of Multicellular Tumor Spheroids</title><author>Michálek, Jan ; Štěpka, Karel ; Kozubek, Michal ; Navrátilová, Jarmila ; Pavlatovská, Barbora ; Machálková, Markéta ; Preisler, Jan ; Pruška, Adam</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c372t-967aad737476aa9485a88d3d09e8049d88fccfc167f4f06d9a9b2254fd4468d23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Algorithms</topic><topic>Anticancer properties</topic><topic>Apoptosis</topic><topic>Cancer therapies</topic><topic>Cell culture</topic><topic>Cell cycle</topic><topic>Cell differentiation</topic><topic>Chemotherapy</topic><topic>Diameters</topic><topic>Drug efficacy</topic><topic>Fluorescence</topic><topic>Fluorescence microscopy</topic><topic>Gene expression</topic><topic>Image 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Adam</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Quantitative Assessment of Anti-Cancer Drug Efficacy From Coregistered Mass Spectrometry and Fluorescence Microscopy Images of Multicellular Tumor Spheroids</atitle><jtitle>Microscopy and microanalysis</jtitle><addtitle>Microsc Microanal</addtitle><date>2019-12</date><risdate>2019</risdate><volume>25</volume><issue>6</issue><spage>1311</spage><epage>1322</epage><pages>1311-1322</pages><issn>1431-9276</issn><eissn>1435-8115</eissn><abstract>Spheroids-three-dimensional aggregates of cells grown from a cancer cell line-represent a model of living tissue for chemotherapy investigation. Distribution of chemotherapeutics in spheroid sections was determined using the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI). Proliferating or apoptotic cells were immunohistochemically labeled and visualized by laser scanning confocal fluorescence microscopy (LSCM). Drug efficacy was evaluated by comparing coregistered MALDI MSI and LSCM data of drug-treated spheroids with LSCM only data of untreated control spheroids. We developed a fiducial-based workflow for coregistration of low-resolution MALDI MS with high-resolution LSCM images. To allow comparison of drug and cell distribution between the drug-treated and untreated spheroids of different shapes or diameters, we introduced a common diffusion-related coordinate, the distance from the spheroid boundary. In a procedure referred to as "peeling", we correlated average drug distribution at a certain distance with the average reduction in the affected cells between the untreated and the treated spheroids. This novel approach makes it possible to differentiate between peripheral cells that died due to therapy and the innermost cells which died naturally. Two novel algorithms-for MALDI MS image denoising and for weighting of MALDI MSI and LSCM data by the presence of cell nuclei-are also presented.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>31571549</pmid><doi>10.1017/S1431927619014983</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-5591-1894</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Anticancer properties Apoptosis Cancer therapies Cell culture Cell cycle Cell differentiation Chemotherapy Diameters Drug efficacy Fluorescence Fluorescence microscopy Gene expression Image resolution Investigations Ionization Ions Lasers Mass spectrometry Mass spectroscopy Metabolism Metabolites Microscopy Multicellular tumor spheroids Noise reduction Nuclei (cytology) Proteins Scientific imaging Spectroscopy Spheroids Workflow |
title | Quantitative Assessment of Anti-Cancer Drug Efficacy From Coregistered Mass Spectrometry and Fluorescence Microscopy Images of Multicellular Tumor Spheroids |
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