Cell Painting unravels insecticidal modes of action on Spodoptera frugiperda insect cells

被引:3
作者
Hecker, Franziska A. [1 ]
Leggio, Bruno [2 ]
Koenig, Tim [3 ]
Kim, Vladislav [4 ]
Osterland, Marc [4 ]
Gnutt, David [3 ]
Niehaus, Karsten
Geibel, Sven [5 ]
机构
[1] Univ Bielefeld, Proteome & Metabolome Res, Bielefeld, Germany
[2] Bayer SAS, Crop Sci Div, R&D Dis Control, Lyon, France
[3] Bayer AG, Pharm Div, R&D Image based Screening Syst, Wuppertal, Germany
[4] Bayer AG, R&D Machine Learning Res, Pharm Div, Berlin, Germany
[5] Bayer AG, Crop Sci Div, R&D Hit Discovery, Monheim, Germany
关键词
Insecticides; Mode of action; Cell biology; Cell painting; Microscopy; Spodoptera frugiperda Sf9; TRANSCRIPTOME ANALYSIS; SF9; CELLS; V-ATPASES; INHIBITOR; APOPTOSIS; ACIDIFICATION; RESISTANCE; MECHANISM; POTENT; ASSAY;
D O I
10.1016/j.pestbp.2024.105983
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The "Cell Painting" technology utilizes multiplexed fluorescent staining of various cell organelles, to produce high-content microscopy images of cells for multidimensional phenotype assessment. The phenotypic profiles extracted from those images can be analyzed upon perturbations with biologically active molecules to annotate the mode of action or biological activity by comparison with reference profiles of already known mechanisms of action, ultimately enabling the determination of on-target and off-target effects. This approach is already described in various human cell cultures, the most commonly used being the U2OS cell line, yet allows broad applications in additional areas of chemical-biological research. Here we describe for the first time the application and adaptation of Cell Painting to an insect cell line, the Sf9 cells from Spodoptera frugiperda. By adjusting image acquisition and analysis models, specific phenotypic profiles were obtained in a dose-dependent manner for 20 reference compounds, including representatives for the most relevant insecticidal modes of action categories (nerve & muscle, respiration and growth & development). Through a dimensionality-reduction method, both calculations of phenotypic half maximal inhibition concentration (IC50) values as well as similarity analysis of the obtained profiles by hierarchical clustering were performed. By Cell Painting effects on the phenotype could be obtained at higher sensitivity than in other assay formats, such as cytotoxicity assessments. More importantly, these analyses provide insight into mechanistic determinants of biological activity. Compounds with similar modes of action showed a high degree of proximity in a hierarchical clustering analysis while being distinct from actives with an unrelated mode of action. In essence, we provide strong evidence on the impact of Cell Painting mechanistic understanding of insecticides with regards to determinants of efficacy and safety utilizing an insect cell model system.
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页数:11
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共 63 条
  • [1] [Anonymous], Mode of Action Insecticide Resistance Action Committee (IRAC)
  • [2] A database of crop pest cell lines
    Arya, Surjeet Kumar
    Goodman, Cynthia L.
    Stanley, David
    Palli, Subba Reddy
    [J]. IN VITRO CELLULAR & DEVELOPMENTAL BIOLOGY-ANIMAL, 2022, 58 (08) : 719 - 757
  • [3] High-Throughput Screening: today's biochemical and cell-based approaches
    Blay, Vincent
    Tolani, Bhairavi
    Ho, Sunita P.
    Arkin, Michelle R.
    [J]. DRUG DISCOVERY TODAY, 2020, 25 (10) : 1807 - 1821
  • [4] A dataset of images and morphological profiles of 30 000 small-molecule treatments using the Cell Painting assay
    Bray, Mark-Anthony
    Gustafsdottir, Sigrun M.
    Rohban, Mohammad H.
    Singh, Shantanu
    Ljosa, Vebjorn
    Sokolnicki, Katherine L.
    Bittker, Joshua A.
    Bodycombe, Nicole E.
    Dancik, Vlado
    Hasaka, Thomas P.
    Hon, Cindy S.
    Kemp, Melissa M.
    Li, Kejie
    Walpita, Deepika
    Wawer, Mathias J.
    Golub, Todd R.
    Schreiber, Stuart L.
    Clemons, Paul A.
    Shamji, Alykhan F.
    Carpenter, Anne E.
    [J]. GIGASCIENCE, 2017, 6 (12):
  • [5] Cell Painting, a high-content image-based assay for morphological profiling using multiplexed fluorescent dyes
    Bray, Mark-Anthony
    Singh, Shantanu
    Han, Han
    Davis, Chadwick T.
    Borgeson, Blake
    Hartland, Cathy
    Kost-Alimova, Maria
    Gustafsdottir, Sigrun M.
    Gibson, Christopher C.
    Carpenter, Anne E.
    [J]. NATURE PROTOCOLS, 2016, 11 (09) : 1757 - 1774
  • [6] Mitochondrial uncoupling, with low concentration FCCP, induces ROS-dependent cardioprotection independent of KATP channel activation
    Brennan, Jonathan P.
    Southworth, Richard
    Medina, Rodolfo A.
    Davidson, Sean M.
    Duchen, Michael R.
    Shattock, Michael J.
    [J]. CARDIOVASCULAR RESEARCH, 2006, 72 (02) : 313 - 321
  • [7] Applications in image-based profiling of perturbations
    Caicedo, Juan C.
    Singh, Shantanu
    Carpenter, Anne E.
    [J]. CURRENT OPINION IN BIOTECHNOLOGY, 2016, 39 : 134 - 142
  • [8] CellProfiler: image analysis software for identifying and quantifying cell phenotypes
    Carpenter, Anne E.
    Jones, Thouis Ray
    Lamprecht, Michael R.
    Clarke, Colin
    Kang, In Han
    Friman, Ola
    Guertin, David A.
    Chang, Joo Han
    Lindquist, Robert A.
    Moffat, Jason
    Golland, Polina
    Sabatini, David M.
    [J]. GENOME BIOLOGY, 2006, 7 (10)
  • [9] Chandrasekaran S.N., 2023, Broad Institute Imaging Platform Profiling Recipe
  • [10] Optimizing the Cell Painting assay for image-based profiling
    Cimini, Beth A.
    Chandrasekaran, Srinivas Niranj
    Kost-Alimova, Maria
    Miller, Lisa
    Goodale, Amy
    Fritchman, Briana
    Byrne, Patrick
    Garg, Sakshi
    Jamali, Nasim
    Logan, David J.
    Concannon, John B.
    Lardeau, Charles-Hugues
    Mouchet, Elizabeth
    Singh, Shantanu
    Abbasi, Hamdah Shafqat
    Aspesi, Jr Peter
    Boyd, Justin D.
    Gilbert, Tamara
    Gnutt, David
    Hariharan, Santosh
    Hernandez, Desiree
    Hormel, Gisela
    Juhani, Karolina
    Melanson, Michelle
    Mervin, Lewis H.
    Monteverde, Tiziana
    Pilling, James E.
    Skepner, Adam
    Swalley, Susanne E.
    Vrcic, Anita
    Weisbart, Erin
    Williams, Guy
    Yu, Shan
    Zapiec, Bolek
    Carpenter, Anne E.
    [J]. NATURE PROTOCOLS, 2023, 18 (07) : 1981 - +