Abstract
As a cellular intrinsic mechanism leading to cellular demise, apoptosis was thoroughly characterized from a mechanistic perspective. Nowadays there is an increasing interest in describing the non-cell autonomous or community effects of apoptosis, especially in the context of resistance to cancer treatments. Transitioning from cell-centered to cell population-relevant mechanisms adds a layer of complexity for imaging and analyzing an enormous number of apoptotic events. In addition, the community effect between apoptotic and living cells is difficult to be taken into account for complex analysis. We describe here a robust and easy to implement method to analyze the interactions between cancer cells, while under apoptotic pressure. Using this approach we showed as proof-of-concept that apoptosis is insensitive to cellular density, while the proximity to apoptotic cells increases the probability of a given cell to undergo apoptosis.
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The datasets generated and analyses in this study are available from the corresponding author on reasonable request.
References
Strasser A, Vaux DL (2020) Cell death in the origin and treatment of cancer. Mol Cell 78:1045–1054
Carneiro BA, El-Deiry WS (2020) Targeting apoptosis in cancer therapy. Nat Rev Clin Oncol 17:395–417
Dickens LS, Powley IR, Hughes MA, MacFarlane M (2012) The “complexities” of life and death: death receptor signalling platforms. Exp Cell Res 318:1269–1277
Bock FJ, Tait SWG (2020) Mitochondria as multifaceted regulators of cell death. Nat Rev Mol Cell Biol 21:85–100
Ichim G, Lopez J, Ahmed SU, Muthalagu N, Giampazolias E, Delgado ME, Haller M, Riley JS, Mason SM, Athineos D, Parsons MJ, van de Kooij B, Bouchier-Hayes L, Chalmers AJ, Rooswinkel RW, Oberst A, Blyth K, Rehm M, Murphy DJ, Tait SWG (2015) Limited mitochondrial permeabilization causes DNA damage and genomic instability in the absence of cell death. Mol Cell 57:860–872
Gong YN, Guy C, Olauson H, Becker JU, Yang M, Fitzgerald P, Linkermann A, Green DR (2017) ESCRT-III acts downstream of MLKL to regulate necroptotic cell death and its consequences. Cell 169:286–300
Gong YN, Crawford JC, Heckmann BL, Green DR (2019) To the edge of cell death and back. FEBS J 286:430–440
Paek AL, Liu JC, Loewer A, Forrester WC, Lahav G (2016) Cell-to-cell variation in p53 dynamics leads to fractional killing. Cell 165:631–642
Gagliardi PA, Dobrzyński M, Jacques MA, Dessauges C, Ender P, Blum Y, Hughes RM, Cohen AR, Pertz O (2021) Collective ERK/Akt activity waves orchestrate epithelial homeostasis by driving apoptosis-induced survival. Dev Cell 56:1712-1726.e1716
Bock FJ, Cloix C, Zerbst D, Tait SWG (2020) Apoptosis-induced FGF signalling promotes non-cell autonomous resistance to cell death. bioRxiv, 2020.2007.2012.199430
Ankawa R, Goldberger N, Yosefzon Y, Koren E, Yusupova M, Rosner D, Feldman A, Baror-Sebban S, Buganim Y, Simon DJ, Tessier-Lavigne M, Fuchs Y (2021) Apoptotic cells represent a dynamic stem cell niche governing proliferation and tissue regeneration. Dev cell 56:1900–1916
Kawaue K, Yow I, Le AP, Lou Y, Loberas M, Shagirov M, Prost J, Hiraiwa T, Ladoux B, Toyama Y (2021) Mechanics defines the spatial pattern of compensatory proliferation. bioRxiv, 2021.2007.2004.451019
Ruff MR, Gifford GE (1981) Rabbit tumor necrosis factor: mechanism of action. Infect Immun 31:380–385
Reuven N, Adler J, Meltser V, Shaul Y (2013) The Hippo pathway kinase Lats2 prevents DNA damage-induced apoptosis through inhibition of the tyrosine kinase c-Abl. Cell Death Differ 20:1330–1340
Bar J, Cohen-Noyman E, Geiger B, Oren M (2004) Attenuation of the p53 response to DNA damage by high cell density. Oncogene 23:2128–2137
Ma Q, Wang Y, Lo AS, Gomes EM, Junghans RP (2010) Cell density plays a critical role in ex vivo expansion of T cells for adoptive immunotherapy. J Biomed Biotechnol 2010:386545
Kühn K, Hashimoto S, Lotz M (1999) Cell density modulates apoptosis in human articular chondrocytes. J Cell Physiol 180:439–447
Bhola PD, Simon SM (2009) Determinism and divergence of apoptosis susceptibility in mammalian cells. J Cell Sci 122:4296–4302
Spencer SL, Gaudet S, Albeck JG, Burke JM, Sorger PK (2009) Non-genetic origins of cell-to-cell variability in TRAIL-induced apoptosis. Nature 459:428–432
Oren Y, Tsabar M, Cuoco MS, Amir-Zilberstein L, Cabanos HF, Hütter JC, Hu B, Thakore PI, Tabaka M, Fulco CP, Colgan W, Cuevas BM, Hurvitz SA, Slamon DJ, Deik A, Pierce KA, Clish C, Hata AN, Zaganjor E, Lahav G, Politi K, Brugge JS, Regev A (2021) Cycling cancer persister cells arise from lineages with distinct programs. Nature 596(7873):576–582
Imig D, Pollak N, Allgöwer F, Rehm M (2020) Sample-based modeling reveals bidirectional interplay between cell cycle progression and extrinsic apoptosis. PLoS Comput Biol 16:e1007812
Rehm M, Huber HJ, Dussmann H, Prehn JH (2006) Systems analysis of effector caspase activation and its control by X-linked inhibitor of apoptosis protein. EMBO J 25:4338–4349
Schmid J, Dussmann H, Boukes GJ, Flanagan L, Lindner AU, O’Connor CL, Rehm M, Prehn JH, Huber HJ (2012) Systems analysis of cancer cell heterogeneity in caspase-dependent apoptosis subsequent to mitochondrial outer membrane permeabilization. J Biol Chem 287:41546–41559
Forcina GC, Conlon M, Wells A, Cao JY, Dixon SJ (2017) Systematic quantification of population cell death kinetics in mammalian cells. Cell Syst 4:600-610.e606
Inde Z, Forcina GC, Denton K, Dixon SJ (2020) Kinetic heterogeneity of cancer cell fractional killing. Cell Rep 32:107845
Pérez-Garijo A, Fuchs Y, Steller H (2013) Apoptotic cells can induce non-autonomous apoptosis through the TNF pathway. Elife 2:e01004
Riegman M, Bradbury MS, Overholtzer M (2019) Population dynamics in cell death: mechanisms of propagation. Trends Cancer 5:558–568
Linkermann A, Skouta R, Himmerkus N, Mulay SR, Dewitz C, De Zen F, Prokai A, Zuchtriegel G, Krombach F, Welz PS, Weinlich R, Vanden Berghe T, Vandenabeele P, Pasparakis M, Bleich M, Weinberg JM, Reichel CA, Bräsen JH, Kunzendorf U, Anders HJ, Stockwell BR, Green DR, Krautwald S (2014) Synchronized renal tubular cell death involves ferroptosis. Pro Nat Acad Sci USA 111:16836–16841
Riegman M, Sagie L, Galed C, Levin T, Steinberg N, Dixon SJ, Wiesner U, Bradbury MS, Niethammer P, Zaritsky A, Overholtzer M (2020) Ferroptosis occurs through an osmotic mechanism and propagates independently of cell rupture. Nat Cell Biol 22:1042–1048
Li F, Huang Q, Chen J, Peng Y, Roop DR, Bedford JS, Li CY (2010) Apoptotic cells activate the “phoenix rising” pathway to promote wound healing and tissue regeneration. Sci Signal 3:13
Kowarz E, Loscher D, Marschalek R (2015) Optimized Sleeping Beauty transposons rapidly generate stable transgenic cell lines. Biotechnol J 10:647–653
Acknowledgements
Funding from Institute Convergence PLAsCAN (ANR-17-CONV-0002), LabEx DEVweCAN (University of Lyon), Agence Nationale de la Recherche (ANR) Young Researchers Project (ANR-18-CE13-0005-01), La Ligue Nationale Contre le Cancer and Fondation de France supported this work. We thank Brigitte Manship for reviewing the manuscript.
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Conceptualization: GI, DC, HL and EG; Methodology: GI, DC, HL and EG; Formal analysis: GI, DC and HL; Investigation: GI, DC, DC and HL; Resources: GI, DC, HL and EG; Writing—Original Draft and Editing: GI; All authors reviewed and edited the manuscript; Supervision: GI, DC, HL and EG; Project administration and funding acquisition: GI.
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10495_2022_1783_MOESM1_ESM.tif
(Related to Figure 3).A, B. Probability estimates (upper panels) and the corresponding p-value (lower panels) for the occurrence of apoptosis in ABT-737/UMI-77-treated WM115 H2B-mCherry cells surrounded by 2 or 3 neighboring cells. C, D. Similar analysis as in (A, B), albeit apoptosis was triggered by doxycycline induction of pro-apoptotic BAX protein.Supplementary file1 (TIF 36041 kb)
10495_2022_1783_MOESM2_ESM.tif
(Related to Figure 4). A, B. Probability estimates (upper panels) and the corresponding p-value (lower panels) for the occurrence of apoptosis in ABT-737/UMI-77-treated WM115 H2B-mCherry cells surrounded by 2 or 3 apoptotic neighboring cells. C, D. Similar analysis as in (A, B), albeit apoptosis was triggered by doxycycline induction of pro-apoptotic BAX protein.Supplementary file2 (TIF 36031 kb)
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Coursier, D., Coulette, D., Leman, H. et al. Live-cell imaging and mathematical analysis of the “community effect” in apoptosis. Apoptosis 28, 326–334 (2023). https://doi.org/10.1007/s10495-022-01783-4
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DOI: https://doi.org/10.1007/s10495-022-01783-4