{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T04:09:28Z","timestamp":1775016568862,"version":"3.50.1"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1009869","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2022,3,2]],"date-time":"2022-03-02T00:00:00Z","timestamp":1646179200000}}],"reference-count":61,"publisher":"Public Library of Science (PLoS)","issue":"2","license":[{"start":{"date-parts":[[2022,2,17]],"date-time":"2022-02-17T00:00:00Z","timestamp":1645056000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["1761918"],"award-info":[{"award-number":["1761918"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>\n                    Collective living systems regularly achieve cooperative emergent functions that individual organisms could not accomplish alone. The rafts of fire ants (Solenopsis invicta) are often studied in this context for their ability to create aggregated structures comprised entirely of their own bodies, including tether-like protrusions that facilitate exploration of and escape from flooded environments. While similar protrusions are observed in cytoskeletons and cellular aggregates, they are generally dependent on morphogens or external gradients leaving the isolated role of local interactions poorly understood. Here we demonstrate through an ant-inspired, agent-based numerical model how protrusions in ant rafts may emerge spontaneously due to local interactions. The model is comprised of a condensed structural network of agents that represents the monolayer of interconnected worker ants, which floats on the water and gives ant rafts their form. Experimentally, this layer perpetually contracts, which we capture through the pairwise contraction of all neighboring structural agents at a strain rate of\n                    <jats:inline-formula id=\"pcbi.1009869.e001\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1009869.e001g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1009869.e001\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M1\">\n                          <mml:mover accent=\"true\">\n                            <mml:mrow>\n                              <mml:mi>d<\/mml:mi>\n                            <\/mml:mrow>\n                            <mml:mo>\u02d9<\/mml:mo>\n                          <\/mml:mover>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . On top of the structural layer, we model a dispersed, on-lattice layer of motile agents that represents free ants, which walk on top of the floating network. Experimentally, these self-propelled free ants walk with some mean persistence length and speed that we capture through an ant-inspired phenomenological model. Local interactions occur between neighboring free ants within some radius of detection,\n                    <jats:italic>R<\/jats:italic>\n                    , and the persistence length of freely active agents is tuned through a noise parameter,\n                    <jats:italic>\u03b7<\/jats:italic>\n                    as introduced by the Vicsek model. Both\n                    <jats:italic>R<\/jats:italic>\n                    and\n                    <jats:italic>\u03b7<\/jats:italic>\n                    where fixed to match the experimental trajectories of free ants. Treadmilling of the raft occurs as agents transition between the structural and free layers in accordance with experimental observations. Ultimately, we demonstrate how phases of exploratory protrusion growth may be induced by increased ant activity as characterized by a dimensionless parameter,\n                    <jats:inline-formula id=\"pcbi.1009869.e002\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1009869.e002g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1009869.e002\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M2\">\n                          <mml:mi mathvariant=\"script\">A<\/mml:mi>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . These results provide an example in which functional morphogenesis of a living system may emerge purely from local interactions at the constituent length scale, thereby providing a source of inspiration for the development of decentralized, autonomous active matter and swarm robotics.\n                  <\/jats:p>","DOI":"10.1371\/journal.pcbi.1009869","type":"journal-article","created":{"date-parts":[[2022,2,17]],"date-time":"2022-02-17T13:49:39Z","timestamp":1645105779000},"page":"e1009869","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":12,"title":["Computational exploration of treadmilling and protrusion growth observed in fire ant rafts"],"prefix":"10.1371","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9651-5978","authenticated-orcid":true,"given":"Robert J.","family":"Wagner","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6138-1431","authenticated-orcid":true,"given":"Franck J.","family":"Vernerey","sequence":"additional","affiliation":[]}],"member":"340","published-online":{"date-parts":[[2022,2,17]]},"reference":[{"key":"pcbi.1009869.ref001","doi-asserted-by":"crossref","first-page":"629","DOI":"10.1140\/epjst\/e2015-50264-4","article-title":"Entangled active matter: From cells to ants.","volume":"225","author":"DL Hu","year":"2016","journal-title":"Eur Phys J Spec Top"},{"key":"pcbi.1009869.ref002","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.cis.2018.11.006","article-title":"Biological active matter aggregates: Inspiration for smart colloidal materials","volume":"263","author":"FJ Vernerey","year":"2019","journal-title":"Advances in Colloid and Interface Science"},{"key":"pcbi.1009869.ref003","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.1038\/s41567-018-0262-1","article-title":"Collective mechanical adaptation of honeybee swarms","volume":"14","author":"O Peleg","year":"2018","journal-title":"Nature Phys"},{"key":"pcbi.1009869.ref004","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1016\/j.jtbi.2017.09.017","article-title":"Optimal construction of army ant living bridges","volume":"435","author":"JM Graham","year":"2017","journal-title":"Journal of Theoretical Biology"},{"key":"pcbi.1009869.ref005","doi-asserted-by":"crossref","first-page":"4214","DOI":"10.1039\/C6SM00063K","article-title":"Ant aggregations self-heal to compensate for the Ringelmann effect","volume":"12","author":"S Phonekeo","year":"2016","journal-title":"Soft Matter"},{"key":"pcbi.1009869.ref006","doi-asserted-by":"crossref","first-page":"e95112","DOI":"10.1371\/journal.pone.0095112","article-title":"Physical and Biological Determinants of Collective Behavioural Dynamics in Complex Systems: Pulling Chain Formation in the Nest-Weaving Ant Oecophylla smaragdina.","volume":"9","author":"T Bochynek","year":"2014","journal-title":"PLOS ONE."},{"key":"pcbi.1009869.ref007","doi-asserted-by":"crossref","first-page":"e0156681","DOI":"10.1371\/journal.pone.0156681","article-title":"The Antsy Social Network: Determinants of Nest Structure and Arrangement in Asian Weaver Ants.","volume":"11","author":"K. Devarajan","year":"2016","journal-title":"PLOS ONE"},{"key":"pcbi.1009869.ref008","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0008967","article-title":"Honeybee Colony Thermoregulation\u2013Regulatory Mechanisms and Contribution of Individuals in Dependence on Age, Location and Thermal Stress","volume":"5","author":"A Stabentheiner","year":"2010","journal-title":"PLoS One"},{"key":"pcbi.1009869.ref009","doi-asserted-by":"crossref","first-page":"7","DOI":"10.5334\/fce.81","article-title":"A Review on Thermoregulation Techniques in Honey Bees\u2019 (Apis Mellifera) Beehive Microclimate and Its Similarities to the Heating and Cooling Management in Buildings.","volume":"6","author":"H Jarimi","year":"2020","journal-title":"Future Cities and Environment."},{"key":"pcbi.1009869.ref010","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1080\/19768354.2018.1497708","article-title":"Directional raids by army ants as an adaption to patchily distributed food: a simulation model","volume":"22","author":"W Song","year":"2018","journal-title":"Anim Cells Syst (Seoul)"},{"key":"pcbi.1009869.ref011","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1007\/s00265-016-2237-5","article-title":"Energetics of trail clearing in the leaf-cutter ant Atta","volume":"71","author":"T Bochynek","year":"2016","journal-title":"Behav Ecol Sociobiol"},{"key":"pcbi.1009869.ref012","doi-asserted-by":"crossref","first-page":"7669","DOI":"10.1073\/pnas.1016658108","article-title":"Fire ants self-assemble into waterproof rafts to survive floods","volume":"108","author":"NJ Mlot","year":"2011","journal-title":"PNAS"},{"key":"pcbi.1009869.ref013","doi-asserted-by":"crossref","DOI":"10.1673\/031.011.17101","article-title":"Raft Formation by the Red Imported Fire Ant, Solenopsis invicta","volume":"11","author":"BJ Adams","year":"2011","journal-title":"J Insect Sci"},{"key":"pcbi.1009869.ref014","article-title":"Treadmilling and dynamic protrusions in fire ant rafts","author":"RJ Wagner","year":"2021","journal-title":"Journal of The Royal Society Interface"},{"key":"pcbi.1009869.ref015","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1002\/cm.21017","article-title":"A review of models of fluctuating protrusion and retraction patterns at the leading edge of motile cells.","volume":"69","author":"GL Ryan","year":"2012","journal-title":"Cytoskeleton"},{"key":"pcbi.1009869.ref016","doi-asserted-by":"crossref","first-page":"602","DOI":"10.1038\/s41567-019-0464-1","article-title":"Actin dynamics drive cell-like membrane deformation","volume":"15","author":"C Simon","year":"2019","journal-title":"Nat Phys"},{"key":"pcbi.1009869.ref017","doi-asserted-by":"crossref","first-page":"2971","DOI":"10.1242\/jcs.205948","article-title":"Cells lay their own tracks\u2013optogenetic Cdc42 activation stimulates fibronectin deposition supporting directed migration","volume":"130","author":"SP Zimmerman","year":"2017","journal-title":"J Cell Sci"},{"key":"pcbi.1009869.ref018","doi-asserted-by":"crossref","first-page":"15988","DOI":"10.1073\/pnas.0705062104","article-title":"Collective migration of an epithelial monolayer in response to a model wound","volume":"104","author":"M Poujade","year":"2007","journal-title":"Proc Natl Acad Sci USA"},{"key":"pcbi.1009869.ref019","doi-asserted-by":"crossref","first-page":"8055","DOI":"10.1073\/pnas.1323788111","article-title":"How cells flow in the spreading of cellular aggregates","volume":"111","author":"G Beaune","year":"2014","journal-title":"Proc Natl Acad Sci U S A"},{"key":"pcbi.1009869.ref020","doi-asserted-by":"crossref","first-page":"3230","DOI":"10.1128\/JB.00121-15","article-title":"Chemotaxis Control of Transient Cell Aggregation","volume":"197","author":"G. Alexandre","year":"2015","journal-title":"J Bacteriol"},{"key":"pcbi.1009869.ref021","doi-asserted-by":"crossref","first-page":"670","DOI":"10.1016\/j.bpj.2019.01.009","article-title":"Durotaxis by Human Cancer Cells","volume":"116","author":"BJ DuChez","year":"2019","journal-title":"Biophysical Journal"},{"key":"pcbi.1009869.ref022","doi-asserted-by":"crossref","first-page":"530","DOI":"10.1007\/s12195-015-0398-3","article-title":"Haptotaxis is cell type specific and limited by substrate adhesiveness","volume":"8","author":"JH Wen","year":"2015","journal-title":"Cell Mol Bioeng"},{"key":"pcbi.1009869.ref023","doi-asserted-by":"crossref","first-page":"181626","DOI":"10.1098\/rsos.181626","article-title":"Social flocculation in plant\u2013animal worms","volume":"6","author":"A Worley","year":"2019","journal-title":"Royal Society Open Science"},{"key":"pcbi.1009869.ref024","doi-asserted-by":"crossref","DOI":"10.1073\/pnas.2010542118","article-title":"Collective dynamics in entangled worm and robot blobs","volume":"118","author":"Y Ozkan-Aydin","year":"2021","journal-title":"PNAS"},{"key":"pcbi.1009869.ref025","doi-asserted-by":"crossref","first-page":"5609","DOI":"10.1039\/C4SM00975D","article-title":"Dynamics of self-propelled particles under strong confinement.","volume":"10","author":"Y Fily","year":"2014","journal-title":"Soft Matter"},{"key":"pcbi.1009869.ref026","doi-asserted-by":"crossref","first-page":"1226","DOI":"10.1103\/PhysRevLett.75.1226","article-title":"Novel Type of Phase Transition in a System of Self-Driven Particles","volume":"75","author":"T Vicsek","year":"1995","journal-title":"Physical Review Letters"},{"key":"pcbi.1009869.ref027","doi-asserted-by":"crossref","first-page":"238301","DOI":"10.1103\/PhysRevLett.110.238301","article-title":"Dynamical Clustering and Phase Separation in Suspensions of Self-Propelled Colloidal Particles","volume":"110","author":"I Buttinoni","year":"2013","journal-title":"Phys Rev Lett"},{"key":"pcbi.1009869.ref028","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1038\/s41586-020-2730-x","article-title":"Active particles induce large shape deformations in giant lipid vesicles","volume":"586","author":"HR Vutukuri","year":"2020","journal-title":"Nature"},{"key":"pcbi.1009869.ref029","doi-asserted-by":"crossref","first-page":"012125","DOI":"10.1103\/PhysRevE.91.012125","article-title":"Dynamics and density distribution of strongly confined noninteracting nonaligning self-propelled particles in a nonconvex boundary","volume":"91","author":"Y Fily","year":"2015","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref030","doi-asserted-by":"crossref","first-page":"160","DOI":"10.1016\/j.jtbi.2015.08.026","article-title":"Modeling ant foraging: A chemotaxis approach with pheromones and trail formation","volume":"385","author":"P. Amorim","year":"2015","journal-title":"Journal of Theoretical Biology"},{"key":"pcbi.1009869.ref031","doi-asserted-by":"crossref","first-page":"943","DOI":"10.1007\/s00285-018-1298-7","article-title":"An ant navigation model based on Weber\u2019s law","volume":"78","author":"P Amorim","year":"2019","journal-title":"J Math Biol"},{"key":"pcbi.1009869.ref032","doi-asserted-by":"crossref","first-page":"1267","DOI":"10.1007\/s00285-012-0529-6","article-title":"Trail formation based on directed pheromone deposition","volume":"66","author":"E Boissard","year":"2013","journal-title":"J Math Biol"},{"key":"pcbi.1009869.ref033","doi-asserted-by":"crossref","first-page":"1579","DOI":"10.1007\/s00285-015-0929-5","article-title":"A model for collective dynamics in ant raids","volume":"72","author":"SD Ryan","year":"2016","journal-title":"J Math Biol"},{"key":"pcbi.1009869.ref034","doi-asserted-by":"crossref","first-page":"108486","DOI":"10.1016\/j.mbs.2020.108486","article-title":"Interaction of red crabs with yellow crazy ants during migration on Christmas Island","volume":"330","author":"NR Baumgartner","year":"2020","journal-title":"Mathematical Biosciences"},{"key":"pcbi.1009869.ref035","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1098\/rspb.2002.2210","article-title":"Self-organized lane formation and optimized traffic flow in army ants.","volume":"270","author":"ID Couzin","year":"2003","journal-title":"Proceedings of the Royal Society B: Biological Sciences"},{"key":"pcbi.1009869.ref036","doi-asserted-by":"crossref","first-page":"052601","DOI":"10.1103\/PhysRevE.96.052601","article-title":"Activity-driven changes in the mechanical properties of fire ant aggregations","volume":"96","author":"M Tennenbaum","year":"2017","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref037","doi-asserted-by":"crossref","first-page":"012602","DOI":"10.1103\/PhysRevE.102.012602","article-title":"Activity effects on the nonlinear mechanical properties of fire-ant aggregations","volume":"102","author":"M Tennenbaum","year":"2020","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref038","doi-asserted-by":"crossref","first-page":"20180642","DOI":"10.1098\/rsif.2018.0642","article-title":"How do fire ants control the rheology of their aggregations? A statistical mechanics approach","volume":"15","author":"FJ Vernerey","year":"2018","journal-title":"Journal of The Royal Society Interface"},{"key":"pcbi.1009869.ref039","doi-asserted-by":"crossref","first-page":"6768","DOI":"10.1039\/c1sm05022b","article-title":"Mechanics of random fiber networks\u2014A review.","volume":"7","author":"RC Picu","year":"2011","journal-title":"Soft Matter"},{"key":"pcbi.1009869.ref040","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1038\/s42254-020-0152-1","article-title":"Computational models for active matter","volume":"2","author":"MR Shaebani","year":"2020","journal-title":"Nature Reviews Physics"},{"key":"pcbi.1009869.ref041","doi-asserted-by":"crossref","first-page":"4282","DOI":"10.1103\/PhysRevE.51.4282","article-title":"Social force model for pedestrian dynamics","volume":"51","author":"D Helbing","year":"1995","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref042","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1016\/j.physrep.2012.03.004","article-title":"Collective motion","volume":"517","author":"T Vicsek","year":"2012","journal-title":"Physics Reports"},{"key":"pcbi.1009869.ref043","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1007\/s00285-003-0209-7","article-title":"Mutual interactions, potentials, and individual distance in a social aggregation","volume":"47","author":"A Mogilner","year":"2003","journal-title":"J Math Biol"},{"key":"pcbi.1009869.ref044","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1006\/mvre.1994.1005","article-title":"Two phases of pseudopod protrusion in tumor cells revealed by a micropipette.","volume":"47","author":"C Dong","year":"1994","journal-title":"Microvasc Res"},{"key":"pcbi.1009869.ref045","doi-asserted-by":"crossref","first-page":"48003","DOI":"10.1209\/0295-5075\/101\/48003","article-title":"Wall accumulation of self-propelled spheres","volume":"101","author":"J Elgeti","year":"2013","journal-title":"EPL"},{"key":"pcbi.1009869.ref046","doi-asserted-by":"crossref","first-page":"831","DOI":"10.1039\/C4IB00115J","article-title":"Collective motion of cells: from experiments to models","volume":"6","author":"E M\u00e9hes","year":"2014","journal-title":"Integr Biol"},{"key":"pcbi.1009869.ref047","doi-asserted-by":"crossref","first-page":"022603","DOI":"10.1103\/PhysRevE.98.022603","article-title":"Laning and clustering transitions in driven binary active matter systems","volume":"98","author":"C Reichhardt","year":"2018","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref048","doi-asserted-by":"crossref","first-page":"098001","DOI":"10.1103\/PhysRevLett.117.098001","article-title":"Active Particles with Soft and Curved Walls: Equation of State, Ratchets, and Instabilities","volume":"117","author":"N Nikola","year":"2016","journal-title":"Phys Rev Lett"},{"key":"pcbi.1009869.ref049","doi-asserted-by":"crossref","first-page":"051111","DOI":"10.1103\/PhysRevE.77.051111","article-title":"Effective temperature of active matter","volume":"77","author":"D Loi","year":"2008","journal-title":"Phys Rev E"},{"key":"pcbi.1009869.ref050","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/0021-9797(72)90113-0","article-title":"Temperature dependence of the surface tension of water by the equilibrium ring method","volume":"41","author":"R Cini","year":"1972","journal-title":"Journal of Colloid and Interface Science"},{"key":"pcbi.1009869.ref051","doi-asserted-by":"crossref","first-page":"e79559","DOI":"10.1371\/journal.pone.0079559","article-title":"The Morphometry of Solenopsis Fire Ants","volume":"8","author":"WR Tschinkel","year":"2013","journal-title":"PLOS ONE"},{"key":"pcbi.1009869.ref052","doi-asserted-by":"crossref","DOI":"10.1093\/jis\/3.1.2","article-title":"Allometry of workers of the fire ant, Solenopsis invicta","volume":"3","author":"WR Tschinkel","year":"2003","journal-title":"Journal of Insect Science"},{"key":"pcbi.1009869.ref053","doi-asserted-by":"crossref","first-page":"1143","DOI":"10.1103\/RevModPhys.85.1143","article-title":"Hydrodynamics of soft active matter.","volume":"85","author":"MC Marchetti","year":"2013","journal-title":"Rev Mod Phys"},{"key":"pcbi.1009869.ref054","doi-asserted-by":"crossref","first-page":"e0183753","DOI":"10.1371\/journal.pone.0183753","article-title":"The interplay between maze complexity, colony size, learning and memory in ants while solving a maze: A test at the colony level","volume":"12","author":"M Saar","year":"2017","journal-title":"PLOS ONE"},{"key":"pcbi.1009869.ref055","article-title":"Data from: Computational exploration of treadmilling and protrusion growth observed in fire ant rafts","author":"R. Wagner","year":"2021","journal-title":"Dryad Digital Repository."},{"key":"pcbi.1009869.ref056","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1016\/j.devcel.2017.11.013","article-title":"Seeing a Coastline Paradox in Membrane Reservoirs","volume":"43","author":"AM Sokac","year":"2017","journal-title":"Developmental Cell"},{"key":"pcbi.1009869.ref057","article-title":"Image processing with ImageJ","author":"MD Abramoff","year":"2004","journal-title":"Biophotonics international"},{"key":"pcbi.1009869.ref058","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1186\/s12859-017-1934-z","article-title":"ImageJ2: ImageJ for the next generation of scientific image data","volume":"18","author":"CT Rueden","year":"2017","journal-title":"BMC Bioinformatics"},{"key":"pcbi.1009869.ref059","doi-asserted-by":"crossref","first-page":"671","DOI":"10.1038\/nmeth.2089","article-title":"NIH Image to ImageJ: 25 years of image analysis","volume":"9","author":"CA Schneider","year":"2012","journal-title":"Nature Methods"},{"key":"pcbi.1009869.ref060","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1145\/37402.37420","article-title":"Direct least-squares fitting of algebraic surfaces","volume":"21","author":"V. Pratt","year":"1987","journal-title":"SIGGRAPH Comput Graph"},{"key":"pcbi.1009869.ref061","unstructured":"Chernov, Nikolai. Circle Fit (Pratt method). 2009. Available: https:\/\/www.mathworks.com\/matlabcentral\/fileexchange\/22643-circle-fit-pratt-method"}],"updated-by":[{"DOI":"10.1371\/journal.pcbi.1009869","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2022,3,2]],"date-time":"2022-03-02T00:00:00Z","timestamp":1646179200000}}],"container-title":["PLOS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1009869","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,18]],"date-time":"2024-09-18T16:56:35Z","timestamp":1726678595000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1009869"}},"subtitle":[],"editor":[{"given":"Philip K.","family":"Maini","sequence":"first","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2022,2,17]]},"references-count":61,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2022,2,17]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.1009869","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2021.01.05.425514","asserted-by":"object"}]},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,2,17]]}}}