The cognitive cell: bacterial behavior reconsidered

Research on how bacteria adapt to changing environments underlies the contemporary biological understanding of signal transduction (ST), and ST provides the foundation of the information-processing approach that is the hallmark of the ‘cognitive revolution,’ which began in the mid-20th century. Yet cognitive scientists largely remain oblivious to research into microbial behavior that might provide insights into problems in their own domains, while microbiologists seem equally unaware of the potential importance of their work to understanding cognitive capacities in multicellular organisms, including vertebrates. Evidence in bacteria for capacities encompassed by the concept of cognition is reviewed. Parallels exist not only at the heuristic level of functional analogue, but also at the level of molecular mechanism, evolution and ecology, which is where fruitful cross-fertilization among disciplines might be found.

[1]  W. James Psychology: Briefer Course , 2020 .

[2]  Anthony Trewavas,et al.  Plant Behaviour and Intelligence , 2014 .

[3]  W. Fitch Toward a computational framework for cognitive biology: unifying approaches from cognitive neuroscience and comparative cognition. , 2014, Physics of life reviews.

[4]  D. Kaiser,et al.  Transmission of a signal that synchronizes cell movements in swarms of Myxococcus xanthus , 2014, Proceedings of the National Academy of Sciences.

[5]  B. Weimer,et al.  Exploring bacterial epigenomics in the next-generation sequencing era: a new approach for an emerging frontier. , 2014, Trends in microbiology.

[6]  Ilana Kolodkin-Gal,et al.  Small molecules are natural triggers for the disassembly of biofilms. , 2013, Trends in microbiology.

[7]  K. Giese,et al.  The roles of protein kinases in learning and memory. , 2013, Learning & memory.

[8]  K. Hellingwerf,et al.  Modeling the functioning of YtvA in the general stress response in Bacillus subtilis. , 2013, Molecular bioSystems.

[9]  T. Mascher Signaling diversity and evolution of extracytoplasmic function (ECF) σ factors. , 2013, Current opinion in microbiology.

[10]  E. Greenberg,et al.  Bacterial quorum sensing, cooperativity, and anticipation of stationary-phase stress , 2012, Proceedings of the National Academy of Sciences.

[11]  B. Bassler,et al.  Bacterial quorum sensing: its role in virulence and possibilities for its control. , 2012, Cold Spring Harbor perspectives in medicine.

[12]  Peter L. Freddolino,et al.  Beyond homeostasis: a predictive-dynamic framework for understanding cellular behavior. , 2012, Annual review of cell and developmental biology.

[13]  K. Richardson Heritability lost; intelligence found , 2012, EMBO reports.

[14]  Daniel H. Haft,et al.  Cell Contact–Dependent Outer Membrane Exchange in Myxobacteria: Genetic Determinants and Mechanism , 2012, PLoS genetics.

[15]  Karina B. Xavier,et al.  The Multiple Signaling Systems Regulating Virulence in Pseudomonas aeruginosa , 2012, Microbiology and Molecular Reviews.

[16]  W. Bechtel Understanding endogenously active mechanisms: A scientific and philosophical challenge , 2012 .

[17]  Roberto Kolter,et al.  Extracellular signaling and multicellularity in Bacillus subtilis. , 2011, Current opinion in microbiology.

[18]  James C. W. Locke,et al.  Stochastic Pulse Regulation in Bacterial Stress Response , 2011, Science.

[19]  Dale Kaiser,et al.  Myxococcus xanthus Swarms Are Driven by Growth and Regulated by a Pacemaker , 2011, Journal of bacteriology.

[20]  Gennaro Auletta,et al.  Cognitive Biology: Dealing with Information from Bacteria to Minds , 2011 .

[21]  Laura E. DeMare,et al.  Wetware: A Computer in Every Living Cell , 2011, The Yale Journal of Biology and Medicine.

[22]  Yitzhak Pilpel,et al.  A mathematical model for adaptive prediction of environmental changes by microorganisms , 2011, Proceedings of the National Academy of Sciences.

[23]  Judith P. Armitage,et al.  Signal processing in complex chemotaxis pathways , 2011, Nature Reviews Microbiology.

[24]  Patsy Haccou,et al.  Bet hedging or not? A guide to proper classification of microbial survival strategies , 2011, BioEssays : news and reviews in molecular, cellular and developmental biology.

[25]  Inbal Goshen,et al.  Immune modulation of learning, memory, neural plasticity and neurogenesis , 2011, Brain, Behavior, and Immunity.

[26]  J. Sweatt,et al.  DNA methylation and memory formation , 2010, Nature Neuroscience.

[27]  María-Eugenia Guazzaroni,et al.  Bacterial sensor kinases: diversity in the recognition of environmental signals. , 2010, Annual review of microbiology.

[28]  Thomas G. Platt,et al.  What's in a name? The semantics of quorum sensing. , 2010, Trends in microbiology.

[29]  Holger Russig,et al.  Epigenetic Transmission of the Impact of Early Stress Across Generations , 2010, Biological Psychiatry.

[30]  Ulf W. Liebal,et al.  How mathematical modelling elucidates signalling in Bacillus subtilis , 2010, Molecular microbiology.

[31]  Beiyan Nan,et al.  A multi‐protein complex from Myxococcus xanthus required for bacterial gliding motility , 2010, Molecular microbiology.

[32]  B. Wanner,et al.  Global regulation by the seven-component Pi signaling system. , 2010, Current opinion in microbiology.

[33]  Eva Jablonka,et al.  Transgenerational Epigenetic Inheritance , 2010 .

[34]  Pedro C. Marijuán,et al.  On prokaryotic intelligence: Strategies for sensing the environment , 2010, Biosyst..

[35]  Igor B. Zhulin,et al.  The MiST2 database: a comprehensive genomics resource on microbial signal transduction , 2009, Nucleic Acids Res..

[36]  Luke E. Ulrich,et al.  The third pillar of bacterial signal transduction: classification of the extracytoplasmic function (ECF) σ factor protein family , 2009, Molecular microbiology.

[37]  J. Kirby,et al.  Deciphering the hunting strategy of a bacterial wolfpack. , 2009, FEMS microbiology reviews.

[38]  Y. Pilpel,et al.  Adaptive prediction of environmental changes by microorganisms , 2009, Nature.

[39]  Eva Jablonka,et al.  Transgenerational Epigenetic Inheritance: Prevalence, Mechanisms, and Implications for the Study of Heredity and Evolution , 2009, The Quarterly Review of Biology.

[40]  J. Ramos,et al.  The enigma of cytosolic two-component systems: a hypothesis. , 2009, Environmental microbiology reports.

[41]  Beiyan Nan,et al.  AglZ regulates adventurous (A‐) motility in Myxococcus xanthus through its interaction with the cytoplasmic receptor, FrzCD , 2009, Molecular microbiology.

[42]  Lei Wang,et al.  Bistable switches control memory and plasticity in cellular differentiation , 2009, Proceedings of the National Academy of Sciences.

[43]  O. Sliusarenko,et al.  Localization of a bacterial cytoplasmic receptor is dynamic and changes with cell-cell contacts , 2009, Proceedings of the National Academy of Sciences.

[44]  Ned S Wingreen,et al.  Information processing and signal integration in bacterial quorum sensing , 2009, Molecular systems biology.

[45]  M. Alber,et al.  Periodic reversal of direction allows Myxobacteria to swarm , 2009, Proceedings of the National Academy of Sciences.

[46]  S. Opal,et al.  Bench-to-bedside review: Quorum sensing and the role of cell-to-cell communication during invasive bacterial infection , 2008, Critical care.

[47]  J. Kirby,et al.  Predataxis behavior in Myxococcus xanthus , 2008, Proceedings of the National Academy of Sciences.

[48]  G. Turrigiano The Self-Tuning Neuron: Synaptic Scaling of Excitatory Synapses , 2008, Cell.

[49]  M. van Heel,et al.  Molecular Architecture of the "Stressosome," a Signal Integration and Transduction Hub , 2008, Science.

[50]  Saeed Tavazoie,et al.  Predictive Behavior Within Microbial Genetic Networks , 2008, Science.

[51]  F. Taddei,et al.  Bet-hedging and epigenetic inheritance in bacterial cell development , 2008, Proceedings of the National Academy of Sciences.

[52]  J. Keasling,et al.  Memory in Microbes: Quantifying History-Dependent Behavior in a Bacterium , 2008, PloS one.

[53]  J. Stock,et al.  Signal Transduction: Networks and Integrated Circuits in Bacterial Cognition , 2007, Current Biology.

[54]  E. Wilson,et al.  Rethinking the Theoretical Foundation of Sociobiology , 2007, The Quarterly Review of Biology.

[55]  J. Shapiro Bacteria are small but not stupid: cognition, natural genetic engineering and socio-bacteriology. , 2007, Studies in history and philosophy of biological and biomedical sciences.

[56]  Pamela Lyon,et al.  From quorum to cooperation: lessons from bacterial sociality for evolutionary theory. , 2007, Studies in history and philosophy of biological and biomedical sciences.

[57]  Roy D. Welch,et al.  Complete genome sequence of the myxobacterium Sorangium cellulosum , 2007, Nature Biotechnology.

[58]  Bruce R. Johnson An Introduction to Nervous Systems , 2007, Journal of Undergraduate Neuroscience Education.

[59]  K. Winzer,et al.  Look who's talking: communication and quorum sensing in the bacterial world , 2007, Philosophical Transactions of the Royal Society B: Biological Sciences.

[60]  J. Broach,et al.  Do cells think? , 2007, Cellular and Molecular Life Sciences.

[61]  J. Kirby,et al.  Multicellular Development in Myxococcus xanthus Is Stimulated by Predator-Prey Interactions , 2007, Journal of bacteriology.

[62]  Ivan Mijakovic,et al.  The Serine/Threonine/Tyrosine Phosphoproteome of the Model Bacterium Bacillus subtilis*S , 2007, Molecular & Cellular Proteomics.

[63]  J. Shaevitz,et al.  Evidence That Focal Adhesion Complexes Power Bacterial Gliding Motility , 2007, Science.

[64]  Michael C. Corballis,et al.  Evolution of Communication Systems: A Comparative Approach , 2006 .

[65]  I. Goshen,et al.  Depression induces bone loss through stimulation of the sympathetic nervous system , 2006, Proceedings of the National Academy of Sciences.

[66]  D. Kaiser,et al.  Evolution of sensory complexity recorded in a myxobacterial genome , 2006, Proceedings of the National Academy of Sciences.

[67]  Renzo Boldorini,et al.  Frequent alterations in the expression of serine/threonine kinases in human cancers. , 2006, Cancer research.

[68]  Fred Keijzer,et al.  Principles of Minimal Cognition: Casting Cognition as Sensorimotor Coordination , 2006, Adapt. Behav..

[69]  G. Weissmann In Search of Memory: The Emergence Of a New Science of Mind. , 2006, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[70]  Marc F. Plattner The History of a Word , 2006 .

[71]  M. Surette,et al.  Communication in bacteria: an ecological and evolutionary perspective , 2006, Nature Reviews Microbiology.

[72]  Pamela Lyon,et al.  The biogenic approach to cognition , 2006, Cognitive Processing.

[73]  L. F. Barrett Valence is a basic building block of emotional life , 2006 .

[74]  T. Mignot,et al.  Regulated Pole-to-Pole Oscillations of a Bacterial Gliding Motility Protein , 2005, Science.

[75]  R. Lewine Unity in Psychology: Possibility or Pipedream? , 2005 .

[76]  B. Bassler,et al.  Quorum sensing: cell-to-cell communication in bacteria. , 2005, Annual review of cell and developmental biology.

[77]  D. Kaiser,et al.  Cell-to-Cell Transfer of Bacterial Outer Membrane Lipoproteins , 2005, Science.

[78]  Michael Y. Galperin,et al.  A census of membrane-bound and intracellular signal transduction proteins in bacteria: Bacterial IQ, extroverts and introverts , 2005, BMC Microbiology.

[79]  R. Losick,et al.  Developmental Commitment in a Bacterium , 2005, Cell.

[80]  T. Kondo,et al.  Reconstitution of Circadian Oscillation of Cyanobacterial KaiC Phosphorylation in Vitro , 2005, Science.

[81]  Peter Boyle,et al.  Origin and Evolution , 2005 .

[82]  Klaas J Hellingwerf,et al.  Bacterial observations: a rudimentary form of intelligence? , 2005, Trends in microbiology.

[83]  Luke E. Ulrich,et al.  One-component systems dominate signal transduction in prokaryotes. , 2005, Trends in microbiology.

[84]  R. Utsumi,et al.  Functional Characterization in Vitro of All Two-component Signal Transduction Systems from Escherichia coli* , 2005, Journal of Biological Chemistry.

[85]  G. Wadhams,et al.  Making sense of it all: bacterial chemotaxis , 2004, Nature Reviews Molecular Cell Biology.

[86]  H. Levine,et al.  Bacterial linguistic communication and social intelligence. , 2004, Trends in microbiology.

[87]  B. L. Taylor,et al.  An Alternative Strategy for Adaptation in Bacterial Behavior , 2004, Journal of bacteriology.

[88]  J. Michiels,et al.  Quorum sensing and swarming migration in bacteria. , 2004, FEMS microbiology reviews.

[89]  C. Wynne The perils of anthropomorphism , 2004, Nature.

[90]  Rafael Lahoz-Beltra,et al.  Learning and evolution in bacterial taxis: an operational amplifier circuit modeling the computational dynamics of the prokaryotic 'two component system' protein network. , 2004, Bio Systems.

[91]  H. Friedmann From Butyribacterium to E. coli : An Essay on Unity in Biochemistry , 2004, Perspectives in biology and medicine.

[92]  D. Coplin,et al.  Quorum sensing in plant-pathogenic bacteria. , 2003, Annual review of phytopathology.

[93]  C. Gross,et al.  Multiple sigma subunits and the partitioning of bacterial transcription space. , 2003, Annual review of microbiology.

[94]  Bonnie L Bassler,et al.  Chemical communication among bacteria , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[95]  R. Losick,et al.  Cannibalism by Sporulating Bacteria , 2003, Science.

[96]  Pim Haselager,et al.  Representationalism vs. anti-representationalism: A debate for the sake of appearance , 2003 .

[97]  G. Miller The cognitive revolution: a historical perspective , 2003, Trends in Cognitive Sciences.

[98]  Eviatar Nevo,et al.  Origin and evolution of circadian clock genes in prokaryotes , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[99]  Peter L. Tyack,et al.  Animal social complexity : intelligence, culture, and individualized societies , 2003 .

[100]  V. Rakyan,et al.  Transgenerational epigenetic inheritance , 2003, Current Biology.

[101]  R. Redfield Is quorum sensing a side effect of diffusion sensing? , 2002, Trends in microbiology.

[102]  C. Allen,et al.  The Cognitive Animal: Empirical and Theoretical Perspectives on Animal Cognition , 2002 .

[103]  S. Kjelleberg,et al.  Is there a role for quorum sensing signals in bacterial biofilms? , 2002, Current opinion in microbiology.

[104]  R. Lenski,et al.  Rescue of Social Motility Lost during Evolution of Myxococcus xanthus in an Asocial Environment , 2002, Journal of bacteriology.

[105]  J. Stock,et al.  Information Processing in Bacterial Chemotaxis , 2002, Science's STKE.

[106]  B. Bassler,et al.  Quorum sensing in bacteria. , 2001, Annual review of microbiology.

[107]  J. D. McGaugh,et al.  The neurobiology of learning and memory: some reminders to remember , 2001, Trends in Neurosciences.

[108]  J. Stevenson,et al.  Defenders of the truth: The battle for science in the sociobiology debate and beyond , 2001 .

[109]  K. Hellingwerf,et al.  Autoamplification of a Two-Component Regulatory System Results in “Learning” Behavior , 2001, Journal of bacteriology.

[110]  R. Evans,et al.  Cooperation and Punishment , 2001 .

[111]  R. Johnstone,et al.  Cooperation in the dark: signalling and collective action in quorum-sensing bacteria , 2001, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[112]  B. Crespi The evolution of social behavior in microorganisms. , 2001, Trends in ecology & evolution.

[113]  T. Sejnowski,et al.  Neurocomputational models of working memory , 2000, Nature Neuroscience.

[114]  John Maynard Smith The Concept of Information in Biology , 2000, Philosophy of Science.

[115]  B. Lazazzera,et al.  Quorum sensing and starvation: signals for entry into stationary phase. , 2000, Current opinion in microbiology.

[116]  K. Visick,et al.  An Exclusive Contract: Specificity in the Vibrio fischeri-Euprymna scolopes Partnership , 2000, Journal of bacteriology.

[117]  J. Panksepp,et al.  Review: The Feeling of What Happens: Body and Emotion in the Making of Consciousness , 2000 .

[118]  Alfred M. Spormann,et al.  Gliding Motility in Bacteria: Insights from Studies ofMyxococcus xanthus , 1999, Microbiology and Molecular Biology Reviews.

[119]  Stefano Nolfi,et al.  Learning and Evolution , 1999, Auton. Robots.

[120]  J. Lengeler,et al.  Genetic Exchange between Microorganisms , 1998 .

[121]  K. Nordström,et al.  Quorum-sensing acts at initiation of chromosomal replication in Escherichia coli. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[122]  T. Gelder,et al.  The dynamical hypothesis in cognitive science , 1998, Behavioral and Brain Sciences.

[123]  S. Golden,et al.  Resonating circadian clocks enhance fitness in cyanobacteria. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[124]  E. Greenberg,et al.  Cell-to-cell communication in Escherichia coli and Salmonella typhimurium: they may be talking, but who's listening? , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[125]  Tim Crane,et al.  Intentionality as the Mark of the Mental , 1998, Royal Institute of Philosophy Supplement.

[126]  Peter Godfrey-Smith,et al.  Complexity and the function of mind in nature: Foundations , 1996 .

[127]  D. Bray Protein molecules as computational elements in living cells , 1995, Nature.

[128]  E. Kandel,et al.  Neuropeptides, adenylyl cyclase, and memory storage. , 1995, Science.

[129]  E. Greenberg,et al.  Quorum sensing in bacteria: the LuxR-LuxI family of cell density-responsive transcriptional regulators , 1994, Journal of bacteriology.

[130]  S. Shettleworth Where Is the Comparison in Comparative Cognition? Alternative Research Programs , 1993 .

[131]  S. Inouye,et al.  Eukaryotic‐like protein serine/threonine kinases in Myxococcus xanthus, a developmental bacterium exhibiting social behavior , 1993, Journal of cellular biochemistry.

[132]  D E Koshland,et al.  Short‐term and long‐term memory in single cells , 1991, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[133]  D. Bray,et al.  Intracellular signalling as a parallel distributed process. , 1990, Journal of theoretical biology.

[134]  James A. Shapiro,et al.  BACTERIA AS MULTICELLULAR ORGANISMS , 1988 .

[135]  J. Lisman A mechanism for memory storage insensitive to molecular turnover: a bistable autophosphorylating kinase. , 1985, Proceedings of the National Academy of Sciences of the United States of America.

[136]  M. Dworkin Tactic behavior of Myxococcus xanthus , 1983, Journal of bacteriology.

[137]  D. Eide,et al.  Myxococcus xanthus Does Not Respond Chemotactically to Moderate Concentration Gradients , 1983, Journal of bacteriology.

[138]  D. Koshland,et al.  Amplification and adaptation in regulatory and sensory systems. , 1982, Science.

[139]  D. Koshland,et al.  Multiple methylation in processing of sensory signals during bacterial chemotaxis. , 1980, Proceedings of the National Academy of Sciences of the United States of America.

[140]  E. Hilgard The trilogy of mind: cognition, affection, and conation. , 1980, Journal of the history of the behavioral sciences.

[141]  D E Koshland,et al.  A response regulator model in a simple sensory system. , 1977, Science.

[142]  J. Adler,et al.  "Decision"-Making in Bacteria: Chemotactic Response of Escherichia coli to Conflicting Stimuli , 1974, Science.

[143]  D. Brown,et al.  Temporal stimulation of chemotaxis in Escherichia coli. , 1974, Proceedings of the National Academy of Sciences of the United States of America.

[144]  R. Macnab,et al.  The gradient-sensing mechanism in bacterial chemotaxis. , 1972, Proceedings of the National Academy of Sciences of the United States of America.

[145]  W. Brown The Animal Mind A Text-book of Comparative Psychology , 1908, Nature.

[146]  L. Farrand THE AMERICAN PSYCHOLOGICAL ASSOCIATION. , 1897, Science.

[147]  Paul Carus,et al.  The Origin of Mind. , 1890 .

[148]  J. Earle I.—THE HISTORY OF THE WORD ‘MIND’ , 1881 .

[149]  P. Smith,et al.  The Descent of Man, and Selection in Relation to Sex , 1871, Nature.

[150]  C. Darwin The Descent of Man and Selection in Relation to Sex: INDEX , 1871 .

[151]  Sarah Rothstein,et al.  Complexity And The Function Of Mind In Nature , 2016 .

[152]  William Bechtel,et al.  Cognitive Biology: Surprising Model Organisms for Cognitive Science , 2014, CogSci.

[153]  L. Kováč Fundamental principles of cognitive biology , 2012 .

[154]  Supplemental material to : Genome sequence of the pattern forming Paenibacillus vortex bacterium reveals potential for thriving in complex environments , 2010 .

[155]  J. S. Parkinson,et al.  Bacterial chemoreceptors: high-performance signaling in networked arrays. , 2008, Trends in biochemical sciences.

[156]  A. Griffin,et al.  Social semantics : altruism , cooperation , mutualism , strong reciprocity and group selection , 2007 .

[157]  H. Vedder Physiology of the Hypothalamic–Pituitary–Adrenocortical Axis , 2007 .

[158]  A. Sbarbati,et al.  Hormone fatty acid modifications: gram negative bacteria and vertebrates demonstrate common structure and function. , 2006, Medical hypotheses.

[159]  Bonnie L. Bassler,et al.  Bacterially Speaking , 2006, Cell.

[160]  Fred Keijzer,et al.  Principles of minimal cognition , 2006 .

[161]  Massimo Marraffa,et al.  The Life of cognitive science , 2004 .

[162]  H V Westerhoff,et al.  UvA-DARE ( Digital Academic Repository ) Signal transduction in bacteria : phospho-neural network ( s ) in Escherichia coli ? , 2003 .

[163]  R. Millikan On Reading Signs; Some Differences between Us and the Others on Reading Signs on Reading Signs; Some Differences between Us and the Others , 2003 .

[164]  Bernd S. Müller,et al.  Neubewertung kognitiver Leistungen im Lichte der Fähigkeiten einzelliger Lebewesen , 2000, Kognitionswissenschaft.

[165]  J. Stock Sensitivity, cooperativity and gain in chemotaxis signal transduction. , 1999, Trends in microbiology.

[166]  J. Shapiro Thinking about bacterial populations as multicellular organisms. , 1998, Annual review of microbiology.

[167]  S. Maier,et al.  Cytokines for psychologists: implications of bidirectional immune-to-brain communication for understanding behavior, mood, and cognition. , 1998, Psychological review.

[168]  S. Telford,et al.  REFERENCES CONTENT ALERTS , 1998 .

[169]  William Bechtel,et al.  Representations and Cognitive Explanations: Assessing the Dynamicist's Challenge in Cognitive Science , 1998, Cogn. Sci..

[170]  S. Shettleworth Cognition, evolution, and behavior , 1998 .

[171]  K. Popper All life is problem solving , 1997 .

[172]  E. Margalioth,et al.  Fatal attraction. , 1993, Fertility and sterility.

[173]  Timothy J. Fogarty,et al.  Case Western Reserve University , 1990 .

[174]  A. Staats,et al.  Psychology's Crisis of Disunity: Philosophy and Method for the Revolution to a Unified Science , 1984 .

[175]  A. Staats Psychology's crisis of disunity : philosophy and method for a unified science , 1983 .

[176]  D. Koshland Bacterial chemotaxis in relation to neurobiology. , 1980, Annual review of neuroscience.

[177]  J. D. E. Koshland Bacterial chemotaxis as a model behavioral system , 1980 .

[178]  W. Ralegh,et al.  The history of the world , 1971 .

[179]  Aristóteles,et al.  De anima. A. , 1960 .

[180]  Aristotle,et al.  The Basic Works of Aristotle , 1941 .

[181]  H. Jennings Behavior of the Lower Organisms , 1907 .

[182]  A. Gardner,et al.  Quorum Sensing and the Confusion about Diffusion , 2022 .