Our ignorance of the laws of variation is profound.
Darwin (1859, 105).
The real goal of evo-devo is to explain evolution as the modification of developmental processes, not merely to demonstrate that evolution has proceeded by modifying development. Although genes are important aspects of the developmental processes, they are not the processes themselves.
Amundson (2005, 247).
Abstract
Explanation in terms of gene regulatory networks (GRNs) has become standard practice in evolutionary developmental biology (evo-devo). In this paper, we argue that GRNs fail to provide a robust, mechanistic, and dynamic understanding of the developmental processes underlying the genotype–phenotype map. Explanations based on GRNs are limited by three main problems: (1) the problem of genetic determinism, (2) the problem of correspondence between network structure and function, and (3) the problem of diachronicity, as in the unfolding of causal interactions over time. Overcoming these problems requires dynamic mechanistic explanations, which rely not only on mechanistic decomposition, but also on dynamic modeling to reconstitute the causal chain of events underlying the process of development. We illustrate the power and potential of this type of explanation with a number of biological case studies that integrate empirical investigations with mathematical modeling and analysis. We conclude with general considerations on the relation between mechanism and process in evo-devo.
Similar content being viewed by others
Notes
It is worth noting that the initial formulation was much more modest, and the proposed research program was more precisely circumscribed: “Undoubtedly important regulatory processes occur at all levels of biological organization. We emphasize that this theory is restricted to processes of cell regulation at the level of genomic transcription” (Britten and Davidson 1969, 349).
Probably the most iconic network graph in current evo-devo is the representation of the sea urchin endomesoderm specification network first presented (in parts) in Davidson et al. (2002). This graph is not purely static, given that developmental timing of activation of specific sub-circuits is noted. However, coarse-grained markers of developmental timing are far from capturing the dynamical behaviors of the activated GRNs. An always up-to-date, interactive version of this graph can be found at: http://grns.biotapestry.org/SpEndomes.
References
Akam M (1987) The molecular basis for metameric pattern in the Drosophila embryo. Development 101:1–22
Alberch P (1991) From genes to phenotype: dynamical systems and evolvability. Genetica 84:5–11
Amundson R (2005) The changing role of the embryo in evolutionary thought: structure and synthesis. Cambridge University Press, Cambridge
Austin CJ (2016) The ontology of organisms: mechanistic modules or patterned processes? Biol Philos 31:639–662
Bateson W (1909) Mendel’s principles of heredity. Cambridge University Press, Cambridge
Bechtel W (2011) Mechanism and biological explanation. Philos Sci 78:533–557
Bechtel W (2012) Understanding endogenously active mechanisms: a scientific and philosophical challenge. Eur J Philos Sci 2:233–248
Bechtel W, Abrahamsen A (2005) Explanation: a mechanist alternative. Stud Hist Philos Biol Biomed Sci 36:421–441
Bechtel W, Abrahamsen A (2010) Dynamic mechanistic explanation: computational modeling of circadian rhythms as an exemplar for cognitive science. Stud Hist Philos Sci 41:321–333
Bonduriansky R, Day T (2018) Extended heredity: a new understanding of inheritance and evolution. Princeton University Press, Princeton
Brigandt I (2013) Systems biology and the integration of mechanistic explanation and mathematical explanation. Stud Hist Philos Biol Biomed Sci 44:477–492
Brigandt I (2015) Evolutionary developmental biology and the limits of philosophical accounts of mechanistic explanation. In: Braillard P-A, Malaterre C (eds) Explanation in biology. Springer, Dordrecht, pp 135–173
Britten RJ, Davidson EH (1969) Gene regulation for higher cells: a theory. Science 165:349–357
Burns J (1970) The synthetic problem and the genotype-phenotype relation in cellular metabolism. In: Waddington CH (ed) Towards a theoretical biology, vol III. Edinburgh University Press, Edinburgh, pp 47–51
Calcott B (2009) Lineage explanations: explaining how biological mechanisms change. Br J Philos Sci 60:51–78
Carroll SB (1995) Homeotic genes and the evolution of arthropods and chordates. Nature 376:479–485
Carroll SB (2008) Evo-devo and an expanding evolutionary synthesis: a genetic theory of morphological evolution. Cell 134:25–36
Cooke J (1998) A gene that resuscitates a theory—somitogenesis and a molecular oscillator. Trends Genet 14:85–88
Cooke J, Zeeman EC (1976) A clock and wavefront model for control of the number of repeated structures during animal morphogenesis. J Theor Biol 58:455–476
Crombach A, Wotton KR, Jiménez-Guri E, Jaeger J (2016) Gap gene regulatory dynamics evolve along a genotype network. Mol Biol Evol 33:1293–1307
Dale KJ, Pourquié O (2000) A clock-work somite. BioEssays 22:72–83
Danchin E, Charmantier A, Champagne FA, Mesoudi A, Pujol B, Blanchet S (2011) Beyond DNA: integrating inclusive inheritance into an extended theory of evolution. Nat Rev Genet 12:475–486
Darwin C (1859) On the origin of species by means of natural selection. John Murray, London. Re-published 2006, Dover Publications, New York
Davidson EH (2010) Emerging properties of animal gene regulatory networks. Nature 468:911–920
Davidson EH, Erwin DH (2006) Gene regulatory networks and the evolution of animal body plans. Science 311:796–800
Davidson EH, Rast JP, Oliveri P, Ransick A, Calestani C, Yuh C-H, Minokawa T, Amore G, Hinman V, Arenas-Mena C, Otim O, Brown CT, Livi CB, Lee PY, Revilla R, Rust AG, Pan ZJ, Schilstra MJ, Clarke PJC, Arnone MI, Rowen L, Cameron RA, McClay DR, Hood L, Bolouri H (2002) A genomic regulatory network for development. Science 295:1669–1678
Dequéant M-L, Glynn E, Gaudenz K, Wahl M, Chen J, Mushegian A, Pourquié O (2006) A complex oscillating network of signaling genes underlies the mouse segmentation clock. Science 314:1595–1598
DiFrisco J (2019) Developmental homology. In: Nuño de la Rosa L, Müller GB (eds) Evolutionary developmental biology: a reference guide. Springer, Cham
Elowitz MB, Leibler S (2000) A synthetic oscillatory network of transcriptional regulators. Nature 403:335–338
Fisher RA (1930) The genetical theory of natural selection. Oxford University Press, Oxford
Gilbert SF, Epel D (2009) Ecological developmental biology: integrating epigenetics, medicine, and evloution. Sinauer Associates, Sunderland
Goodwin BC (1982) Development and evolution. J Theor Biol 97:43–55
Green S, Fagan M, Jaeger J (2015) Explanatory integration challenges in evolutionary systems biology. Biol Theory 10:18–35
Griesemer J (2000) Reproduction and the reduction of genetics. In: Beurton PJ, Falk R, Rheinberger H-J (eds) The concept of the gene in development and evolution: historical and epistemological perspectives. Cambridge University Press, Cambridge, pp 240–285
Griesemer J (2006) Genetics from an evolutionary process perspective. In: Neumann-Held EM, Rehmann-Sutter C (eds) Genes in development: re-reading the molecular paradigm. Duke University Press, Durham, pp 199–237
Haag ES, True JR (2018) Developmental system drift. In: Nuño de la Rosa L, Müller GB (eds) Evolutionary developmental biology. Springer, Berlin
Hall BK (1994) Homology: the hierarchical basis of comparative biology. Academic Press, San Diego
Hansen TF (2013) Why epistasis is important for selection and adaptation. Evolution 67(12):3501–3511
Holland PWH (1999) The future of evolutionary developmental biology. Nature 402:C41–C44
Horder TJ (1989) Syllabus for an embryological synthesis. In: Wake DB, Roth G (eds) Complex organismal functions: integration and evolution in vertebrates. Wiley, Chichester, pp 315–348
Hubaud A, Pourquié O (2014) Signalling dynamics in vertebrate segmentation. Nat Rev Mol Cell Biol 15:709–720
Ingham PW (1988) The molecular genetics of embryonic pattern formation in Drosophila. Nature 335:25–34
Jacob F, Monod J (1959) Gènes de structure et gènes de régulation dans la biosynthèse des protéines. Comptes-rendus de l’Academie des Sciences de Paris 249:1282–1284
Jaeger J (2011) The gap gene network. Cell Mol Life Sci 68:243–274
Jaeger J (2018) Shift happens: the developmental and evolutionary dynamics of the gap gene system. Curr Opin Syst Biol 11:65–73
Jaeger J (2019) Dynamic structures in evo-devo: from morphogenetic fields to evolving organisms. In: Fusco G (ed) Perspectives on evolutionary and developmental biology: essays for Alessandro Minelli. Padova University Press, Padova, pp 335–355
Jaeger J, Crombach A (2012) Life’s attractors: understanding developmental systems through reverse engineering and in silico evolution. In: Soyer O (ed) Evolutionary systems biology. Springer, Berlin, pp 93–120
Jaeger J, Monk N (2014) Bioattractors: dynamical systems theory and the evolution of regulatory processes. J Physiol 592:2267–2281
Jaeger J, Monk N (2019) Dynamical modularity of the genotype–phenotype map. In: Crombach A (ed) Evolutionary systems biology 2.0. Springer, Berlin (forthcoming)
Jaeger J, Sharpe J (2014) On the concept of mechanism in development. In: Minelli A, Pradeu T (eds) Towards a theory of development. Oxford University Press, Oxford, pp 56–78
Jaeger J, Surkova S, Blagov M, Janssens H, Kosman D, Kozlov KN, Manu Myasnikova E, Vanario-Alonso CE, Samsonova M, Sharp DH, Reinitz J (2004a) Dynamic control of positional information in the early Drosophila embryo. Nature 430:368–371
Jaeger J, Blagov M, Kosman D, Kozlov KN, Manu Myasnikova E, Surkova S, Vanario-Alonso CE, Samsonova M, Sharp DH, Reinitz J (2004b) Dynamical analysis of regulatory interactions in the gap gene system of Drosophila melanogaster. Genetics 167:1721–1737
Jaeger J, Irons D, Monk N (2012) The inheritance of process: a dynamical systems approach. J Exp Zool B Mol Dev Evol 318B:591–612
Jiménez A, Cotterell J, Munteanu A, Sharpe J (2017) A spectrum of modularity in multi-functional gene circuits. Mol Syst Biol 13:925
King M-C, Wilson AC (1975) Evolution at two levels in humans and chimpanzees. Science 188:107–116
Kitano H (2004) Biological robustness. Nat Rev Genet 5:826–837
Krol AJ, Roellig D, Dequéant M-L, Tassy O, Glynn E, Hattem G, Mushegian A, Oates AC, Pourquié O (2011) Evolutionary plasticity of segmentation clock networks. Development 138:2783–2792
Kronholm I (2017) Adaptive evolution and epigenetics. In: Tollefsbol TO (ed) Handbook of epigenetics: the new molecular and medical genetics. Academic Press, London
Manu Surkova S, Spirov AV, Gursky V, Janssens H, Kim A-R, Radulescu O, Vanario-Alonso CE, Sharp DH, Samsonova M, Reinitz J (2009) Canalization of gene expression and domain shifts in the Drosophila blastoderm by dynamical attractors. PLoS Comput Biol 5:e1000303
Masamizu Y, Ohtsuka T, Takashima Y, Nagahara H, Takenaka Y, Yoshikawa K, Okamura H, Kageyama R (2006) Real-time imaging of the somite segmentation clock: revelation of unstable oscillators in the individual presomitic mesoderm cells. Proc Natl Acad Sci USA 103:1313–1318
Masel J, Siegal ML (2009) Robustness: mechanisms and consequences. Trends Genet 25:395–403
Mayr E (1961) Cause and effect in biology. Science 134:1501–1506
Moczek AP, Sultan S, Foster S, Ledón-Rettig C, Dworkin I, Nijhout HF, Abouheif E, Pfennig DW (2011) The role of developmental plasticity in evolutionary innovation. Proc R Soc B Biol Sci 278:2705–2713
Monod J, Jacob F (1961) General conclusions: teleonomic mechanisms in cellular metabolism, growth and differentiation. Cold Spring Harb Symp Quant Biol 26:389–401
Morange M (2014) From genes to gene regulatory networks: the progressive historical construction of a genetic theory of development and evolution. In: Minelli A, Pradeu T (eds) Towards a theory of development. Oxford University Press, Oxford, pp 174–182
Morgan TH, Sturtevant AH, Muller HJ, Bridges CB (1915) The mechanism of Mendelian heredity. Henry Holt, New York
Nijhout HF (1990) Metaphors and the role of genes in development. BioEssays 12(9):441–446
Nüsslein-Volhard C, Wieschaus E (1980) Mutations affecting segment number and polarity in Drosophila. Nature 287:795–801
Nüsslein-Volhard C, Frohnhofer HG, Lehmann R (1987) Determination of anteroposterior polarity in Drosophila. Science 238:1675–1687
Oates AC, Morelli LG, Ares S (2012) Patterning embryos with oscillations: structure, function and dynamics of the vertebrate segmentation clock. Development 139:625–639
Oliveri P, Tu Q, Davidson EH (2008) Global regulatory logic for specification of an embryonic cell lineage. Proc Natl Acad Sci USA 105:5955–5962
Orr HA (2000) Adaptation and the cost of complexity. Evolution 54(1):13–20
Oster G, Alberch P (1982) Evolution and bifurcation of developmental programs. Evolution 36:444–459
Palmeirim I, Henrique D, Ish-Horowicz D, Pourquié O (1997) Avian hairy gene expression identifies a molecular clock linked to vertebrate segmentation and somitogenesis. Cell 91:639–648
Panovska-Griffiths J, Page KM, Briscoe J (2013) A gene regulatory motif that generates oscillatory or multiway switch outputs. J R Soc Interface 10:20120826
Peter IS, Davidson EH (2015) Genomic control process: development and evolution. Elsevier, Amsterdam
Peter IS, Davidson EH (2017) Assessing regulatory information in developmental gene regulatory networks. Proc Natl Acad Sci USA 114:5862–5869
Pigliucci M (2010) Genotype-phenotype mapping and the end of the ‘genes as a blueprint’ metaphor. Philos Trans R Soc B 365:557–566
Riedl R (1978) Order in living organisms. Wiley, Chichester
Schmalhausen II (1949) Factors of evolution. Blackiston Company, Philadelphia
Scholl R, Pigliucci M (2014) The proximate-ultimate distinction and evolutionary developmental biology: causal irrelevance versus explanatory abstraction. Biol Philos 30(5):653–670
Stern DL, Orgogozo V (2008) The loci of evolution: how predictable is genetic evolution? Evolution 62:2155–2177
Thom R (1976) Structural stability and morphogenesis. W. A. Benjamin, Reading
True JR, Haag ES (2001) Developmental system drift and flexibility in evolutionary trajectories. Evol Dev 3(2):109–119
Verd B, Crombach A, Jaeger J (2017) Dynamic maternal gradients control timing and shift-rates for Drosophila gap gene expression. PLoS Comput Biol 13:e1005285
Verd B, Clark E, Wotton KR, Janssens H, Jiménez-Guri E, Crombach A, Jaeger J (2018) A damped oscillator imposes temporal order on posterior gap gene expression in Drosophila. PLoS Biol 16:e2003174
Verd B, Monk NAM, Jaeger J (2019) Modularity, criticality, and evolvability of a developmental gene regulatory network. eLIFE 8:e42832
von Dassow G, Munro E (1999) Modularity in animal development and evolution: elements of a conceptual framework for EvoDevo. J Exp Zool Mol Dev Evol 285:307–325
Waddington CH (1942) Canalization of development and the inheritance of acquired characters. Nature 150:563–565
Waddington CH (1957) The strategy of the genes. Macmillan, London
Wagner A (2005) Robustness and evolvability in living systems. Princeton University Press, Princeton
Wagner GP (2007) The developmental genetics of homology. Nat Rev Genet 8:473–479
Wagner A (2008) Robustness and evolvability: a paradox resolved. Proc Roy Soc London Series B 275:91–100
Wagner A (2011) The origins of evolutionary innovations. Oxford University Press, Oxford
Wagner GP (2014) Homology, genes, and evolutionary innovation. Princeton University Press, Princeton
Wagner GP, Altenberg L (1996) Complex adaptations and the evolution of evolvability. Evolution 50:967–976
Wagner GP, Chiu C-H, Laubichler M (2000) Developmental evolution as a mechanistic science: the inference from developmental mechanisms to evolutionary processes. Am Zool 40:819–831
Wallace B (1986) Can embryologists contribute to an understanding of evolutionary mechanisms? In: Bechtel W (ed) Integrating scientific disciplines. Martinus Nijhoff, Dordrecht, pp 149–163
Walsh DM (2015) Organisms, agency, and evolution. Cambridge University Press, Cambridge
Waters CK (2007) Causes that make a difference. J Philos 104(11):551–579
Webster G, Goodwin BC (1996) Form and transformation: generative and relational principles in biology. Cambridge University Press, Cambridge
Weiss KM (2005) The phenogenetic logic of life. Nat Rev Genet 6:36–45
Weiss KM, Fullerton SM (2000) Phenogenetic drift and the evolution of genotype-phenotype relationships. Theor Popul Biol 57:187–195
West-Eberhard MJ (2003) Developmental plasticity and evolution. Oxford University Press, Oxford
Wimsatt W (2007) Re-engineering philosophy for limited beings: piecewise approximations to reality. Harvard University Press, Cambridge
Wotton KR, Jiménez-Guri E, Crombach A, Janssens H, Alcaine-Colet A, Lemke S, Schmidt-Ott U, Jaeger J (2015) Quantitative system drift compensates for altered maternal inputs to the gap gene network of the scuttle fly Megaselia abdita. eLIFE 4:e04785
Wray GA (2007) The evolutionary significance of cis-regulatory mutations. Nat Rev Genet 8:206–216
Acknowledgements
We thank two anonymous reviewers and an editor of this journal for insightful comments. Thanks also to audiences at ISHPSSB 2019, the 2019 Venice Summer School in Evo-Devo, the 2019 Summer School in Philosophy of the Life Sciences at University of Rijeka, Institut Monod in Paris, and the EvoDevo Seminar Series in Cambridge for feedback and vigorous discussion. JD thanks the Research Foundation – Flanders (FWO) (Grant No. 12W1818N) and the Konrad Lorenz Institute for Evolution and Cognition Research for financial support.
Author information
Authors and Affiliations
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
DiFrisco, J., Jaeger, J. Beyond networks: mechanism and process in evo-devo. Biol Philos 34, 54 (2019). https://doi.org/10.1007/s10539-019-9716-9
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10539-019-9716-9