canalization
Hallgrimsson B, Green RM, Katz DC, Fish JL, Bernier FP, Roseman CC, Young NM, Cheverud JM & Marcucio RS 2019 The developmental-genetics of canalization. Sem Cell Dev Biol 88:67-79.
- canalization is a potentially significant cause of missing heritability
- canalization, or the tendency to buffer variation, is about the modulation of phenotypic variance due to factors other than the genetic or environmental variance, per se
- phenotypic robustness is a more general concept
- canalization refers to the minimization of variation among individuals
- developmental stability is the tendency to minimize variation among replicated structures within individuals
- developmental stability is most often measured via random, normally distributed departures from symmetry where symmetrical development is expected, or fluctuating asymmetry
- canalization and developmental stability are partially overlapping phenomena
- it is not known, however, to what extent measures of canalization and developmental stability capture the same biological phenomena
- canalization was motivated by developmental biology
- phenotypic plasticity has a more naturalistic or population biology origin
- coined by Woltereck [37], the concept of a reaction norm was fleshed out by Schmalhausen [38] whose primary interest was in the central role of stabilizing selection in evolution
- independently of Waddington, Schmalhausen proposed a concept very similar to canalization which, in the English translation, he termed autonomization
- for him, reaction norms, shaped by stabilizing selection, are adaptive
- autonomization is not just any minimization of any variation
- it is specifically the minimization of non-adaptive variation around the reaction norm
- this contrasts significantly with current thinking on plasticity
- plasticity is not necessarily adaptive
- canalization and phenotypic plasticity are merely abstractions from patterns in data
- they are not processes or mechanisms
- the problem with viewing canalization as simply the inverse of plasticity is that plasticity is a much more general phenomenon
- Wagner et al.'s [8] definition of canalization avoids this confusion
- they define canalization as the suppression of phenotypic variation of either genetic or environmental origin
- this makes canalization a dispositional concept, referring to a tendency or potential
- canalization is the tendency to suppress variation
- canalization is not a component of an observed phenotypic variance
- it is a component of variability, or the tendency to vary
- defined in this way, canalization is distinct from the more general concept of phenotypic plasticity
- this definition also allows for the possibility of changes in among-individual variance along the norm of reaction
- such changes in among-individual variance can result from a nonlinear norm of reaction curve
- the shape of such norm of reaction curves can vary among genoytpes
- they might also result from other factors such as destabilizing effects of environmental stress or genetic perturbations
- these early studies showed that the tendency for increased among-individual variance in mutants responded to selection, suggesting a heritable basis for canalization
- all genetic canalization effects are attributable to epistasis in a quantitative genetic sense
- yet large, population-level quantitative genetic effects are no assurance that underlying biological interactions between genes and/or gene products are understood or can be identified in individuals
- to say epistasis explains genetic canalization in a mechanistic sense is therefore to commit Roff's sin of confounding a quantitative model with a mechanistic explanation
- at the heart of this issue is the fact that quantitative genetics and developmental biology are concerned with different kinds of questions and have different definitions of ostensibly the same phenomena
- quantitative genetics is concerned with partitioning phenotypic outcomes into cumulative, statistically-defined phenomena
- developmental biology is concerned with physical mechanisms such as specific molecular, cellular or tissue-level interactions
- the genetics of a population of clones is singularly uninteresting
- its developmental biology may be fascinating
- quantitative genetics defines most phenomena at the population level and is fundamentally concerned with variation
- the mechanisms of interest to developmental biology occur in individuals and, at least under the current paradigm, variation is more often a nuisance than a direct object of study
- in genetics, epistasis is a statistical effect
- in developmental biology it is generally viewed as a mechanistic interaction between gene products
- the two versions of epistasis are linked conceptually but are not identical
- canalization is a property of individuals that is almost always measurable only at a population level
- in genetic terms, a genetic factor increases canalization if, all else being equal, it reduces the phenotypic variance
- for genetic canalization, the influence of a gene on the phenotypic effect of other genes is, by definition a case of epistasis
- genetic variation in such effects could be described as differential epistasis
- does this mean that epistasis fully explains genetic canalization?
- not necessarily
- gene interaction effects imply nonlinear effects on phenotype
- this is a statistical model of variation and not a mechanistic description of actual physical interactions
- nonlinearities in development arise in myriad ways
- depending on one's perspective (genetic or developmental), epistasis can be seen as either a cause or a consequence of canalization
- for genes with redundant functions, null mutations might, therefore, be expected to produce a viable but more variable phenotype
- conversely, redundancy in gene function contributes to robustness to mutation in those genes
- the mapping of gene expression to phenotype is highly nonlinear
- loss of over 50% of the wildtype expression level is associated with minimal changes in phenotype
- beyond this point, the phenotypic effects are large and increasingly severe
- we extended variation in Fgf8 expression well beyond the range expected in natural populations
- this begs the question of how such nonlinearities evolve
- the local flattening of the gene-expression to phenotype around the wildtype could evolve by stabilizing selection acting on gene-interaction effects
- the question of how stabilizing or directional selection influence variational properties such as canalization has been an area of significant debate
- diversity, often originating in different disciplines, has also created a situation reminiscent of the parable of the blind men and the elephant
- each tends to be concerned with a particular aspect of the problem, making it difficult to contextualize this progress in terms of a more general understanding of the mechanisms of canalization in development