Selection for a behavior, and the phenotypic traits that follow
For over 50 years in a Russian experiment, foxes have been selected for one trait—tameness. The results have been fascinating. A population has resulted that is as tame as domestic dogs. These changes have been associated with changes in the neuroendocrine system, including lower levels of blood cortisol. Developmental changes have been seen as well. In addition to these traits seen throughout the population, other changes have appeared at a rate higher than would be expected by mutation alone. The most notable example is a white spotting pattern which often results in a star on the fox’s face. The types of changes seen in the domestic fox population are remarkably similar to changes seen in many other domestic animals. This pattern, where a whole series of phenotypic changes have occurred in response to selection for one behavioral trait, may provide novel insights into rapid species diversification.
Just over 50 years ago a fascinating long-term project was initiated by Dmitry K. Belyaev. In this breeding experiment silver foxes (Vulpes vulpes)1 were selected solely on their behavior towards humans. Initially the foxes were acquired from the commercial fur farming industry, which had been established about 50 years prior. This provided foxes that were a bit tamer than if they had been captured directly from the wild. The foxes were housed in cages. According to a specific protocol, the foxes were exposed to a human attempting to hand feed and touch or pet them. The foxes were evaluated based on their responses and only the tamest were bred to develop a population of domesticated foxes.
The experiment continues today at the Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences. Today the domesticated population of foxes exhibit dog-like behavior such as eagerly seeking human contact, tail wagging, whining, whimpering and licking. There are also a number of phenotypic traits that have arisen which are similar to traits seen in other domestic animals. Various details of these changes are not only interesting, but have important implications for the creation model.
Genetics and behavior
While behavior has a genetic component, it certainly isn’t completely determined by genetics. One notable example is found in the practice at Thailand’s Sriracha Zoo of cross-fostering tiger cubs to a sow. Not only do the tigers grow up calmer, but they are comfortable ‘hanging out’ with pigs.2 Aware of this issue, efforts were made in the fox domestication study to determine the degree to which the behavior was heritable. In addition to the population of foxes bred for tameness, they maintained a separate population bred for aggressiveness. By cross-breeding, cross-fostering newborns, and even transferring embryos between foxes of different behavior, they determined that about 35 percent of the foxes’ defense response was attributable to genetic factors.3
Today the domesticated population of foxes exhibit dog-like behavior such as eagerly seeking human contact, tail wagging, whining, whimpering and licking. There are also a number of phenotypic traits that have arisen which are similar to traits seen in other domestic animals.
In an effort to keep the selection based on genetic differences, the foxes were not trained. Instead, there was limited, timed contact with humans at specific ages for the purpose of evaluating behavior. By the sixth generation some foxes appeared that not only tolerated human contact, but actively sought it. Through continued selective breeding, this behavior has become characteristic of the entire domesticated fox population.4 Recently, two loci on fox chromosome 12 (VVU12) were identified as being associated with domesticated behavior.5 While specific genes and their function have yet to be identified, it is interesting to note that this region corresponds to one of the major loci identified in dogs (Canis familiaris or Canis lupus familiaris), where a signature for positive selection exists in the domestication of dogs from wolves (Canis lupus).6
Neuroendocrine changes associated with behavioral changes
Cortisol is an important glucocorticoid produced by the adrenal glands. Blood levels of this hormone rise in response to stress. In the tenth generation comparisons began of blood cortisol levels between domesticated foxes and their farm-bred counterparts. At this point the domesticated foxes already had significantly lower values year round. This trend has continued with continued selection. In generation 45 both the basal and stress-induced blood cortisol levels were three to five-fold lower in the domesticated foxes than in farm-bred foxes. It was also observed that blood glucocorticoid values were lower in the blood of pregnant and lactating domestic foxes (figure 1E).
Production of cortisol is regulated by the hypothalamic-pituitary-adrenal (HPA) axis. The hypothalamus in the brain responds to various signals, including blood cortisol levels, and releases corticotrophin-releasing hormone (CRH) to signal an increase in glucocorticoid production. This hormone acts on the pituitary to increase the expression of the proopiomelanocortin (POMC) gene. Depending on the cleavage of the resultant peptide, a number of different products may result including adrenocorticotropic hormone (ACTH) and β-endorphin. It is ACTH that signals the adrenals to increase production of cortisol. In foxes selected for domestication, the levels of all these (CRH, POMC, and ACTH) tended to be lower (figure 1B).
In addition to changes in the HPA axis, changes were noted in the serotonergic system in the brain. Domesticated foxes had higher levels of serotonin, a neurotransmitter, and its main metabolite (5-hydoxyindol acetic acid) in the brain than farm-bred foxes. Differences were also demonstrated in the activity of a key enzyme degrading serotonin (monoamine oxidase) as well as the primary enzyme involved in its synthesis (tryptophan hydoxylase).4 The higher levels of serotonin are believed to inhibit aggressiveness.7
Important developmental changes are evident in the neonatal period in domesticated foxes compared to non-domesticated foxes. It is recognized that in dogs the first weeks in life are important in developing social bonds with people. This window of time begins when pups start to sense and explore their surroundings and ends when they begin to fear unknown stimuli. The same appears to be the case in foxes, and domestication significantly widens the window (figure 1D). In the experiment, tame foxes responded to sound an average of two days earlier (14 days after birth vs 16 days) and opened their eyes about a day earlier (17–18 days vs 18–19 days) than other foxes. Similarly, they didn’t show the fear response until three or more weeks after it appears in the untamed foxes (week 9 or later vs week 6).
In domestic foxes the fear response to unknown stimuli was correlated with an increase in plasma cortisol, which rises sharply at 2 to 4 months of age and then tapers off to adult levels by 8 months (figure 1C). Foxes further along in the domestication processes experienced the surge in cortisol and the fear response later.3
Figure 1. A summary of the results of the fox domestication experiment (figure 4 from Trut et al.4). Click for larger image.
Foxes, like many wild animals, are seasonal breeders. The mating season occurs early in the year in response to increasing daylight. Fur farmers have attempted for decades to extend the breeding season, but to no avail since there is no significant variation to select from. For the most part, any variation in breeding is due to environmental factors (day length) rather than genetic ones. This is common in many mammals from middle latitudes.
It seems ironic that breeding for tameness has produced foxes which are able to mate outside the normal breeding season. In fact, a few have mated twice a year. A similar loss of seasonal breeding pattern is apparent in most domestic animals (e.g. dogs, cats, pigs, horses, cattle, etc.). The domesticated foxes also reach sexual maturity about a month earlier and have litters that average one pup more than the farm-bred foxes.4,8
A recurring star
A white spotting pattern, referred to as Star spotting, arose de novo numerous times in the tame population of foxes (about 124/1000). While much rarer, it also arose in the farm-bred populations (71/10,000) at a rate several orders of magnitude higher than would be expected by random mutation.4 This trait appears to be inherited in a semi-dominant fashion. The locus has not been identified molecularly, but the allele causing the trait is designated as the Star (S) allele. The white patch on the head can vary in size, and when it appears as a well-defined star, it is associated with white spots on the lower jaw, breast, and belly.
There is a distinct homozygous phenotype which involves more extensive white coloration, including a blaze that extends down from between the ears and spreads out along the nose, and extensive white patches that form a collar or a belt around the animal (figure 1F). These animals have heterochromatic irises and hearing is affected, sometimes to the point of deafness. It is characteristic of homozygotes to twist their heads backwards occasionally, a behavior associated with pathology of the vestibular apparatus. Cryptorchidism is frequent, and when it occurs bilaterally, it results in sterility.9 These pathological signs are clearly associated with the homozygous phenotype and are not likely to be the result of inbreeding depression as experimental design kept the inbreeding coefficients low (0.02–0.07).4
For Star spotting, there are times when it appears epigenetic factors play a role in expression of this gene. For example, when the Star allele (S) was inherited from the vixen (female fox), the offspring followed the pattern expected for a semi-dominant trait. Approximately half the offspring exhibited the heterozygous (Ss) Star phenotype. However, when the Star allele came from the male, there was a statistically significant shortage of the Star phenotype, suggesting some sort of maternal effect on inheritance.
When the offspring of a heterozygous male were examined in detail, some surprising results were observed. When the vixen was tame, there was a normal pattern of inheritance observed in the offspring. It was only when the vixen was unselected for tameness (relatively wild) that the statistically significant lack of Star offspring was observed.9 Could the differences in the neuroendocrine system affect development in such a way that it affects this phenotype? There is some evidence suggesting this may be the case. The rate of development in pigment cell precursors (melanoblasts) was shown to be correlated to the glucocorticoid status during development.10 Alternatively, could this be from an epigenetic silencing (e.g. via methylation) of the mutant allele in certain instances?
It was shown that the Star phenotype is the result of delayed proliferation and migration of melanoblasts in early embryonic development.11 Thus, white areas lack melanocytes (pigment cells) due to this altered timing. It is tempting to postulate that a KIT mutation (either coding or regulatory) may underlie the Star phenotype. This is a common locus for mutation affecting white spotting patterns in other domestic animals, and pathologic symptoms are more common in homozygotes.12 There are instances where KIT mutations are associated with hearing loss. This is associated with a lack of melanocytes in the cochlea of the inner ear. Pigmentation in the vestibular region is also affected, though it does not appear that signs of vestibular pathology, such as turning the head back seen in fox homozygotes, are a known effect of KIT mutations.13 Neither does KIT appear to be associated with heterochromatic irises or cryptorchidism in other species.
There is another oddity in the Star inheritance pattern which initially seems to be incompatible with a KIT mutation. When heterozygotes (Ss) are mated, there is a significant shortage of the homozygote (SS) phenotype. Further experiments ruled out embryonic mortality and differential death of gametes as the cause. It was found that the heterozygote-to-standard phenotype was 3:1, strongly suggesting that genotypic homozygotes were expressing a heterozygous phenotype. This, along with other pedigree-derived information, provides evidence that the gene can be inactivated in a heritable fashion.9
It was suggested that the unusual patterns in the appearance of the Star phenotype and its inactivation might be from the activation of a silent gene followed by subsequent inactivation. This would help explain why the Star phenotype has arisen more often than expected by random mutation; the gene already is there and it is just a matter of whether or not it is expressed.9 Initially it would seem this pattern would exclude a KIT mutation as causative since a functional copy of KIT is essential for the migration of multiple cell lines during embryogenesis. However, these foxes carry supernumerary B chromosomes, and these B chromosomes just happen to carry one intact gene, KIT.14 Thus, most foxes would have more than the normal two alleles for KIT, since an extra allele occurs on each B chromosome. This would allow for the possibility that one or more mutant alleles could be silenced without losing KIT function entirely. Alternatively, gene conversion reversing the mutation is a possibility.
As engaging as it is to speculate on a potential role for B chromosomes, there are other genes involved in the same pathway as KIT that can influence embryonic melanoblast migration and cause white spotting phenotypes.15 Hopefully, the underlying molecular genetics of the intriguing patterns of the Star phenotype will be elucidated in the near future.
It is a challenge to neo-Darwinism (as popularly taught) that domestication of animals from such diverse taxa would follow such a similar path.
The domestic phenotype
Many of the traits that have arisen in the tame foxes parallel changes seen in other domestic animals. Reproductive changes and the frequent appearance of coat color variations are just the beginning.4,16 In addition, some foxes will carry their tail in a high, curled position; a trait observed in some dogs, cats, and pigs (figure 1G). Floppy ears, widened facial bones, elongation of the muzzle and of the lower jaw in particular have also been observed (figure 1H–J).
Some of the patterns observed in domestic animals are considered examples of neoteny or pedomorphism because they involve juvenile traits that are retained in adulthood. For example, floppy ears are seen in newborn fox pups, but not normally in adults except for some of the tame ones. Additionally, many of the behavioral traits in the tame foxes seem to be characteristic of younger animals. In contrast to this apparent delay in timing of phenotypic and behavioral traits, reproductive maturity is sped up.
It is a challenge to neo-Darwinism (as popularly taught) that domestication of animals from such diverse taxa would follow such a similar path. If evolution is driven by random mutations and natural selection, how could creatures have retained the same underlying structure over millions of years of evolution so that coordinated changes could be made, allowing them to favorably respond to domestication in such a similar way? Further, how could random mutation and natural selection create the proper interplay of genetic and endocrine systems to allow for domestication to occur in any animal to begin with?
A second problem is the increase in variability that was seen as a result of selection for tameness. In neo-Darwinism, random mutation and natural selection are supposed to work independently. Why did selection seem to increase variability rather than decrease it (table 1)?
|Increased variation in size
(appearance of dwarf and giant varieties)
|horses (pony and draft horses), chickens (bantam breeds), dogs, pigs, cattle, sheep, goats|
|floppy ears||dogs, cats (Scottish fold), pigs (e.g. Landrace), sheep (e.g. Awassi), goats (e.g. Nubian)|
|piebald (white spotting) coloration||all|
|increased variation hair coat
(e.g. wavy or curly hair )
|sheep, poodles, donkeys, horses, pigs, goats, mice, guinea pigs|
|shortened tails (fewer vertebrae)||dogs, cats, sheep|
Table 1. A summary of increased variety that often appears in domestic species (after Trut3).
Neo-Darwinism is confronted with a neo-Lamarckian view
The researchers involved in the fox domestication experiment explain this pattern by ‘destabilizing selection’.17 They define this as selection, which accelerates ‘evolutionary changes’ through changes in the regulatory systems that affect development. So, selection for tameness is seen to have affected the neuroendocrine system, which is known to be able to affect development (ontogeny). These changes presumably can alter genetic and heritable epigenetic information. Thus, in a sense selection becomes a sort of mutagen as it induces changes and increases variability.
In a 1998 paper by Lyudmila Trut, who heads the research on the foxes, the concept of destabilizing selection is argued to now be the status quo.18 In addition to the findings in foxes, she cites research done on bacteria and Drosophila to support this idea. She argues that the new variation tends to be in the direction of selection. Further, she points to a study in sticklebacks suggesting that a phenotypic trait was not the result of direct selection, but a side effect of selection for a related behavior.19 These concepts certainly appear in the literature.20 However, use of the term ‘destabilizing selection’ for this seems to be largely confined to the Russian literature.21
The main point here is that actual evolutionary researchers are not confining their thinking to the neo-Darwinian mechanisms most commonly promoted to the public. Many recognize ‘pathways’ by which significant directional changes can take place. Obviously, the vague term evolution is applied to these changes and the researchers likely remain committed to the evolutionary model for origins. However, much of the data is from within created kinds. Such observationally based research has always proved tremendously valuable to creationists.
Creationists have recognized that the environment can sometimes induce changes. For example, adaptive mutations22 in bacteria have been observed in response to environmental challenges.23 I have proposed that similar adaptive changes can explain some examples of pesticide resistance in insects.24 I have referred to these types of mutations as providential because they cannot be logically attributed to just ‘copying errors’ in a system that arose by random processes.25 Instead, they can be interpreted as evidence of a God who cares for His creation even in its current fallen state.
Additionally, creationists are certainly aware that mutations can be pleiotropic, due to the fact that genes and their products are part of highly complex interrelated networks. What I have not noticed is much discussion of the concept that God designed many of these networks so that, in response to environmental clues, a series of potentially adaptive changes could appear. That would be some impressive engineering!
If this is so, it may explain certain patterns we see in nature. For example, weasels, foxes, hares, and lemmings are presumably all from different created kinds. Each has species adapted to the Arctic climate which exhibit a seasonal white hair coat. Did this arise merely through selection of previously existing alleles? Unlikely. Were the various cold adaptive features produced through random mutation followed by natural selection? Again, very unlikely. However, if environmental stress can induce an increase in variability which is potentially adaptive, then we have an excellent explanation for how these animals became so well adapted to their environments relatively soon after the Flood and for why so many of the changes are similar.
These results also have potential implications for proposed scenarios about how natural selection operates. Notice that reproductive changes did not come about with selection for reproduction, but instead selection for behavior. This means natural selection, as it is currently understood, may have little to do with the types of changes we observe. What if some animals exhibit the behavior that they will tolerate a new niche? What if this behavior plus environmental stresses trigger a series of physiological changes that end up translating into genetic changes? This would suggest that animals were designed with the ability to adapt to new environments genetically, consistent with God’s intention that they fill the earth so it will be inhabited (Genesis 1:22; 8:17; Isaiah 45:18). This pattern would fit incredibly well in the creation model. Adaptation is expected in the creation model and a testimony to the awesome Designer and Sustainer of Life!
Caveats and conclusions
While there is plenty of evidence that something interesting is going on that is inconsistent with the popular version of neo-Darwinism, there are still numerous details that are unknown. For example, the molecular basis of the Star phenotype has yet to be elucidated. Was it the result of mutation, perhaps via some variation-inducing genetic elements?26 If so, it is more evidence that some evolutionary ideas about mutation rates need to be reassessed.27 In what way might neuroendocrine or resulting developmental changes affect the DNA sequence or epigenetic status of genes? Are there any maternal chemical signals that could facilitate epigenetic or genetic changes in the developing embryo?
The answers to some of these questions may be buried in the current scientific literature. Others are likely to appear in the coming years. One thing is clear, the neo-Darwinian mechanisms of random mutation and natural selection do not adequately account for the diversity that currently exists within created kinds. Instead, current research findings continue to point to an awesome Creator who cares for His creatures.
- A color variant of the red fox. Return to text.
- Catchpoole, D., Tigers and pigs … together? Creation 27(3):28–29, 2005. Return to text.
- Trut, L.N., Early Canid Domestication: The Farm-Fox Experiment, American Scientist 87(2):160–169, 1999. Return to text.
- Trut, L., Oskina, I. and Kharlamova, A., Animal evolution during domestication: the domesticated fox as a model, Bioessays 31(3):349–360, 2009. Return to text.
- Kukekova, A.V., Trut, L.N., Chase, K. et al., Mapping loci for fox domestication: deconstruction/reconstruction of a behavioral phenotype, Behavior Genetics 41(4):593–606, 2011. Return to text.
- VVU12 corresponds to dog chromosomes (CFA) 5, 35 and 12. It is on CFA 5 where one of the major loci believed to be associated with dog domestication resides. Return to text.
- Popova, N.K., From genes to aggressive behavior: the role of serotonergic system, Bioessays 28(5):495–503, 2006. Return to text.
- Trut, ref. 3, pp. 167–168. Return to text.
- Belyaev, D.K., Ruvinsky, A.O. and Trut, L.N., Inherited activation-inactivation of the star gene in foxes: its bearing on the problem of domestication, J. Heredity 72(4):267–274, 1981. Return to text.
- It would seem the vixen’s glucocorticoid status is being referred to as melanoblast migration begins before the adrenals function in the developing pups. Unfortunately, the original article is in Russian and this couldn’t be verified. Trut, L.N., Os’kina, I.N., Prasolova, L.A. and Pliusnina, I.Z., [Activity of pituitary-adrenal system and development of melanoblasts in embryos of gray rats (Rattus norvegicus)], Doklady Akademii Nauk 360(3):428–432, 1998; quoted in Trut et al., ref. 4. Return to text.
- Prasolova, L.A. and, Trut, L.N., Effect of the ‘Star’ gene on the rate of melanoblast migration in silver fox (Vulpes vulpes) embryos [translation from Russian], Doklady Akademii Nauk 329:787–789, 1993; quoted in Trut et al., ref. 4. Return to text.
- Lightner, J.K., Post-Flood mutation of the KIT gene and the rise of white coloration patterns, J. Creation 24(3):67–72, 2010. Return to text.
- Cable, J., Huszar, D. Jaenisch, R. and Steel, K.P., Effects of mutations at the W locus (c-kit) on inner ear pigmentation and function in the mouse, Pigment Cell Research 7(1):17–32, 1994. Return to text.
- Graphodatsky, A.S., Kukekova, A.V., Yudkin, D.V. et al., The proto-oncogene c-kit maps to canid B-chromosomes, Chromosome Research 13(2):113–122, 2005. Return to text.
- Baxter, L.L., Hou, L., Loftus, S.K. and Pavan, W.J., Spotlight on spotted mice: a review of white spotting mouse mutants and associated human pigmentation disorders, Pigment Cell Research 17(3):215–224, 2004. Return to text.
- In addition to the Star spotting, a brown mottling phenotype has arisen frequently. Return to text.
- Belyaev, D.K., Destabilizing selection as a factor in domestication, J. Heredity 70(5):301–308, 1979. Return to text.
- Trut, L.N., The evolutionary concept of destabilizing selection: status quo, J. Animal Breeding and Genetics 115:415–431, 1998. Return to text.
- Kaneshiro, K.Y., The dynamics of sexual selection and its pleiotropic effects, Behavior Genetics 17(6):559–569, 1987. Return to text.
- Ruden, D.M., Jamison, D.C., Zeeberg, B.R. et al., The EDGE hypothesis: Epigenetically Directed Genetic Errors in repeat-containing proteins (RCPs) involved in evolution, neuroendocrine signaling, and cancer, Frontiers in Neuroendocrinology 29(3):428–444, 2008. Return to text.
- Dmitriev, V.B., Churkina, I.V., Smirnov, A.F. and Nikolaeva, E.K., Destabilizing Effect of Chicken Selection for the Functional Adrenal Reserves, Russian J. Genetics 37(4):412–417, 2001. Return to text.
- In this paper a mutation is defined as any change in the DNA sequence. The evolutionary belief that these are always copying errors is rejected, since no such thing has been demonstrated. Return to text.
- Anderson, K.L. and Purdom, G., Analysis of Barry Hall’s Research of the E. coli ebg Operon: Understanding the Implications for Bacterial Adaptation to Adverse Environments, Proceedings of the Sixth International Conference on Creationism, pp. 149–163, 2008. Return to text.
- Lightner, J.K., Patterns of change over time: organophosphorus resistance in the Australian sheep blowfly, Lucilia cuprina, J. Creation 22(1):81–84, 2008. Return to text.
- This would not only apply to genetic changes that help animals adapt, but also ones that are important to people agriculturally or even just add beauty and variety to what we see today. See Lightner, J.K., The effect of mutations down on the Farm, Answers in Depth 5(1) 2010, www.answersingenesis.org/articles/aid/v5/n1/effect-of-mutations-down-onfarm. Return to text.
- Terborg, P., The design of life: part 4 variation-inducing genetic elements and their function, J. Creation 23(1):107–114, 2009. Return to text.
- I am thinking particularly of those beliefs that underlie molecular clock calculations. I discussed this briefly in Lightner, J.K., Explaining Diversity within Created Kinds: A Lesson from a Lowly Crustacean, Answers In Depth 3(1) 2008, www.answersingenesis.org/articles/aid/v3/n1/explaining-diversity-created-kinds#fnList_1_5. Return to text.
Jacob had plenty of time while working for Laban to work out breeding techniques which he seems to have employed for his benefit in his contract with Laban regarding speckled and spotted animals. Does this story relate to the findings in this article?
Probably not. Jacob seemed to be trying to manipulate the situation in his favour by putting the partially peeled sticks in front of the flocks as they bred to make the offspring speckled. But in Genesis 31:13, God lets Jacob know that He was the one that gave Jacob the flocks. The sticks didn't work; God did.
I liked the 'providential' angle - it would be nothing for God to provide a rich library in all creatures DNA to enable beneficial responses to a wide range of environmental and social influencing factors over succeeding generations - an inbuilt expression of self-preservation and will to thrive - put their by God in His wisdom.
James (chapter 3:7) tells us that every species of beasts, etc. has been tamed by humans, so it is not surprising that foxes can be tamed. I have seen foxes begging for food on Prince Edward Island in Canada. Thanks for an interesting article.
As an engineer I tend to approach understanding biological design as a reverse engineering problem. Thanks for the article, the value of observational data without too much interpretational packaging is huge. Certainly the idea of related traits is worth investigation.
One possibility that I have been trying to think through which might be related to this is the question of "What were viruses designed to do?"
Viruses are small efficient packages of information that seem designed to transfer information mostly within species, between individuals, within small geographical areas.
We know them only really from their method of multiplying copies of themselves but not really from their initiation or end result. Some of the DNA information carried relates to bacteria (some bacteria DNA is found in viruses) and could be communication between individuals as to how to fight specific bacteria therefore helping to end epidemics.
Others however could be information on useful traits for the given environment. This is a possible information path that I have not seen much written on and it may not relate to this situation but I raise it as a thought and option and to raise the idea for comment and investigation.
"What I have not noticed is much discussion of the concept that God designed many of these networks so that, in response to environmental clues, a series of potentially adaptive changes could appear... This means natural selection, as it is currently understood, may have little to do with the types of changes we observe."
Funnily enough, just the other day I was thinking about exactly this, and wondering if there was any evidential support for responsive adaptation (as opposed to simply the lucky organisms with the most suitable genes surviving), and if so, why I hadn't come across it on this site before.
This is quite an exciting branch of research, and with more development, it could become a very important arrow in the creationist quiver. Great article!
(Note: I'm just a layman, and as such didn't understand some of the more technical stuff.)