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Neural Darwinism is a biological, and more specifically Darwinian and selectionist, approach to understanding global
brain function The brain is an organ that serves as the center of the nervous system in all vertebrate and most invertebrate animals. It consists of nervous tissue and is typically located in the head (cephalization), usually near organs for special senses ...
, originally proposed by American biologist, researcher and Nobel-Prize recipient Gerald Maurice Edelman (July 1, 1929 – May 17, 2014). Edelman's 1987 book ''Neural Darwinism'' introduced the public to the ''theory of neuronal group selection'' (TNGS), a theory that attempts to explain global brain function. TNGS (also referred to as the ''theory of neural Darwinism'') has roots going back to Edelman and Mountcastle's 1978 book, ''The Mindful Brain – Cortical Organization and the Group-selective Theory of Higher Brain Function,'' which describes the columnar structure of the cortical groups within the
neocortex The neocortex, also called the neopallium, isocortex, or the six-layered cortex, is a set of layers of the mammalian cerebral cortex involved in higher-order brain functions such as sensory perception, cognition, generation of motor commands, ...
, and argues for selective processes operating among degenerate primary repertoires of neuronal groups. The development of neural Darwinism was deeply influenced by work in the fields of
immunology Immunology is a branch of biology and medicine that covers the study of Immune system, immune systems in all Organism, organisms. Immunology charts, measures, and contextualizes the Physiology, physiological functioning of the immune system in ...
,
embryology Embryology (from Ancient Greek, Greek ἔμβρυον, ''embryon'', "the unborn, embryo"; and -λογία, ''-logy, -logia'') is the branch of animal biology that studies the Prenatal development (biology), prenatal development of gametes (sex ...
, and
neuroscience Neuroscience is the scientific study of the nervous system (the brain, spinal cord, and peripheral nervous system), its functions, and its disorders. It is a multidisciplinary science that combines physiology, anatomy, molecular biology, ...
, as well as Edelman's methodological commitment to the idea of
selection Selection may refer to: Science * Selection (biology), also called natural selection, selection in evolution ** Sex selection, in genetics ** Mate selection, in mating ** Sexual selection in humans, in human sexuality ** Human mating strat ...
as the unifying foundation of the
biological sciences Biology is the scientific study of life and living organisms. It is a broad natural science that encompasses a wide range of fields and unifying principles that explain the structure, function, growth, origin, evolution, and distribution of ...
.


Introduction to neural Darwinism

Neural Darwinism is really the neural part of the natural philosophical and explanatory framework Edelman employs for much of his work – Somatic selective systems. Neural Darwinism is the backdrop for a comprehensive set of biological
hypotheses A hypothesis (: hypotheses) is a proposed explanation for a phenomenon. A scientific method, scientific hypothesis must be based on observations and make a testable and reproducible prediction about reality, in a process beginning with an educ ...
and
theories A theory is a systematic and rational form of abstract thinking about a phenomenon, or the conclusions derived from such thinking. It involves contemplative and logical reasoning, often supported by processes such as observation, experimentation, ...
Edelman, and his team, devised that seek to reconcile
vertebrate Vertebrates () are animals with a vertebral column (backbone or spine), and a cranium, or skull. The vertebral column surrounds and protects the spinal cord, while the cranium protects the brain. The vertebrates make up the subphylum Vertebra ...
and
mammalian A mammal () is a vertebrate animal of the Class (biology), class Mammalia (). Mammals are characterised by the presence of milk-producing mammary glands for feeding their young, a broad neocortex region of the brain, fur or hair, and three ...
neural
morphology Morphology, from the Greek and meaning "study of shape", may refer to: Disciplines *Morphology (archaeology), study of the shapes or forms of artifacts *Morphology (astronomy), study of the shape of astronomical objects such as nebulae, galaxies, ...
, the facts of developmental and
evolutionary biology Evolutionary biology is the subfield of biology that studies the evolutionary processes such as natural selection, common descent, and speciation that produced the diversity of life on Earth. In the 1930s, the discipline of evolutionary biolo ...
, and the theory of
natural selection Natural selection is the differential survival and reproduction of individuals due to differences in phenotype. It is a key mechanism of evolution, the change in the Heredity, heritable traits characteristic of a population over generation ...
into a detailed model of real-time neural and
cognitive function Cognitive skills are skills of the mind, as opposed to other types of skills such as motor skills, social skills or life skills. Some examples of cognitive skills are literacy, self-reflection, logical reasoning, abstract thinking, critical th ...
that is biological in its orientation. It is built from the bottom-up utilizing the variation that shows up in
nature Nature is an inherent character or constitution, particularly of the Ecosphere (planetary), ecosphere or the universe as a whole. In this general sense nature refers to the Scientific law, laws, elements and phenomenon, phenomena of the physic ...
. This is in contrast to computational and algorithmic approaches that view variation as noise in a system of logic circuits with point-to-point connectivity. The book, ''Neural Darwinism – The Theory of Neuronal Group Selection'' (1987), is the first in a trilogy of books that Edelman wrote to delineate the scope and breadth of his ideas on how a biological theory of
consciousness Consciousness, at its simplest, is awareness of a state or object, either internal to oneself or in one's external environment. However, its nature has led to millennia of analyses, explanations, and debate among philosophers, scientists, an ...
and animal body plan evolution could be developed in a bottom-up fashion. In accordance with principles of
population biology The term population biology has been used with different meanings. In 1971, Edward O. Wilson ''et al''. used the term in the sense of applying mathematical models to population genetics, community ecology, and population dynamics. Alan Hasting ...
and Darwin's theory of natural selection – as opposed to the top-down algorithmic and
computation A computation is any type of arithmetic or non-arithmetic calculation that is well-defined. Common examples of computation are mathematical equation solving and the execution of computer algorithms. Mechanical or electronic devices (or, hist ...
al approaches that dominated a nascent
cognitive psychology Cognitive psychology is the scientific study of human mental processes such as attention, language use, memory, perception, problem solving, creativity, and reasoning. Cognitive psychology originated in the 1960s in a break from behaviorism, whi ...
at the time. The other two volumes are ''Topobiology – An Introduction to Molecular Embryology'' (1988) with its morpho-regulatory hypothesis of animal body plan development and evolutionary diversification via differential expression of cell surface molecules during development; and ''The Remembered Present – A Biological Theory of Consciousness'' (1989) – a novel biological approach to understanding the role and function of "consciousness" and its relation to cognition and behavioral physiology. Edelman would write four more books for the general lay public, explaining his ideas surrounding how the brain works and consciousness arises from the physical organization of the brain and body – ''Bright Air, Brilliant Fire – On the Matter of the Mind'' (1992), ''A Universe of Consciousness – How Matter Becomes Imagination'' (2000) with Giulio Tononi, ''Wider Than The Sky – The Phenomenal Gift of Consciousness'' (2004), and ''Second Nature – Brain Science and Human Knowledge'' (2006). Neural Darwinism is an exploration of biological thought and
philosophy Philosophy ('love of wisdom' in Ancient Greek) is a systematic study of general and fundamental questions concerning topics like existence, reason, knowledge, Value (ethics and social sciences), value, mind, and language. It is a rational an ...
as well as fundamental
science Science is a systematic discipline that builds and organises knowledge in the form of testable hypotheses and predictions about the universe. Modern science is typically divided into twoor threemajor branches: the natural sciences, which stu ...
; Edelman being well-versed in the history of science,
natural philosophy Natural philosophy or philosophy of nature (from Latin ''philosophia naturalis'') is the philosophical study of physics, that is, nature and the physical universe, while ignoring any supernatural influence. It was dominant before the develop ...
&
medicine Medicine is the science and Praxis (process), practice of caring for patients, managing the Medical diagnosis, diagnosis, prognosis, Preventive medicine, prevention, therapy, treatment, Palliative care, palliation of their injury or disease, ...
, as well as
robotics Robotics is the interdisciplinary study and practice of the design, construction, operation, and use of robots. Within mechanical engineering, robotics is the design and construction of the physical structures of robots, while in computer s ...
,
cybernetics Cybernetics is the transdisciplinary study of circular causal processes such as feedback and recursion, where the effects of a system's actions (its outputs) return as inputs to that system, influencing subsequent action. It is concerned with ...
,
computing Computing is any goal-oriented activity requiring, benefiting from, or creating computer, computing machinery. It includes the study and experimentation of algorithmic processes, and the development of both computer hardware, hardware and softw ...
&
artificial intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
. In the course of laying out the case for neural Darwinism, or more properly TNGS, Edelman delineates a set of concepts for rethinking the problem of
nervous system In biology, the nervous system is the complex system, highly complex part of an animal that coordinates its behavior, actions and sense, sensory information by transmitting action potential, signals to and from different parts of its body. Th ...
organization and function – all-the-while, demanding a rigorously scientific criteria for building the foundation of a properly Darwinian, and therefore biological, explanation of neural function,
perception Perception () is the organization, identification, and interpretation of sensory information in order to represent and understand the presented information or environment. All perception involves signals that go through the nervous syste ...
,
cognition Cognition is the "mental action or process of acquiring knowledge and understanding through thought, experience, and the senses". It encompasses all aspects of intellectual functions and processes such as: perception, attention, thought, ...
, and global brain function capable of supporting primary and higher-order consciousness.


Population thinking – somatic selective systems

Edelman was inspired by the successes of fellow Nobel laureate
Frank MacFarlane Burnet Sir Frank Macfarlane Burnet (3 September 1899 – 31 August 1985), usually known as Macfarlane or Mac Burnet, was an Australian virology, virologist known for his contributions to immunology. He won a Nobel Prize in Physiology or Medicine, Nobe ...
and his
clonal selection In immunology, clonal selection theory explains the functions of cells of the immune system (lymphocytes) in response to specific antigens invading the body. The concept was introduced by Australian doctor Frank Macfarlane Burnet in 1957, in an ...
theory (CST) of acquired
antigen In immunology, an antigen (Ag) is a molecule, moiety, foreign particulate matter, or an allergen, such as pollen, that can bind to a specific antibody or T-cell receptor. The presence of antigens in the body may trigger an immune response. ...
immunity by differential amplification of pre-existing variation within the finite pool of
lymphocytes A lymphocyte is a type of white blood cell (leukocyte) in the immune system of most vertebrates. Lymphocytes include T cells (for cell-mediated and cytotoxic adaptive immunity), B cells (for humoral, antibody-driven adaptive immunity), and ...
in the
immune system The immune system is a network of biological systems that protects an organism from diseases. It detects and responds to a wide variety of pathogens, from viruses to bacteria, as well as Tumor immunology, cancer cells, Parasitic worm, parasitic ...
. The population of variant lymphocytes within the body mirrored the variant populations of organisms in the ecology. Pre-existing diversity is the engine of adaption in the evolution of populations.
"It is clear from both evolutionary and immunological theory that in facing an unknown future, the fundamental requirement for successful adaption is preexisting diversity". – Gerald M. Edelman (1978)
Edelman recognizes the explanatory range of Burnet's utilization of Darwinian principles in describing the operations of the immune system - and, generalizes the process to all cell populations of the organism. He also comes to view the problem as one of recognition and
memory Memory is the faculty of the mind by which data or information is encoded, stored, and retrieved when needed. It is the retention of information over time for the purpose of influencing future action. If past events could not be remembe ...
from a biological perspective, where the distinction and preservation of
self In philosophy, the self is an individual's own being, knowledge, and values, and the relationship between these attributes. The first-person perspective distinguishes selfhood from personal identity. Whereas "identity" is (literally) same ...
vs. non-self is vital to organismal integrity. Neural Darwinism, as TNGS, is a theory of neuronal group selection that retools the fundamental concepts of Darwin and Burnet's theoretical approach. Neural Darwinism describes the development and evolution of the mammalian brain and its functioning by extending the Darwinian paradigm into the body and nervous system.


Antibodies and NCAM – the emerging understanding of somatic selective systems

Edelman was a medical researcher,
physical chemist Physical chemistry is the study of macroscopic and microscopic phenomena in chemical systems in terms of the principles, practices, and concepts of physics such as motion, energy, force, time, thermodynamics, quantum chemistry, statistical mecha ...
, immunologist, and aspiring neuroscientist when he was awarded the 1972
Nobel Prize in Physiology or Medicine The Nobel Prize in Physiology or Medicine () is awarded yearly by the Nobel Assembly at the Karolinska Institute for outstanding discoveries in physiology or medicine. The Nobel Prize is not a single prize, but five separate prizes that, acco ...
(shared with Rodney Porter of Great Britain). Edelman's part of the prize was for his work revealing the chemical structure of the vertebrate
antibody An antibody (Ab) or immunoglobulin (Ig) is a large, Y-shaped protein belonging to the immunoglobulin superfamily which is used by the immune system to identify and neutralize antigens such as pathogenic bacteria, bacteria and viruses, includin ...
by cleaving the covalent
disulfide In chemistry, a disulfide (or disulphide in British English) is a compound containing a functional group or the anion. The linkage is also called an SS-bond or sometimes a disulfide bridge and usually derived from two thiol groups. In inorg ...
bridges that join the component chain fragments together, revealing a pair of two-domain light chains and four-domain heavy chains. Subsequent analysis revealed the terminal domains of both chains to be variable domains responsible for antigen recognition. The work of Porter and Edelman revealed the molecular and genetic foundations underpinning how antibody diversity was generated within the immune system. Their work supported earlier ideas about pre-existing diversity in the immune system put forward by the pioneering Danish immunologist Niels K. Jerne (December 23, 1911 – October 7, 1994); as well as supporting the work of Frank MacFarlane Burnet describing how lymphocytes capable of binding to specific foreign antigens are differentially amplified by clonal multiplication of the selected preexisting variants following antigen discovery. Edelman would draw inspiration from the mechano-chemical aspects of antigen/antibody/lymphocyte interaction in relation to recognition of self-nonself; the degenerate population of lymphocytes in their physiological context; and the bio-theoretical foundations of this work in Darwinian terms. By 1974, Edelman felt that immunology was firmly established on solid theoretical grounds descriptively, was ready for quantitative experimentation, and could be an ideal model for exploring evolutionary selection processes within an observable time period. His studies of immune system interactions developed in him an awareness of the importance of the cell surface and the membrane-embedded molecular mechanisms of interactions with other cells and substrates. Edelman would go on to develop his ideas of topobiology around these mechanisms – and, their genetic and epigenetic regulation under the environmental conditions. During a foray into molecular embryology and neuroscience, in 1975, Edelman and his team went on to isolate the first neural cell-adhesion molecule (N-CAM), one of the many molecules that hold the animal nervous system together. N-CAM turned out to be an important molecule in guiding the development and differentiation of neuronal groups in the nervous system and brain during
embryogenesis An embryo ( ) is the initial stage of development for a multicellular organism. In organisms that reproduce sexually, embryonic development is the part of the life cycle that begins just after fertilization of the female egg cell by the male ...
. To the amazement of Edelman, genetic sequencing revealed that N-CAM was the ancestor of the vertebrate antibody produced in the aftermath of a set of whole genome duplication events at the origin of vertebrates that gave rise to the entire super-family of immunoglobulin genes. Edelman reasoned that the N-CAM molecule which is used for self-self recognition and adherence between neurons in the nervous system gave rise to their evolutionary descendants, the antibodies, who evolved self-nonself recognition via antigen-adherence at the origins of the vertebrate antibody-based immune system. If clonal selection was the way the immune system worked, perhaps it was ancestral and more general – and, operating in the embryo and nervous system.


Variation in biological systems – degeneracy, complexity, robustness, and evolvability

Degeneracy, and its relationship to variation, is a key concept in neural Darwinism. The more we deviate from an ideal form, the more we are tempted to describe the deviations as imperfections. Edelman, on the other hand, explicitly acknowledges the structural and dynamic variability of the nervous system. He likes to contrast the differences between redundancy in an engineered system and degeneracy in a biological system. He proceeds to demonstrate how the "noise" of the computational and algorithmic approach is actually beneficial to a somatic selective system by providing a wide, and degenerate, array of potential recognition elements. Edelman's argument is that in an engineered system, * a known problem is confronted * a logical solution is devised * an artifice is constructed to implement the resolution to the problem To insure the robustness of the solution, critical components are replicated as exact copies. Redundancy provides a fail-safe backup in the event of catastrophic failure of an essential component but it is the same response to the same problem once the substitution has been made. If the problem is predictable and known ahead of time, redundancy works optimally. But biological systems face an open and unpredictable arena of spacetime events of which they have no foreknowledge of. In this arena, redundancy fails - a response might be designed to the wrong problem. Variation fuels degeneracy; degeneracy provides somatic selective systems with more than one way to solve a problem and the propensity to reuse a solution on other problems. This property of degeneracy makes the system more adaptively robust in the face of unforeseen contingencies: When one particular solution fails unexpectedly, there are other unaffected pathways that can be engaged in pursuit of the same end. Early on, Edelman spends considerable time contrasting degeneracy vs. redundancy, bottom-up vs. top-down processes, and selectionist vs. instructionist explanations of biological phenomena.


Rejection of computational models, codes, and point-to-point wiring

Edelman was well aware of the earlier debate in immunology between the instructionists, who believed the lymphocytes of the immune system learned or was instructed about the antigen and then devised a response; and the selectionists, who believed that the lymphocytes already contained the response to the antigen within the existing population that was differentially amplified within the population upon contact with the antigen. And, he was well aware that the selectionist had the evidence on their side. Edelman's theoretical approach in ''Neural Darwinism'' was conceived of in opposition to top-down algorithmic, computational, and instructionist approaches to explaining neural function. Edelman seeks to turn the problems of that paradigm to advantage instead; thereby highlighting the difference between bottom-up processes like we see in biology vis a vis top-down processes like we see in
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
algorithms. He sees
neurons A neuron (American English), neurone (British English), or nerve cell, is an membrane potential#Cell excitability, excitable cell (biology), cell that fires electric signals called action potentials across a neural network (biology), neural net ...
as living organisms working in cooperative and competitive ways within their local
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
and rejects models that see the brain in terms of computer chips or
logic gate A logic gate is a device that performs a Boolean function, a logical operation performed on one or more binary inputs that produces a single binary output. Depending on the context, the term may refer to an ideal logic gate, one that has, for ...
s in an algorithmically organized
machine A machine is a physical system that uses power to apply forces and control movement to perform an action. The term is commonly applied to artificial devices, such as those employing engines or motors, but also to natural biological macromol ...
. Edelman's commitment to the Darwinian underpinnings of biology, his emerging understanding of the evolutionary relationships between the two molecules he had worked with, and his background in immunology lead him to become increasingly critical and dissatisfied with attempts to describe the operation of the nervous system and brain in computational or algorithmic terms. Edelman explicitly rejects computational approaches to explaining biology as non-biological. Edelman acknowledges that there is a conservation of phylogenetic organization and structure within the vertebrate nervous system, but also points out that locally natural diversity, variation and degeneracy abound. This variation within the nervous system is disruptive for theories based upon strict point-to-point connectivity, computation, or logical circuits based upon codes. Attempts to understand this ''noise'' present difficulties for top-down algorithmic approaches – and, deny the fundamental facts of the ''biological'' nature of the problem. Edelman perceived that the problematic and annoying noise of the computational circuit-logic paradigm could be reinterpreted from a population biology perspective – where that variation in the
signal A signal is both the process and the result of transmission of data over some media accomplished by embedding some variation. Signals are important in multiple subject fields including signal processing, information theory and biology. In ...
or architecture was actually the engine of ingenuity and robustness from a selectionist perspective.


Completing Darwin's program – the problems of evolutionary and developmental morphology

In ''Topobiology'', Edelman reflects upon Darwin's search for the connections between morphology and embryology in his theory of natural selection. He identifies four unresolved problems in the development and evolution of morphology that Darwin thought important: * Explaining the finite number of body plans manifested since the
Precambrian The Precambrian ( ; or pre-Cambrian, sometimes abbreviated pC, or Cryptozoic) is the earliest part of Earth's history, set before the current Phanerozoic Eon. The Precambrian is so named because it preceded the Cambrian, the first period of t ...
. * Explaining large-scale morphological changes over relatively short periods of geological time. * Understanding body size and the basis of allometry. * How adaptive fitness can explain selection that leads to emergence of complex body structures. Later, In ''Bright Air, Brilliant Fire'', Edelman describes what he calls Darwin's Program for obtaining a complete understanding of the rules of behavior and form in evolutionary biology. He identifies four necessary requirements: *An account of the effects of heredity on behavior – and behavior, on heredity. *An account of how selection influences behavior – and, how behavior influences selection. *An account of how behavior is enabled and constrained by morphology. *An account of how morphogenesis occurs in development and evolution. It is important to notice that these requirements are not directly stated in terms of genes, but heredity instead. This is understandable considering that Darwin himself appears to not be directly aware of the importance
Mendelian genetics Mendelian inheritance (also known as Mendelism) is a type of biological inheritance following the principles originally proposed by Gregor Mendel in 1865 and 1866, re-discovered in 1900 by Hugo de Vries and Carl Correns, and later popularized ...
. Things had changed by the early 1900s, the Neodarwinian synthesis had unified the population biology of Mendelian inheritance with Darwinian natural selection. By the 1940s, the theories had been shown to be mutually consistent and coherent with paleontology and comparative morphology. The theory came to be known as the ''modern synthesis'' on the basis of the title of the 1942 book ''Evolution: The Modern Synthesis'' by
Julian Huxley Sir Julian Sorell Huxley (22 June 1887 – 14 February 1975) was an English evolutionary biologist, eugenicist and Internationalism (politics), internationalist. He was a proponent of natural selection, and a leading figure in the mid-twentiet ...
. The
modern synthesis Modern synthesis or modern evolutionary synthesis refers to several perspectives on evolutionary biology, namely: * Modern synthesis (20th century), the term coined by Julian Huxley in 1942 to denote the synthesis between Mendelian genetics and s ...
really took off with the discovery of the structural basis of heredity in the form of DNA. The modern synthesis was greatly accelerated and expanded with the rise of the genomic sciences, molecular biology, as well as, advances in computational techniques and the power to model population dynamics. But, for evolutionary-developmental biologists, there was something very important missing... – and, that was the incorporation of one of the founding branches of biology, embryology. A clear understanding of the pathway from
germ Germ or germs may refer to: Science * Germ (microorganism), an informal word for a pathogen * Germ cell, cell that gives rise to the gametes of an organism that reproduces sexually * Germ layer, a primary layer of cells that forms during embry ...
to
zygote A zygote (; , ) is a eukaryote, eukaryotic cell (biology), cell formed by a fertilization event between two gametes. The zygote's genome is a combination of the DNA in each gamete, and contains all of the genetic information of a new individ ...
to
embryo An embryo ( ) is the initial stage of development for a multicellular organism. In organisms that reproduce sexually, embryonic development is the part of the life cycle that begins just after fertilization of the female egg cell by the male sp ...
to juvenile and adult was the missing component of the synthesis. Edelman, and his team, were positioned in time and space to fully capitalize on these technical developments and scientific challenges – as his research progressed deeper and deeper into the cellular and molecular underpinnings of the neurophysiological aspects of behavior and cognition from a Darwinian perspective. Edelman reinterprets the goals of "Darwin's program" in terms of the modern understanding about genes, molecular biology, and other sciences that weren't available to Darwin. One of his goals is reconciling the relationships between genes in a population (genome) which lie in the germ line (sperm, egg, and fertilized egg); and the individuals in a population who develop degenerate phenotypes (soma) as they transform from an embryo into an adult who will eventually procreate if adaptive. Selection acts on phenotypes (soma), but evolution occurs within the species genome (germ). Edelman follows the work of the highly influential American geneticist and evolutionary biologist
Richard Lewontin Richard Charles Lewontin (March 29, 1929 – July 4, 2021) was an American evolutionary biologist, mathematician, geneticist, and social commentator. A leader in developing the mathematical basis of population genetics and evolutionary theory, ...
(March 29, 1929 – July 4, 2021), drawing particular inspiration from his 1974 book, '' The Genetic Basis of Evolutionary Change''. Edelman, like Lewontin, seeks a complete description of the transformations (T) that take us from: * Genome-germ (zygotes) – the paternal and maternal gene contributions are recombined in the fertilized egg, along with the maternal endowment of proteins, and mRNAs, and other developmental components, but the individuals newly formed diploid genetic complement is not in control of the zygote yet; it needs to be activated, or bootstrapped, into the zygotes ongoing maternally-inherited metabolism and physiology. Shortly after recombination the zygote proceeds through transformation (T1) to the point where genetic control of the zygote has been handed off to the individual, * Phenotype-soma (embryo) – the embryo, which transforms (T2) according to the rules that govern the relationship between the genes, cellular behavior, and the epigenetic contingencies of nature, into * Phenotype-soma (adult) – an adult, who procreates (T3) with another individual to bring together a new genetic recombination by each introducing a gamete in the form of * Genome-germ (gametes) – sperm and egg, which contain the haploid genetic contribution of each parent which is transformed (T4)... * Genome-germ (zygotes) -into a diploid set genes in a fertilized egg, soon to be a newly individual zygote . Lewontin's exploration of these transformations between genomic and phenotypic spaces was in terms of key selection pressures that sculpt the organism over geological evolutionary time scales; but, Edelmans approach is more mechanical, and in the here and now – focusing on the genetically constrained mechano-chemistry of the selection processes that guide epigenetic behaviors on the part of cells within the embryo and adult over developmental time.


Mechano-chemistry, mesenchyme, and epithelia – CAMs & SAMs in morphoregulatory spacetime

Edelman's isolation of NCAM lead him to theorize on the role of cell adhesion molecules (CAMs) and substrate adhesion molecules (SAMs) in the formation of the animal bodyplan in both realtime and over evolutionary time. Topobiology is primarily dedicated to this issue that is foundational to the understanding of neural Darwinism and the formation of the primary repertoire of TNGS. In his ''regulator hypothesis'', Edelman hypothesizes about the role of cell surface molecules in embryogenesis and how shifting expression of these molecules in time and place within the embryo can guide the development of pattern. Later, he will expand the hypothesis into the ''morpho-regulatory hypothesis.'' He describes the embryonic cell populations as either organized as mesenchyme or epetheilia. Edelman characterizes the two population types as follows: * Epithelia – a population of cells that are organized into coherent tissues, that have well established CAM patterns; as well as a stable pattern of substrate adhesion between the cells and the extracellular matrix. * Mesenchyme – a population of cells that are loosely associated and migratory, that have retracted (or localized) their CAM and SAM molecules such that they can follow homophilic and heterophilic gradients within other cell populations of the embryo. He envisages a CAM, and SAM, driven cycle where cell populations transform back and forth between mesenchyme and epithelia via epithelial-mesenchymal transformations, as the development of the embryo proceeds through to the fetal stage. The expression of the CAMs and SAMs is under genetic control, but the distribution of these molecules on the cell membrane and extracellular matrix is historically contingent upon epigenetic events, serving as one of the primary bases for generating pre-existing diversity within the nervous system and other tissues.


The developmental genetic question

There are many developmental questions to be considered, but Edelman is able to succinctly summarize the problem in a way that will show a clear explanatory path forward for him. The ''developmental genetic question'' defines the problem – and, the theoretical approach for him.
"How does a one-dimensional genetic code specify a three-dimensional animal?" – Gerald M. Edelman, from the glossary of ''Topobiology''
By 1984, Edelman would be ready to answer this question and combine it with his earlier ideas on degeneracy and somatic selection in the nervous system. Edelman would revisit this issue in ''Topobiology'' and combine it with an evolutionary approach, seeking a comprehensive theory of body plan formation and evolution.


The regulator hypothesis

In 1984, Edelman published his ''regulator hypothesis'' of CAM and SAM action in the development and evolution of the animal body plan. Edelman would reiterate this hypothesis in his ''Neural Darwinism'' book in support of the mechanisms for degenerate neuronal group formation in the primary repertoire. The regulator hypothesis was primarily concerned with the action of CAMs. He would later expand the hypothesis in ''Topobiology'' to include a much more diverse and inclusive set of morphoregulatory molecules.


The evolutionary question

Edelman realized that in order to truly complete Darwin's program, he would need to link the developmental question to the larger issues of evolutionary biology.
"How is an answer to the developmental genetic question (q.v.) reconciled with the relatively rapid changes in form occurring in relatively short evolutionary times?" – Gerald M. Edelman, from the glossary of ''Topobiology''


The morphoregulator hypothesis

Shortly after publishing his ''regulator hypothesis'', Edelman expanded his vision of pattern formation during embryogenesis - and, sought to link it to a broader evolutionary framework. His first and foremost goal is to answer the ''developmental genetic question'' followed by the ''evolutionary question'' in a clear, consistent, and coherent manner.


TNGS – the theory of neuronal group selection

Edelman's motivation for developing the theory of neuronal group selection (TNGS) was to resolve "a number of apparent inconsistencies in our knowledge of the development, anatomy, and physiological function of the central nervous system." A pressing issue for Edelman was explaining perceptual categorization without reference to a central observing ''
homunculus A homunculus ( , , ; "little person", : homunculi , , ) is a small human being. Popularized in 16th-century alchemy and 19th-century fiction, it has historically referred to the creation of a miniature, fully formed human. The concept has root ...
'' or "assuming that the world is prearranged in an informational fashion." To free himself of the demands, requirements, and contradictions of information processing model; Edelman proposes that perceptual categorization operates by the selection of neuronal groups organized into variant networks that are differentially amplified of their responses in conjunction with hedonic feedback over the course of experience, from within a massive population of neuronal groups being confronted by a chaotic array of sensory input of differing degrees of significance and relevance to the organism. Edelman outright rejects the notion of a ''homunculus'', describing it as a "close cousin of the developmental electrician and the neural decoder", artifacts of the observer-centralized top-down design logic of information processing approaches. Edelman properly points out that "it is probably a safe guess that most neurobiologists would view the homunculus as well as dualist solutions (Popper and Eccles 1981) to the problems of subjective report as being beyond scientific consideration."


Necessary criteria for a selectionist theory of higher brain function

Edelman's first theoretical contribution to neural Darwinism came in 1978, when he proposed his ''group selection and phasic reentrant signalling''. Edelman lays out five necessary requirements that a biological theory of higher brain function must satisfy. * The theory should be consistent with the fields of embryology, neuroanatomy, and neurophysiology. * The theory should account for learning and memory, and temporal recall in a distributed system. * The theory should account how memory is updated on the basis of realtime experience. * The theory should account for how higher brain systems mediate experience and action. * The theory should account for the necessary, if not sufficient, conditions for the emergence of awareness.


Organization of the TNGS theory

''Neural Darwinism'' organizes the explanation of TNGS into three parts – somatic selection, epigenetic mechanisms, and global functions. The first two parts are concerned with how variation emerges through the interaction of genetic and epigenetic events at the cellular level in response to events occurring at the level of the developing animal nervous system. The third part attempts to build a temporally coherent model of globally unitary cognitive function and behavior that emerges from the bottom up through the interactions of the neuronal groups in real-time. Edelman organized key ideas of the TNGS theory into three main tenets: *Primary repertoire – developmental formation and selection of neuronal groups; *Secondary repertoire – behavioral and experiential selection leading to changes in the strength of connections between synaptic populations that bind together neuronal groups; *Reentrant signaling – the synchronous entrainment of reciprocally connected neuronal groups within sensorimotor maps into ensembles of coherent global activity. The primary repertoire is formed during the period from the beginning of
neurulation Neurulation refers to the folding process in vertebrate embryos, which includes the transformation of the neural plate into the neural tube. The embryo at this stage is termed the neurula. The process begins when the notochord induces the formati ...
to the end of apoptosis. The secondary repertoire extends over the period synaptogenesis and myelination, but will continue to demonstrate developmental plasticity throughout life, albeit in a diminished fashion compared to early development. The two repertoires deal with the issue of the relationship between genetic and epigenetic processes in determining the overall architecture of the neuroanatomy – seeking to reconcile nature, nurture, and variability in the forming the final phenotype of any individual nervous system. There is no point-to-point wiring that carries a neural code through a computational logic circuit that delivers the result to the brain because * firstly, the evidence does not lend support to such notion in a manner that is not problematic, * secondly, the noise in the system is too great for a neural code to be coherent, * and third, the genes can only contribute to, and constrain, developmental processes; not determine them in all their details. Variation is the inevitable outcome of developmental dynamics. Reentrant signalling is an attempt to explain how "coherent temporal correlations of the responses of sensory receptor sheets, motor ensembles, and interacting neuronal groups in different brain regions occur".


Primary repertoire- developmental selection

The first tenet of TNGS concerns events that are embryonic and run up to the neonatal period. This part of the theory attempts to account for the unique anatomical diversification of the brain even between genetically identical individuals. The first tenet proposes the development of a primary repertoire of degenerate neuronal groups with diverse anatomical connections are established via the historical contingencies of the primary processes of development. It seeks to provide an explanation of how the diversity of neuronal group
phenotypes In genetics, the phenotype () is the set of observable characteristics or traits of an organism. The term covers the organism's morphology (physical form and structure), its developmental processes, its biochemical and physiological properti ...
emerge from the organism's
genotype The genotype of an organism is its complete set of genetic material. Genotype can also be used to refer to the alleles or variants an individual carries in a particular gene or genetic location. The number of alleles an individual can have in a ...
via genetic and
epigenetic In biology, epigenetics is the study of changes in gene expression that happen without changes to the DNA sequence. The Greek prefix ''epi-'' (ἐπι- "over, outside of, around") in ''epigenetics'' implies features that are "on top of" or "in ...
influences that manifest themselves mechano-chemically at the cell surface and determine connectivity. Edelman list the following as vital to the formation of the primary repertoire of neuronal groups but, also contributing to their anatomical diversification and variation: * Cell division – there are repeated rounds of cell division in the formation of neuronal populations * Cell death – there is extensive amounts of pre-programmed cell death that occurs via apoptosis within the neuronal populations. * Process extension and elimination – the exploratory probing of the embryonic environment by developing neurons involve process extension and elimination as the neurons detect molecular gradients on neighboring cell surface membranes and the substrate of the extracellular matrix. * CAM & SAM action – the mechanochemistry of cell and surface adhesion molecules plays a key role in the migration and connectivity of neurons as they form neuronal groups within the overall distributed population. Two key questions with respect to this issue that Edelman is seeking to answer "in terms of developmental genetic and epigenetic events" are: * "How does a one-dimensional genetic code specify a three-dimensional animal?" * "How is the answer to this question consistent with the possibility of relatively rapid morphological change in relatively short periods of evolutionary time?"


Secondary repertoire – experiential selection

The second tenet of TNGS regards postnatal events that govern the development of a secondary repertoire of synaptic connectivity between higher-order populations of neuronal groups whose formation is driven by behavioral or experiential selection acting on synaptic populations within and between neuronal groups. Edelman's notion of the secondary repertoire heavily borrows from work of
Jean-Pierre Changeux Jean-Pierre Changeux (; born 6 April 1936) is a French neuroscientist known for his research in several fields of biology, from the structure and function of proteins (with a focus on the allosteric proteins), to the early development of the ner ...
, and his associates Philippe Courrège and Antoine Danchin – and, their theory of selective stabilization of synapses.


= Synaptic modification

= Once the basic variegated anatomical structure of the primary repertoire of neuronal groups is laid down, it is more or less fixed. But given the numerous and diverse collection of neuronal group networks, there are bound to be functionally equivalent albeit anatomically non-
isomorphic In mathematics, an isomorphism is a structure-preserving mapping or morphism between two structures of the same type that can be reversed by an inverse mapping. Two mathematical structures are isomorphic if an isomorphism exists between the ...
neuronal groups and networks capable of responding to certain sensory input. This creates a competitive environment where neuronal groups proficient in their responses to certain inputs are "differentially amplified" through the enhancement of the synaptic efficacies of the selected neuronal group network. This leads to an increased probability that the same network will respond to similar or identical signals at a future time. This occurs through the strengthening of neuron-to-neuron synapses. These adjustments allow for neural plasticity along a fairly quick timetable.


Reentry

The third, and final, tenet of TNGS is reentry. Reentrant signalling "is based on the existence of reciprocally connected neural maps." These topobiological maps maintain and coordinate the real-time responses of multiple responding secondary repertoire networks, both unimodal and multimodal – and their reciprocal reentrant connections allow them to "maintain and sustain the spatiotemporal continuity in response to real-world signals." The last part of the theory attempts to explain how we experience spatiotemporal consistency in our interaction with environmental stimuli. Edelman called it "
reentry Atmospheric entry (sometimes listed as Vimpact or Ventry) is the movement of an object from outer space into and through the gases of an atmosphere of a planet, dwarf planet, or natural satellite. Atmospheric entry may be ''uncontrolled entr ...
" and proposes a model of reentrant signaling whereby a disjunctive, multimodal sampling of the same stimulus event correlated in time that make possible sustained physiological entrainment of distributed neuronal groups into temporally stable global behavioral units of action or perception. Put another way, multiple neuronal groups can be used to sample a given stimulus set in parallel and communicate between these disjunctive groups with incurred latency.


The extended theory of neuronal group selection – the dynamic core hypothesis

In the aftermath of his publication of ''Neural Darwinism'', Edelman continued to develop and extend his TNGS theory as well as his regulator hypothesis. Edelman would deal with the morphological issues in ''Topobiology'' and begin to extend the TNGS theory in ''The Remembered Present''. Periodically over the intervening years, Edelman would release a new update on his theory and the progress made. In ''The Remembered Present'', Edelman would observe that the mammalian central nervous system seemed to have two distinct morphologically organized systems – one the limbic-brain stem system which is primarily dedicated to "appetitive, consumatory, and defensive behavior"; The other system is the highly reentrant thalamocortical system, consisting of the thalamus along with the "primary and secondary sensory areas and association cortex" which are "linked strongly to exteroceptors and is closely and extensively mapped in a polymodal fashion."


The limbic-brain stem system – the interior world of signals

The neural anatomy of the hedonic feedback system resides in the brain stem, autonomic, endocrine, and
limbic system The limbic system, also known as the paleomammalian cortex, is a set of brain structures located on both sides of the thalamus, immediately beneath the medial temporal lobe of the cerebrum primarily in the forebrain.Schacter, Daniel L. 2012. ''P ...
s. This system communicates its evaluation of the visceral state to the rest of the central nervous system. Edelman calls this system the ''limbic-brain stem system''.


The thalamocortical system - the exterior world of signals

The thalamus is the gateway to the neocortex for all senses except olfactory. The spinothalamic tracts bring sensory information from the periphery to the thalamus, where multimodal sensory information is integrated and triggers the fast response subcortical reflexive motor responses via the amygdala, basal ganglia, hypothalamus and brainstem centers. Simultaneously, each sensory modality is also being sent to the cortex in parallel, for higher-order reflective analysis, multimodal sensorimotor association, and the engagement of the slow modulatory response that will fine-tune the subcortical reflexes.


The cortical appendages – the organs of succession

In ''The Remembered Present'', Edelman acknowledges the limits of his TNGS theory to model the temporal succession dynamics of motor behavior and memory. His early attempts at replication automata proved inadequate to the task of explaining the realtime sequencing and integration of the neuronal group interactions with other systems of the organism. "Neither the original theory nor simulated recognition automata deal in satisfactory detail with the successive ordering of events in time mediated by the several major brain components that contribute to memory, particularly as it relates to consciousness." This problem lead him to focus on what he called the organs of succession; the cerebellum, basal ganglia, and hippocampus.


Reception

An early review of the book ''Neural Darwinism'' in ''
The New York Review of Books ''The New York Review of Books'' (or ''NYREV'' or ''NYRB'') is a semi-monthly magazine with articles on literature, culture, economics, science and current affairs. Published in New York City, it is inspired by the idea that the discussion of ...
'' by Israel Rosenfield invited a lively response on the part of the neurosciences community. Edelman's views would be seen as an attack on the dominant paradigm of computational algorithms in cognitive psychology and computational neuroscience – inviting criticism from many corners. There would be copious complaints about the language difficulty. Some would see Edelman coming across as arrogant, or an interloper into the field of neuroscience, from neighboring molecular biology. There were legitimate arguments raised as to how much experimental and observational data had been gathered in support of the theory at that time. Or, if the theory was even original or not. But more often, rather than dealing with Edelman's critique of computational approaches, the criticism would be centered around whether Edelman's system was a truly proper Darwinian explanation. Nonetheless, ''Neural Darwinism'', both the book and the concept, received fairly broad critical acclaim. One of the most famous critiques of ''Neural Darwinism'' would be the 1989 critical review by
Francis Crick Francis Harry Compton Crick (8 June 1916 – 28 July 2004) was an English molecular biologist, biophysicist, and neuroscientist. He, James Watson, Rosalind Franklin, and Maurice Wilkins played crucial roles in deciphering the Nucleic acid doub ...
, ''Neural Edelmanism''. Francis Crick based his criticism on the basis that neuronal groups are instructed by the environment rather than undergoing blind variation. In 1988, the neurophysiologist William Calvin had proposed true replication in the brain, whereas Edelman opposed the idea of true replicators in the brain. Stephen Smoliar published another review in 1989. England, and its neuroscience community, would have to rely on bootleg copies of the book until 1990, but once the book arrive on English shores, the British social commentator and neuroscientist
Steven Rose Steven Peter Russell Rose (born 4 July 1938) is an English neuroscientist, author, and social commentator. He is an emeritus professor of biology and neurobiology at the Open University and Gresham College, London. Early life Born in London, U ...
was quick to offer both praise and criticism of its ideas, writing style, presumptions and conclusions. The ''New York Times'' writer George Johnson published "Evolution Between the Ears", a critical review of Gerald Edelman's 1992 book ''Brilliant Air, Brilliant Fire''. In 2014,
John Horgan John Joseph Horgan (August 7, 1959 – November 12, 2024) was a Canadian politician and diplomat who served as the 36th premier of British Columbia from 2017 to 2022 and the ambassador of Canada to Germany from 2023 to 2024. He led the Briti ...
wrote a to Gerald Edelman in ''
Scientific American ''Scientific American'', informally abbreviated ''SciAm'' or sometimes ''SA'', is an American popular science magazine. Many scientists, including Albert Einstein and Nikola Tesla, have contributed articles to it, with more than 150 Nobel Pri ...
'', highlighting both his arrogance, brilliance, and idiosyncratic approach to science. It has been suggested by Chase Herrmann-Pillath that
Friedrich Hayek Friedrich August von Hayek (8 May 1899 – 23 March 1992) was an Austrian-born British academic and philosopher. He is known for his contributions to political economy, political philosophy and intellectual history. Hayek shared the 1974 Nobe ...
had earlier proposed a similar idea in his book ''The Sensory Order: An Inquiry into the Foundations of Theoretical Psychology'', published in 1952. Other leading proponents of a selectionist proposals include Jean-Pierre Changeux (1973, 1985),
Daniel Dennett Daniel Clement Dennett III (March 28, 1942 – April 19, 2024) was an American philosopher and cognitive scientist. His research centered on the philosophy of mind, the philosophy of science, and the philosophy of biology, particularly as those ...
, and Linda B. Smith. Reviews of Edelman's work would continue to be published as his ideas spread. A recent review by Fernando, Szathmary and Husbands explains why Edelman's neural Darwinism is not Darwinian because it does not contain units of evolution as defined by
John Maynard Smith John Maynard Smith (6 January 1920 – 19 April 2004) was a British mathematical and theoretical biology, theoretical and mathematical evolutionary biologist and geneticist. Originally an aeronautical engineer during the Second World War, he ...
. It is selectionist in that it satisfies the
Price equation In the theory of evolution and natural selection, the Price equation (also known as Price's equation or Price's theorem) describes how a trait or allele changes in frequency over time. The equation uses a covariance between a trait and fitness, t ...
, but there is no mechanism in Edelman's theory that explains how information can be transferred between neuronal groups. A recent theory called ''evolutionary neurodynamics'' being developed by Eors Szathmary and Chrisantha Fernando has proposed several means by which true replication may take place in the brain. These neuronal models have been extended by Fernando in a later paper. In the most recent model, three plasticity mechanisms i) multiplicative STDP, ii) LTD, and iii) Heterosynaptic competition, are responsible for copying of connectivity patterns from one part of the brain to another. Exactly the same plasticity rules can explain experimental data for how infants do causal learning in the experiments conducted by Alison Gopnik. It has also been shown that by adding Hebbian learning to neuronal replicators the power of neuronal evolutionary computation may actually be greater than natural selection in organisms.


See also

* Anthropic mechanism *
Complex adaptive system A complex adaptive system (CAS) is a system that is ''complex'' in that it is a dynamic network of interactions, but the behavior of the ensemble may not be predictable according to the behavior of the components. It is '' adaptive'' in that the ...
*
Darwinism ''Darwinism'' is a term used to describe a theory of biological evolution developed by the English naturalist Charles Darwin (1809–1882) and others. The theory states that all species of organisms arise and develop through the natural sel ...
*
Evolutionary psychology Evolutionary psychology is a theoretical approach in psychology that examines cognition and behavior from a modern evolutionary perspective. It seeks to identify human psychological adaptations with regard to the ancestral problems they evolved ...
*
Genetic programming Genetic programming (GP) is an evolutionary algorithm, an artificial intelligence technique mimicking natural evolution, which operates on a population of programs. It applies the genetic operators selection (evolutionary algorithm), selection a ...
*
Long-term potentiation In neuroscience, long-term potentiation (LTP) is a persistent strengthening of synapses based on recent patterns of activity. These are patterns of synaptic activity that produce a long-lasting increase in signal transmission between two neuron ...
*
Meme A meme (; ) is an idea, behavior, or style that Mimesis, spreads by means of imitation from person to person within a culture and often carries symbolic meaning representing a particular phenomenon or theme. A meme acts as a unit for carrying c ...
*
Modern Synthesis Modern synthesis or modern evolutionary synthesis refers to several perspectives on evolutionary biology, namely: * Modern synthesis (20th century), the term coined by Julian Huxley in 1942 to denote the synthesis between Mendelian genetics and s ...
*
Neurodevelopment The development of the nervous system in humans, or neural development, or neurodevelopment involves the studies of embryology, developmental biology, and neuroscience. These describe the cellular and molecular mechanisms by which the complex ...
*
Psychological nativism In the field of psychology, nativism is the view that certain skills or abilities are "native" or hard-wired into the brain at birth. This is in contrast to the "blank slate" or view, which states that the brain has inborn capabilities for learni ...
* Society of mind theory * The Neurosciences Institute *
Universal Darwinism Universal Darwinism, also known as generalized Darwinism, universal selection theory, or Darwinian metaphysics, is a variety of approaches that extend the theory of Darwinism beyond its original domain of biological evolution on Earth. Univer ...


Notes


Citations


References

* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * (originally published in ''
Artificial Intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
'' 39 (1989) 121–139.) * * * {{cite journal , last1= Young , first1= J.Z. , last2= Ayala , first2= Francisco J. , last3= Szentagothai , first3= J. , title= Neural Darwinism: An Exchange (reply by Israel Rosenfield) , journal= The New York Review of Books , date= March 12, 1987 , volume= 34 , issue= 4 , url= https://www.nybooks.com/articles/1987/03/12/neural-darwinism-an-exchange/ , access-date= April 27, 2021


Further reading


How Brains Think: Evolving Intelligence, Then and Now by William H. Calvin



External links


The Complete Work of Charles Darwin Online
* Wikiversity –
Neuroscience Neuroscience is the scientific study of the nervous system (the brain, spinal cord, and peripheral nervous system), its functions, and its disorders. It is a multidisciplinary science that combines physiology, anatomy, molecular biology, ...
* Wikiversity – Fundamentals of Neuroscience * Wikiversity – Introduction to Non-Genetic Darwinism * Webpage o
William Calvin
* Webpage o
Daniel Dennett
* Webpage o

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