Brain size
The size of the brain is a frequent topic of study within the fields of anatomy and evolution. Brain size is sometimes measured by weight and sometimes by volume (via MRI scans or by skull volume). Neuroimaging intelligence testing can be used to study brain size. One question that has been frequently investigated is the relation of brain size to intelligence.
Humans
The balance of findings for human brain size, largely based on participants of European ancestry, indicates an average adult brain volume of 1130 cubic centimeters (cm3) for women and 1260 cm3 for men. There is, however, substantial variation;[1] a study of 46 adults aged 22–49 years and of mainly European descent found an average brain volume of 1273.6 cm3 for men, ranging from 1052.9 to 1498.5 cm3, and 1131.1 cm3 for women, ranging from 974.9 to 1398.1 cm3.[2] According to a study published by Smith and Beals im 1990, based on measurements of approximately 20,000 crania from 87 populations worldwide, arctic indigenous peoples have the biggest brains in the world, with an average volume of 1,443 cm3, followed by East Asians and Europeans. Among the latter, Italians have the biggest brains.[3]
The right cerebral hemisphere is typically larger than the left, whereas the cerebellar hemispheres are typically closer in size. The adult human brain weighs on average about 1.5 kg (3.3 lb)[4] with a volume of around 1130 cm3 in women and 1260 cm3 in men, although there is substantial individual variation.[5]
Evolution
From early primates to hominids and finally to Homo sapiens, the human brain has continued to grow. The volume of the human brain has increased as humans have evolved (see Homininae), starting from about 600 cm3 in Homo habilis up to 1600 cm3 in Homo neanderthalensis, which was the hominid with the biggest brain size.[6] The increase in brain size stopped with neanderthals. Since then, the average brain size has been shrinking over the past 28,000 years.[7] The cranial capacity has decreased from around 1,550 cm3 to around 1,440 cm3 in males while the female cranial capacity has shrunk from around 1,500 cm3 to around 1,240 cm3.[8] Other sources with bigger sample sizes of modern Homo sapiens find approximately the same cranial capacity for males but a higher cranial capacity of around 1330 cm3 in females.[9]
In recent years, experiments have been conducted drawing conclusions to brain size in association to the gene mutation that causes MCPH, a neural developmental disorder that affects cerebral cortical volume.[10]
Biogeographic variation
A number of studies have found correlation between variation in brain size in cranial capacity and geographic ancestry in humans.[11][12] This variation in cranial capacity is believed to be primarily caused by climatic adaptation that favor large round heads in colder climates because they conserve heat and slender heads in warm climates closer to the equator (See Bergmann's rule and Allen's rule).[13]
The largest study done on the subject of geographic variation in brain size is the 1984 study Brain Size, Cranial Morphology, Climate, and Time Machines. The study found that human brain size varied with latitude of biogeographic ancestry.[11] The relationship between latitude and cranial size is described in the study as an example of Bergmann’s principle that crania are more spherical in cold climates because mass increases relative to surface area to conserve core temperatures and behaves independently of "race".
Sex
Overall, there is a background of similarity between adult brain volume measures of people of differing ages and sexes. Nevertheless, underlying structural asymmetries do exist. There is variation in child development in the size of different brain structures between individuals and genders.[14] A human baby's brain at birth averages 369 cm3 and increases, during the first year of life, to about 961 cm3, after which the growth rate declines. Brain volume peaks at the age of 40, after which it begins declining at 5% per decade, speeding up around 70.[15] Average adult male brain weight is 1,345 gram, while an adult female has an average brain weight of 1,222 gram.[16] Males have been found to have on average greater cerebral, cerebellar and cerebral cortical lobar volumes, except possibly left parietal.[17] The gender differences in size vary by more specific brain regions. Studies have tended to indicate that men have a relatively larger amygdala and hypothalamus, while women have a relatively larger caudate and hippocampi. When covaried for intracranial volume, height, and weight, the balance of Kelly (2007) indicates women have a higher percentage of gray matter, whereas men have a higher percentage of white matter and cerebrospinal fluid. There is high variability between individuals in these studies, however.[1]
However, Yaki (2011) found no statistically significant gender differences in the gray matter ratio for most ages (grouped by decade), except in the 3rd and 6th decades of life in the sample of 758 women and 702 men aged 20–69.[18] The average male in their third decade (ages 20–29) had a significantly higher gray matter ratio than the average female of the same age group. In contrast, among subjects in their sixth decade, the average woman had a significantly larger gray matter ratio, though no meaningful difference was found among those in their 7th decade of life.
Total cerebral and gray matter volumes peak during the ages from 10–20 years (earlier in girls than boys), whereas white matter and ventricular volumes increase. There is a general pattern in neural development of childhood peaks followed by adolescent declines (e.g. synaptic pruning). Consistent with adult findings, average cerebral volume is approximately 10% larger in boys than girls. However, such differences should not be interpreted as imparting any sort of functional advantage or disadvantage; gross structural measures may not reflect functionally relevant factors such as neuronal connectivity and receptor density, and of note is the high variability of brain size even in narrowly defined groups, for example children at the same age may have as much as a 50% differences in total brain volume.[19] Young girls have on average relative larger hippocampal volume, whereas the amygdalae are larger in boys.[1]
Significant dynamic changes in brain structure take place through adulthood and aging, with substantial variation between individuals. In later decades, men show greater volume loss in whole brain volume and in the frontal lobes, and temporal lobes, whereas in women there is increased volume loss in the hippocampi and parietal lobes.[1] Men show a steeper decline in global gray matter volume, although in both sexes it varies by region with some areas exhibiting little or no age effect. Overall white matter volume does not appear to decline with age, although there is variation between brain regions.[20]
Genetic contribution
Adult twin studies have indicated high heritability estimates for overall brain size in adulthood (between 66% and 97%). The effect varies regionally within the brain, however, with high heritabilities of frontal lobe volumes (90-95%), moderate estimates in the hippocampi (40-69%), and environmental factors influencing several medial brain areas. In addition, lateral ventricle volume appears to be mainly explained by environmental factors, suggesting such factors also play a role in the surrounding brain tissue. Genes may cause the association between brain structure and cognitive functions, or the latter may influence the former during life. A number of candidate genes have been identified or suggested, but they await replication.[21][22]
Intelligence
Studies demonstrate a correlation between brain size and intelligence, with larger brains predicting higher intelligence. It is however not clear if the correlation is causal.[23] The majority of MRI studies report moderate correlations around 0.3 to 0.4 between brain volume and intelligence.[24][25] The most consistent associations are observed within the frontal, temporal, and parietal lobes, the hippocampus, and the cerebellum, but only account for a relatively small amount of variance in IQ, which suggests that while brain size may be related to human intelligence, other factors also play a role.[25][26] In addition, brain volumes do not correlate strongly with other and more specific cognitive measures.[2] In men, IQ correlates more with gray matter volume in the frontal lobe and parietal lobe, which is roughly involved in sensory integration and attention, whereas in women it correlates with gray matter volume in the frontal lobe and Broca's area, which is involved in language.[1]
Research measuring brain volume, P300 auditory evoked potentials, and intelligence shows a dissociation, such that both brain volume and speed of P300 correlate with measured aspects of intelligence, but not with each other.[27][28] Evidence conflicts on the question of whether brain size variation also predicts intelligence between siblings, with some studies finding moderate correlations and others finding none.[23] A recent review by Nesbitt, Flynn et al. (2012) point out that crude brain size is unlikely to be a good measure of IQ, for example brain size also differs between men and women, but without well documented differences in IQ.[29]
A discovery in recent years is that the structure of the adult human brain changes when a new cognitive or motor skill, including vocabulary, is learned.[30] Structural neuroplasticity (increased gray matter volume) has been demonstrated in adults after three months of training in a visual-motor skill, with the qualitative change (i.e. learning of a new task) appearing more critical for the brain to change its structure than continued training of an already-learned task. Such changes (e.g. revising for medical exams) have been shown to last for at least 3 months without further practicing; other examples include learning novel speech sounds, musical ability, navigation skills and learning to read mirror-reflected words.[31][32]
Other animals
The largest brains are those of sperm whales, weighing about 8 kg (18 lb). An elephant's brain weighs just over 5 kg (11 lb), a bottlenose dolphin's 1.5 to 1.7 kg (3.3 to 3.7 lb), whereas a human brain is around 1.3 to 1.5 kg (2.9 to 3.3 lb). Brain size tends to vary according to body size. The relationship is not proportional, though: the brain-to-body mass ratio varies. The largest ratio found is in the shrew.[33] Averaging brain weight across all orders of mammals, it follows a power law, with an exponent of about 0.75.[34] There are good reasons to expect a power law: for example, the body-size to body-length relationship follows a power law with an exponent of 0.33, and the body-size to surface-area relationship follows a power law with an exponent of 0.67. The explanation for an exponent of 0.75 is not obvious; however, it is worth noting that several physiological variables appear to be related to body size by approximately the same exponent—for example, the basal metabolic rate.[35]
This power law formula applies to the "average" brain of mammals taken as a whole, but each family (cats, rodents, primates, etc.) departs from it to some degree, in a way that generally reflects the overall "sophistication" of behavior.[36] Primates, for a given body size, have brains 5 to 10 times as large as the formula predicts. Predators tend to have relatively larger brains than the animals they prey on; placental mammals (the great majority) have relatively larger brains than marsupials such as the opossum. A standard formula for assessing an animal's brain size compared to what would be expected from its body size is known as the encephalization quotient. The encephalization quotient for humans is approximately 4.6.[37]
When the mammalian brain increases in size, not all parts increase at the same rate.[38] In particular, the larger the brain of a species, the greater the fraction taken up by the cortex. Thus, in the species with the largest brains, most of their volume is filled with cortex: this applies not only to humans, but also to animals such as dolphins, whales or elephants.The evolution of Homo sapiens over the past two million years has been marked by a steady increase in brain size, but much of it can be accounted for by corresponding increases in body size.[39] There are, however, many departures from the trend that are difficult to explain in a systematic way: in particular, the appearance of modern man about 100,000 years ago was marked by a decrease in body size at the same time as an increase in brain size. Even so, it is noteworthy that Neanderthals, which became extinct about 40,000 years ago, had larger brains than modern Homo sapiens.[40]
Not all investigators are happy with the amount of attention that has been paid to brain size. Roth and Dicke, for example, have argued that factors other than size are more highly correlated with intelligence, such as the number of cortical neurons and the speed of their connections.[41] Moreover they point out that intelligence depends not just on the amount of brain tissue, but on the details of how it is structured. It is also well known that crows, ravens, and African gray parrots are quite intelligent even though they have small brains.
While humans have the largest encephalization quotient of extant animals, it is not out of line for a primate. Gorillas are out of line, having a smaller brain to body ratio than would be expected.[42][43] Some other anatomical trends are correlated in the human evolutionary path with brain size: the basicranium becomes more flexed with increasing brain size relative to basicranial length.[44]
Cranial capacity
Cranial capacity is a measure of the volume of the interior of the cranium (also called the braincase or brainpan or skull) of those vertebrates who have both a cranium and a brain. The most commonly used unit of measure is the cubic centimetre or cm3. The volume of the cranium is used as a rough indicator of the size of the brain, and this in turn is used as a rough indicator of the potential intelligence of the organism. Cranial Capacity is often tested by filling the cranial cavity with particulate material (as mustard seed or small shot) and measuring the volume of the latter. However, this method of measuring cranial capacity must be validated in each species to know whether it is an accurate representation of the braincase.[45][46] A more accurate way of measuring cranial capacity, is to make an endocranial cast and measure the amount of water the cast displaces. In the past there have been dozens of studies done to estimate cranial capacity on skulls, most of these studies have been done on dry skull using linear dimensions, packing methods or occasionally radiological methods.[47]
Knowledge of the volume of the cranial cavity can be important information for the study of different populations with various differences like geographical, racial, or ethnic origin. Other things can also affect cranial capacity such as nutrition.[48] It is also used to study correlating between cranial capacity with other cranial measurements and in comparing skulls from different beings. It is commonly used to study abnormalities of cranial size and shape or aspects of growth and development of the volume of the brain.[49] Cranial capacity is an indirect approach to test the size of the brain. A few studies on cranial capacity have been done on living beings through linear dimensions.[50]
However, larger cranial capacity is not always indicative of a more intelligent organism, since larger capacities are required for controlling a larger body, or in many cases are an adaptive feature for life in a colder environment. For instance, among modern Homo Sapiens, northern populations have a 20% larger visual cortex than those in the southern latitude populations, and this potentially explains the population differences in brain size (and roughly cranial capacity).[51][52] Neurological functions are determined more by the organization of the brain rather than the volume. Individual variability is also important when considering cranial capacity, for example the average Neanderthal cranial capacity for females was 1300 cm3 and 1600 cm3 for males [53]
In an attempt to use cranial capacity as an objective indicator of brain size, the encephalization quotient (EQ) was developed in 1973 by Harry Jerison. It compares the size of the brain of the specimen to the expected brain size of animals with roughly the same weight.[54] This way a more objective judgement can be made on the cranial capacity of an individual animal. A large scientific collection of brain endocasts and measurements of cranial capacity has been compiled by Holloway.[55]
Examples of cranial capacity
Apes
- Orangutans: 275–500 cm3 (16.8–30.5 cu in)
- Chimpanzees: 275–500 cm3 (16.8–30.5 cu in)
- Gorillas: 340–752 cm3 (20.7–45.9 cu in)
Early Hominids
- Neanderthals: 1,500–1,800 cm3 (92–110 cu in)
- Australopithecus afarensis; 438 cm3[56]
- Australopithecus africanus 452 cm3[57]
- Paranthropus boisei 521 cm3
- Paranthropus robustus 530 cm3
See also
- Brain-to-body mass ratio
- Craniometry — includes historical discussion
- Neuroscience and intelligence
- Human brain
Notes
- 1 2 3 4 5 Cosgrove et al., 2007
- 1 2 Allen et al., 2002
- ↑ "Race Differences in Intelligence, Lynn et al. (2006) (PDF)" (PDF).
- ↑ Parent, A; Carpenter MB (1995). "Ch. 1". Carpenter's Human Neuroanatomy. Williams & Wilkins. ISBN 978-0-683-06752-1.
- ↑ Cosgrove, KP; Mazure CM; Staley JK (2007). "Evolving knowledge of sex differences in brain structure, function, and chemistry". Biol Psychiat 62 (8): 847–55. doi:10.1016/j.biopsych.2007.03.001. PMC 2711771. PMID 17544382.
- ↑ "Neanderthal man". infoplease.
- ↑ "If Modern Humans Are So Smart, Why Are Our Brains Shrinking?". DiscoverMagazine.com. 2011-01-20. Retrieved 2014-03-05.
- ↑ Henneberg, Maciej (1988). "Decrease of human skull size in the Holocene". Human Biology 60: 395–405. JSTOR 41464021.
- ↑ Rushton, John Philippe (1992). "Cranial capacity related to sex, rank, and race in a stratified random sample of 6,325 U.S. military personnel". Intelligence 16 (3-4): 401–413. doi:10.1016/0160-2896(92)90017-l.
- ↑ Kouprina, Natalay; Pavlicek, Adam; Mochida, Ganeshwaran H.; Solomon, Gregory; Gersch, William; Yoon, Young-Ho; Collura, Randall; Ruvolo, Maryellen; Barrett, J. Carl; Woods, C. Geoffrey; Walsh, Christopher A.; Jurka, Jerzy; Larionov, Vladimir (2004). "Accelerated Evolution of the ASPM Gene Controlling Brain Size Begins Prior to Human Brain Expansion". PLoS Biology 2 (5): e126. doi:10.1371/journal.pbio.0020126. Retrieved 19 February 2015.
- 1 2 "Brain Size, Cranial Morphology, Climate, and Time Machines" (PDF). Kenneth L. Beals, Courtland L. Smith, and Stephen M. Dodd. 3 June 1984.
- ↑ "Morphological Adaptation to Climate in Modern Homo sapiens Crania: The Importance of Basicranial Breadth". Wioletta Nowaczewska, Pawe D browski1 and Lukasz KuŸmiñski.
- ↑ James Mielke, Lyle W. Konigsberg & John Relethford. 2006. Human biological variation". Oxford University Press 274-75
- ↑ Lange et al., 1997
- ↑ Peters, R. "Ageing and the brain". ncbi.nlm. National Institutes of Health.
- ↑ Kelley Hays, David S. Reader in Gender archaeology. Routlegde. Retrieved 2014-09-21.
- ↑ Carne et al., 2006
- ↑ Taki, Y.; Thyreau, B.; Kinomura, S.; Sato, K.; Goto, R.; Kawashima, R.; Fukuda, H. (2011). He, Yong, ed. "Correlations among Brain Gray Matter Volumes, Age, Gender, and Hemisphere in Healthy Individuals". PLoS ONE 6 (7): e22734. doi:10.1371/journal.pone.0022734. PMC 3144937. PMID 21818377.
- ↑ Giedd, 2008
- ↑ Good et al., 2001
- ↑ Peper, 2007
- ↑ Zhang, 2003
- 1 2 Nisbett et al. 2012b, p. 142.
- ↑ McDaniel, Michael (2005). "Big-brained people are smarter" (PDF). Intelligence 33: 337–346. doi:10.1016/j.intell.2004.11.005.
- 1 2 Luders et al., 2008
- ↑ Hoppe & Stojanovic, 2008
- ↑ Egan et al., 1993
- ↑ Egan et al, 1995
- ↑ Nisbett et al. 2012b.
- ↑ Lee et al., 2007
- ↑ Driemeyer et al., 2008
- ↑ Ilg et al., 2008
- ↑ Kevin Kelly. "The Technium: Brains of White Matter". kk.org.
- ↑ Armstrong, 1983
- ↑ Savage et al., 2004
- ↑ Jerison, Evolution of the Brain and Intelligence
- ↑ Aiello & Wheeler, 1995
- ↑ Finlay et al., 2001
- ↑ Kappelman, 1993
- ↑ Holloway, 1995
- ↑ Roth & Dicke, 2005
- ↑ "Size isn't everything: The big brain myth" by Alison Motluk, New Scientist, July 31, 2010, pp. 38-41.
- ↑ Azevedo, F. A. C.; Carvalho, L. R. B.; Grinberg, L. T.; Farfel, J. M.; Ferretti, R. E. L.; Leite, R. E. P.; Jacob Filho, W. J.; Lent, R.; Herculano-Houzel, S. (2009). "Equal numbers of neuronal and nonneuronal cells make the human brain an isometrically scaled-up primate brain". The Journal of Comparative Neurology 513 (5): 532–541. doi:10.1002/cne.21974. PMID 19226510.
We find that the adult male human brain contains on average 86.1 ± 8.1 billion NeuN-positive cells (“neurons”) and 84.6 ± 9.8 billion NeuN-negative (“nonneuronal”) cells. [...] These findings challenge the common view that humans stand out from other primates in their brain composition and indicate that, with regard to numbers of neuronal and nonneuronal cells, the human brain is an isometrically scaled-up primate brain.
- ↑ Ross & Henneberg, 1995
- ↑ Logan & Clutton-Brock (2013). "Validating methods for estimating endocranial volume in individual red deer (Cervus elaphus)" (PDF). Behavioural Processes 92: 143–146. doi:10.1016/j.beproc.2012.10.015.
- ↑ Logan & Palmstrom (2015). "Can endocranial volume be estimated accurately from external skull measurements in great-tailed grackles (Quiscalus mexicanus)?". PeerJ 3: e1000. doi:10.7717/peerj.1000.
- ↑ Ezejindu D.N., 1Chinweife K. C., 2 Ihentuge C.J., 2Uloleme G. C (2013). "Studies of Cranial Capacity between the Ages of 14 – 20 Yrs of Ogidi People of Anambra State, Nigeria." (PDF). Journal of Dental and Medical Sciences.
- ↑ J. Philippe Rushton, Arthur R. Jensen. "THIRTY YEARS OF RESEARCH ON RACE DIFFERENCES IN COGNITIVE ABILITY" (PDF). American Psychological Association.
- ↑ Ezejindu D.N., Chinweife K. C., Ihentuge C.J., Uloleme G. C. "Studies of Cranial Capacity between the Ages of 14 – 20 Yrs of Ogidi People of Anambra State, Nigeria." (PDF). Journal of Dental and Medical Sciences.
- ↑ Ezejindu D.N., Chinweife K. C., Ihentuge C.J., 2Uloleme G. C. "Studies of Cranial Capacity between the Ages of 14 – 20 Yrs of Ogidi People of Anambra State, Nigeria." (PDF). Journal of Dental and Medical Sciences.
- ↑ "BBC News - Dark winters 'led to bigger human brains and eyeballs'". BBC News.
- ↑ Alok Jha. "People at darker, higher latitudes evolved bigger eyes and brains". the Guardian.
- ↑ Stanford, C., Allen, J.S., Anton, S.C., Lovell, N.C. (2009). Biological Anthropology: the Natural History of Humankind. Toronto: Pearson Canada. p. 301
- ↑ Campbell, G.C., Loy, J.D., Cruz-Uribe, K. (2006). Humankind Emerging: Ninth Edition. Boston: Pearson. p346
- ↑ Holloway, Ralph L., Yuan, M. S., and Broadfield, D.C. (2004). The Human Fossil Record: Brain Endocasts: The Paleoneurological Evidence. New York. John Wiley & Sons Publishers (http://www.columbia.edu/~rlh2/PartII.pdf and http://www.columbia.edu/~rlh2/available_pdfs.html for further references).
- ↑ Lieberman, Daniel. THE EVOLUTION OF THE HUMAN HEAD. p. 433.
- ↑ Lieberman, Daniel. THE EVOLUTION OF THE HUMAN HEAD. p. 435.
References
- Aiello, L; Wheeler, P (1995). "The Expensive Tissue Hypothesis: The Brain and the Digestive System in Human and Primate Evolution" (PDF). Current Anthropology 36 (2): 199–221. doi:10.1086/204350. Retrieved 15 April 2011.
- Allen, JS; Damasio H; Grabowski TJ (2002). "Normal neuroanatomical variation in the human brain: An MRI-volumetric study". Am J Phys Anthropol 118 (4): 341–58. doi:10.1002/ajpa.10092. PMID 12124914.
- Armstrong, E (1983). "Relative brain size and metabolism in mammals". Science 220 (4603): 1302–4. doi:10.1126/science.6407108. PMID 6407108.
- Carne, RP; Vogrin S; Litewka L; Cook MJ (2006). "Cerebral cortex: An MRI-based study of volume and variance with age and sex". J Clin Neurosci 13 (1): 60–72. doi:10.1016/j.jocn.2005.02.013. PMID 16410199.
- Cosgrove, KP; Mazure CM; Staley JK (2007). "Evolving Knowledge of Sex Differences in Brain Structure, Function and Chemistry". Biol Psychiat 62 (8): 847–55. doi:10.1016/j.biopsych.2007.03.001. PMC 2711771. PMID 17544382.
- Driemeyer, J; Boyke, J; Gaser, C; Buchel, C; May, A (2008). Eagleman, David M., ed. "Changes in Gray Matter Induced by Learning—Revisited". PLoS ONE 3 (7): 7. doi:10.1371/journal.pone.0002669. PMC 2447176. PMID 18648501.
- Egan, V; Chiswick A; Santosh C; Naidu K; Rimmington JE; Best JJK (1993). "Size isn’t everything: A study of brain volume, intelligence and auditory evoked potentials". Pers Ind Diff 17 (3): 357–367. doi:10.1016/0191-8869(94)90283-6.
- Egan, V; Wickett JC; Vernon PA (1995). "Brain size and intelligence: Erratum,addendum, and correction." (PDF). Personality and Individual Differences 19 (1): 113–115. doi:10.1016/0191-8869(95)00043-6.
- Finlay, BL; Darlington RB; Nicastro N (2001). "Developmental structure in brain evolution" (PDF). Behav Brain Sci 24 (2): 263–308. doi:10.1017/S0140525X01003958. PMID 11530543.
- Giedd, JN (2008). "The teen brain: insights from neuroimaging" (PDF). J Adolescent Health 42 (4): 335–43. doi:10.1016/j.jadohealth.2008.01.007. PMID 18346658.
- Good CD, Johnsrude IS, Ashburner J, Henson RN, Friston KJ, Frackowiak RS (2001). "A voxel-based morphometric study of ageing in 465 normal adult human brains". NeuroImage 14 (1 Pt 1): 21–36. doi:10.1006/nimg.2001.0786. PMID 11525331.
- Holloway, RL (1995). Changeaux JP, Chavillon J, ed. Origins of the Human Brain. Clarendon. pp. 42–54. ISBN 978-0-19-852307-9.
- Ilg, R; Wohlschläger AM; Gaser C; Liebau Y; Dauner R; Wöller A; Zimmer C; Zihl J; Mühlau M (2008). "Gray matter increase induced by practice correlates with task-specific activation: a combined functional and morphometric magnetic resonance imaging study". J Neurosci 28 (16): 4210–5. doi:10.1523/JNEUROSCI.5722-07.2008. PMID 18417700.
- Jerison, HJ (1973). Evolution of the Brain and Intelligence. Academic Press. ISBN 978-0-12-385250-2.
- Kappelman, J (1993). "The evolution of body mass and relative brain size in fossil hominids". Journal of Human Evolution 30 (3): 243–76. doi:10.1006/jhev.1996.0021.
- Lange, N; Giedd JN; Castellanos FX; Vaituzis AC; Rapoport JL (1997). "Variability of human brain structure size: ages 4–20 years". Psychiat Res: Neuroimaging 74 (6): 1–12. doi:10.1016/S0925-4927(96)03054-5. PMID 10710158.
- Lee, H; Devlin JT; Shakeshaft C; Stewart LH; Brennan A; Glensman J; Pitcher K; Crinion J; Mechelli A; Frackowiak RS; Green DW; Price CJ (2007). "Anatomical traces of vocabulary acquisition in the adolescent brain". J Neurosci 27 (5): 1184–9. doi:10.1523/JNEUROSCI.4442-06.2007. PMID 17267574.
- Hoppe, C; Stojanovic J (2008). "High-aptitude minds: the neurological roots of genius". Scientific American.
- Luders, E; Narr KL; Thompson PM; Toga AW (2008). "Neuroanatomical Correlates of Intelligence". Intelligence 37 (2): 156–163. doi:10.1016/j.intell.2008.07.002. PMC 2770698. PMID 20160919.
- Peper, JS; Brouwer, RM; Boomsma, DI; Kahn, RS; Hulshoff Pol, HE (2007). "Genetic influences on human brain structure: A review of brain imaging studies in twins". Human Brain Mapping 28 (6): 464–73. doi:10.1002/hbm.20398. PMID 17415783.
- Ross, C; Henneberg M (1995). "Basicranial flexion, relative brain size, and facial kyphosis in Homo sapiens and some fossil hominids" (PDF). Am J Phys Anthropol 98 (4): 575–93. doi:10.1002/ajpa.1330980413. PMID 8599387.
- Roth, G; Dicke U (2005). "Evolution of the brain and intelligence" (PDF). Trends Cogn Sci 9 (5): 250–7. doi:10.1016/j.tics.2005.03.005. PMID 15866152.
- Savage, MV; Gillooly JF; Woodruff WH; West GB; Allen AP; Enquist BJ; Brown JH (2004). "The predominance of quarter-power scaling in biology". Functional Ecol 18 (2): 257–82. doi:10.1111/j.0269-8463.2004.00856.x.
- Zhang, J (2003). "Evolution of the human ASPM gene, a major determinant of brain size". Genetics 165 (4): 2063–70. PMC 1462882. PMID 14704186.
Further reading
- Jabr, Ferris (28 November 2015). "How Humans Ended Up With Freakishly Huge Brains". Wired. Retrieved 29 November 2015.
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