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On the genetic architecture of intelligence and other quantitative traits

Stephen D. H. Hsu

2014 · arXiv

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From the abstract

How do genes affect cognitive ability or other human quantitative traits such as height or disease risk? Progress on this challenging question is likely to be significant in the near future. I begin with a brief review of psychometric measurements of intelligence, introducing the idea of a "general factor" or g score. The main results concern the stability, validity (predictive power), and heritability of adult g. The largest component of genetic variance for both height and intelligence is additive (linear), leading to important simplifications in predictive modeling and statistical estimation. Due mainly to the rapidly decreasing cost of genotyping, it is possible that within the coming decade researchers will identify loci which account for a significant fraction of total g variation. In the case of height analogous efforts are well under way. I describe some unpublished results concerning the genetic architecture of height and cognitive ability, which suggest that roughly 10k moderately rare causal variants of mostly negative effect are responsible for normal population variation. Using results from Compressed Sensing (L1-penalized regression), I estimate the statistical power required to characterize both linear and nonlinear models for quantitative traits. The main unknown parameter s (sparsity) is the number of loci which account for the bulk of the genetic variation. The required sample size is of order 100s, or roughly a million in the case of cognitive ability.

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11 selected excerpts · 11 total mentions

noch
Neutral mention · rule
The article you linked to is helpful but makes several important claims/conclusions that have been convincingly disproved/challenged in the time since 1996. For instance, it claims: > In fact IQ is a great example of a trait that is highly heritable but not genetically determined [...] However, "On the genetic architecture of intelligence and other quantitative traits" (Hsu, 2014, https://arxiv.org/abs/1408.3421) which cites a substantial amount of supporting research, notes: "The largest component of genetic variance for both height and intelligence is additive(linear), leading to important simplifications in predictive modeling and statistical estimation. Due mainly to…
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the rapidly decreasing cost of genotyping, it is possible that within the coming decade researchers will identify loci which account for a significant fraction of total g variation." Block(1996) also incorrectly asserts that: > IQ is enormously affected by normal environmental variation, and in ways that are not well understood. [...] IQ is very reactive to changes in environments in the normal range. From Hsu(2014): "[W]ithin a range of favourable environments (i.e., providing good nutrition, hygiene, and access to education) evidence strongly supports the claim that individual differences in cognitive ability are largely associated with genetic differences.
gwern
Neutral mention · rule
Well, it wasn't wrong, necessarily. A large project in 2013 to start uncovering the genetics of intelligence did in fact finally succeed and end the debate over the heritability of intelligence once and for all. It just wasn't BGI's project... Hsu has acknowledged that it didn't work out, but BGI's primarily organizational failure, and intelligence/genetics research since then IMO, doesn't undermine any of his broader claims as expressed in https://arxiv.org/abs/1408.3421 but supports them - intelligence is definitely highly heritable and reasonably close to the classic twin estimates, mostly genetically correlated with good things so boosting it will have mostly…
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unintended good consequences, mostly additive so the extrapolations will work out at least several SDs, etc, all of which implies that very large boosts in intelligence are possible. And if BGI had been able to merely 10x its sample size, it really would have managed to find interesting things due to the enrichment & better phenotyping than SSGAC; but it was too small then (the approach works better, just not better enough). The main implication of the BGI failure is mostly that selection has a bit more potential than thought (more small variants to gradually increase), and editing will be a bit harder than thought (no big rare variants to edit one by one).
defen
Neutral mention · rule
> But not a straight linear additive effect. It mostly is when you're talking about "why person X has a higher IQ than person Y". It's not when you're asking why or how humans have intelligence at all, obviously. https://arxiv.org/abs/1408.3421
rlanday
Neutral mention · rule
There's reason to believe that the combined effect from all these different gene variants is approximately linear. Effects caused by multiple variants interacting are difficult for natural selection to operate on because of the way sexual reproduction works. See section 3.1 of this paper, "On the genetic architecture of intelligence and other quantitative traits": https://arxiv.org/abs/1408.3421
Moshe_Silnorin
Neutral mention · rule
I agree with this, but not a popular opinion. Hence the down votes you are getting. Korea and China don't have the same memetic immune response to such ideas, injecting one's children with growth hormone in hope of increasing future job prospects, for example, is extremely common in Korea. I suspect embryo selection and generic engineering for increased IQ will take off in East Asia first. Then we will be forced to allow it to compete. 50+ more IQ points looks very possible: https://arxiv.org/abs/1408.3421 However, any significant lag could spell the end of American economic dominance. For this reason, I intend to start investing more in Korean firms in the next few decades.
dalke
Neutral mention · rule
This appears to be a blog argument with little relevance to HN. I'll summarize it as: Physicist Hsu argues that there are techniques by which it may be possible to genetically engineer hyper-intelligent humans. Biologist Myers argues that it's hard to measure intelligence, it's not clear that intelligence can easily be tweaked through the genes, and other biological complications, as well as questions about ethics and the observation that better "sociology and education and social services" is already known to lead to more intelligent people, so why not focus on that instead of "mad scientist" research. Hsu responds by arguing that population genetics is more additive…
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than biologists - especially evo-devo biologists like Myers - believe, and since chickens can be bred to be bigger and faster maturing, so can human be bred to be more intelligent. Hsu's response depends strongly on 1) being able to measure a correlation between intelligence and SNPs, and 2) the assumption that these SNPs are "roughly additive" in benefit. See his preprint at http://arxiv.org/abs/1408.3421 . I attempted to read it, but Gould's "The Mismeasure of Man" strongly affect my understanding of the topic; and Hsu's preprint appears to accept what Gould calls the two deep fallacies of reification and ranking. I do not not have the knowledge to evaluate the abstract in its full context. I do think his discussion of the Flynn effect reveals a severe misunderstanding of history and people. Hsu does not address the ethical and moral issues that Myers raised.
galtonsieve
Neutral mention · rule
The N. vs S. Korean example you mention is explicitly discussed in one of Hsu's articles. (Secular change in height due to improved environmental conditions.) http://arxiv.org/abs/1408.3421 Section 2.3: "Let me reiterate that within a range of favorable environments (i.e., providing good nutrition, hygiene, and access to education), evidence strongly supports the claim that individual differences in cognitive ability are largely associated with genetic differences. Figure 8. Increase in stature in European countries over time, almost +2 SD. Nutrition, hygiene, and average number of years of schooling all improved dramatically over the last 100 years, leading to improvements in both physical and mental development." You should probably read his paper carefully before making ad hominem attacks. Save your SJW signaling.
stephenhsu
Neutral mention · rule
I just realized I've said all of this already in http://arxiv.org/pdf/1408.3421v2.pdf (p.16): ... The preceding discussion is not intended to convey an overly simplistic view of genetics or systems biology. Complex nonlinear genetic systems certainly exist and are realized in every organism. However, quantitative differences between individuals within a species may be largely due to independent linear effects of specific genetic variants. As noted, linear effects are the most readily evolvable in response to selection, whereas nonlinear gadgets are more likely to be fragile to small changes. (Evolutionary adaptations requiring significant changes to nonlinear gadgets are…
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improbable and therefore require exponentially more time than simple adjustment of frequencies of alleles of linear effect.) One might say that to first approximation, Biology = linear combinations of nonlinear gadgets, and most of the variation between individuals is in the (linear) way gadgets are combined, rather than in the realization of different gadgets in different individuals. Linear models works well in practice, allowing, for example, SNP-based prediction of quantitative traits (milk yield, fat and protein content, productive life, etc.) in dairy cattle. ...
Moshe_Silnorin
Neutral mention · rule
Empirically, on average they do better. There are brilliant losers. But brilliant people, on average, are wealthier and have higher status than less-brilliant people. Also, I suspect conscientiousness (another big factor in success) has a significant heritable component. >If you want to improve population intelligence, it may be better to invest in better nutrition, health care, and education. We've already plucked this fruit. Genetic engineering of embryos to IQs higher than any living human looks possible without side effects, as alleles that effect intelligence aren't likely to be additive: http://arxiv.org/abs/1408.3421
stephenhsu
Neutral mention · rule
The question of additivity of genetic effects is discussed in more detail in reference [1] above (sections 3.1 and also 4): http://arxiv.org/pdf/1408.3421v2.pdf In plant and animal genetics it is well established that the majority of phenotype variance in complex traits which is under genetic control is additive. (Linear models work well in species ranging from corn to cows; cattle breeding is now done using SNP genotypes and linear models to estimate phenotypes.) There are also direct estimates of the additive / non-additive components of variance for human height and IQ, from twin and sibling studies. Again, the conclusion is the majority of variance is due to additive…
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effects. There is a deep evolutionary reason behind additivity: nonlinear mechanisms are fragile and often "break" due to DNA recombination in sexual reproduction. Effects which are only controlled by a single locus are more robustly passed on to offspring. Fisher's fundamental theorem of natural selection says that the rate of change of fitness is controlled by additive variance in sexually reproducing species under relatively weak selection. Many people confuse the following statements: "The brain is complex and nonlinear and many genes interact in its construction and operation." "Differences in brain performance between two individuals of the same species must be due to nonlinear effects of genes." The first statement is true, but the second does not appear to be true across a range of species and quantitative traits. Final technical comment: even the nonlinear part of the genetic architecture can be deduced using advanced methods in high dimensional statistics (see section 4.2 in [1] and also http://arxiv.org/abs/1408.6583).

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