Thursday, December 29, 2016

Predictions of human intelligence possible from DNA alone as we near effective embryo selection and gene editing of humans

http://ift.tt/2aB80ot
Stephen Hsu at Infoproc reports that we now know enough about the genetic architecture of human intelligence to make predictions based on DNA alone. While it is a well-established scientific fact that variations in human cognitive ability are influenced by genes, many have doubted whether scientists would someday decipher the genetic code sufficiently to be able to identify individuals with above or below average intelligence using only their genotypes. That day is nearly upon us.

The figures below are taken from a recently published paper (see bottom), which examined genomic prediction on a longitudinal cohort of ~1000 individuals of European ancestry, followed from childhood into adulthood. (The study, based in Dunedin, New Zealand, extends over 40 years.) The genomic predictor (or polygenic score) was constructed using SSGAC GWAS analysis of a sample of more than one hundred thousand individuals. (Already, significantly more powerful predictors are available, based on much larger sample size.) In machine learning terminology, the training set includes over a hundred thousand individuals, and the validation set roughly one thousand.

These graphs show that individuals with higher polygenic score exhibit, on average, higher IQ scores than individuals with lower polygenic scores.

Effective embryo selection is nearing


  • The cost of embryo selection is modest, at $1500 + $200 per embryo, with the sequencing cost projected to drop rapidly. Embryo selection cost will drop in future
  • Embryo selection was unprofitable in late 2015 (mean: -$673) in the USA under the lowest estimate of the value of an IQ point, but profitable under the highest (mean: $4763). The main constraints on selection profitability is the polygenic score; under the highest value, the NPV EVPI of a perfect SNP predictor is $27b and the EVSI per education/SNP sample is $71k
  • Selection can be made much more profitable by selecting on multiple phenotype traits; selection scales near-linearly with equally-valuable traits, and considering an example using 7 traits (IQ / height / BMI / diabetes / ADHD / bipolar / schizophrenia), there is a gain of 2.8x over IQ alone ($4977 to about $14130)
The maximum amount of IQ gain if screening allowed for optimal selection

Chickens have become physically larger because of breeding and farming methods

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Reposted via Next Big Future

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