Story 09 · Genes and medicine

The intelligence gene that turned out to be a thousand tiny ones

Headlines once promised to find "the gene for intelligence", but a study of about 270,000 people found hundreds of DNA regions linked to test scores, each with a tiny effect.

  • Savage and colleagues, Nature Genetics
  • International study
  • 2018
  • 3 min read
On this page
Before you readWhat would you do?

An online company offers a DNA test that claims to reveal your child's "intelligence potential" so you can choose the right school. What is the most accurate view?

Pick an answer now. The file tells you whether you were right.

01The file in one minute

  1. 1The hope

    Early studies claimed single genes were linked to intelligence.

  2. 2The check

    In 2012 a team tested those claims in large groups, and most did not hold up.

  3. 3The evidence

    A 2018 study of about 270,000 people found 205 DNA regions and around 1,000 genes, each with a tiny effect.

  4. 4The lesson for AI

    Complex outcomes have many causes. Be wary of any tool that predicts a person's ability from one score.

02Timeline

  1. 1990s to 2000s

    Small studies report links between single genes and intelligence.

  2. 2012

    A large check finds most reported links are probably false positives.

  3. 2018

    A study of about 270,000 people finds hundreds of regions with tiny effects.

03The story

For years, studies reported that one gene or another was linked to intelligence. In 2012 a team led by Christopher Chabris tried to repeat several of these findings in large groups of people, and most did not hold up. They concluded that most reported links were probably false positives, the result of small studies and chance.

Researchers then moved to much larger studies that scan the whole genome at once. In 2018 a team led by Jeanne Savage and Danielle Posthuma combined data from about 270,000 people. They found 205 regions of DNA linked to scores on intelligence tests, involving around 1,000 genes. Each one had a tiny effect.

Twin and family studies suggest that genetic differences account for a substantial share of the differences in test scores between people in a given population. That is a statement about groups in a particular environment. It does not say how much of any one person's ability comes from genes, and it can change when environments change.

04What the science says

Intelligence, like height, depends on a great many genes and on environment, including nutrition, schooling, health and family life. No single gene makes someone clever, and genetic tests sold to predict a child's intelligence can tell you very little about an individual.

The AI angle: complex outcomes rarely have one cause. Be careful of any tool, genetic or AI, that claims to predict a person's ability or future from one score.

The idea behind this caseLesson: How machines learn →

Kit the fox, ManuAI's guide, thinking it over

05What to take from it

  1. Be sceptical of headlines about "the gene for" a complex trait.
  2. Check whether a study was large and has been repeated by other teams.
  3. Remember that heritability describes groups, not what an individual can achieve.
  4. Be wary of genetic tests that claim to predict a child's intelligence or talent, and ask a doctor or genetic counsellor what a test can really tell you.
An online company offers a DNA test that claims to reveal your child's "intelligence potential" so you can choose the right school. What is the most accurate view?

06 — Would you have caught it?

An online company offers a DNA test that claims to reveal your child's "intelligence potential" so you can choose the right school. What is the most accurate view?

07 — Sources

  1. Genome-wide association meta-analysis in 269,867 individuals identifies new genetic and functional links to intelligence · Nature Genetics · 2018-06-25
  2. Most Reported Genetic Associations With General Intelligence Are Probably False Positives · Psychological Science · 2012