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Partitioning Variance Across Biological Layers

Yap et al. (2021, Cell) measured how much trait variance the microbiome explains — using b², the microbiome analog of heritability. The answer depends entirely on which trait you ask about.

Step 1 of 3 — The b² metric

Familial vs Unique Environmental Variance

In September 2025, the White House announced that Tylenol during pregnancy causes autism and ordered warning labels on the drug. But the very study they cited — Ahlqvist et al. (2024, JAMA) — concluded the opposite. Here's what happens when you partition the variance.

Step 1 of 3 — Population-level variance

Two Studies, One Framework

Both studies extend Fisher's VP = A + D + E + Environment to real-world biomedical questions — partitioning variance across different layers to identify what genuinely contributes to trait variation.

chaek.org · Human Genetics Ch.17