Yellow does not automatically mean carotenoid, and brown does not identify one melanin. An HPLC study tested feather pigments chemically—including yellow down from two White Leghorn chicks.

Scanning electron microscopy revealed reinforcing fiber bundles that fan from the feather rachis into the barbs, suggesting a way to distribute load without leaving crack-forming fiber ends.