Random House Children's Books announced Thursday that illustrator Andrew Joyner completed the text, which has a look "both subtly Seussian and wholly his own."
The book features horse artwork by Pablo Picasso and Jackson Pollock among others and will include cameos from such Seuss favorites as the Grinch and the Cat in the Hat.
Dr. Seuss, whose real name was Theodore Geisel, died in 1991. A posthumous release in 2015, "What Pet Should I Get," was a best-seller.
Joyner's previous credits include "Too Many Elephants in This House" and "The Swap."