Mathematical derivations and proofs for work presented in the main text. The supplement has five sections: 1. Necessary conditions for ensemble epistasis2. Ensemble can lead to high-order epistasis3.
Multiple mutations often have non-additive (epistatic) phenotypic effects. Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the ev
