Symmetry-adapted linear combinations are mathematical constructs used in molecular orbital theory to combine atomic orbitals in a way that respects the symmetry of a molecule. These combinations help in forming molecular orbitals that better reflect the symmetry characteristics of the overall molecular structure, making them crucial for predicting electronic behavior in coordination compounds.