The group G = A(Ω) of all
order-preserving permutations of a chain Ω becomes a lattice-ordered group when
ordered pointwise, i.e., f ≦ g if and only if βf ≦ βg for all β ∈ Ω. Lloyd showed that
for each ω ∈ Ω, the stabilizer subgroup Gω= {g ∈ G|ωg = ω} is a closed prime
subgroup of G. Our main result (Theorem 11) states that besides G itself, these
subgroups, together with the stabilizer subgroups of Dedekind cuts of Ω, comprise all
of the closed prime subgroups of G.