Let ν be a valuation of arbitrary rank on the polynomial ring K[x] with coefficients in a field K. We prove comparison theorems between MacLane-Vaquié key polynomials for valuations µ ≤ ν and abstract key polynomials for ν.Also, some results on invariants attached to limit key polynomials are obtained. In particular, if char(K) = 0 we show that all limit key polynomials of unbounded continuous MacLane chains have numerical character equal to one.