<p>The
indirect method for the construction of Quantum mechanics (QM)/ molecular
mechanics (MM) free energy landscapes provides a cheaper alternative of free
energy simulations at QM level. The indirect method features a direct
calculation of the free energy profile at a relatively cheap low-level
Hamiltonian and a low-level to high-level correction. In the thermodynamic
cycle, the direct low-level calculation along the physically meaningful
reaction coordinate is corrected via the alchemical method, which is often
achieved with perturbation-based techniques. Often the indirect method can lead
to about an order of magnitude speedup in free energy simulation. In our
previous work, a multi-dimensional nonequilibrium pulling framework is proposed
for the indirect construction of QM/MM free energy landscapes. The method
relies on bidirectional nonequilibrium pulling and bidirectional reweighting
with the statistically optimal estimator. In the previous work, we focus on
obtaining semi-empirical QM (SQM) results indirectly from direct MM simulations
and MM<->SQM corrections. In this work, we apply this method to obtain
results under ab initio QM Hamiltonians by combining direct SQM results and
SQM<->QM corrections. The indirect nonequilibrium scheme is tested on a
dihedral flipping case and a series of SQM and QM Hamiltonians are benchmarked.
It is observed that PM6 achieves the best performance among the low-level
Hamiltonians, while AM1 and MNDO perform less well. Therefore, we recommend
using PM6 as the low-level theory in the indirect free energy simulation. The
comparison between the indirect results from different SQM Hamiltonians could
also provide some hints on the development of charge models. As AM1 can be
corrected with the bond charge correction (BCC) to provide a cheap and accurate
charge model, which is able to accurately reproduce the electrostatic potential
(ESP) at HF level, PM6 would be able to do the same thing. Considering its
higher similarity to the high-level Hamiltonians, the PM6-BCC model could be
more accurate than the existing AM1-BCC model. Another central result in the
current work is a basic protocol of choosing the strength of restraints and an
appropriate time step in nonequilibrium free energy simulation at the stiff
spring limit. We provide theoretical derivations to emphasize the importance of
using a sufficiently large force constant and choosing an appropriate time
step. It is worth noting that a general rule of thumb for choosing the time
step, according to our derivation, is that a time step of 1 fs or smaller
should be used, as long as the stiff spring approximation is employed, even in
simulations with constraints on bonds involving hydrogen atoms. </p>