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All the descriptors were calculated using Discovery Studio molecular simulation package (version 2.5) [38].
The multi-purpose simulation code of the molecular simulation package was used for all simulations [28].
The principal component analysis was performed using the MOE molecular simulation package.
The SMILES of the 7385 structures in the data set were converted into 3-D structures and optimized in Discovery Studio 2.5 molecular simulation package (DS 2.5) [16].
The twelve fractional descriptors for water accessible surface and van der Waals surface were calculated using MOE molecular simulation package [29].
Here, 68 molecules were eliminated because some molecular descriptors of them could not be successfully generated by Molecular Operating Environment MOEE) 2009 molecular simulation package [17], and 3 molecules with pLD50 values higher than 7.0 or lower than 0, distantly distributed from the other data, were removed.
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Moreover, two popular molecular simulation packages, including Discovery Studio (version 2.5) [16] and SYBYL-X (version 1.3) [17], were used to perceive the molecules in the second data set.
We note that analysis tools within molecular simulation packages that calculate SASA, such as the g_sas module in GROMACS, often base definitions of polar and non-polar surface areas on atomic partial charges taken from the molecular potential being used.
We present a comprehensive molecular simulation program package, the Peking University Drug Design System (PKUDDS), which runs on personal computers.
The molecular dynamics simulation package, MATERIALS EXPLORER [17], was used in the present work.
The MD simulations described in this work were performed using the classical molecular dynamics simulation package LAMMPS [20].
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