The structure and dynamics of water in the near vicinity of the protein are rather heterogeneous [
51,
52]. It has been shown that geometric topology [
53,
54], charge distribution [
55], chemical nature [
56] and concentration [
57] of the protein all affect the structure of protein hydration water. In figure
5 we show the snapshot of the lysozyme protein and its hydration layer. It can be seen that the cutoff method [
42] accurately selected the hydration water at the protein/water interface. To illustrate the spatial heterogeneity of water's local structural order, we calculate the
ζ parameter of each hydration water and show the instantaneous value of
ζ by the color of water molecules in figure
5(b). As clearly indicated by the
ζ parameter, the local structural ordering of protein hydration water takes place heterogeneously on the protein surface. Moreover, the protein hydration water molecules with similar
ζ values tend to aggregate into small patches on the protein surface, suggesting that the local structural ordering is not random but takes place in a cooperative manner. We note that the value of
ζ fluctuates with time due to the thermal fluctuations of water structure at finite temperatures. Therefore, we calculated the average value of
ζ for each residue, 〈
ζ〉, that is defined by averaging the
ζ value over all the water molecules in contact with the residue and over time. Here, a water molecule is considered in contact with a residue if it is in the hydration shell of the protein and the residue is the closest one to that water molecule. The average value 〈
ζ〉 provides a measure of the degree of water structuring in the vicinity of each residue. We plot the spatial distribution of 〈
ζ〉 in figure
5(c). It can be seen that the structure of hydration water is indeed heterogeneous on the protein surface and this structural heterogeneity is strongly correlated with the residues on the protein surface. Understanding the origin of the spatial heterogeneity of water structuring on the protein surface and its link to the structure and chemical nature of the residues is of great interest for future study.