This work aims to reveal the relationship between fracture anisotropic characteristics and coal rank by considering aperture, length, intensity, density, spacing and connectivity. In addition, coal component heterogeneity, P-wave velocity, pattern, orientation and anisotropic index were studied. A set of 5 coal samples with varying degrees of coalification from Hedong Coalfield, Huoxi Coalfield and Qinshui Coalfield were used for this study. P-wave velocity tests, microscopy tests and stereomicroscopy tests were applied in this study. Based on the experimental results, the following conclusions were drawn: P-wave velocities present a U-shaped trend with the increaseing coal rank, which in its various directions is ordered X < Y < Z. The results show that the heterogeneity of coal macerals varies with coal rank and can be divided into three stages: rapid increase (0.68% < Ro,avg < 0.97%), rapid decline (0.97% < Ro,avg < 1.28%), and stable stage (1.28% < Ro,avg < 2.61%). The relationship between microfractures and submicrofractures is ‘wane and wax or increase and decrease’. Microfractures and submicrofractures with the coalification increases are U-shaped and inverted U-shaped. The bf/bb ratio initially shows a downward trend and then an upward trend. All of the break points occur near Ro,avg = 1.5%. The X direction has the greatest aperture, followed by the Y direction, and then by the Z direction. Contrary to fracture spacing, submicroscopic fracture length, intensity, and density with increasing coal rank are divided into two stages: rapid increase (0.68% < Ro,avg < 1.73%) and rapid decline (1.73% < Ro,avg < 2.61). The average connectivity of samples (mean values for the X, Y, and Z directions) with the coalification displays a linearity relationship of “y = 7.32x + 38.48”. With the increase in coal rank, the anisotropic fracture characteristics show two forms: inverted U-shaped (aperture) and U-shaped (length, intensity, density, spacing and connectivity).