This is the first one of a series of three papers. They are partially surveys on three aspects: 1) explaining the main ideas of our recent application of the coupling method to the estimation of spectral gap, 2) introducing some more recent progress on the study on some related topics, 3) collecting some open problems for the further study. The technical details are often avoided in order to keep the paper to be readable at the graduate level.