We present a sample of 86,111 star-forming galaxies (SFGs) selected from the catalogue of the MPA-JHU emission-line measurements for SDSS DR7 to investigate the evolution of mass-metallicity (MZ) relation. We find that: under the $\rm log(L_{H \alpha})>41.00.04<z\leqslant0.069.2<M_{\star}/M_{\sun})<9.5\sim 0.1$ dex) than the SFGs by using the closely-matched control sample method; under the threshold, the SFGs with log( do not exhibit the evolution of the MZ relation, in contrast to the SFGs. We find that the metallicity tends to be lower in galaxies with a higher concentration, higher S'{e}rsic index, or higher SFR. In addition, we can see that the stellar mass and metallicity usually present higher in galaxies with a higher or higher log(N/O) ratio. Moreover, we present the two galaxy populations with log() below or greater than in the MZ relation, showing clearly an anticorrelation and a positive correlation between specific star formation rate and 12+log(O/H).

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