Abstract: In terms of the method of a variant of principal component-canonical correlation analysis proposed by Barnett and Preisendorfer (PC-CCA), a scheme to forecast SSTA over the area of Nino is explored, using the on criterion of PRESS.the idea of EEOF and consensus forecast. The prediction test has got excellent results in the leading forecast of 1-4 seasons of SST index over Nino areas,which are based on fine physical factors and optimal parameters of the model.Experiments indicate that the forecast skill is fine and stable. and being similar to that of identical model in Climate Diagnostics Bulletin (published by NOAA/NWS/NCEP), a fact which appears quite promising in the ENSO operational forecast of National Climate Center.