Superconductivity in the cuprate oxide is studied by Kondo-lattice theory based on the t-J model with the electron-phonon interaction arising from the modulation of the superexchange interaction by phonons. The self-energy of electrons is decomposed into the single-site and multisite self-energies. It is proved by using the mapping of the single-site self-energy in the t-J model to its corresponding one in the Anderson model that the single-site self-energy is simply that of a conventional Fermi liquid, even if a superconducting order parameter appears or the multisite self-energy is anomalous. The electron liquid characterized by the single-site self-energy is a conventional Fermi liquid. The Fermi liquid is further stabilized by the resonating-valence-bond (RVB) mechanism. The stabilized Fermi liquid is a relevant unperturbed state that can be used to study superconductivity and anomalous Fermi-liquid behaviors. The so-called spin-fluctuation-mediated exchange interaction, which includes the superexchange interaction as a part, is the attractive interaction that binds d x 2 −y 2 -wave Cooper pairs. An analysis of the spin susceptibility implies that, because of the electron-phonon interaction, the imaginary part of the exchange interaction has a sharp peak or dip at ±ω * , where ω * ≃ ω ph in the normal state andǫG + ω ph in the superconducting state, where ω ph is the energy of relevant phonons and ǫG is the superconducting gap. If the imaginary part has a sharp peak or dip at ±ω * , then the dispersion relation of quasi-particles has kink structures near ±ω * above and below the chemical potential, the density of states has dip-and-hump structures near ±ω * outside the coherence peaks in the superconducting state, and the anisotropy of the gap deviates from the simple d x 2 −y 2 -wave anisotropy.