We derive the quasiparticle random-phase approximation (QRPA) equation with a noniterative finite amplitude method, and calculate the M1 transition for deformed gadolinium isotopes. The QRPA result shows the orbital transition in a few MeV energy region where the M1 scissors mode was experimentally confirmed. Then, we apply the QRPA results to calculations of neutron capture reactions based on...