What is the biblical basis for people saying they are "chosen" over other people?

For Christians, the theological concept of being chosen extends to the New Testament, where the apostle Peter refers to the followers of Jesus as "a chosen race, a royal priesthood, a holy nation, a people for his own possession" (1 Peter 2:9).