It was mostly The Twelve men who ran off. But news of the resurrection brought many disciples back to form a largely Jewish Sect which largely disappeared after the destruction of the Temple in 70CE. As you say, Paul played a large role in expanding the community to Easter Europe. It grew from there. Constantine helped organize the Church according to the structure and wishes of the Roman Empire.