I upgraded Jenkins to the latest LTS and the template project plugin from 1.4.2 to 1.5.1. After this all my projects lost the "Use SCM another project". The "Use SCM from another project" option was also not available. However, using builders from another project was still present.
Reverting the plugin back to the 1.4.2 version fixed this issue