Are Retiring Republican Party Members Forming a New Party?

The upcoming retirement of so many members of the Republican Party raises a great number of questions. The foremost would be: why? Do they fear a massive shift as a result of the midterms? Is it purely a result of basic policy or ethical disagreements with the current administration? Is it something else entirely?