What issue led directly to the breakdown of national political parties?

If you are talking about the development of political parties, then the issue that led it to them was "the struggle over ratification of the federal Constitution of 1787" (loc. gov).

Federalists, such as Alexander Hamilton, wanted a strong, central government and the Anti-Federalists, like Thomas Jefferson, "advocated states’ rights instead of centralized power". (Library of Congress)