To be able to re-run the same test with different different parameters, you have the following possibilities:
to define a set of variables on the Test Plan, and then use those variables in the test elements. For example, one could define the variable LOOPS=10, and refer to that in the Thread Group as LOOPS. To run the test with 20 loops, just change the value of the LOOPS variable on the Test Plan.