Repeatedly randomly sampling without replacement is equivalent to shuffling the list and just splitting the result into groups of the desired size. ...

I am afraid such a method would seriously alter the outcome of any statistical analysis. For instance, if the number of elements in each combination is a divisor of the number of elements you pick from (in this case 158), then all (158) elements would appear the exactly same number of times in your sample.

Cheers

Antonio