As suggested above, the only things that matter on your grad school application are things mentioned on it.
Most research accomplishments need to be in place before the start of your senior year or very early in your senior year, depending on the due date of the applications in question.I recommend most students I mentor get involved in research as soon as possible, freshman year preferably. Most have multiple refereed publications by the time they are applying to grad school.