Answer
The plasmid will take the E. coli DNA with it, transferring that to the chromosome of the new cell.
Work Step by Step
Consider the basics of this case: F plasmids tend to bring extra DNA with them when they move to a new cell. This means that whatever DNA is nearby the integrated F plasmid will be moved--in this case, E. coli DNA.