How to add column for e-mail of contacts in sales invoice report?

We would like to be able to notify customers that have been invoiced a specific item. I can easily create a sales invoice report with item name as filter. However when selecting the columns, I can only choose contact, which shows the full name of the customer only.

How can I fetch the corresponding e-mail of every contact into the report as an additional column?