HMRC Data Requirements on Sex and Gender

Our company are looking to only hold gender information for all employees but we are not sure on HMRC requirements around this. We have looked at the guidance online but it is not clear to us. Can you advise please on employee information that we need to collect for PAYE purposes.

Hi,
We only require name, date of birth, address and NI number if available.
Thank you.