I have recently started developing an application with flutter using a plugin with android studio on windows 10. I was able to run app on android phone by connecting a phone
You need a Mac System with Xcode for running a build to the iPhone. Follow this link to set up your mac for running a flutter build to iPhone.
https://flutter.dev/docs/get-started/install/macos