In junior high school and high school, we usually call the sports club teams as "boys'" or "girls'." Also, in America we don't say "club," we use "team."
For example:
- boys' basketball team
- girls' basketball team
- boys' tennis team
- girls' tennis team
For activities starting at a university level, it changes from "boys'" to "men's" and from "girls'" to "women's," respectively.
For example:
- Men's basketball team
- Women's basketball team
- Men's gymnastics team
- Women's gymnastics team