Would the project management concept still applies to an emergency response project? Or we should focus on the emergency itself to make the project starts?

Yes, the project management concept will be very much applicable to an emergency response project. In this case, any kind of deviation from the desired result will result in bigger losses.

So in emergency response projects need to follow all aspects of project management to ensure the desired output.