The protein responsible for the transport of oxygen in muscle tissue is myoglobin. Myoglobin binds to oxygen, facilitating its storage and release within muscle cells, crucial for aerobic respiration during physical activity. This protein is vital for maintaining energy levels during prolonged exertion, enabling sustained muscle function.