The correct statement that describes the relationship between the volume of a gas and its temperature (in Kelvin), assuming pressure is held constant, is:
The relationship is directly proportional; as temperature increases, volume increases in the same way.
This is in accordance with Charles's Law, which states that the volume of a gas is directly proportional to its absolute temperature when pressure is held constant.