Drywall joint compound can contain harmful chemicals such as formaldehyde and acetaldehyde. It is important to use joint compound that meets U.S. regulations for low sulfur emissions and to check the label to confirm that it was made in 2016 or later. It is also recommended to wear protective gear when working with joint compound to minimize the risk of inhaling harmful chemicals.