Yes, you can. The west line of Guangzhou-Zhuhai runs through the whole line, and it takes one hour from Guangzhou to Zhuhai. Guangzhou Haizhu Bus Terminal, Tianhe Bus Terminal, Provincial Station and Tianhe Jinhan Station all have buses to Zhuhai. It is convenient to take a ride back from the provincial station every half hour.