'Dancing with the Stars' partners Shannon Elizabeth and Derek Hough caught kissing

"Dancing With the Stars" has brought together another couple through the magic of dance floor chemistry.

Actress Shannon Elizabeth, 34, and Derek Hough, 22, haven't spoken about their romance, but that hasn't stopped their colleagues from commenting to TV Guide.

Sixth-season couple Derek Hough and Shannon Elizabeth were photographed on Thursday canoodling and kissing on a Malibu beach, Access Hollywood reported Friday.

During a video package prior to their performance last Monday night, Elizabeth hinted that she and Derek were creating ballroom chemistry that was making their personal relationship stronger.

While a Dancing with the Stars romance is uncharted waters for Derek -- who performed with the married Jennie Garth during his first season on the show last fall -- his sister is no stranger to romance rumors.

Julianne captured Dancing with the Stars' fourth-season title with Apolo Anton Ohno after the judges gushed about their ballroom chemistry during the competition, after which the pair denied they were ever a romantic item.

The fifth season was much of the same story for Julianne.

Romance rumors surrounding her and Helio Castroneves also surfaced after the two won the show's title and Castroneves revealed the end of his engagement to Aliette Vazquez the morning after the fifth-season finale. Both Hough and Castroneves denied the rumors.