Sigma-Aldrich has risen more than 45 percent since its March lows, and some options traders apparently believe that the biochemical company has even more upside potential.

The average daily total for all Sigma-Aldrich options is 210 contracts, but calls alone totaled 4,474 yesterday versus just 58 puts, according to OptionMonster's proprietary monitoring program.