(Reuters) - J.C. Penney's Chief Executive Officer Marvin Ellison is leaving the struggling retailer to join home improvement chain Lowe's Cos Inc , the companies said on Tuesday, sending shares in the U.S. department store chain down as much as 8 percent to an all-time low.