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Selected Quarterly Financial Information (unaudited) (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2015
Sep. 30, 2015
Jun. 30, 2015
Mar. 31, 2015
Dec. 31, 2016
Dec. 31, 2015
Dec. 31, 2014
Quarterly Financial Information Disclosure [Abstract]                      
Collaboration revenue $ 5,322 $ 1,668 $ 28,198 $ 15,721 $ 4,782 $ 3,448 $ 1,597 $ 41,678 $ 50,909 $ 51,505 $ 41,259
Research and development expenses 59,409 50,854 48,262 37,770 33,917 40,479 32,059 24,557 196,295 131,012 88,385
General and administrative expenses 12,968 12,024 10,489 14,696 12,066 10,412 11,959 9,584 50,178 44,021 33,387
Loss from operations (67,055) (61,210) (30,553) (36,745) (41,201) (47,443) (42,421) 7,537 $ (195,564) $ (123,528) $ (80,513)
Net income (loss) attributable to common stockholders $ (66,283) $ (60,891) $ (29,945) $ (36,301) $ (35,649) $ (39,573) $ (37,131) $ 6,636      
Basic and diluted (in dollars per share) $ (1.86) $ (1.71) $ (0.85) $ (1.03)         $ (5.45) $ (3.06) $ (3.51)
Basic earnings (loss) per common share (in dollars per share)         $ (1.02) $ (1.14) $ (1.08) $ 0.19      
Diluted earnings (loss) per common share (in dollars per share)         $ (1.02) $ (1.14) $ (1.08) $ 0.19