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Collaboration and License Agreements - Baxalta Collaboration Agreement (Details)
$ / shares in Units, $ in Thousands
1 Months Ended 3 Months Ended 12 Months Ended
Jun. 03, 2016
Feb. 28, 2015
USD ($)
deliverable
Jan. 31, 2015
USD ($)
deliverable
Feb. 29, 2012
USD ($)
collaboration_project
Dec. 31, 2017
USD ($)
Sep. 30, 2017
USD ($)
Jun. 30, 2017
USD ($)
Mar. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Sep. 30, 2016
USD ($)
Jun. 30, 2016
USD ($)
Mar. 31, 2016
USD ($)
Dec. 31, 2017
USD ($)
collaboration_project
Dec. 31, 2016
USD ($)
$ / shares
Dec. 31, 2015
USD ($)
Collaborative Arrangements and Non-collaborative Arrangement Transactions [Line Items]                              
Recognition of upfront payments                         $ 55,015 $ 28,351 $ 9,014
Research and development revenue         $ 51,239 $ 13,200 $ 4,430 $ 3,210 $ 18,378 $ 5,805 $ 5,738 $ 5,050      
Baxalta Agreement                              
Collaborative Arrangements and Non-collaborative Arrangement Transactions [Line Items]                              
Recognition of upfront payments                           21,983 $ 9,014
Additional collaboration products | collaboration_project       4                      
Upfront payment agreed to be paid       $ 33,000                      
Option payment not to be received by entity       7,000                      
Option payments for additional product candidates       12,000                      
Royalty payment, percent of net sales 5.00%                            
One time cash payment                 $ 51,200            
Additional payment to be paid       28,000                      
Research and development revenue                           22,000  
Impact on performance period                           $ 11,000  
Change in performance period per share (in dollars per share) | $ / shares                           $ 0.16  
Accounting Standards Update 2009 to 2013 | Baxalta Agreement                              
Collaborative Arrangements and Non-collaborative Arrangement Transactions [Line Items]                              
Additional number of follow-on biologic projects for research and development service | collaboration_project                         4    
Total arrangement consideration       61,000                      
Portion of revised arrangement consideration allocated to the first initial product license as a result of termination of product       10,300                      
Portion of revised arrangement consideration allocated to each of the three additional product licenses as a result of termination of product       10,300                      
Portion allocated to second initial product license       9,400                      
Portion of revised arrangement consideration allocated to the joint steering committee unit of accounting as a result of termination of product       $ 114,000                      
Significant deliverables, identified number | deliverable     7                        
Number of follow-on biologic projects for development license and product license   2                     6    
Consideration portion reallocated to remaining deliverables     $ 61,000                        
Decrease in consideration portion reallocated to remaining deliverables   $ 40,000