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Summary of Significant Accounting Policies - Contract Balances from Contracts with Customers - Additional Information (Details) - USD ($)
3 Months Ended 6 Months Ended
Jun. 30, 2019
Jun. 30, 2018
Jun. 30, 2019
Jun. 30, 2018
Dec. 31, 2018
Dec. 31, 2017
Revenue recognized in the period from:            
Probable milestone earned and paid     $ 0 $ 0    
Deferred revenue $ 145,931,000 $ 81,771,000 145,931,000 81,771,000 $ 80,802,000 $ 89,967,000
Revenue from contract with customer 15,542,000 9,287,000 24,126,000 29,102,000    
Revenue recognized that was previously deferred     158,000 13,196,000    
Milestone earned, included in accounts receivable     500,000 5,000,000    
Milestone related            
Revenue recognized in the period from:            
Revenue from contract with customer     500,000      
Clinical materials revenue            
Revenue recognized in the period from:            
Revenue from contract with customer   336,000   1,038,000    
Upon shipment | Clinical materials revenue            
Revenue recognized in the period from:            
Revenue recognized that was previously deferred       335,000    
Genentech | Regulatory milestones            
Revenue recognized in the period from:            
Revenue from contract with customer 5,000,000   5,000,000      
Kadcyla | Royalty revenue            
Revenue recognized in the period from:            
Deferred revenue $ 65,200,000   65,200,000      
Takeda            
Revenue recognized in the period from:            
Revenue from contract with customer       10,900,000    
Takeda | Milestone related            
Revenue recognized in the period from:            
Deferred revenue   1,000,000   1,000,000    
Potential milestone payment   $ 5,000,000   5,000,000    
Takeda | License Revenue            
Revenue recognized in the period from:            
Revenue from contract with customer       10,900,000    
Revenue recognized that was previously deferred       5,900,000    
Debiopharm and Fusion | License Revenue            
Revenue recognized in the period from:            
Revenue recognized that was previously deferred       750,000    
Other Collaborators | Technological Improvements            
Revenue recognized in the period from:            
Amortization of deferred revenue     $ 158,000      
Revenue recognized that was previously deferred       $ 1,200,000