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Summary of Significant Accounting Policies - Contract Balances from Contracts with Customers - Additional Information (Details) - USD ($)
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Dec. 31, 2018
Dec. 31, 2017
Revenue recognized in the period from:            
Probable milestone earned and paid     $ 0 $ 500,000    
Deferred revenue $ 145,852,000 $ 82,305,000 145,852,000 82,305,000 $ 80,802,000 $ 89,967,000
Revenue from contract with customer 13,281,000 10,928,000 37,407,000 40,030,000    
Revenue recognized that was previously deferred     237,000 13,368,000    
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   1,427,000   2,465,000    
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     $ 237,000      
Revenue recognized that was previously deferred       $ 1,300,000