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Description of Business (Details)
1 Months Ended 3 Months Ended 12 Months Ended
Jul. 18, 2017
USD ($)
shares
Sep. 30, 2018
USD ($)
program
Sep. 30, 2018
USD ($)
Mar. 31, 2018
USD ($)
shares
Dec. 31, 2018
USD ($)
medicine
program
Dec. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Oct. 08, 2018
program
Corporate Information, Status of Operations and Management Plans                
Number of approved medicines for Farby disease | medicine         1      
Number of gene therapy programs | program         14     4
Number of gene therapy programs for Batten disease | program         2      
Number of gene therapy programs for neurologic LSDs developed | program   10            
Number of common stock shares issued from underwriting agreement | shares 21,122,449     20,239,839        
Net proceeds from the issuance of common stock after deducting underwriting discounts and commissions $ 243,000,000     $ 294,600,000 $ 294,584,000 $ 243,037,000 $ 97,068,000  
Accumulated deficit         $ (1,412,222,000) $ (1,063,610,000)    
Line of Credit                
Corporate Information, Status of Operations and Management Plans                
Maximum borrowing capacity   $ 150,000,000.0 $ 150,000,000.0          
Debt instrument term   5 years 5 years          
Proceeds from issuance of debt   $ 146,600,000            
Line of Credit | LIBOR                
Corporate Information, Status of Operations and Management Plans                
Basis spread on variable rate   7.50% 7.50%          
Celenex                
Corporate Information, Status of Operations and Management Plans                
Research and development expense   $ 100,000,000