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Stock Based Compensation (Tables)
9 Months Ended
Sep. 30, 2019
Stock Based Compensation [Abstract]  
Weighted-Average Assumptions for Stock Options
The weighted average assumptions that the Company used in the Black-Scholes pricing model to determine the fair value of the stock options granted to employees, non-employees and directors for the nine months ended September 30, 2019 and the stock options granted to employees, non-employees and directors for the nine months ended September 30, 2018 were as follows:

  
Nine Months Ended September 30,
 
  
2019
  
2018
 
    
Risk-free interest rate
  
2.40
%
  
2.61
%
Expected term (in years)
  
5.79
   
5.78
 
Expected volatility
  
75.13
%
  
88.30
%
Expected dividend yield
  
0.00
%
  
0.00
%
Exercise price
 
$
14.42
  
$
17.76
 
Fair value of common stock
 
$
14.42
  
$
17.76
 
Stock Option Activity
The following table summarizes stock option activity for the nine months ended September 30, 2019 under the Second Amended and Restated 2014 Stock Option and Incentive Plan:

  
Number of
Shares
  
Weighted
Average
Exercise
Price
  
Weighted
Average
Contractual
Term (Years)
  
Aggregate
Intrinsic
Value
 
             
Outstanding as of December 31, 2018
  
8,615,997
  
$
4.48
   
7.51
  
$
94,474
 
Granted
  
1,397,616
   
14.42
   
9.58
     
Exercised
  
(106,294
)
  
1.72
       
1,110
 
Cancelled
  
(298,782
)
  
7.49
         
Outstanding as of September 30, 2019
  
9,608,537
  
$
5.85
   
7.30
  
$
88,855
 
                 
Options vested and exercisable as of September 30, 2019
  
7,143,825
  
$
2.87
   
6.72
  
$
84,535
 
Options unvested as of September 30, 2019
  
2,464,712
  
$
14.48
   
9.06
     
Stock-Based Compensation Expense
The total fair value of options vested during the nine months ended September 30, 2019 and 2018 was $49.4 million and $49.5 million, respectively.

Stock-Based Compensation


 
Three Months Ended September 30,
  
Nine Months Ended September 30,
 
  
2019
  
2018
  
2019
  
2018
 
       
Research and development
 
$
893
  
$
2,223
  
$
4,711
  
$
5,075
 
General and administrative
  
1,801
   
389
   
5,301
   
5,705
 
Total stock based compensation expense
 
$
2,694
  
$
2,612
  
$
10,012
  
$
10,780