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Share-Based Compensation (Tables)
12 Months Ended
Dec. 31, 2019
Share-based Payment Arrangement [Abstract]  
Schedule of Stock Option Activity
The following table summarizes the Company's stock option activity and related information for the year ended December 31, 2019:
 
Number of
options
 
Weighted
average
exercise
price
 
Weighted-Average Remaining Contractual Term (years)
 
Aggregate Intrinsic Value (millions)
Balance outstanding as of December 31, 2018
3,683,786

 
$
19.59

 
 
 
 
Granted
2,310,994

 
$
76.22

 
 
 
 
Exercised
(569,146
)
 
$
14.89

 
 
 
 
Canceled/forfeited
(137,657
)
 
$
48.31

 
 
 
 
Balance outstanding as of December 31, 2019
5,287,977

 
$
44.10

 
7.7
 
$
448.2

Options exercisable at December 31, 2019
2,339,904

 
$
21.11

 
6.1
 
$
252.1


Schedule of Share-based Compensation Expense
Total share-based compensation expense by statement of operations and comprehensive loss classification is presented below (in thousands):
 
Year ended December 31,
 
2019
 
2018
 
2017
Research and development expense
$
31,024

 
$
7,232

 
$
3,192

General and administrative expense
24,513

 
8,622

 
3,594

 
$
55,537

 
$
15,854

 
$
6,786


Schedule of Assumptions Used in Fair Value Estimates The assumptions used for the specified reporting periods and the resulting estimates of weighted-average estimated fair value per share of options granted during those periods are as follows:
 
Year Ended December 31,
 
2019
 
2018
 
2017
Risk-free interest rate
2.2%
 
2.6%
 
2.1%
Dividend yield
—%
 
—%
 
—%
Volatility factor
82.1%
 
94.3%
 
96.0%
Expected term (in years)
5.6
 
6.0
 
6.0
Weighted average estimated fair value per share
$52.03
 
$24.39
 
$4.17