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Revenue
3 Months Ended
Mar. 31, 2022
Revenue from Contract with Customer [Abstract]  
Revenue Revenue
The following table provides information about disaggregated revenue by product line:
Three Months Ended March 31,
 (in thousands)
20222021
Assay services revenue
$18,800 $14,573 
Product revenue
453 193 
Collaboration revenue
763 763 
Other revenue:
Royalties
2,955 3,000 
Other
331 
Total other revenue
2,964 3,331 
Total revenue
$22,980 $18,860 
Contract Balances and Remaining Performance Obligations
As of March 31, 2022 and December 31, 2021, deferred revenue of $34.6 million and $5.4 million, respectively, was comprised of balances related to our collaboration revenue, assay services, and other revenue. As of March 31, 2022 and December 31, 2021, the portion of deferred revenue related to collaboration revenue was $3.2 million and $3.9 million, respectively, which is being recognized on a straight-line basis over the period of performance. As of March 31, 2022, the estimated remaining performance period is 3.0 years. As of March 31, 2022 and December 31, 2021, the portion of deferred revenue related to assay services and other revenue was $1.4 million and $1.5 million, respectively. As of March 31, 2022, the deferred revenue related to assay services and other revenue will be recognized within 12 months.

As of March 31, 2022 and December 31, 2021 the deferred revenue related to the Illumina Agreement amounted to $30.0 million and nil, respectively. As of March 31, 2022, the estimated remaining performance obligation period is nine years.
A summary of the change in contract liabilities is as follows:
(in thousands)March 31, 2022December 31, 2021
Balance at beginning of period
$5,385 $5,177 
Recognition of revenue included in balance at beginning of period
(1,132)(1,762)
Revenue deferred during the period, net of revenue recognized
30,317 1,970 
Balance at end of period
$34,570 $5,385