Product Revenues
During the six months ended June 30, 2021, product revenues increased by $88.1 million, or 52.6% compared to the six months ended June 30, 2020, as a result of the continued revenue growth from test volumes.
Licensing and Other Revenues
Licensing and other revenues increased by $25.7 million, or 197.4%, during the six months ended June 30, 2021 when compared to the six months ended June 30, 2020, due to $28.6 million of revenue recognized from Qiagen which was previously recorded in deferred revenue, partially offset by a $2.9 million decrease in revenues recognized from our collaborative agreements.
Cost of Product Revenues
During the six months ended June 30, 2021, cost of product revenues increased by $50.3 million, or 59.7%, when compared to the six months ended June 30, 2020, due to higher costs related to inventory consumption of $14.7 million, a $12.4 million increase in third-party fees, and a $3.6 million increase in shipping related charges, all due to an increase in volume. In addition, there was a $19.6 million increase in labor and overhead costs driven by headcount growth and product support.
Cost of Licensing and Other Revenues
Cost of licensing and other revenues for the six months ended June 30, 2021, when compared to the six months ended June 30, 2020, increased by $0.7 million, or 9.3%, primarily due to an increase in labor and overhead costs related to third-party service fees as a result of increased volumes for Signatera
Research and Development
Research and development expenses during the six months ended June 30, 2021 increased by $52.7 million, or 127.8%, when compared to the six months ended June 30, 2020. The increase was driven by a $27.1 million increase in salary and related expenditures primarily due to headcount growth, which includes a $5.7 million increase in stock-based compensation expense, an increase of $10.7 million of consulting costs, a $9.4 million increase of costs related to clinical studies to support our new product offerings, a $4.0 million increase related to software licenses, and a $1.5 million increase in facilities costs.
Selling, General and Administrative
Selling, general and administrative expenses increased by $101.9 million, or 76.1%, in the six months ended June 30, 2021 compared to the six months ended June 30, 2020. The increase was attributable to an increase of $77.9 million in salary and related expenditures primarily due to headcount growth, which includes a $32.0 million increase in stock-based compensation expense, a $7.1 million increase in marketing expenses, a $3.6 million increase in travel related costs, a $6.6 million increase in consulting and legal fees, a $2.5 million increase related to computer hardware and software licenses, and a $4.2 million increase from business insurance, bank fees, office supplies and other costs.
Interest Expense
Interest expense decreased by $2.4 million, or 36.2%, in the six months ended June 30, 2021 compared to the same period in the prior year. The interest expense from the Convertible Notes issued in April 2020, was lower than the interest expense related to the 2017 Term Loan with Orbimed which was extinguished in April 2020.
Interest and Other Income
Interest and other income decreased by $1.0 million, or 24.4%, in the six months ended June 30, 2021, compared to the same period in the prior year, primarily due to less interest income as a result of lower yields from our investments.