Biggest changeThe cash effect of changes in our operating assets and liabilities was primarily the result of a $60.3 million increase in accounts payable and accrued liabilities, primarily due to increase in purchases of goods and services, increased personnel and increase in accrued and other liabilities, a $20.4 million decrease in prepaid expenses and other current assets, net primarily driven by a $25.0 million one-time payment pursuant to a settlement and license agreement entered into in December 2021, a $11.7 million decrease in other assets, net and a $9.9 million increase in deferred revenue primarily due to upfront payments from international laboratory partners, partially offset by a $20.9 million increase in inventory, net due to forecasted higher testing volumes, and increased inventory level to offset potential disruption in supply chain, and a $20.2 million payment of operating lease liabilities net of receipt of tenant improvement allowance.
Biggest changeThe changes in our operating assets and liabilities was primarily the result of a $36.1 million payment of operating lease liabilities net of receipt of tenant improvement allowance, a $21.4 million increase in accounts receivable, net, a $9.1 million increase in inventory, net, a $7.7 million increase in prepaid expenses and other current assets, net, and a $2.8 million decrease in accounts payable and accrued liabilities; partially offset by a $18.7 million increase in deferred revenue.
Investing activities Cash provided by investing activities during the year ended December 31, 2023 was $840.3 million, which resulted primarily from maturities of marketable debt securities of $1.5 billion, partially offset by purchases of marketable debt securities of $629.9 million, purchases of property and equipment of $20.5 million, and purchases of non-marketable equity security investments and other related assets of $5.6 million.
Cash provided by investing activities during the year ended December 31, 2023 was $840.3 million, which resulted primarily from maturities of marketable debt securities of $1.5 billion; partially offset by purchases of marketable debt securities of $629.9 million, purchases of property and equipment of $20.5 million, and purchases of non-marketable equity security investments and other related assets of $5.6 million.
If our available cash, cash equivalents and marketable debt securities and anticipated cash flows from operations are insufficient to satisfy our liquidity requirements because of lower demand for our products as a result of lower than currently expected rates of reimbursement from our customers or other risks described in this Annual Report on Form 10-K, we may seek to sell additional common or preferred equity or convertible debt securities, enter into a credit facility or another form of third-party funding or seek other debt financing.
If our available cash, cash equivalents, restricted cash and marketable debt securities and anticipated cash flows from operations are insufficient to satisfy our liquidity requirements because of lower demand for our products as a result of lower than currently expected rates of reimbursement from our customers or other risks described in this Annual Report on Form 10-K, we may seek to sell additional common or preferred equity or convertible debt securities, enter into a credit facility or another form of third-party funding or seek other debt financing.
The constraint for variable consideration is applied such that it is probable a significant reversal of revenue will not occur when the uncertainty associated with the contingency is resolved. Application of the constraint for variable consideration is assessed and updated at each reporting period as a revision to the estimated transaction price.
The constraint for variable consideration is applied to the transaction price such that it is probable a significant cumulative reversal of revenue will not occur when the uncertainty associated with the contingency is resolved. Application of the constraint for variable consideration is assessed and updated at each reporting period as a revision to the estimated transaction price.
Based on our current business plan, we believe our current cash, cash equivalents and marketable debt securities and anticipated cash flows from operations, will be sufficient to meet our anticipated cash requirements for more than 12 months from the date of this Annual Report on Form 10-K.
Based on our current business plan, we believe our current cash, cash equivalents, restricted cash and marketable debt securities and anticipated cash flows from operations, will be sufficient to meet our anticipated cash requirements for more than 12 months from the date of this Annual Report on Form 10-K.
We analyze actual cash collections over the expected reimbursement period and compare it with the estimated variable consideration for each portfolio and any difference is recognized as an adjustment to estimated revenue after the expected reimbursement period, subject to assessment of the risk of future revenue reversal.
We analyze actual cash collections over the expected reimbursement period and compare it with the estimated variable consideration for each portfolio and any difference is recognized as an adjustment to estimated revenue after the expected reimbursement period, subject to assessment of the risk of cumulative future revenue reversal.
Cost of development services and other primarily includes costs incurred for the performance of development services requested by our biopharmaceutical customers, and costs associated with our partnership agreements and delivery of screening tests, which comprise of labor and material costs including any inventory write-downs.
Cost of development services and other primarily includes costs incurred for the performance of development services requested by our biopharmaceutical customers, and costs associated with our partnership agreements and delivery of Shield screening tests, which comprise of labor and material costs including any inventory write-downs.
Precision oncology testing revenue is generated from sales of our tests to clinical and biopharmaceutical customers, including those tests delivered by labs operated by our strategic partners. In the United States, through December 31, 2023, we generally performed tests as an out-of-network service provider without contracts with health insurance companies.
Precision oncology testing revenue is generated from sales of our tests to clinical and biopharmaceutical customers, including those tests delivered by labs operated by our strategic partners. In the United States, through December 31, 2024, we generally performed tests as an out-of-network service provider without contracts with health insurance companies.
Factors that could cause or contribute to such differences include, but are not limited to, those discussed in Part I, Item 1A, “Risk Factors,” of this Annual Report on Form 10-K. The following generally compares our results of operations for the years ended December 31, 2023 and 2022.
Factors that could cause or contribute to such differences include, but are not limited to, those discussed in Part I, Item 1A, “Risk Factors,” of this Annual Report on Form 10-K. The following generally compares our results of operations for the years ended December 31, 2024 and 2023.
Revenue from sales of precision oncology tests to biopharmaceutical customers are based on a negotiated price per test or on the basis of an agreement to provide certain testing volume over a defined period. We identify our promise to transfer a series of distinct tests to biopharmaceutical customers as a single performance obligation.
Revenue from sales of precision oncology tests to biopharmaceutical customers are based on a negotiated price per test or on the basis of an agreement to provide certain testing volume over a defined period. We identify our promise to transfer a number of distinct tests to biopharmaceutical customers as a single performance obligation.
A detailed discussion comparing our results of operations for the years ended December 31, 2022 and 2021 can be found in Part II, Item 7, “Management’s Discussion and Analysis of Financial Condition and Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2022.
A detailed discussion comparing our results of operations for the years ended December 31, 2023 and 2022 can be found in Part II, Item 7, “Management’s Discussion and Analysis of Financial Condition and Results of Operations” of our Annual Report on Form 10-K for the year ended December 31, 2023.
The provision for income taxes includes the effects of any accruals that we believe are appropriate, as well as the related net interest and penalties. 85 Table of Contents Results of operations The following tables set forth the significant components of our results of operations for the periods presented.
The provision for income taxes includes the effects of any accruals that we believe are appropriate, as well as the related net interest and penalties. 81 Table of Contents Results of operations The following tables set forth the significant components of our results of operations for the periods presented.
Results of our precision oncology services are delivered electronically, and as such there are no shipping or handling fees incurred by us or billed to customers. 92 Table of Contents Development services and other We perform development services for our biopharmaceutical customers utilizing our precision oncology information platform.
Results of our precision oncology services are delivered electronically, and as such there are no shipping or handling fees incurred by us or billed to customers. 88 Table of Contents Development services and other We perform development services for our biopharmaceutical customers utilizing our precision oncology information platform.
In assessing whether a promised service is capable of being distinct, we consider whether the customer could benefit from the service either on its own or together with other resources that are readily available to the customer, including factors such as the research, development, and commercialization capabilities of a third party as well as the availability of the associated expertise in the general marketplace.
In assessing whether a promised service is capable of being distinct, we consider whether the customer could benefit from the service either on its own or together with other resources that are readily available to the customer, including factors such as the research, development, and commercialization capabilities of a third party as well as the availability of the associated expertise in the general 89 Table of Contents marketplace.
Revenue recognition We derive revenue from the provision of precision oncology testing services, as well as from development services and other. Precision oncology testing revenue includes amount derived from the delivery of our precision oncology tests, including those tests delivered by labs operated by our strategic partners.
Revenue recognition We derive revenue from the provision of precision oncology testing services, as well as from development services and other. Precision oncology testing revenue includes amounts derived from the delivery of our precision oncology tests, including those tests delivered by labs operated by our strategic partners.
In July 2022, Palmetto GBA conveyed coverage for our Guardant Reveal test for fee-for-service Medicare patients in the United States with stage II or III colorectal cancer whose testing is initiated within three months following curative intent therapy, with an effective date of December 2021.
In July 77 Table of Contents 2022, Palmetto GBA conveyed coverage for our Guardant Reveal test for fee-for-service Medicare patients in the United States with stage II or III colorectal cancer whose testing is initiated within three months following curative intent therapy, with an effective date of December 2021.
The cash effect of changes in our operating assets and liabilities was primarily the result of a $88.6 million increase in accounts payable and accrued liabilities, primarily due to a legal accrual of $83.4 million in connection with a jury verdict entered in favor of TwinStrand Biosciences, Inc. and the University of Washington in November 2023, and a $8.4 million decrease in accounts receivable, net, partially offset by a $31.5 million payment of operating lease liabilities net of receipt of tenant improvement allowance, a $10.4 million increase in inventory, net due to forecasted higher testing volumes, and a $4.3 million increase in prepaid expenses and other current assets, net.
The changes in our operating assets and liabilities was primarily the result of a legal accrual of $83.4 million in connection with a jury verdict entered in favor of TwinStrand Biosciences, Inc. and the University of Washington in November 2023, a $8.4 million decrease in accounts receivable, net, and a $5.2 million increase in accounts payable and accrued liabilities; partially offset by a $31.5 million payment of operating lease liabilities net of receipt of tenant improvement allowance, a $10.4 million increase in inventory, net due to forecasted higher testing volumes, and a $4.3 million increase in prepaid expenses and other current assets, net.
See Part I, Item 1A, “Risk Factors ” of this Annual Report on Form 10-K for more information. Components of results of operations Revenue We derive our revenue from two sources: (i) precision oncology testing, and (ii) development services and other. Precision oncology testing.
See Part I, Item 1A, “Risk Factors ” of this Annual Report on Form 10-K for more information. 79 Table of Contents Components of results of operations Revenue We derive our revenue from two sources: (i) precision oncology testing, and (ii) development services and other. Precision oncology testing.
Risk-Free Interest Rate The risk-free interest rate is based on the U.S. Treasury rate, with maturities similar to the expected term of the stock options. Expected Dividend Yield We do not anticipate paying any dividends in the foreseeable future and, therefore, use an expected dividend yield of zero.
Risk-Free Interest Rate The risk-free interest rate is based on the U.S. Treasury rate, with maturities similar to the expected term of the stock options. 90 Table of Contents Expected Dividend Yield We do not anticipate paying any dividends in the foreseeable future and, therefore, use an expected dividend yield of zero.
For example, our tests are being developed as companion diagnostics under collaborations with biopharmaceutical companies. 81 Table of Contents • Research and development. A significant aspect of our business is our investment in research and development, including the development of new products.
For example, our tests are being developed as companion diagnostics under collaborations with biopharmaceutical companies. • Research and development. A significant aspect of our business is our investment in research and development, including the development of new products.
We have expended considerable resources, and expect to increase such expenditures over the next few years, to support our research and development programs with the goal of fueling further innovation. • International expansion.
We have expended considerable resources, and expect to increase such expenditures over the next few years, to support our research and development programs with the goal of fueling further innovation. 78 Table of Contents • International expansion.
In December 2023, we completed a registered direct offering with an investment management firm, in which we issued and sold 3,387,446 shares of our common stock at a price of $26.77 per share, and received net proceeds of $90.6 million. As of December 31, 2023, we had cash, cash equivalents and marketable debt securities of approximately $1.2 billion.
In December 2023, we completed a registered direct offering with an investment management firm, in which we issued and sold 3,387,446 shares of our common stock at a price of $26.77 per share, and received net proceeds of $90.6 million. As of December 31, 2024, we had cash, cash equivalents, restricted cash and marketable debt securities of approximately $944.2 million.
The assumptions used to calculate the fair value of our stock options, including the Joint Venture, were: Fair Value of Common Stock The fair value of our common stock is determined by the closing price, on the date of grant, of our common stock, which is traded on the Nasdaq Global Select Market.
The assumptions used to calculate the fair value of our stock options, were: Fair Value of Common Stock The fair value of our common stock is determined by the closing price, on the date of grant, of our common stock, which is traded on the Nasdaq Global Select Market.
We expect that our research and development expenses will continue to increase in absolute dollars as we continue to innovate and develop additional products, expand our genomic and medical data management resources and conduct our ongoing and new clinical studies. Sales and marketing expense.
We expect that our research and development expenses will continue to increase in absolute dollars as we continue to innovate and develop additional products, expand our genomic and medical data management resources and conduct our ongoing and new clinical studies. 80 Table of Contents Sales and marketing expense.
Black-Scholes Assumptions The weighted-average assumptions used in our Black-Scholes option-pricing model, including the Joint Venture, were as follows for stock option granted to our employees, directors and non-employees for the periods presented: Year Ended December 31, 2023 2022 2021 Expected term (in years) 5.50 – 6.10 5.50 – 6.10 5.49 – 6.06 Expected volatility 69.3% – 70.5% 63.3% – 67.6% 63.6% – 66.7% Risk-free interest rate 3.4% – 4.5% 1.9% – 4.4% 0.3% – 1.3% Expected dividend yield —% —% —% We will continue to use judgment in evaluating the assumptions related to our stock-based compensation on a prospective basis, including probabilities of meeting performance metrics for our PSUs.
Black-Scholes Assumptions The weighted-average assumptions used in our Black-Scholes option-pricing model were as follows for stock option granted to our employees, directors and non-employees for the periods presented: Year Ended December 31, 2024 2023 2022 Expected term (in years) 5.50 – 6.09 5.50 – 6.10 5.50 – 6.10 Expected volatility 67.4% – 69.4% 69.3% – 70.5% 63.3% – 67.6% Risk-free interest rate 3.8% – 4.5% 3.4% – 4.5% 1.9% – 4.4% Expected dividend yield —% —% —% We will continue to use judgment in evaluating the assumptions related to our stock-based compensation on a prospective basis, including probabilities of meeting performance metrics for our PSUs.
Other income (expense), net Other income (expense), net consists of foreign currency exchange gains and losses, fair value adjustments of marketable equity securities, and impairment of non-marketable equity securities and other related assets. We expect our foreign currency gains and losses to continue to fluctuate in the future due to changes in foreign currency exchange rates.
Other income (expense), net Other income (expense), net consists of foreign currency exchange gains and losses, unrealized and realized gains and losses of marketable equity securities, and impairment of non-marketable equity securities and other related assets. We expect our foreign currency gains and losses to continue to fluctuate in the future due to changes in foreign currency exchange rates.
Development services include companion diagnostic development and regulatory approval, clinical study setup, monitoring and maintenance, testing development and support, GuardantConnect and GuardantINFORM. Other revenue includes amounts derived from licensing our technologies, and kit fulfillment.
Development services include companion diagnostic development and regulatory approval, clinical study setup, monitoring and maintenance, testing development and support, GuardantConnect and GuardantINFORM. Other revenue includes amounts derived from licensing our technologies, kit fulfillment, and delivery of our Shield screening tests.
Interest expense Year Ended December 31, Change 2023 2022 $ % (in thousands) Interest expense $ (2,578) $ (2,577) $ (1) — % Interest expense was primarily attributable to the amortization of debt issuance costs related to our convertible senior notes issued in November 2020, for the years ended December 31, 2023, and 2022.
Interest expense Year Ended December 31, Change 2024 2023 $ % (in thousands) Interest expense $ (2,581) $ (2,578) $ (3) — % Interest expense was primarily attributable to the amortization of debt issuance costs related to our convertible senior notes issued in November 2020, for the years ended December 31, 2024, and 2023.
Interest income Interest income consists of interest earned on our cash, cash equivalents and marketable debt securities. 84 Table of Contents Interest expense Interest expense consists primarily of charges relating to amortization of debt issuance costs.
Interest income Interest income consists of interest earned on our cash, cash equivalents, restricted cash and marketable debt securities. Interest expense Interest expense consists primarily of charges relating to amortization of debt issuance costs.
We also incurred net losses of $479.4 million, $654.6 million and $384.8 million in the years ended December 31, 2023, 2022 and 2021, respectively. We have funded our operations to date principally from the sale of our stock, convertible senior notes, and revenue from our precision oncology testing and development services and other.
We also incurred net losses of $436.4 million, $479.4 million and $654.6 million in the years ended December 31, 2024, 2023 and 2022, respectively. We have funded our operations to date 76 Table of Contents principally from the sale of our stock, convertible senior notes, and revenue from our precision oncology testing and development services and other.
Our Redwood City laboratory is certified pursuant to the Clinical Laboratory Improvement Amendments of 1988, or CLIA, accredited by the College of American Pathologists, or CAP, permitted by the New York State Department of Health, or NYSDOH, and licensed in California and four other states. Our San Diego laboratory is CAP-accredited, CLIA-certified, and licensed in California.
Our Redwood City laboratory is certified pursuant to the Clinical Laboratory Improvement Amendments of 1988, or CLIA, accredited by the College of American Pathologists, or CAP, permitted by the New York State Department of Health, or NYSDOH, and licensed in California and four other states. We also perform research use only tests in our laboratory located in San Diego, California.
Effective January 1, 2022, Medicare started to reimburse Guardant360 CDx services at the median rate of claims paid by commercial payers and this rate will apply until December 2023. In March 2022, Palmetto GBA, the Medicare administrative contractor for MolDX, has conveyed coverage for our Guardant360 TissueNext test under the existing local coverage determination.
Effective January 1, 2022, Medicare started to reimburse Guardant360 CDx services at the median rate of claims paid by commercial payers. In March 2022, Palmetto GBA, the Medicare administrative contractor for MolDX, conveyed coverage for our Guardant360 TissueNext test under the existing local coverage determination.
In June 2022, we purchased all of the shares held by SoftBank and its affiliates, and upon completion of the transaction, we obtained full control over operations of Guardant Health AMEA, Inc. throughout the Asia, Middle East and Africa region.
In June 2022, we purchased all of the shares held by SoftBank and its affiliates, and upon completion of the transaction, we obtained full control over operations of Guardant Health AMEA, Inc.
We measure stock-based compensation expense for stock options granted to our employees, directors, and non-employee consultants on the date of grant based on the fair value of the awards and recognize the corresponding compensation expense of those awards over the requisite service period, which is generally the vesting period of the respective awards.
Forfeitures are accounted for as they occur. We measure stock-based compensation expense for stock options granted to our employees, directors, and non-employees on the date of grant based on the fair value of the awards and recognize the corresponding compensation expense of those awards over the requisite service period, which is generally the vesting period of the respective awards.
Revenue from clinical tests for patients covered by Medicare represented approximately 43%, 45% and 45% of our precision oncology revenue from clinical customers for the years ended December 31, 2023, 2022 and 2021, respectively. 80 Table of Contents • Payer coverage and reimbursement .
Precision oncology revenue from clinical tests for patients covered and administered by Medicare represented approximately 39%, 43% and 45% of our precision oncology revenue from clinical customers for the years ended December 31, 2024, 2023 and 2022, respectively. • Payer coverage and reimbursement .
As of December 31, 2023, we had cash and cash equivalents of $1.1 billion and marketable debt securities of $35.1 million. Cash in excess of immediate requirements is invested in accordance with our investment policy, primarily with a view to provide liquidity while ensuring capital preservation.
As of December 31, 2024, we had cash, cash equivalents, restricted cash and marketable debt securities of $944.2 million. Cash in excess of immediate requirements is invested in accordance with our investment policy, primarily with a view to provide liquidity while ensuring capital preservation.
Other income (expense), net Year Ended December 31, Change 2023 2022 $ % (in thousands) Other income (expense), net $ 53,174 $ (12,778) $ 65,952 * * Not meaningful Other income (expense), net was a $53.2 million income for the year ended December 31, 2023, primarily attributable to $79.7 million of unrealized gains recorded for our marketable equity security investment in Lunit, Inc., partially offset by $29.1 million of impairment recorded for our non-marketable equity security investments and other related assets during the period.
Other income (expense), net was a $53.2 million income for the year ended December 31, 2023, primarily due to $79.7 million of unrealized gains recorded for our marketable equity security investment in Lunit, Inc., partially offset by $29.1 million of impairment recorded for our non-marketable equity security investments and other related assets during the period.
In March 2021, CMS approved ADLT status to the Guardant360 CDx test, based on which Medicare paid us at the lowest available commercial rate per test, from April 1, 2021 to December 31, 2021.
In March 2021, the Centers for Medicare and Medicaid Services, or CMS, approved advanced diagnostic laboratory test, or ADLT, status to our Guardant360 CDx test, based on which Medicare paid us at the lowest available commercial rate per test, from April 1, 2021 to December 31, 2021.
This decrease in development services and other revenue was primarily due to revenue decrease of $6.9 million associated with our companion diagnostics collaboration projects and other service agreements with biopharmaceutical customers, and a reduction in royalty revenue of $3.8 million, partially offset by revenue increase from our data services of $2.4 million and partnership agreements of $1.4 million during the year ended December 31, 2023.
This increase in development services and other revenue was primarily due to an increase of $9.1 million associated with our companion diagnostics collaboration projects and other service agreements with biopharmaceutical customers, partially offset by a decrease of $7.2 million associated with our partnership agreements, and a reduction of $3.2 million in royalty revenue.
Precision oncology revenue from tests for clinical customers was $403.9 million for the year ended December 31, 2023, up 35% from $298.1 million for the year ended December 31, 2022. This increase in clinical testing revenue was driven primarily by an increase in sample volume.
Precision oncology revenue from tests for clinical customers was $542.8 million for the year ended December 31, 2024, up 34% from $403.9 million for the year ended December 31, 2023. This increase in clinical testing revenue was driven primarily by an increase in sample volume and an increase in reimbursement for our tests.
Operating Expenses Research and development expense Year Ended December 31, Change 2023 2022 $ % (in thousands) Research and development expense $ 367,194 $ 373,807 $ (6,613) (2) % Research and development expenses were $367.2 million for the year ended December 31, 2023, compared to $373.8 million for the year ended December 31, 2022, a decrease of $6.6 million, or 2%.
Operating Expenses Research and development expense Year Ended December 31, Change 2024 2023 $ % (in thousands) Research and development expense $ 347,753 $ 367,194 $ (19,441) (5) % Research and development expenses were $347.8 million for the year ended December 31, 2024, compared to $367.2 million for the year ended December 31, 2023, a decrease of $19.4 million, or 5%.
In June 2022, we signed a strategic partnership agreement with Adicon Holdings Limited, or Adicon, a leading independent clinical laboratory company based in China, and in December 2023, the blood-based cancer testing services based on our digital sequencing platform became available at Adicon's testing facility, which offers our industry-leading comprehensive genomic profiling tests to biopharmaceutical companies to advance clinical research and the development of new cancer therapies in China. 82 Table of Contents The success of our international expansion strategy depends on a number of factors, including the internal and external constraints placed on our international laboratory partners and biopharmaceutical companies in the context of broader global, regional and U.S. economic and geopolitical conditions.
In June 2022, we signed a strategic partnership agreement with Adicon Holdings Limited, or Adicon, a leading independent clinical laboratory company based in China, and in December 2023, the blood-based cancer testing services based on our digital sequencing platform became available at Adicon's testing facility, which offers our industry-leading comprehensive genomic profiling tests to biopharmaceutical companies to advance clinical research and the development of new cancer therapies in China.
Precision oncology testing revenue increased to $514.2 million for the year ended December 31, 2023, from $392.0 million for the year ended December 31, 2022, an increase of $122.2 million, or 31%.
Precision oncology testing revenue increased to $687.9 million for the year ended December 31, 2024, from $514.2 million for the year ended December 31, 2023, an increase of $173.7 million, or 34%.
Cash used in operating activities during the year ended December 31, 2022 was $309.5 million, which resulted from a net loss of $654.6 million, partially offset by non-cash charges of $283.6 million and cash effect of changes in our operating assets and liabilities of $61.6 million.
Cash used in operating activities during the year ended December 31, 2023 was $325.0 million, which resulted from a net loss of $479.4 million, partially offset by non-cash charges of $100.6 million and changes in our operating assets and liabilities of $53.8 million.
Other revenue also includes kit fulfillment which is recognized when such products are delivered. 93 Table of Contents Contracts with multiple performance obligations Contracts with biopharmaceutical customers and international laboratory partners may include multiple distinct performance obligations, such as provision of precision oncology testing, the above-mentioned development services, and digital sequencing technology licensing, among others.
Contracts with multiple performance obligations Contracts with biopharmaceutical customers and international laboratory partners may include multiple distinct performance obligations, such as provision of precision oncology testing, the above-mentioned development services, and digital sequencing technology licensing, among others.
No stock-based compensation expense is recorded for PSUs, unless it is determined to be probable that the related performance metrics will be met. Any PSUs that remain unvested at the end of the performance period will be forfeited. Forfeitures are accounted for as they occur.
No stock-based compensation expense is recorded for PSUs, unless it is determined to be probable that the related performance metrics will be met. In addition, a cumulative adjustment will be recorded in the period when the probability of achieving the related performance metrics is adjusted. Any PSUs that remain unvested at the end of the performance period will be forfeited.
Cash used in financing activities during the year ended December 31, 2022 was $189.1 million, which was primarily attributable to consideration payment for the Joint Venture Acquisition of $177.8 million, payment for the tender offer in connection with the Joint Venture Acquisition and acquisition related costs of $14.2 million, and taxes paid related to net share settlement of restricted stock units of $7.9 million, partially offset by proceeds of $9.3 million from issuances of common stock under our employee stock purchase plan. 91 Table of Contents Critical accounting policies and estimates We have prepared our consolidated financial statements in accordance with accounting principles generally accepted in the United States of America, or GAAP.
Cash provided by financing activities during the year ended December 31, 2023 was $477.4 million, which was primarily attributable to proceeds from equity offerings of $493.1 million, and proceeds from issuances of common stock under our employee stock purchase plan of $10.2 million; partially offset by payment of equity offering costs of $21.1 million, and employee taxes paid related to settlement of restricted stock units of $11.2 million. 87 Table of Contents Critical accounting policies and estimates We have prepared our consolidated financial statements in accordance with accounting principles generally accepted in the United States of America, or GAAP.
Cost of precision oncology testing was $205.5 million for the year ended December 31, 2023, compared to $148.2 million for the year ended December 31, 2022, an increase of $57.3 million, or 39%.
Cost of precision oncology testing was $260.6 million for the year ended December 31, 2024, compared to $205.5 million for the year ended December 31, 2023, an increase of $55.1 million, or 27%.
We collaborate with biopharmaceutical companies in the development and clinical studies of new drugs. As part of these collaborations, we provide services related to regulatory filings to support companion diagnostic device submissions for our test panels. Under these arrangements, we generate revenue from progression of our collaboration efforts, as well as from provision of on-going support.
Development services revenue primarily represents services that we provide to biopharmaceutical companies, large medical institutions and international laboratory partners. We collaborate with biopharmaceutical companies in the development and clinical studies of new drugs. As part of these collaborations, we provide services related to regulatory filings to support companion diagnostic device submissions for our test panels.
Revenue from clinical tests for patients covered by Medicare represented approximately 43%, 45% and 45% of our precision oncology revenue from clinical customers for the years ended December 31, 2023, 2022 and 2021, respectively. Development services and other. Development services revenue primarily represents services that we provide to biopharmaceutical companies, large medical institutions and international laboratory partners.
Precision oncology revenue from clinical tests for patients covered and administered by Medicare represented approximately 39%, 43% and 45% of our precision oncology revenue from clinical customers for the years ended December 31, 2024, 2023 and 2022, respectively. Development services and other.
This increase in cost of precision oncology testing was primarily attributable to an increase in sample volumes, resulting in a $33.0 million increase in material costs, a $19.9 million increase in production labor and overhead costs, and a $4.0 million increase in other costs, including costs related to collection kits, freight, professional services and reporting of test results for physicians. 87 Table of Contents Cost of development services and other was $21.5 million for the year ended December 31, 2023, compared to $8.1 million for the year ended December 31, 2022, an increase of $13.4 million.
This increase in cost of precision oncology testing was primarily attributable to an increase in sample volumes and an increase in average cost per sample primarily due to changes in product mix, resulting in a $44.7 million increase in material costs, a $4.7 million increase in production labor and overhead costs, and a $4.6 million increase in other costs, including costs related to collection kits, freight and professional services. 83 Table of Contents Cost of development services and other was $29.2 million for the year ended December 31, 2024, compared to $21.5 million for the year ended December 31, 2023, an increase of $7.7 million, or 36%.
Financing activities Cash provided by financing activities during the year ended December 31, 2023 was $477.4 million, which was primarily attributable to proceeds of $493.1 million from equity offerings, and proceeds of $10.2 million from issuances of common stock under our employee stock purchase plan, partially offset by payment of equity offering costs of $21.1 million, and taxes paid related to net share settlement of restricted stock units of $11.2 million.
Financing activities Cash used in financing activities during the year ended December 31, 2024 was $1.0 million, which was primarily attributable to employee taxes paid related to settlement of restricted stock units of $15.7 million, partially offset by proceeds from issuances of common stock under our employee stock purchase plan of $11.7 million and proceeds from exercise of stock options of $3.1 million.
Based on these study results, in March 2023, we submitted a PMA to the FDA for our Shield blood test. The FDA’s Molecular and Clinical Genetics Panel of the Medical Devices Advisory Committee intends to review the PMA.
Based on these study results, in March 2023, we submitted a PMA to the FDA for our Shield blood test.
The methodologies used to estimate the enterprise value of the Joint Venture were performed using methodologies, approaches, and assumptions consistent with the American Institute of Certified Public Accountants Accounting and Valuation Guide, Valuation of Privately-Held-Company Equity Securities Issued as Compensation . 94 Table of Contents Expected Term The expected term represents the period that the stock options granted are expected to be outstanding and is determined using the simplified method (based on the mid-point between the vesting date and the end of the contractual term) as we have concluded that our stock option exercise history does not provide a reasonable basis upon which to estimate expected term.
Expected Term The expected term represents the period that the stock options granted are expected to be outstanding and is determined using the simplified method (based on the mid-point between the vesting date and the end of the contractual term) as we have concluded that our stock option exercise history does not provide a reasonable basis upon which to estimate expected term.
In addition, to evaluate the performance of our investigational, next-generation Shield assay in detecting lung cancer in high-risk individuals ages 50-80, in January 2022, we enrolled the first patient in a nearly 10,000-patient prospective, registrational study, which we refer to as the SHIELD LUNG study.
Shield is also the first blood test for colorectal cancer screening that meets coverage requirements by Medicare. To clinically validate the performance of our next-generation Shield blood test in lung cancer screening in high-risk individuals ages 50-80, in January 2022, we initiated a nearly 10,000-patient prospective, registrational study, which we refer to as the SHIELD LUNG study.
Year Ended December 31, 2023 2022 (in thousands) Revenue: Precision oncology testing $ 514,249 $ 392,049 Development services and other 49,699 57,489 Total revenue 563,948 449,538 Costs and operating expenses: Cost of precision oncology testing (1) 205,528 148,199 Cost of development services and other (1) 21,524 8,126 Research and development expense (1) 367,194 373,807 Sales and marketing expense (1) 295,227 299,828 General and administrative expense (1) 155,800 163,956 Other operating expense 83,400 — Total costs and operating expenses 1,128,673 993,916 Loss from operations (564,725) (544,378) Interest income 35,365 6,069 Interest expense (2,578) (2,577) Other income (expense), net 53,174 (12,778) Fair value adjustments of noncontrolling interest liability — (99,785) Loss before provision for income taxes (478,764) (653,449) Provision for income taxes 685 1,139 Net loss $ (479,449) $ (654,588) (1) Amounts include stock-based compensation expense as follows: Year Ended December 31, 2023 2022 (in thousands) Cost of precision oncology testing $ 4,614 $ 5,498 Cost of development services and other 1,851 — Research and development expense 34,682 26,630 Sales and marketing expense 24,764 25,442 General and administrative expense 24,848 37,115 Total stock-based compensation expense $ 90,759 $ 94,685 In November 2020, we granted restricted stock units with certain performance metrics, or PSUs, consisting of a performance period of 4 years combined with an additional service period requirement of six months should the vesting criteria be met.
Year Ended December 31, 2024 2023 (in thousands) Revenue: Precision oncology testing $ 687,936 $ 514,249 Development services and other 51,080 49,699 Total revenue 739,016 563,948 Costs and operating expenses: Cost of precision oncology testing (1) 260,581 205,528 Cost of development services and other (1) 29,218 21,524 Research and development expense (1) 347,753 367,194 Sales and marketing expense (1) 364,935 295,227 General and administrative expense (1) 180,123 155,800 Other operating expense — 83,400 Total costs and operating expenses 1,182,610 1,128,673 Loss from operations (443,594) (564,725) Interest income 53,691 35,365 Interest expense (2,581) (2,578) Other income (expense), net (42,605) 53,174 Loss before provision for income taxes (435,089) (478,764) Provision for income taxes 1,284 685 Net loss $ (436,373) $ (479,449) (1) Amounts include stock-based compensation expense as follows: Year Ended December 31, 2024 2023 (in thousands) Cost of precision oncology testing $ 5,315 $ 4,614 Cost of development services and other 4,050 1,851 Research and development expense 50,566 34,682 Sales and marketing expense 36,479 24,764 General and administrative expense 44,001 24,848 Total stock-based compensation expense $ 140,411 $ 90,759 In November 2020 and May 2021, we granted restricted stock units with certain performance metrics, or PSUs, consisting of a performance period of 4 years combined with an additional service period requirement of six months should the vesting criteria be met, with a grant date fair value of $113.40 per share and $148.19 per share, respectively.
This increase in revenue was primarily due to an increase in sample volume. Total tests for biopharmaceutical customers increased to approximately 29,900 for the year ended December 31, 2023, from approximately 26,000 for the year ended December 31, 2022.
Precision oncology revenue from tests for biopharmaceutical customers was $145.1 million for the year ended December 31, 2024, up 31% from $110.4 million for the year ended December 31, 2023. This increase in revenue was primarily due to an increase in sample volume.
Cash provided by investing activities during the year ended December 31, 2022 was $149.8 million, which resulted primarily from maturities of marketable debt securities of $555.0 million, partially offset by purchases of marketable debt securities of $303.8 million, purchases of property and equipment of $77.5 million, and purchases of non-marketable equity security investments and other related assets of $24.0 million.
Investing activities Cash used in investing activities during the year ended December 31, 2024 was $261.3 million, which resulted primarily from purchases of marketable debt securities of $307.3 million, purchases of property and equipment of $35.1 million, and purchases of non-marketable equity security investments of $7.5 million; partially offset by sales of marketable equity security investment in Lunit, Inc. of $53.6 million and maturities of marketable debt securities of $35.0 million.
Liquidity and capital resources We have incurred losses and negative cash flows from operations since our inception, and as of December 31, 2023, we had an accumulated deficit of $2.1 billion.
Provision for income taxes Year Ended December 31, Change 2024 2023 $ % (in thousands) Provision for income taxes $ 1,284 $ 685 $ 599 87 % The change in the provision for income taxes between the years ended December 31, 2024 and 2023 was insignificant. 85 Table of Contents Liquidity and capital resources We have incurred losses and negative cash flows from operations since our inception, and as of December 31, 2024, we had an accumulated deficit of $2.6 billion.
Sales and marketing expense Year Ended December 31, Change 2023 2022 $ % (in thousands) Sales and marketing expense $ 295,227 $ 299,828 $ (4,601) (2) % Selling and marketing expenses were $295.2 million for the year ended December 31, 2023, compared to $299.8 million for the year ended December 31, 2022, a decrease of $4.6 million, or 2%.
Sales and marketing expense Year Ended December 31, Change 2024 2023 $ % (in thousands) Sales and marketing expense $ 364,935 $ 295,227 $ 69,708 24 % Sales and marketing expenses were $364.9 million for the year ended December 31, 2024, compared to $295.2 million for the year ended December 31, 2023, an increase of $69.7 million, or 24%.
General and administrative expense Year Ended December 31, Change 2023 2022 $ % (in thousands) General and administrative expense $ 155,800 $ 163,956 $ (8,156) (5) % General and administrative expenses were $155.8 million for the year ended December 31, 2023, compared to $164.0 million for the year ended December 31, 2022, a decrease of $8.2 million, or 5%.
General and administrative expense Year Ended December 31, Change 2024 2023 $ % (in thousands) General and administrative expense $ 180,123 $ 155,800 $ 24,323 16 % General and administrative expenses were $180.1 million for the year ended December 31, 2024, compared to $155.8 million for the year ended December 31, 2023, an increase of $24.3 million, or 16%.
Cost of Revenue Year Ended December 31, Change 2023 2022 $ % (in thousands) Cost of precision oncology testing $ 205,528 $ 148,199 $ 57,329 39 % Cost of development services and other 21,524 8,126 13,398 165 % Total cost of revenue $ 227,052 $ 156,325 $ 70,727 45 % Total cost of revenue was $227.1 million for the year ended December 31, 2023, compared to $156.3 million for the year ended December 31, 2022, an increase of $70.7 million, or 45%.
Cost of Revenue Year Ended December 31, Change 2024 2023 $ % (in thousands) Cost of precision oncology testing $ 260,581 $ 205,528 $ 55,053 27 % Cost of development services and other 29,218 21,524 7,694 36 % Total cost of revenue $ 289,799 $ 227,052 $ 62,747 28 % Total cost of revenue was $289.8 million for the year ended December 31, 2024, compared to $227.1 million for the year ended December 31, 2023, an increase of $62.7 million, or 28%.
If their policies were to change in the future to cover additional cancer indications, we anticipate that our total reimbursement would increase. In January 2021, a proprietary laboratory analyses, or PLA code was issued for our Guardant360 CDx with an effective date in April 2021.
If their policies were to change in the future to cover additional cancer indications, we anticipate that our total reimbursement would increase.
Other income (expense), net was a $12.8 million expense for the year ended December 31, 2022, primarily due to $7.8 million of unrealized losses recorded for our marketable equity security investment in Lunit, Inc., and $5.3 million of impairment recorded for our non-marketable equity security investments and other related assets during the period.
Other income (expense), net Year Ended December 31, Change 2024 2023 $ % (in thousands) Other income (expense), net $ (42,605) $ 53,174 $ (95,779) (180) % Other income (expense), net was a $42.6 million expense for the year ended December 31, 2024, primarily attributable to $44.4 million of net unrealized and realized losses recorded for our marketable equity security investment in Lunit, Inc. during the period.
In February 2022, we received CAP accreditation, and in October 2022, we received IVD sample processing approval from the MHLW for our laboratory in Japan. In addition, in July 2023, the MHLW granted national reimbursement approval for our Guardant360 CDx test for patients with advanced or metastatic solid tumor cancers in Japan.
In July 2023, Japan's Ministry of Health, Labour and Welfare granted national reimbursement approval for our Guardant360 CDx test for patients with advanced or metastatic solid tumor cancers in Japan.
In addition to companion diagnostic development and regulatory approval services, we also provide other development services, including clinical study setup, monitoring and maintenance, testing development and support, GuardantConnect and GuardantINFORM. Other revenue includes amounts derived from licensing our technologies and kit fulfillment. 83 Table of Contents Costs and operating expenses Cost of precision oncology testing.
Under these arrangements, we generate revenue from progression of our collaboration efforts, as well as from provision of on-going support. In addition to companion diagnostic development and regulatory approval services, we also provide other development services, including clinical study setup, monitoring and maintenance, testing development and support, GuardantConnect and GuardantINFORM.
As of December 31, 2023, these PSUs had a grant-date fair value of approximately $25.7 million, net of forfeitures, however no compensation expense for these PSUs has been recorded to-date since the achievement of the performance metrics did not meet the criteria for accrual as of December 31, 2023.
Before 2024, no compensation expense for these PSUs had been recorded since the achievement of the performance metrics did not meet the criteria for accrual.
Interest income Year Ended December 31, Change 2023 2022 $ % (in thousands) Interest income $ 35,365 $ 6,069 $ 29,296 483 % Interest income was $35.4 million for the year ended December 31, 2023, compared to $6.1 million for the year ended December 31, 2022, an increase of $29.3 million, or 483%, primarily due to higher interest rates, and increase in cash and cash equivalents and marketable debt securities balances.
Interest income Year Ended December 31, Change 2024 2023 $ % (in thousands) Interest income $ 53,691 $ 35,365 $ 18,326 52 % Interest income was $53.7 million for the year ended December 31, 2024, compared to $35.4 million for the year ended December 31, 2023, an increase of $18.3 million, or 52%, primarily attributable to higher rates of return on our investments.
Total tests for clinical customers increased to approximately 172,900 for the year ended December 31, 2023, from approximately 124,800 for the year ended December 31, 2022. Precision oncology revenue from tests for biopharmaceutical customers was $110.4 million for the year ended December 31, 2023, up 17% from $94.0 million for the year ended December 31, 2022.
Total tests for clinical customers increased to approximately 206,700 for the year ended December 31, 2024, from approximately 172,900 for the year ended December 31, 2023.
Cash flows The following table summarizes our cash flows for the periods presented: Year Ended December 31, 2023 2022 (in thousands) Net cash used in operating activities $ (324,975) $ (309,463) Net cash provided by investing activities 840,250 149,816 Net cash provided by (used in) financing activities 477,375 (189,093) 90 Table of Contents Operating activities Cash used in operating activities during the year ended December 31, 2023 was $325.0 million, which resulted from a net loss of $479.4 million, partially offset by non-cash charges of $100.6 million and cash effect of changes in our operating assets and liabilities of $53.8 million.
The transaction will be accounted for under FASB ASC Topic 470, Debt , and relevant accounting guidance, based on which and due to the nature of the transaction, a gain is currently expected to be recorded for the three months ended March 31, 2025. 86 Table of Contents Cash flows The following table summarizes our cash flows for the periods presented: Year Ended December 31, 2024 2023 (in thousands) Net cash used in operating activities $ (239,858) $ (324,975) Net cash (used in) provided by investing activities (261,308) 840,250 Net cash (used in) provided by financing activities (996) 477,375 Operating activities Cash used in operating activities during the year ended December 31, 2024 was $239.9 million, which resulted from a net loss of $436.4 million and changes in our operating assets and liabilities of $60.9 million, partially offset by non-cash charges of $257.4 million.
Effective January 1, 2024, Medicare has increased the reimbursement rate for our Guardant360 LDT test to the same rate as our Guardant360 CDx test.
Effective January 1, 2024, Medicare has increased the reimbursement rate for our Guardant360 LDT test to the same rate as our Guardant360 CDx test. In January 2025, Palmetto GBA granted coverage for our Guardant Reveal test to monitor disease recurrence in patients with colorectal cancer in the surveillance setting following curative intent therapy.
Other operating expense Year Ended December 31, Change 2023 2022 $ % (in thousands) Other operating expense $ 83,400 $ — $ 83,400 * * Not applicable 88 Table of Contents Other operating expense for the year ended December 31, 2023 was related to a legal accrual in connection with a jury verdict related to TwinStrand Biosciences, Inc. and the University of Washington entered into in November 2023.
This increase was primarily due to an increase of $19.2 million in stock-based compensation, including $4.1 million related to the PSUs discussed in the Results of operation section above; and an increase of $12.4 million in other personnel costs; partially offset by a decrease of $7.5 million in severance costs related to a workforce reduction in the first quarter of 2023, and a decrease of $3.1 million in legal expenses. 84 Table of Contents Other operating expense Year Ended December 31, Change 2024 2023 $ % (in thousands) Other operating expense $ — $ 83,400 $ (83,400) (100) % Other operating expense for the year ended December 31, 2023 was related to a legal accrual in connection with a jury verdict related to TwinStrand Biosciences, Inc. and the University of Washington entered into in November 2023.
This increase in cost of development services and other was primarily due to costs associated with providing screening testing services which increased to $13.5 million for the year ended December 31, 2023, from $2.0 million for the year ended December 31, 2022, an increase of $11.5 million.
This increase in cost of development services and other was primarily due to an increase of $4.3 million associated with our companion diagnostics collaboration projects and other service agreements with biopharmaceutical customers, and an increase of $3.3 million associated with providing Shield screening tests during the year ended December 31, 2024.
This decrease was primarily due to a decrease of $11.2 million in material costs, a decrease of $5.6 million in information technology infrastructure costs, and a decrease of $3.1 million in post-acquisition contingent consideration, partially offset by an increase of $8.1 million in stock-based compensation, an increase of $3.3 million in personnel costs, and an increase of $2.7 million in depreciation and amortization.
This decrease was primarily due to a decrease of $31.8 million in outside services costs primarily driven by a reduction in the ECLIPSE clinical study costs as the study nears completion, a decrease of $9.7 million in material costs, and a decrease of $3.7 million in information technology infrastructure costs; partially offset by an increase of $15.9 million in stock-based compensation, primarily related to the PSUs of $11.8 million discussed in the Results of operations section above; and an increase of $10.0 million in other personnel costs.
Non-cash charges primarily consisted of $99.8 million of fair value adjustments of noncontrolling interest liability in connection with the Joint Venture Acquisition, $94.7 million of stock-based compensation, $36.0 million of depreciation and amortization, $28.6 million of operating lease costs, $7.8 million of unrealized losses on marketable equity security investment in Lunit, inc., $5.3 million of impairment on non-marketable equity security investments and other related assets, $4.6 million of amortization of premium on marketable debt securities, and $4.3 million of acquisition-related contingent consideration.
Non-cash charges primarily consisted of $140.4 million of stock-based compensation, $44.4 million of net unrealized and realized losses on marketable equity security investment in Lunit, inc., $42.4 million of depreciation and amortization, and $31.1 million of operating lease costs, partially offset by $6.8 million of amortization of discount on marketable debt securities.
Development services and other revenue decreased to $49.7 million for the year ended December 31, 2023, from $57.5 million for the year ended December 31, 2022, a decrease of $7.8 million, or 14%.
Total tests for biopharmaceutical customers increased to approximately 40,500 for the year ended December 31, 2024, from approximately 29,900 for the year ended December 31, 2023. Development services and other revenue increased to $51.1 million for the year ended December 31, 2024, from $49.7 million for the year ended December 31, 2023, an increase of $1.4 million, or 3%.
The FDA’s Molecular and Clinical Genetics Panel of the Medical Devices Advisory Committee intends to review the PMA. We also expect to expand into lung and multi-cancer screening with our investigational, next-generation Shield assay. We currently perform our tests in our laboratories located in Redwood City, California, and San Diego, California.
Shield is also the first blood test for colorectal cancer screening that meets coverage requirements by Medicare. We also expect to expand into lung cancer screening and multi-cancer detection with our Shield platform. We currently perform clinical, research use only, and investigation use only tests in our laboratory located in Redwood City, California.