Biggest changeYear Ended December 31, 2022 2021 (in thousands) Revenue: Precision oncology testing $ 392,049 $ 304,312 Development services and other 57,489 69,341 Total revenue 449,538 373,653 Costs and operating expenses: Cost of precision oncology testing (1) 148,199 110,396 Cost of development services and other 8,126 12,516 Research and development expense (1) 373,807 263,221 Sales and marketing expense (1) 299,828 191,881 General and administrative expense (1) 163,956 206,640 Total costs and operating expenses 993,916 784,654 Loss from operations (544,378) (411,001) Interest income 6,069 3,930 Interest expense (2,577) (2,577) Other income (expense), net (12,778) 25,178 Fair value adjustments of noncontrolling interest liability (99,785) — Loss before provision for income taxes (653,449) (384,470) Provision for income taxes 1,139 300 Net loss $ (654,588) $ (384,770) (1) Amounts include stock-based compensation expense as follows: Year Ended December 31, 2022 2021 (in thousands) Cost of precision oncology testing $ 5,498 $ 3,468 Research and development expense 26,630 18,907 Sales and marketing expense 25,442 15,479 General and administrative expense 37,115 113,595 Total stock-based compensation expense $ 94,685 $ 151,449 87 Table of Contents Comparison of the Years Ended December 31, 2022 and 2021 Revenue Year Ended December 31, Change 2022 2021 $ % (in thousands) Precision oncology testing $ 392,049 $ 304,312 $ 87,737 29 % Development services and other 57,489 69,341 (11,852) (17) % Total revenue $ 449,538 $ 373,653 $ 75,885 20 % Total revenue was $449.5 million for the year ended December 31, 2022, compared to $373.7 million for the year ended December 31, 2021, an increase of $75.9 million, or 20%.
Biggest changeYear 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.
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 and CLIA-certified.
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.
Effective January 1, 2022, Medicare has 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 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.
If our available cash, cash equivalents and marketable debt securities and anticipated cash flows from operations are insufficient to satisfy our liquidity requirements including 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 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.
In December 2020, we signed our first public private partnership agreement with Vall D'Hebron Institute of Oncology, or VHIO, one of Europe’s leading cancer research institutions, and in May 2022, the first blood-based cancer testing services in Europe based on our industry-leading digital sequencing platform became available at the VHIO testing facility in Spain.
In December 2020, we signed our first public private partnership agreement with Vall D'Hebron Institute of Oncology, or VHIO, one of Europe’s leading cancer research institutions, and in May 2022, the first blood-based cancer testing services in Europe based on our digital sequencing platform became available at the VHIO testing facility in Spain.
Our general and administrative expenses include costs for our executive, accounting and finance, information technology, legal and human resources functions. These expenses consist principally of salaries, bonuses, employee benefits, travel expenses and stock-based compensation, as well as professional services fees such as consulting, audit, tax and legal fees, and general corporate costs and allocated overhead expenses.
Our general and administrative expenses include costs for our executive, accounting and finance, information technology, legal and human resources functions. These expenses consist principally of salaries, bonuses, employee benefits, travel expenses and stock-based compensation, as well as professional services fees such as consulting, audit, tax and legal fees, and general corporate costs and overhead expenses.
Research and development expenses consist of costs incurred to develop technology and include salaries and benefits including stock-based compensation, reagents and supplies used in research and development laboratory work, infrastructure expenses, including allocated facility occupancy and information technology costs, contract services, other outside costs and costs to develop our technology capabilities.
Research and development expenses consist of costs incurred to develop technology and include salaries and benefits including stock-based compensation, reagents and supplies used in research and development laboratory work, infrastructure expenses, including facility occupancy and information technology costs, contract services, other outside costs and costs to develop our technology capabilities.
These expenses consist primarily of salaries, commissions, bonuses, employee benefits, travel expenses and stock-based compensation, as well as marketing, sales incentives, and educational activities and allocated overhead expenses.
These expenses consist primarily of salaries, commissions, bonuses, employee benefits, travel expenses and stock-based compensation, as well as marketing, sales incentives, and educational activities and overhead expenses.
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, 2022 and 2021.
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.
Investing activities 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 and other related assets of $24.0 million.
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.
Depending on the nature of the technology licensing arrangements, and considering factors including but not limited to enforceable right to payment and payment terms, and if an asset with alternative use is created, these revenues are recognized in the period when royalty-bearing sales occur, when the technology transfer is complete, or during the technology transfer period.
Depending on the nature of the technology licensing arrangements, and considering factors including but not limited to enforceable right to payment and payment terms, and if an asset with alternative use is created, these technology licensing revenues are recognized in the period when royalty-bearing sales occur, when the technology transfer is complete or over the technology transfer period.
The net change 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, 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, 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.
The 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.
In May 2022, we launched the Shield LDT test to address the needs of individuals eligible for colorectal cancer screening. From a simple blood draw, Shield uses a novel multimodal approach to detect colorectal cancer signals in the bloodstream, including DNA that is shed by tumors.
For early cancer detection, in May 2022, we launched the Shield LDT test to address the needs of individuals eligible for colorectal cancer screening. From a simple blood draw, Shield uses a novel multimodal approach to detect colorectal cancer signals in the bloodstream, including DNA that is shed by tumors.
Additionally, we have investments held in marketable debt securities consisting of United States treasury securities that can be immediately liquid.
Additionally, we have investments held in marketable debt securities consisting primarily of United States treasury securities that can be immediately liquid.
A detailed discussion comparing our results of operations for the years ended December 31, 2021 and 2020 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, 2021.
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.
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. 86 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. 85 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. 94 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. 92 Table of Contents Development services and other We perform development services for our biopharmaceutical customers utilizing our precision oncology information platform.
For example, our tests are being developed as companion diagnostics under collaborations with biopharmaceutical companies. 82 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. 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.
Stock-based compensation We measure stock-based compensation expense for stock options granted to our employees, directors, and nonemployee 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.
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.
A component of our long-term growth strategy is to expand our commercial footprint internationally, and we expect to increase our sales and marketing expense to execute on this strategy. We currently offer our tests in countries outside the United States primarily through distributor relationships, direct contracts with hospitals or partnerships with research organizations.
A component of our long-term growth strategy is to expand our commercial footprint internationally, and we expect to increase our sales and marketing expense to execute on this strategy. We currently offer our tests in countries outside the United States primarily through distributor relationships, direct contracts with hospitals, and partnerships with local research organizations and laboratory companies.
We expect our sales and marketing expenses to increase in absolute dollars as we expand our sales force, increase our presence within and outside of the United States, and increase our marketing activities to drive further awareness and adoption of our tests. 85 Table of Contents General and administrative expense .
We expect our sales and marketing expenses to increase in absolute dollars as we expand our sales force, increase our presence within and outside of the United States, and increase our marketing activities to drive further awareness and adoption of our tests. General and administrative expense .
We also collaborate with biopharmaceutical companies in clinical studies by providing the above-mentioned tests, as well as the GuardantOMNI blood test for advanced-stage cancer, and the GuardantINFINITY blood test, launched in September 2022, which is a next-generation smart liquid biopsy that provides new, multi-dimensional insights into the complexities of tumor molecular profiles and immune response to advance cancer research and therapy development.
We also collaborate with biopharmaceutical companies in clinical studies by providing the above-mentioned tests, as well as the GuardantOMNI blood test for advanced-stage cancer, and the GuardantINFINITY blood test, a next-generation smart liquid biopsy that provides new, multi-dimensional insights into the complexities of tumor molecular profiles and immune response to advance cancer research and therapy development.
Interest expense Year Ended December 31, Change 2022 2021 $ % (in thousands) Interest expense $ (2,577) $ (2,577) $ — — % 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, 2022, and 2021.
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 income Interest income consists of interest earned on our cash, cash equivalents and marketable debt securities. 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 and marketable debt securities. 84 Table of Contents Interest expense Interest expense consists primarily of charges relating to amortization of debt issuance costs.
We also incurred net losses of $654.6 million, $384.8 million and $246.3 million in the years ended December 31, 2022, 2021 and 2020, 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 $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.
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 its common stock, which is traded on the Nasdaq Global Select Market.
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.
Expected Volatility Prior to the commencement of trading of our common stock on the Nasdaq Global Select Market on October 4, 2018 in connection with the IPO, there was no active trading market for our common stock.
Expected Volatility Prior to the commencement of trading of our common stock on the Nasdaq Global Select Market on October 4, 2018 in connection with our initial public offering, there was no active trading market for our common stock.
The grant date fair value of the Joint Venture’s common stock was determined using valuation methodologies which utilizes certain assumptions including probability weighting of events, volatility, time to liquidation, a risk-free interest rate and an assumption for a discount for lack of marketability.
The grant date fair value of the Joint Venture's common stock was determined by the board of directors of the Joint Venture, using valuation methodologies which utilize certain assumptions including probability weighting of events, volatility, time to liquidation, a risk-free interest rate and an assumption for a discount for lack of marketability.
Revenue from clinical tests for patients covered by Medicare represented approximately 45%, 45% and 42% of our precision oncology revenue from clinical customers for the years ended December 31, 2022, 2021 and 2020, respectively. 81 Table of Contents • Payer coverage and reimbursement .
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 .
In May 2018, we formed and capitalized a joint venture, Guardant Health AMEA, Inc., with SoftBank, which we refer to as the Joint Venture or Guardant AMEA, relating to the sale, marketing and distribution of our tests generally outside the Americas and Europe, and to accelerate commercialization of our products in Asia, the Middle East and Africa.
In May 2018, we formed and capitalized Guardant Health AMEA, Inc., with SoftBank, relating to the sale, marketing and distribution of our tests generally outside the Americas and Europe, and to accelerate commercialization of our products in Asia, the Middle East and Africa.
As of December 31, 2022, we had cash and cash equivalents of $141.6 million and marketable debt securities of $869.6 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, 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.
Kit fulfillment related revenues are recognized when such products are delivered. 95 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.
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.
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 non-cash operating lease costs, $7.8 million of unrealized losses on marketable equity securities, $5.3 million of impairment on the rights to purchase one of our non-marketable security investees, $4.6 million of amortization of premium on marketable debt security investments, $4.3 million of revaluation adjustments to contingent consideration, and $2.6 million of amortization of debt issuance 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.
In addition, other revenue includes amounts derived from licensing our digital sequencing technologies to our domestic customers and international laboratory partners, and kit fulfillment. For the licensed technology, we are compensated through royalty-based payments, non-refundable upfront payments, guaranteed minimum payments, and/or sample milestone payments.
In addition, we license our digital sequencing technologies to our domestic customers and international laboratory partners. For the licensed technology, we are compensated through royalty-based payments, non-refundable upfront payments, guaranteed minimum payments, and/or sample milestone payments.
We expect that our general and administrative expenses will continue to increase as we incur additional costs to support the growth of our business.
In addition, our general and administrative expenses also include severance costs related to workforce reduction. We expect that our general and administrative expenses will continue to increase as we incur additional costs to support the growth of our business.
Cash used in financing activities during the year ended December 31, 2021 was $66.8 million, which was primarily due to taxes paid related to net share settlement of restricted stock units of $83.8 million, partially offset by proceeds of $9.8 million from issuances of common stock under our employee stock purchase plan, and proceeds of $8.1 million from exercise of stock options. 93 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 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.
We also submit claims to Medicare for reimbursement for our Guardant360 CDx, Guardant360 LDT, Guardant360 TissueNext and Guardant Reveal clinical testing performed for qualifying patients.
We submit claims for payment for tests performed for patients covered by U.S. private payers. We also submit claims to Medicare for reimbursement for our Guardant360 CDx, Guardant360 LDT, Guardant360 TissueNext, Guardant Reveal and Guardant360 Response clinical testing performed for qualifying patients.
This increase in cost of precision oncology testing was primarily attributable to an increase in sample volumes, resulting in a $16.7 million increase in material costs, a $11.2 million increase in production labor and overhead costs, and a $10.0 million increase in other costs, including costs related to kits, freight and curation of test results for physicians. 88 Table of Contents Cost of development services and other was $8.1 million for the year ended December 31, 2022, compared to $12.5 million for the year ended December 31, 2021, a decrease of $4.4 million, or 35%.
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.
Cost of development services and other primarily includes costs incurred for the performance of development services and other requested by our customers comprising 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 screening tests, which comprise of labor and material costs including any inventory write-downs.
With respect to Shield, in December 2022, we announced positive results from ECLIPSE, an over 20,000 patient registrational study evaluating the performance of our Shield blood test for detecting colorectal cancer in average-risk adults. The test demonstrated 83% sensitivity in detecting individuals with colorectal cancer.
With respect to Shield, in December 2022, we announced that the ECLIPSE study, a registrational study evaluating the performance of our Shield blood test for detecting colorectal cancer in average-risk adults, met co-primary endpoints. The test demonstrated 83% sensitivity in detecting individuals with colorectal cancer.
Precision oncology testing revenue increased to $392.0 million for the year ended December 31, 2022, from $304.3 million for the year ended December 31, 2021, an increase of $87.7 million, or 29%.
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%.
Development services and other revenue decreased to $57.5 million for the year ended December 31, 2022, from $69.3 million for the year ended December 31, 2021, a decrease of $11.9 million, or 17%.
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%.
Additionally, based on this new PLA code, we applied to the CMS for our Guardant360 CDx test to become an advanced diagnostic laboratory test, or ADLT. 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, 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.
Operating Expenses Research and development expense Year Ended December 31, Change 2022 2021 $ % (in thousands) Research and development $ 373,807 $ 263,221 $ 110,586 42 % Research and development expenses were $373.8 million for the year ended December 31, 2022, compared to $263.2 million for the year ended December 31, 2021, an increase of $110.6 million, or 42%.
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%.
Fair value adjustments of noncontrolling interest liability Year Ended December 31, Change 2022 2021 $ % (in thousands) Fair value adjustments of noncontrolling interest liability $ (99,785) $ — $ (99,785) * * Not meaningful Fair value adjustments of noncontrolling interest liability for the year ended December 31, 2022 was made as a result of the Joint Venture Acquisition completed in June 2022.
Fair value adjustments of noncontrolling interest liability Year Ended December 31, Change 2023 2022 $ % (in thousands) Fair value adjustments of noncontrolling interest liability $ — $ (99,785) $ 99,785 * * Not meaningful Fair value adjustments of noncontrolling interest liability for the year ended December 31, 2022 was made as a result of the Joint Venture Acquisition completed in June 2022. 89 Table of Contents Provision for income taxes Year Ended December 31, Change 2023 2022 $ % (in thousands) Provision for income taxes $ 685 $ 1,139 $ (454) (40) % The change in the provision for income taxes between the years ended December 31, 2023 and 2022 was insignificant.
General and administrative expense Year Ended December 31, Change 2022 2021 $ % (in thousands) General and administrative $ 163,956 $ 206,640 $ (42,684) (21) % General and administrative expenses were $164.0 million for the year ended December 31, 2022, compared to $206.6 million for the year ended December 31, 2021, a decrease of $42.7 million, or 21%.
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%.
Total tests for clinical customers increased to approximately 124,800 for year ended December 31, 2022, from approximately 87,600 for the year ended December 31, 2021. Precision oncology revenue from tests for biopharmaceutical customers was $94.0 million for the year ended December 31, 2022, and $67.9 million for the year ended December 31, 2021, respectively.
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.
In October 2021, we signed a partnership agreement with The Royal Marsden NHS Foundation Trust, a premier cancer center within the United Kingdom for patient care, research and teaching of all types of cancer.
In October 2021, we signed a partnership agreement with The Royal Marsden NHS Foundation Trust, or Royal Marsden, a premier cancer center within the United Kingdom, or the UK, for patient care, research and teaching of all types of cancer, and in April 2023, the blood-based cancer testing services based on our digital sequencing platform became available at Royal Marsden testing facility in the UK.
Cash used in operating activities during the year ended December 31, 2021 was $209.0 million, which resulted from a net loss of $384.8 million and net change in our operating assets and liabilities of $40.5 million, partially offset by non-cash charges of $216.2 million.
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.
Cost of precision oncology testing was $148.2 million for the year ended December 31, 2022, compared to $110.4 million for the year ended December 31, 2021, an increase of $37.8 million, or 34%.
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%.
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 nonemployees for the periods presented: Year Ended December 31, 2022 2021 2020 Expected term (in years) 5.50 – 6.10 5.49 – 6.06 5.50 – 6.10 Expected volatility 63.3% – 67.6% 63.6% – 66.7% 63.6% – 73.3% Risk-free interest rate 1.9% – 4.4% 0.3% – 1.3% 0.3% – 1.6% Expected dividend yield —% —% —% For market-based restricted stock units, we derive the requisite service period using the Monte Carlo simulation model.
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.
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.
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.
Cash flows The following table summarizes our cash flows for the periods presented: Year Ended December 31, 2022 2021 (in thousands) Net cash used in operating activities $ (309,463) $ (209,017) Net cash provided by (used in) investing activities 149,816 (63,155) Net cash used in financing activities (189,093) (66,824) 92 Table of Contents Operating activities 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 net change in our operating assets and liabilities of $61.6 million.
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.
For patients with advanced-stage cancer, we have commercially launched Guardant360 LDT and Guardant360 CDx, the first comprehensive liquid biopsy test approved by the U.S. Food and Drug Administration, or the FDA, to provide tumor mutation profiling with solid tumors and to be used as a companion diagnostic in connection with non-small cell lung cancer, or NSCLC, and breast cancer.
Food and Drug Administration, or the FDA, to provide tumor mutation profiling with solid tumors and to be used as a companion diagnostic in connection with non-small cell lung cancer, or NSCLC, and breast cancer.
The Joint Venture derived the expected volatility from the average historical volatility over a period approximately equal to the expected term of comparable publicly traded companies within its peer group that were deemed to be representative of future stock price trends as the Joint Venture does not have any trading history for its common stock. 97 Table of Contents Risk-Free Interest Rate The risk-free interest rate is based on the U.S. treasury zero coupon issues in effect at the time of grant for periods corresponding with the expected term of the stock option grants.
The Joint Venture derived the expected volatility from the average historical volatility over a period approximately equal to the expected term of comparable publicly traded companies within its peer group that were deemed to be representative of future stock price trends as the Joint Venture did not have any trading history for its common stock.
Compensation expense for stock options with performance metrics is calculated based upon expected achievement of the metrics specified in the grant.
Compensation expense for stock options with performance metrics is calculated based upon expected achievement of the metrics specified in the grant. We estimate the fair value of our stock options on the grant date using the Black-Scholes option-pricing model.
Sales and marketing expense Year Ended December 31, Change 2022 2021 $ % (in thousands) Sales and marketing $ 299,828 $ 191,881 $ 107,947 56 % Selling and marketing expenses were $299.8 million for the year ended December 31, 2022, compared to $191.9 million for the year ended December 31, 2021, an increase of $107.9 million, or 56%.
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%.
The study is anticipated to run in approximately 100 centers in the United States and Europe. We are continuing to enroll more patients for these on-going studies, and 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. • International expansion.
Revenue from clinical tests for patients covered by Medicare represented approximately 45%, 45% and 42% of our precision oncology revenue from clinical customers for the years ended December 31, 2022, 2021 and 2020, respectively. 84 Table of Contents Development services and other.
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.
Cash used in investing activities during the year ended December 31, 2021 was $63.2 million, which resulted primarily from purchases of marketable debt securities of $900.8 million, purchases of property and equipment of $75.0 million, and purchases of non-marketable equity and other related investments of $39.4 million, partially offset by maturities of marketable debt securities of $952.1 million.
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.
This increase in research and development expense was primarily related to continued investment in the development of our technologies and products, and our clinical studies, resulting in an increase of $48.8 million in outside service fees, an increase of $36.4 million in personnel-related costs for employees in our research and development group, including a $7.7 million increase in stock-based compensation, an increase of $25.3 million related to allocated facilities and information technology infrastructure costs, an increase of $5.2 million in post-acquisition related contingent consideration, and an increase of $4.1 million in depreciation and amortization, partially offset by a decrease of $11.5 million in material costs.
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.
Our performance depends on our ability to retain and broaden adoption with existing customers, as well as attract new customers. We believe that the test volume we receive from clinicians and biopharmaceutical companies are indicators of growth in each of these customer verticals.
We believe that the test volume we receive from clinicians and biopharmaceutical companies are indicators of growth in each of these customer verticals.
Total tests for biopharmaceutical customers increased to approximately 26,000 for the year ended December 31, 2022, from approximately 18,600 for the year ended December 31, 2021, primarily due to an increase in the number of biopharmaceutical customers and their contracted projects.
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.
In February 2022, we received CAP accreditation for our laboratory in Japan where we expect to commence processing samples following receipt of additional certification for processing In Vitro Diagnostic, or IVD, samples and reimbursement approval. 80 Table of Contents We generated total revenue of $449.5 million, $373.7 million and $286.7 million for the years ended December 31, 2022, 2021 and 2020, respectively.
We have also received CAP accreditation and In Vitro Diagnostic, or IVD, sample processing approval from Japan's Ministry of Health, Labour and Welfare, or the MHLW, for our laboratory in Japan. 79 Table of Contents We generated total revenue of $563.9 million, $449.5 million and $373.7 million for the years ended December 31, 2023, 2022 and 2021, respectively.
Revenue recognition We derive revenue from the provision of precision oncology testing services, as well as from development services and other. Precision oncology testing services include genomic profiling and the delivery of other genomic information derived from our platform.
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.
Other income (expense), net Year Ended December 31, Change 2022 2021 $ % (in thousands) Other income (expense), net $ (12,778) $ 25,178 $ (37,956) * * Not meaningful For the year ended December 31, 2022, other income (expense), net was primarily related to $7.8 million of unrealized loss recorded for our marketable equity securities, and $5.3 million of impairment for the rights to purchase one of our non-marketable security investees.
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.
Upon completion of the transaction, we obtained full control over operations 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. throughout the Asia, Middle East and Africa region.
As of December 31, 2022, we had cash, cash equivalents and marketable debt securities of approximately $1.0 billion. Factors affecting our performance We believe there are several important factors that have impacted and that we expect will impact our operating performance and results of operations, including: • Testing volume, pricing and customer mix .
Factors affecting our performance We believe there are several important factors that have impacted and that we expect will impact our operating performance and results of operations, including: • Testing volume, pricing and customer mix . Our revenue and costs are affected by the volume of testing and mix of customers from period to period.
Financing activities Cash used in financing activities during the year ended December 31, 2022 was $189.1 million, which was primarily due 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, and proceeds of $2.6 million from exercise of stock options.
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.
Our equity awards, including market-based and performance-based restricted stock units, are intended to retain and incentivize employees to lead us to sustained, long-term superior financial and operational performance. • COVID-19 Global Pandemic . The global coronavirus 2019, or COVID-19, pandemic has negatively affected, and we expect will continue to negatively affect, our revenue and our clinical studies.
Our equity awards, including market-based and performance-based restricted stock units, are intended to retain and incentivize employees to lead us to sustained, long-term superior financial and operational performance. • Other operating expense .
Precision oncology revenue from tests for clinical customers was $298.1 million for the year ended December 31, 2022, up 26% from $236.4 million for the year ended December 31, 2021.
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.
Our revenue and costs are affected by the volume of testing and mix of customers from period to period. We evaluate both the volume of tests that we perform for patients on behalf of clinicians and the number of tests we perform for biopharmaceutical companies.
We evaluate both the volume of tests that we perform for patients on behalf of clinicians and the number of tests we perform for biopharmaceutical companies. Our performance depends on our ability to retain and broaden adoption with existing customers, as well as attract new customers.
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.
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.
Cost of Revenue Year Ended December 31, Change 2022 2021 $ % (in thousands) Cost of precision oncology testing $ 148,199 $ 110,396 $ 37,803 34 % Cost of development services and other 8,126 12,516 (4,390) (35) % Total cost of revenue $ 156,325 $ 122,912 $ 33,413 27 % Total cost of revenue was $156.3 million for the year ended December 31, 2022, compared to $122.9 million for the year ended December 31, 2021, an increase of $33.4 million, or 27%.
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%.
This decrease in development services and other revenue was primarily due to the change in collaboration projects with biopharmaceutical customers for companion diagnostic development and regulatory approval services, and discontinuation of our Guardant-19 tests in August 2021, partially offset by revenues earned from licensing our technologies, and providing data services during the year ended December 31, 2022.
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.
Other income (expense), net Other income (expense), net consists of foreign currency exchange gains and losses, fair value adjustments of marketable equity securities, impairment of other assets, non-recurring payments due and received in relation to the settlement of license and patent disputes, net of credit losses, and the relief fund grant from the Department of Health and Human Services, or HHS, under the U.S.
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.
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. Precision oncology testing revenue is generated from sales of our tests to clinical and biopharmaceutical customers.
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.
We expect the partnership to help biopharmaceutical companies bring the next generation of cancer therapies to patients in the region. 83 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. 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 determining the fair value of the Joint Venture’s common stock, 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 .
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.
In the United States, through December 31, 2022, we generally performed tests as an out-of-network service provider without contracts with health insurance companies. We submit claims for payment for tests performed for patients covered by U.S. private payers.
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.