Biggest changeThe measurement of stock-based compensation is subject to periodic adjustments as the underlying equity instruments vest, and the resulting change in value, if any, is recognized in our statements of operations and comprehensive loss during the period that the related services are rendered. Results of Operations Comparison of the years ended December 31, 2023, 2022, and 2021 Year Ended December 31, Changes (in thousands) 2023 2022 2021 2023 - 2022 2022 - 2021 Amount Percent Amount Percent Revenues: Product revenues $ 1,068,522 $ 797,307 $ 580,080 $ 271,215 34.0 % $ 217,227 37.4 % Licensing and other revenues 14,049 22,915 45,406 (8,866) (38.7) (22,491) (49.5) Total revenues 1,082,571 820,222 625,486 262,349 32.0 194,736 31.1 Cost and expenses: Cost of product revenues 588,564 453,632 315,195 134,932 29.7 138,437 43.9 Cost of licensing and other revenues 1,267 2,624 3,223 (1,357) (51.7) (599) (18.6) Research and development 320,678 316,415 264,208 4,263 1.3 52,207 19.8 Selling, general and administrative 618,307 588,591 511,034 29,716 5.0 77,557 15.2 Total cost and expenses 1,528,816 1,361,262 1,093,660 167,554 12.3 267,602 24.5 Loss from operations (446,245) (541,040) (468,174) 94,795 17.5 (72,866) (15.6) Interest expense (12,638) (9,319) (8,305) (3,319) (35.6) (1,014) (12.2) Interest and other income, net 24,353 3,538 5,381 20,815 588.3 (1,843) (34.3) Loss before income taxes (434,530) (546,821) (471,098) 112,291 20.5 (75,723) (16.1) Income tax expense (271) (978) (618) 707 72.3 (360) (58.3) Net loss $ (434,801) $ (547,799) $ (471,716) $ 112,998 20.6 % $ (76,083) (16.1) % _______________________ Revenues Total revenues are comprised of product revenues, which are primarily driven by sales of our Panorama and HCS tests, and licensing and other revenues, which primarily includes development licensing revenue, licensing of our Constellation software to our licensees.
Biggest changeThe measurement of stock-based compensation is subject to periodic adjustments as the underlying equity instruments vest, and the resulting change in value, if any, is recognized in our statements of operations and comprehensive loss during the period that the related services are rendered. 72 Table of Contents Results of Operations Comparison of the years ended December 31, 2024, 2023, and 2022 Year Ended December 31, Changes (in thousands) 2024 2023 2022 2024 - 2023 2023 - 2022 Amount Percent Amount Percent Revenues: Product revenues $ 1,685,074 $ 1,068,522 $ 797,307 $ 616,552 57.7 % $ 271,215 34.0 % Licensing and other revenues 11,837 14,049 22,915 (2,212) (15.7) (8,866) (38.7) Total revenues 1,696,911 1,082,571 820,222 614,340 56.7 262,349 32.0 Cost and expenses: Cost of product revenues 672,304 588,564 453,632 83,740 14.2 134,932 29.7 Cost of licensing and other revenues 1,449 1,267 2,624 182 14.4 (1,357) (51.7) Research and development 404,138 320,678 316,415 83,460 26.0 4,263 1.3 Selling, general and administrative 841,314 618,307 588,591 223,007 36.1 29,716 5.0 Total cost and expenses 1,919,205 1,528,816 1,361,262 390,389 25.5 167,554 12.3 Loss from operations (222,294) (446,245) (541,040) 223,951 50.2 94,795 17.5 Interest expense (10,685) (12,638) (9,319) 1,953 15.5 (3,319) (35.6) Interest and other income, net 43,248 24,353 3,538 18,895 77.6 20,815 588.3 Loss before income taxes (189,731) (434,530) (546,821) 244,799 56.3 112,291 20.5 Income tax expense (695) (271) (978) (424) (156.5) 707 72.3 Net loss $ (190,426) $ (434,801) $ (547,799) $ 244,375 56.2 % $ 112,998 20.6 % Revenues Total revenues are comprised of product revenues, which are primarily driven by sales of our Panorama and Horizon tests, oncology testing, and licensing and other revenues, which primarily includes development licensing revenue and licensing of our Constellation software.
We also offer our Signatera molecular residual disease test for oncology applications, which we commercialize as a test run in our CLIA (as defined below) laboratory and offer on a research use only basis to research laboratories and pharmaceutical companies; and our Prospera organ transplant assessment tests. We process tests in our laboratories certified under the Clinical Laboratory Improvement Amendments of 1988, or CLIA, in Austin, Texas and San Carlos, California.
We also offer our Signatera molecular residual disease test for oncology applications, which we commercialize as a test run in our CLIA (as defined below) laboratories and offer on a research use only basis to research laboratories and pharmaceutical companies; and our Prospera organ transplant assessment tests. We process tests in our laboratories certified under the Clinical Laboratory Improvement Amendments of 1988 (or CLIA) in Austin, Texas and San Carlos, California.
A portion of our testing is performed by third-party laboratories. Our customers include independent laboratories, national and regional reference laboratories, medical centers and physician practices for our screening tests, and research laboratories and pharmaceutical companies. We market and sell our tests through our direct sales force and, for our women’s health tests, through our laboratory distribution partners.
A portion of our testing is performed by third-party laboratories. Our customers include independent laboratories, national and regional reference laboratories, medical centers and physician practices for our screening tests, research laboratories and pharmaceutical companies. We market and sell our tests through our direct sales force and, for our women’s health tests, through our laboratory distribution partners.
The Credit Line was amended in July 2017 and bears interest at 30-day LIBOR plus 1.10%, and it is secured by a first priority lien and security interest in our money market and marketable securities held in our managed investment account with UBS.
The Credit Line was amended in July 2017 and bears interest at 30-day LIBOR plus 1.10%, and it is secured by a first priority lien and security interest in our money market and marketable securities held in our managed investment account with UBS.
Revenues recognized from tests processed through our Constellation model, and from our strategic partnership agreements, are reported in licensing and other revenues. 73 Table of Contents In cases where we sell our tests through our laboratory partners, the majority of our laboratory partners bill the patient, clinic or insurance carrier for the performance of our tests, and we are entitled to either a fixed price per test or a percentage of their collections. Our ability to increase our revenues will depend on our ability to further penetrate the domestic and international markets and, in particular, generate sales through our direct sales force, develop and commercialize additional tests, obtain reimbursement from additional third-party payers and increase our reimbursement rates for tests performed.
Revenues recognized from tests processed through our Constellation model, and from our strategic partnership agreements, are reported in licensing and other revenues. 69 Table of Contents In cases where we sell our tests through our laboratory partners, the majority of our laboratory partners bill the patient, clinic or insurance carrier for the performance of our tests, and we are entitled to either a fixed price per test or a percentage of their collections. Our ability to increase our revenues will depend on our ability to further penetrate the domestic and international markets and, in particular, generate sales through our direct sales force, develop and commercialize additional tests, obtain reimbursement from additional third-party payers and increase our reimbursement rates for tests performed.
These expenses consist of personnel costs, including stock-based compensation expense; direct marketing expenses; audit and legal expenses; consulting costs; training and medical education activities; payer outreach programs and allocated overhead, including rent, information technology, equipment depreciation, and utilities. Interest Expense Interest expense is attributable to borrowing under our Convertible Senior Notes (the “Convertible Notes”) and credit line with UBS (the “Credit Line”), including the amortization of debt discounts. 75 Table of Contents Interest Income and Other (Expense) Income, Net Interest income and other (expense) income, net is comprised of interest earned on our cash, realized gains and losses on investments and assets, sublease rental income, and foreign currency remeasurement gains and losses. Critical Accounting Policies Our management’s discussion and analysis of our financial condition and results of operations is based on our financial statements, which have been prepared in accordance with generally accepted accounting principles in the United States.
These expenses consist of personnel costs, including stock-based compensation expense; direct marketing expenses; audit and legal expenses; consulting costs; training and medical education activities; payer outreach programs and allocated overhead, including rent, information technology, equipment depreciation, and utilities. Interest Expense Interest expense is attributable to borrowing under our Convertible Senior Notes (the “Convertible Notes”) and the credit line with UBS (the “Credit Line”), including the amortization of debt discounts. Interest Income and Other (Expense) Income, Net Interest income and other (expense) income, net is comprised of interest earned on our cash, realized gains and losses on investments and assets, sublease rental income, and foreign currency remeasurement gains and losses. Critical Accounting Policies Our management’s discussion and analysis of our financial condition and results of operations is based on our financial statements, which have been prepared in accordance with generally accepted accounting principles in the United States.
We generate a majority of our revenues from the sale of Panorama, our non-invasive prenatal test, or NIPT, as well as Horizon, our Carrier Screening, or HCS, test.
We generate a majority of our revenues from the sale of Panorama, our non-invasive prenatal test, or NIPT, as well as Horizon, our Carrier Screening test.
We currently have 15 revenue generating licensing and service agreements with laboratories under our Constellation distribution model. We consider our cost of licensing and other revenues for the Constellation software platform to be relatively low, and therefore we expect its associated gross margin is higher. We expect our cost of licensing will increase in relation to volume growth.
We currently have 7 revenue generating licensing and service agreements with laboratories under our Constellation distribution model. We consider our cost of licensing and other revenues for the Constellation software platform to be relatively low, and therefore we expect its associated gross margin is higher. We expect our cost of licensing will increase in relation to volume growth.
We aim to make personalized genetic testing and diagnostics part of the standard of care to protect health and inform earlier and more targeted interventions that help lead to longer, healthier lives. We currently provide a comprehensive suite of products in women’s health, as well as our oncology and organ health products, and our Constellation cloud-based platform.
We aim to make personalized genetic testing and diagnostics part of the standard of care to protect health and inform earlier and more targeted interventions that help lead to longer, healthier lives. We currently provide a comprehensive suite of products in women’s health, oncology, and organ health, and our Constellation cloud-based platform.
In addition to Panorama and Horizon, our product offerings in women’s health include Spectrum Preimplantation Genetics, our Anora miscarriage test, and Vistara single-gene NIPT, as well as our Empower hereditary cancer screening test, which we also plan to offer to oncologists through our oncology sales channel.
In addition to Panorama and Horizon, our product offerings in women’s health include Spectrum Preimplantation Genetics, our Anora miscarriage test, and Vistara single-gene NIPT, as well as our Empower hereditary cancer screening test, which we also offer through our oncology sales channel.
As of December 31, 2023, we are recognizing revenues on 15 licensing and service arrangements with laboratories under our Constellation model. Our strategy to offer access to our algorithm to laboratory licensees via our Constellation cloud-based software platform may also cause our revenues to decrease because we do not process the tests and perform the molecular biology analysis in our own laboratory under this model, and therefore are not able to charge as high an amount, and as a result realize lower revenues per test than when we perform the entire test ourselves.
As of December 31, 2024, we are recognizing revenues on 7 licensing and service arrangements with laboratories under our Constellation model. Our strategy to offer access to our algorithm to laboratory licensees via our Constellation cloud-based software platform may also cause our revenues to decrease because we do not process the tests and perform the molecular biology analysis in our own laboratory under this model, and therefore are not able to charge as high an amount, and as a result realize lower revenues per test than when we perform the entire test ourselves.
As of December 31, 2023, we have $20.0 million available on the Credit Line. While we have introduced multiple products that are generating revenues, these revenues have not been sufficient to fund all operations. Accordingly, we have funded the portion of operating costs that exceeds revenues through a combination of equity issuances and debt and other financings.
As of December 31, 2024, we have $20.0 million remaining and available on the Credit Line. While we have introduced multiple products that are generating revenues, these revenues have not been sufficient to fund all operations. Accordingly, we have funded the portion of operating costs that exceeds revenues through a combination of equity issuances and debt and other financings.
We intend to mitigate any impact by driving more business from our most profitable accounts. Licensing and Other Revenues Revenues recognized from tests processed through our Constellation model, and from our strategic partnership agreements (which during the three years ended December 31, 2023, 2022 and 2021 comprised the Qiagen, BGI Genomics Co.
We intend to mitigate any impact by driving more business from our most profitable accounts. Licensing and Other Revenues Revenues recognized from tests processed through our Constellation model, and from our strategic partnership agreements (which during the three years ended December 31, 2024, 2023 and 2022 comprised BGI Genomics Co.
However, cost of licensing and other revenues for the Constellation software platform are relatively low, and therefore, its associated gross margin is higher. 74 Table of Contents Cost of Product Revenues The components of our cost of product revenues are material and service costs, impairment charges associated with testing equipment, personnel costs, including stock-based compensation expense, equipment and infrastructure expenses associated with testing samples, electronic medical records, order and delivery systems, shipping charges to transport samples, costs incurred from third party test processing fees, and allocated overhead such as rent, information technology costs, equipment depreciation and utilities.
However, cost of licensing and other revenues for the Constellation software platform are relatively low, and therefore, its associated gross margin is higher. Cost of Product Revenues The components of our cost of product revenues are material and service costs, equipment and related depreciation expense, personnel costs, including stock-based compensation expense, and infrastructure expenses associated with testing samples, electronic medical records, order and delivery systems, shipping charges to transport samples, costs incurred from third party test processing fees, and allocated overhead such as rent, information technology costs, equipment depreciation and utilities.
UBS has the right to demand full or partial payment of the Credit Line obligations and terminate it, in its discretion and without cause, 81 Table of Contents at any time. In October 2023, the interest rate was subsequently changed to the 30-day SOFR average, plus 0.5%.
UBS has the right to demand full or partial payment of the Credit Line obligations and terminate it, in its discretion and without cause, at any time. In October 2023, the interest rate was subsequently changed to the 30-day SOFR average, plus 0.5%.
These improvements also reduced the frequency of the need to require blood redraws from the patient. Cost of Licensing and Other Revenues The components of our cost of licensing and other revenues are material costs associated with test kits sold to Constellation clients, development and support services relating to our strategic partnership agreements and other costs .
These improvements also reduced the frequency of the need to require blood redraws from the patient. 70 Table of Contents Cost of Licensing and Other Revenues The components of our cost of licensing and other revenues are material costs associated with test kits sold to Constellation clients, development and support services relating to our strategic partnership agreements and other costs .
As of December 31, 2023, the total principal amount outstanding with accrued interest was $80.4 million and $20.0 million is remaining as available under the Credit Line.
As of December 31, 2024, the total principal amount outstanding with accrued interest was $80.4 million and $20.0 million is remaining and available under the Credit Line.
Operating assets had cash outflows of $57.0 million resulting from $33.9 million in increases in accounts receivable, $5.4 million in increases in inventory, and $26.1 million in increases in prepaid expenses and other current assets, offset by $8.4 million 80 Table of Contents from cash inflows in operating lease right-of-use assets.
Operating assets had cash outflows of $57.0 million resulting from $33.9 million in increases in accounts receivable, $5.4 million in increases in inventory, and $26.1 million in increases in prepaid expenses and other current assets, offset by $8.4 million from cash inflows in operating lease right-of-use assets.
Based on our current business plan, we believe that our existing cash and marketable securities will be sufficient to meet our anticipated cash requirements for at least 12 months after February 28, 2024. 79 Table of Contents Credit Line Agreement In September 2015, we entered into a Credit Line with UBS, or the Credit Line, providing for a $50.0 million revolving line of credit which could be drawn in increments at any time.
Based on our current business plan, we believe that our existing cash and marketable securities will be sufficient to meet our anticipated cash requirements for at least 12 months after February 27, 2025. 75 Table of Contents Credit Line Agreement In September 2015, we entered into a Credit Line with UBS, or the Credit Line, providing for a $50.0 million revolving line of credit which could be drawn in increments at any time.
We are required to maintain a minimum of at least $150.0 million in our UBS accounts as collateral which has been classified as short-term investments in the consolidated balance sheet. The interest rate was subsequently changed to the 30-day SOFR average, plus 1.21%. The SOFR rate is variable.
We are required to maintain a minimum of at least $150.0 million in our UBS accounts as collateral which has been classified as cash, cash equivalents, and short-term investments in the consolidated balance sheets. The interest rate was subsequently changed to the 30-day SOFR average, plus 1.21%. The SOFR rate is variable.
Discussions of year-to-year comparisons between 2022 and 2021 that are not included in this Annual Report on Form 10-K can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in Item 7 of Part II of our Annual Report on Form 10-K for the fiscal year ended December 31, 2022, filed with the SEC on March 1, 2023. Revenues Product Revenues We generate revenues from the sale of our tests, primarily from the sale of our Panorama and HCS tests.
Discussions of year-to-year comparisons between 2023 and 2022 that are not included in this Annual Report on Form 10-K can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in Item 7 of Part II of our Annual Report on Form 10-K for the fiscal year ended December 31, 2023, filed with the SEC on February 28, 2024. Revenues Product Revenues We generate revenues from the sale of our tests, primarily from the sale of our Signatera, Panorama and HCS tests.
Such arrangements include those related to our lease commitments, Credit Line (as defined below), Convertible Notes, commercial supply agreements and other agreements. Credit Line The short-term debt obligations consist of the $80.4 million principal amount drawn from the UBS Credit Line, or the Credit Line, and applicable interest.
Such arrangements include those related to our lease commitments, Credit Line (as defined below), commercial supply agreements and other agreements. 77 Table of Contents Credit Line The short-term debt obligations consist of the $80.4 million principal amount drawn from the UBS Credit Line, or the Credit Line, and applicable interest.
For the year ended December 31, 2022, revenues from customers outside the United States were $34.4 million, representing approximately 4% of total revenues.
For the year ended December 31, 2023, revenues from customers outside the United States were $34.9 million, representing approximately 3% of total revenues. For the year ended December 31, 2022, revenues from customers outside the United States were $34.4 million, representing approximately 4% of total revenues.
As of December 31, 2023, we had an accumulated deficit of $2.4 billion. Components of the Results of Operations The section of this Management’s Discussion and Analysis generally discusses year-to-year comparisons between 2023 and 2022.
As of December 31, 2024, we had an accumulated deficit of $2.6 billion. Components of the Results of Operations The section of this Management’s Discussion and Analysis generally discusses year-to-year comparisons between 2024 and 2023.
The percent of our revenues attributable to international laboratory partners and other international sales was 3%, 4% and 6% for the years ended December 31, 2023, 2022 and 2021, respectively. For the year ended December 31, 2023, total revenues were $1,082.6 million, compared to $820.2 million and $625.5 million in the years ended December 31, 2022 and 2021, respectively.
The percent of our revenues attributable to international laboratory partners and other international sales was 2%, 3% and 4% for the years ended December 31, 2024, 2023 and 2022, respectively. For the year ended December 31, 2024, total revenues were $1,696.9 million, compared to $1,082.6 million and $820.2 million in the years ended December 31, 2023 and 2022, respectively.
For the year ended December 31, 2023, we had a net loss of $434.8 million, and we expect to continue to incur losses in future periods as we continue to devote a substantial portion of our resources to our research and development and commercialization efforts for our existing and new products.
For the year ended December 31, 2024, we had a net loss of $190.4 million, and we expect to continue to incur losses in future periods as we continue to devote a substantial portion of our resources to our research and development and commercialization efforts for our existing and new products.
Product revenues generated from our testing accounted for $1,068.5 million or 99% of total revenues for the year ended December 31, 2023, compared to $797.3 million or 97% of total revenues for the year ended December 31, 2022 and $580.1 million or 93% of total revenues for the year ended December 31, 2021.
Product revenues generated from our testing accounted for $1,685.1 million or 99% of total revenues for the year ended December 31, 2024, compared to $1,068.5 million or 99% of total revenues for the year ended December 31, 2023 and $797.3 million or 97% of total revenues for the year ended December 31, 2022.
This increase in volume represents continuous commercial growth of Panorama and HCS, both as tests performed in our laboratories as well as through our Constellation software platform. The percent of our revenues attributable to our U.S. direct sales force were 91%, 89% and 89% for the years ended December 31, 2023, 2022, 2021, respectively.
This increase in volume primarily represents continued commercial growth of Signatera, Panorama and Horizon, both as tests performed in our laboratories as well as through our Constellation software platform. The percent of our revenues attributable to our U.S. direct sales force were 94%, 91% and 89% for the years ended December 31, 2024, 2023, and 2022, respectively.
This included non-cash stock compensation expense of $191.8 million, $152.4 million, and $115.2 million for the years ended December 31, 2023, 2022, and 2021, respectively.
This included non-cash stock compensation expense of $274.4 million, $191.8 million, and $152.4 million for the years ended December 31, 2024, 2023, and 2022, respectively.
Payments due upon cancellation generally consist only of payments for services provided or expenses incurred, including non-cancellable obligations of our service providers, up to the date of cancellation. These payments have not been included separately within these contractual and other obligations disclosures.
Payments due upon cancellation generally consist only of payments for services provided or expenses incurred, including non-cancellable obligations of our service providers, up to the date of cancellation. These payments have not been included separately within these contractual and other obligations disclosures. Please refer to Note 8, Commitments and Contingencies for further details.
For the years ended December 31, 2023, 2022, and 2021, there were no customers exceeding 10% of the total revenues on an individual basis. Revenues from customers outside the United States were $34.9 million, representing 3% of total revenues for the year ended December 31, 2023.
For the years ended December 31, 2024, 2023, and 2022, there were no customers exceeding 10% of the total revenues on an individual basis. Revenues from customers outside the United States were $39.2 million, representing 2% of total revenues for the year ended December 31, 2024.
As cash flows from our operations are currently negative, our contractual obligations and other commitments are satisfied by the equity financing described above, our convertible note financing conducted in April 2020 described below, the Credit Facility described below, and our product, licensing, and other sales. For our commitments, refer to the “Contractual Obligations and Other Commitments” section below.
Additionally, our contractual obligations and other commitments are satisfied by the equity financing described above, our convertible note financing conducted in April 2020 described below, the Credit Facility described below, and our product, licensing, and other sales. For our commitments, refer to the “Contractual Obligations and Other Commitments” section below.
Total revenues for the year ended December 31, 2023 increased by $262.3 million, or 32.0%, when compared to the year ended December 31, 2022. We derive our revenues from tests based on units reported to customers—tests delivered with a result. All reported units are either accessioned in our laboratories or processed outside of our laboratories.
Total revenues for the year ended December 31, 2024 increased by $614.3 million, or 56.7%, when compared to the year ended December 31, 2023. We derive our revenues from tests based on units reported to customers—tests delivered with a result. All reported units are either accessioned in our laboratory or processed outside of our laboratory.
The number of tests that we process is a key metric as it tracks overall 72 Table of Contents volume growth, particularly as our laboratory partners may transition from sending samples to our laboratory to our cloud-based distribution model, as a result of which our tests accessioned would decrease but our tests processed would remain unchanged. During the year ended December 31, 2023, we processed approximately 2,496,100 tests, comprised of approximately 2,426,500 tests accessioned in our laboratories.
The number of tests that we process is a key metric as it tracks overall volume growth, particularly as our laboratory partners may transition from sending samples to our laboratory to our cloud- 68 Table of Contents based distribution model, as a result of which our tests accessioned would decrease but our tests processed would remain unchanged. During the year ended December 31, 2024, we processed approximately 3,064,600 tests, comprised of approximately 3,001,900 tests accessioned in our laboratories.
We consider our critical accounting policies and estimates to be revenue recognition and stock-based compensation attributable to performance-based awards. Recent Accounting Pronouncements We believe that the impact of accounting standards updates recently issued that are not yet effective will not have a material impact on our financial position or results of operations upon adoption.
We consider our critical accounting policies and estimates to be product revenues recognition and stock-based compensation attributable to restricted stock units and stock options with performance metrics. 71 Table of Contents Recent Accounting Pronouncements We believe that the impact of accounting standards updates recently issued that are not yet effective will not have a material impact on our financial position or results of operations upon adoption.
The decrease was primarily due to a decrease in revenue from our collaborative agreements. Cost of Product Revenues During the year ended December 31, 2023, cost of product revenues increased by $134.9 million or 29.7% when compared to the year ended December 31, 2022, primarily due to higher costs related to inventory consumption of $42.1 million driven by an increase in accessioned cases, a $42.5 million increase in third-party fees, a $6.1 million increase in shipping related charges, a $10.7 million increase in equipment and related depreciation expense, and a $33.5 million increase in labor, overhead, and other related costs driven by headcount growth and product support. Cost of Licensing and Other Revenues Cost of licensing and other revenues for the year ended December 31, 2023, when compared to the year ended December 31, 2022, decreased by approximately $1.4 million, or 51.7%, primarily due to a net decrease in costs to support our collaborative agreements. Expenses Research and Development Research and development expenses during the year ended December 31, 2023 increased by $4.3 million, or 1.3%, when compared to the year ended December 31, 2022.
The decrease was primarily due to a decrease in revenue from our collaborative agreements. Cost of Product Revenues During the year ended December 31, 2024, cost of product revenues increased by $83.7 million or 14.2% when compared to the year ended December 31, 2023, primarily due to higher costs related to inventory consumption of $28.1 million driven by an increase in accessioned cases, a $32.0 million increase in third-party fees, a $23.6 million increase in shipping, equipment and related depreciation expense, labor, overhead, and other related costs driven by headcount growth and product support. Cost of Licensing and Other Revenues Cost of licensing and other revenues for the year ended December 31, 2024, when compared to the year ended December 31, 2023, increased by approximately $0.2 million, or 14.4%, primarily due to a net increase in costs to support our collaborative agreements. Expenses Research and Development Research and development expenses during the year ended December 31, 2024 increased by $83.5 million, or 26.0%, when compared to the year ended December 31, 2023.
Operating liabilities resulted in cash inflows of $48.4 million resulting from a $5.5 million increase in accounts payable, a $3.1 million increase in accrued compensation, a $47.7 million increase in other accrued liabilities, a $2.1 million increase in deferred revenue offset by a $10.0 million decrease in operating lease liabilities. Cash Provided by Investing Activities Cash provided by investing activities for the year ended December 31, 2023 totaled $168.5 million, which was comprised of $306.0 million proceeds of investments maturities, offset by $98.3 million purchases of new investments and $39.2 million in cash paid for the purchase of property and equipment. Cash provided by investing activities for the year ended December 31, 2022 totaled $330.3 million, which was comprised of $248.4 million in proceeds from sale of investments and $216.5 million proceeds of investments maturities, offset by $86.9 million purchases of new investments and $47.7 million in cash paid for the purchase of property and equipment. Cash Provided by Financing Activities Cash provided by financing activities for the year ended December 31, 2023 totaled $254.4 million comprised of $235.4 million net proceeds from our equity offering completed in the third quarter of 2023, $15.1 million in issuance of common stock under the employee stock purchase plan, and $3.9 million cash proceeds from the exercise of stock options. Cash provided by financing activities for the year ended December 31, 2022 totaled $482.6 million comprised of $433.2 million net proceeds from our equity offering completed in the fourth quarter of 2022, $30.0 million proceeds from Credit Line, $13.0 million in issuance of common stock under the employee stock purchase plan, and $6.4 million cash proceeds from the exercise of stock options. Contractual Obligations and Other Commitments We have entered into arrangements that contractually obligate us to make payments that will affect our liquidity and cash flows in future periods.
Operating liabilities resulted in cash inflows of $9.0 million resulting from a $21.6 million increase in accrued compensation, a $10.3 million increase in other accrued liabilities, and a $5.0 million increase in deferred revenue, offset by a $15.5 million decrease in accounts payable and a $12.4 million decrease in operating lease liabilities. Cash Provided by Investing Activities Cash provided by investing activities for the year ended December 31, 2024 totaled $137.6 million, which was comprised of $24.8 million from proceeds from sale of investments and $314.4 million from proceeds of investment maturities, offset by $122.0 million in purchasing of new investments, $66.4 million in acquisitions of property and equipment, $2.7 million for investment in related party, and $10.5 million for an intangible asset acquisition. Cash provided by investing activities for the year ended December 31, 2023 totaled $168.5 million, which was comprised of $306.0 million proceeds of investment maturities, offset by $98.3 million purchases of new investments and $39.2 million in cash paid for the purchase of property and equipment. Cash Provided by Financing Activities Cash provided by financing activities for the year ended December 31, 2024 totaled $30.2 million comprised of $13.0 million from proceeds from the exercise of stock options and $17.3 million from the issuance of common stock under our employee stock purchase plan, offset by $0.1 million related to cash redemption on the Convertible Notes. Cash provided by financing activities for the year ended December 31, 2023 totaled $254.4 million comprised of $235.4 million net proceeds from our equity offering completed in the third quarter of 2023, $15.1 million in issuance of common stock under our employee stock purchase plan, and $3.9 million cash proceeds from the exercise of stock options. Contractual Obligations and Other Commitments We have entered into arrangements that contractually obligate us to make payments that will affect our liquidity and cash flows in future periods.
Operating liabilities resulted in cash inflows of $9.0 million resulting from a $21.6 million increase in accrued compensation, a $10.3 million increase in other accrued liabilities, and a $5.0 million increase in deferred revenue, offset by a $15.5 million decrease in accounts payable and a $12.4 million decrease in operating lease liabilities.
Operating liabilities resulted in cash inflows of $31.2 million resulting from a $13.2 million increase in accounts payable, a $40.3 million increase in accrued compensation, a $0.9 million increase in deferred revenue, offset by a $16.8 million decrease in lease liabilities and a $6.4 million decrease in other accrued liabilities.
As noted in “Overview,” the number of tests that we process is a key metric as it tracks overall volume growth. During the year ended December 31, 2023, total reported units were approximately 2,388,200, comprised of approximately 2,323,400 tests reported in our laboratories.
As noted in the section titled “Overview” above, the number of tests that we process is a key metric as it tracks our overall volume growth. During the year ended December 31, 2024, total reported units were approximately 2,926,400, comprised of approximately 2,867,400 tests reported in our laboratories.
During the year ended December 31, 2022, we processed approximately 2,066,500 tests, comprised of approximately 2,004,000 tests accessioned in our laboratories. During the year ended December 31, 2021, we processed approximately 1,570,000 tests, comprised of approximately 1,513,400 tests accessioned in our laboratories.
During the year ended December 31, 2023, we processed approximately 2,496,100 tests, comprised of approximately 2,426,500 tests accessioned in our laboratories. During the year ended December 31, 2022, we processed approximately 2,066,500 tests, comprised of approximately 2,004,000 tests accessioned in our laboratories.
Cash used in operating activities during the year ended December 31, 2022 was $431.5 million.
Cash used in operating activities during the year ended December 31, 2023 was $247.0 million.
The fair value is recognized as expense over the requisite service period, which is generally the vesting period of the respective awards. No compensation cost is recognized on stock options for employees and non-employees who do not render the requisite service and therefore forfeit their rights to the stock options.
No compensation cost is recognized on stock options for employees and non-employees who do not render the requisite service and therefore forfeit their rights to the stock options.
As of December 31, 2023, we had an accumulated deficit of $2.4 billion. As of December 31, 2023, we had $642.1 million in cash and cash equivalents and restricted cash, $236.9 million in marketable securities, $80.4 million of outstanding balance of the Credit Line including accrued interest, and $287.5 million outstanding principal balance on the Convertible Notes.
As of December 31, 2024, we had an accumulated deficit of $2.6 billion. As of December 31, 2024, we had $945.6 million in cash and cash equivalents and restricted cash, $22.7 million in marketable securities, and $80.4 million of outstanding balance on the Credit Line including accrued interest.
Costs associated with Whole Exome Sequencing, or WES, are also included, as well as labor costs, relating to our Signatera CLIA and Signatera research use only offerings . Costs associated with performing tests are recorded when the test is accessioned. We expect cost of product revenues in absolute dollars to increase as the number of tests we perform increases.
Costs associated with Whole Exome Sequencing, or WES, are also included, as well as labor costs, relating to our Signatera CLIA and Signatera research use only offerings . Costs associated with performing tests are recorded when the test is accessioned. Costs associated with collection kits are recorded upon shipment to the clinics.
Please refer to contractual commitments disclosures provided in Note 8, Commitments and Contingencies for additional information. Off-Balance Sheet Arrangements We do not have any off-balance sheet arrangements during the periods presented.
(2) Represents interest accrued on our Credit Line. (3) Represents various inventory purchase and other contractual obligations. Please refer to contractual commitments disclosures provided in Note 8, Commitments and Contingencies for additional information. Off-Balance Sheet Arrangements We do not have any off-balance sheet arrangements during the periods presented. 78 Table of Contents
As we continue to achieve scale, we have increased our focus on more efficient use of labor, automation, and DNA sequencing.
We expect cost of product revenues in absolute dollars to increase as the number of tests we perform increases. As we continue to achieve scale, we have increased our focus on more efficient use of labor, automation, and DNA sequencing.
During the year ended December 31, 2023 and 2022, total oncology units processed were approximately 340,700 and 196,400, respectively. 77 Table of Contents Product Revenues During the year ended December 31, 2023, product revenues increased by $271.2 million, or 34.0% compared to the year ended December 31, 2022, as a result of the continued revenue growth from increased test volumes as well as average selling price improvements. Licensing and Other Revenues Licensing and other revenues decreased by $8.9 million, or 38.7%, during the year ended December 31, 2023 compared to the year ended December 31, 2022.
Product Revenues During the year ended December 31, 2024, product revenues increased by $616.6 million, or 57.7% compared to the year ended December 31, 2023, as a result of the continued revenue growth from increased test volumes as well as average selling price improvements. 73 Table of Contents Licensing and Other Revenues Licensing and other revenues decreased by $2.2 million, or 15.7%, during the year ended December 31, 2024 compared to the year ended December 31, 2023.
Upon conversion, the Convertible Notes are convertible into cash, shares of our common stock or a combination of cash and shares of our common stock, at our election.
The Convertible Notes mature in May 2027, unless earlier converted, repurchased or redeemed in accordance with their terms. Upon conversion, the Convertible Notes are convertible into cash, shares of our common stock or a combination of cash and shares of our common stock, at our election.
Operating assets had cash outflows of $131.4 million resulting from $122.3 million in increases in accounts receivable, $8.5 million in increases in inventory, and $1.2 million in increases in prepaid expenses and other current assets , offset by $0.6 million from cash inflows in operating lease right-of-use assets .
Operating assets had cash outflows of $29.1 million resulting from a $35.9 million increase in accounts receivable, a $4.0 million increase in inventory, offset by a $10.8 million decrease in prepaid expenses and other assets.
Please refer to Note 8, Commitments and Contingencies for further details. The following table summarizes our unconditional purchase and contractual commitments as of December 31, 2023: Payments Due by Period Less Than 1 to 3 3 to 5 More Than Total 1 Year Years Years 5 Years (in thousands) Short-term debt obligations (1) 80,000 80,000 — — — Long-term debt obligations (2) 287,500 — — 287,500 — Interest accrued on debt (3) 1,480 1,480 — — — Inventory purchase and other contractual obligations (4) 94,533 58,875 17,658 18,000 — Total $ 463,513 $ 140,355 $ 17,658 $ 305,500 $ — (1) Represents proceeds drawn from our Credit Line.
The following table summarizes our contractual commitments as of December 31, 2024: Payments Due by Period Less Than 1 to 3 3 to 5 More Than Total 1 Year Years Years 5 Years (in thousands) Short-term debt obligations (1) $ 80,000 $ 80,000 $ — $ — $ — Interest accrued on debt (2) 362 362 — — — Inventory purchase and other contractual obligations (3) 171,262 113,818 44,085 11,359 2,000 Total $ 251,624 $ 194,180 $ 44,085 $ 11,359 $ 2,000 (1) Represents proceeds drawn from our Credit Line.
This was offset by a $9.1 million decrease in marketing costs and a $3.2 million net decrease in travel, facilities, office and other costs. Interest Expense Interest expense increased by $3.3 million, 35.6%, in the year ended December 31, 2023 compared to the same period in the prior year due to an increase in interest rate as well as a $30.0 million drawdown from November 2022 for the UBS Credit Line. 78 Table of Contents Interest and Other Income Interest and other income increased by $20.8 million, or 588.3%, in the year ended December 31, 2023, compared to the same period in the prior year, primarily due to higher interest rates and greater average cash and investment balances. Liquidity and Capital Resources We have incurred net losses each year since our inception.
The increase was attributable to a $124.4 million increase in salary and related expenditures, which includes a $55.5 million increase in stock-based compensation expense, a $57.2 million increase in consulting and legal expenses, a $8.9 million increase in marketing costs, a $7.4 million increase in travel expenses, a $7.4 million increase in office related expenses, a $16.5 million increase in vendor expenses, and a $1.2 million net increase in facilities and other costs. Interest Expense Interest expense decreased by $2.0 million, 15.5%, in the year ended December 31, 2024 compared to the same period in the prior year primarily as a result of the slight decrease in interest rate and the redemption of the Convertible Notes in October 2024. Interest and Other Income Interest and other income increased by $18.9 million, or 77.6%, in the year ended December 31, 2024, compared to the same period in the prior year, primarily due to greater average cash and investment balances driving higher interest income. 74 Table of Contents Liquidity and Capital Resources We have incurred net losses each year since our inception.
The percent of our revenues attributable to U.S. laboratory partners for the year ended the year ended December 31, 2023, 2022, 2021, was 6%, 7% and 5%, respectively.
The percent of our revenues attributable to U.S. laboratory partners for the years ended December 31, 2024, 2023, and 2022, was 4%, 6% and 7%, respectively. Our ability to increase our revenues and gross profit will depend on our ability to further penetrate the U.S. market with our direct sales force.
The net loss of $547.8 million includes $199.3 million in non-cash charges resulting from $16.7 million of depreciation and amortization, $9.3 million milestone expense for in-process research and development, $13.8 million of non-cash lease expense, $152.4 million of stock-based compensation expense, $4.8 million premium amortization and discount accretion on investment securities, $0.9 million loss on investments, $1.3 million for amortization of debt discount and issuance cost, and $0.3 million in non-cash interest expense.
The net loss of $190.4 million includes $324.0 million in non-cash charges resulting from $31.0 million of depreciation and amortization, $274.4 million of stock-based compensation expense, $15.3 million of non-cash lease expense, $1.0 million for amortization of debt discount and issuance cost, $0.5 million for foreign exchange adjustment, and $2.8 million of non-cash interest expense, offset by a $0.6 million decrease in amortization of premiums and accretion of purchase discounts on investment securities and a $0.4 million decrease in non-cash expense recovery.
We used approximately $79.2 million of the net proceeds from the Convertible Notes offering to repay our obligations under the 2017 Term Loan with OrbiMed in 2020. Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands) Cash used in operating activities $ (246,955) $ (431,501) $ (335,236) Cash provided by (used in) investing activities 168,498 330,338 (205,193) Cash provided by financing activities 254,461 482,640 576,188 Net change in cash, cash equivalents and restricted cash 176,004 381,477 35,759 Cash, cash equivalents and restricted cash, beginning of period 466,091 84,614 48,855 Cash, cash equivalents and restricted cash, end of year $ 642,095 $ 466,091 $ 84,614 Cash Used in Operating Activities Cash used in operating activities during the year ended December 31, 2023 was $247.0 million.
The remaining Convertible Notes not converted under the redemption notice were redeemed in exchange for cash at face value plus any accrued interest totaling $0.1 million. Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended December 31, 2024 2023 2022 (in thousands) Cash provided by (used in) operating activities $ 135,664 $ (246,955) $ (431,501) Cash provided by investing activities 137,624 168,498 330,338 Cash provided by financing activities 30,204 254,461 482,640 Net change in cash, cash equivalents and restricted cash 303,492 176,004 381,477 Cash, cash equivalents and restricted cash, beginning of period 642,095 466,091 84,614 Cash, cash equivalents and restricted cash, end of year $ 945,587 $ 642,095 $ 466,091 76 Table of Contents Cash Provided by (Used in) Operating Activities Cash provided by operating activities during the year ended December 31, 2024 was $135.7 million.
Comparatively, during the year ended December 31, 2022, total reported units were approximately 1,919,600, comprised of approximately 1,861,000 tests reported in our laboratories.
Comparatively, during the year ended December 31, 2023, total reported units were approximately 2,388,200, comprised of approximately 2,323,400 tests reported in our laboratories. During the year ended December 31, 2024 and 2023, total oncology units processed were approximately 528,200 and 341,000 respectively.
The Convertible Notes are senior, unsecured obligations of the Company and bear interest at a rate of 2.25% per year, payable in cash semi-annually in arrears in May and November of each year, beginning in November 2020. The Convertible Notes mature in May 2027, unless earlier converted, repurchased or redeemed in accordance with their terms.
We used approximately $79.2 million of the net proceeds from the Convertible Notes offering to repay our obligations under our credit agreement with OrbiMed Royalty Opportunities II, LP. The Convertible Notes are senior, unsecured obligations of the Company and bear interest at a rate of 2.25% per year, payable in cash semi-annually in arrears in May and November of each year, beginning in November 2020.
Convertible Notes In April 2020, we issued $287.5 million aggregate principal amount of Convertible Notes in a private placement offering to qualified institutional buyers pursuant to Rule 144A under the Securities Act of 1933, as amended. The Convertible Notes are senior, unsecured obligations of the Company and bear interest at a rate of 2.25% per year, payable in cash semi-annually in arrears in May and November of each year, beginning in November 2020.
Convertible Notes In April 2020, we issued $287.5 million aggregate principal amount of Convertible Notes in a private placement offering to qualified institutional buyers pursuant to Rule 144A under the Securities Act of 1933, as amended. We received net proceeds from the Convertible Notes of $278.3 million, after deducting the initial purchasers’ discounts and debt issuance costs.
The increase was driven by a $27.7 million increase in salary and related expenditures, which includes a $20.4 million increase in stock-based compensation expense, and a $3.6 million net increase in office, facilities, and other expenses.
The increase was driven by a $48.3 million increase in salary and related expenditures, which includes a $24.2 million increase in stock-based compensation expense, a $25.7 million increase in lab and clinical trial related expenses, a $6.7 million increase in consulting expenses, and a $2.8 million net increase in office, facilities, and other expenses. Selling, General and Administrative Selling, general and administrative expenses increased by $223.0 million, or 36.1%, in the year ended December 31, 2024 compared to the year ended December 31, 2023.
We also record revenues from the sale of IVD kits in licensing and other revenues. 76 Table of Contents Stock-Based Compensation Attributable to Performance-Based Awards Stock-based compensation expense for stock options with performance metrics is calculated based upon probability of achievement of the metrics specified in the grant.
Stock-Based Compensation Attributable to Performance-Based Awards Stock-based compensation expense for restricted stock units and stock options with performance metrics is calculated based upon probability of achievement of the metrics specified in the grant. The fair value is recognized as expense over the requisite service period, which is generally the vesting period of the respective awards.
Further, we sell tests to a number of domestic and international laboratory partners and identify the laboratory partners as customers provided that there is a test services agreement between us and them. Licensing and Other Revenues We recognize licensing revenues from our Constellation cloud-based distribution model, pursuant to which we grant licenses to laboratories to access our proprietary bioinformatics algorithms through our cloud-based software to analyze the results of molecular workflows that such licensees develop and perform in their laboratories.
Further, we sell tests to a number of domestic and international laboratory partners and identify the laboratory partners as customers provided that there is a test services agreement between us and them.
For the year ended December 31, 2021, revenues from customers outside the United States were $34.6 million, representing approximately 6% of total revenues. Our net losses for the years ended December 31, 2023, 2022, and 2021, were $434.8 million, $547.8 million, and $471.7 million, respectively.
Most of our revenues have been denominated in U.S. dollars, though we generate some revenue in foreign currency, primarily denominated in Euros and Singapore Dollars. Our net losses for the years ended December 31, 2024, 2023, and 2022, were $190.4 million, $434.8 million, and $547.8 million, respectively.