Biggest changeComparison of the Years Ended December 31, 2022 and 2021 Revenue Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2022 2021 $ % 2022 2021 Immune Medicine revenue Service revenue $ 31,777 $ 24,482 $ 7,295 30 % Collaboration revenue 66,387 63,651 2,736 4 Total Immune Medicine revenue 98,164 88,133 10,031 11 53 % 57 % MRD revenue Service revenue 81,144 56,211 24,933 44 Regulatory milestone revenue 6,000 10,000 (4,000 ) (40 ) Total MRD revenue 87,144 66,211 20,933 32 47 % 43 % Total revenue $ 185,308 $ 154,344 $ 30,964 20 100 % 100 % The $10.0 million increase in Immune Medicine revenue was primarily due to a $13.6 million increase in revenue generated from our biopharmaceutical and academic customers and a $0.8 million increase in revenue generated from the Genentech Agreement due to increased collaboration expenses, which were partially offset by a $4.4 million decrease in revenue generated from our T-Detect COVID clinical customers largely related to our decision to defer commercialization of T-Detect COVID. 97 The $20.9 million increase in MRD revenue was primarily due to a $15.8 million increase in revenue generated from providing our clonoSEQ report to clinical customers and a $10.1 million increase in revenue generated from providing MRD sample testing services to biopharmaceutical customers.
Biggest changeComparison of the Years Ended December 31, 2023 and 2022 Revenue Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2023 2022 $ % 2023 2022 Immune Medicine revenue Service revenue $ 24,959 $ 31,777 $ (6,818 ) (21)% Collaboration revenue 42,578 66,387 (23,809 ) (36 ) Total Immune Medicine revenue 67,537 98,164 (30,627 ) (31 ) 40 % 53 % MRD revenue Service revenue 102,739 81,144 21,595 27 Regulatory milestone revenue — 6,000 (6,000 ) (100 ) Total MRD revenue 102,739 87,144 15,595 18 60 % 47 % Total revenue $ 170,276 $ 185,308 $ (15,032 ) (8 ) 100 % 100 % 79 The $30.6 million decrease in Immune Medicine revenue was primarily due to a $20.2 million decrease in revenue generated from the Genentech Agreement which resulted from decreased collaboration expenses partially offset by the $8.2 million of revenue recognized in connection with the regulatory milestone achieved in May 2023.
If our sample volume throughput is reduced, cost of revenue as a percentage of total revenue may be adversely impacted due to fixed overhead costs. Research and Development Expenses Research and development expenses consist of laboratory materials costs, personnel-related expenses (including salaries, benefits and share-based compensation), equipment costs, allocated facility costs, information technology expenses and contract service expenses.
If our sample volume throughput is reduced, cost of revenue as a percentage of total revenue may be adversely impacted due to fixed overhead costs. Research and Development Expenses Research and development expenses consist of laboratory materials costs, personnel-related expenses (including salaries, benefits and share-based compensation), equipment costs, allocated facility and information technology costs and contract service expenses.
We have not historically tracked research and development expenses by specific product candidates. A component of our research and development expenses are costs supporting clinical and analytical validations to obtain regulatory approval for future clinical products and services. Additionally, the costs to support the Genentech Agreement are a component of our research and development expenses.
We have not historically tracked research and development expenses by specific product candidates. The costs to support the Genentech Agreement are a component of our research and development expenses. Additionally, a component of our research and development expenses are costs supporting clinical and analytical validations to obtain regulatory approval for future clinical products and services.
While our significant accounting policies are described in more detail in Note 2 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, we believe the following accounting policies are critical to the judgments and estimates used in the preparation of our consolidated financial statements.
While our significant accounting policies are described in more detail in Note 2, Significant Accounting Policies of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K, we believe the following accounting policies are critical to the judgments and estimates used in the preparation of the consolidated financial statements.
Revenue Interest Liability, Net and Related Imputed Interest The revenue interest liability balance associated with the Purchase Agreement that we entered into in September 2022 with OrbiMed is presented net of unamortized issuance costs on our consolidated balance sheets. We impute our associated interest expense using the effective interest rate method.
Revenue Interest Liability, Net and Related Imputed Interest The revenue interest liability balance associated with the Purchase Agreement that we entered into in September 2022 with OrbiMed is presented net of unamortized issuance costs on the consolidated balance sheets. We impute our associated interest expense using the effective interest rate method.
Management ’s Discussion and Analysis of Financial Condition and Results of Operations You should read the following discussion and analysis of our financial condition and results of operations together with our consolidated financial statements and related notes and the other financial information appearing elsewhere in this Annual Report on Form 10-K, as well as the other financial information we file with the Securities and Exchange Commission ("SEC") from time to time.
Management ’s Discussion and Analysis of Financial Condition and Results of Operations You should read the following discussion and analysis of our financial condition and results of operations together with the consolidated financial statements and related notes and the other financial information appearing elsewhere in this Annual Report on Form 10-K, as well as the other financial information we file with the Securities and Exchange Commission ( “ SEC ” ) from time to time.
With the use of clonoSEQ, we are transforming how lymphoid cancers are treated by working with providers, pharmaceutical partners and payors. Immune Medicine leverages our platform’s proprietary ability to sequence, map, pair and characterize TCRs and BCRs at scale to drive opportunities in cancer, autoimmune disorders, infectious diseases and neurodegenerative disorders.
With the use of clonoSEQ, we are transforming how lymphoid cancers are treated by working with providers, pharmaceutical partners and payors. Immune Medicine leverages our proprietary ability to sequence, map, pair and characterize TCRs and BCRs at scale to drive opportunities in cancer, autoimmune disorders, infectious diseases and neurodegenerative disorders.
Further, we believe it is helpful in highlighting trends in our operating results because it excludes items that are not indicative of our core operating performance. Adjusted EBITDA has limitations as an analytical tool and you should not consider it in isolation or as a substitute for analysis of our results as reported under GAAP.
Further, we believe it is helpful in highlighting trends in our operating results because it excludes items that are not indicative of our core operating performance. 81 Adjusted EBITDA has limitations as an analytical tool and you should not consider it in isolation or as a substitute for analysis of our results as reported under GAAP.
In periods where our sample estimates are reduced or a customer project is cancelled and, in either case, we have remaining related deferred revenue, we recognize revenue using a cumulative catch-up approach based on the proportion of samples delivered to date relative to the remaining samples expected to be delivered.
In periods where our sample estimates are reduced or a customer project is cancelled and, in either case, we have remaining related deferred revenue, we recognize revenue using a cumulative catch-up approach based on the proportion of samples delivered to date relative to the total samples expected to be delivered.
Key assumptions in this analysis include anticipated demand for our products and services, including industry and regulatory changes, future revenue growth and cash flow trends. These assumptions are determined based on our historical performance and management’s forecasted results.
Key assumptions in this analysis include anticipated demand for our products and services, including industry and regulatory changes, revenue growth and cash flow trends. These assumptions are determined based on our historical performance and management’s forecasted results.
Our immune medicine platform applies our proprietary technologies to read the diverse genetic code of a patient’s immune system and aims to understand precisely how the immune system detects and treats disease in that patient.
Our immune medicine platform applies our proprietary technologies to read the diverse genetic code of a patient’s immune system and understand precisely how the immune system detects and treats disease in that patient.
We have funded our operations to date principally from the sale of convertible preferred stock and common stock and, to a lesser extent, revenue and proceeds from the revenue interest purchase agreement.
We have funded our operations to date principally from the sale of convertible preferred stock and common stock and, to a lesser extent, revenue and proceeds from the Purchase Agreement.
We have funded our operations to date principally from the sale of convertible preferred stock and common stock, and, to a lesser extent, revenue and proceeds from the Purchase Agreement. Pursuant to the Purchase Agreement entered into with OrbiMed in September 2022, we received net cash proceeds of $124.4 million, after deducting issuance costs.
We have funded our operations to date principally from the sale of convertible preferred stock and common stock, and, to a lesser extent, revenue and proceeds from the Purchase Agreement. Pursuant to the Purchase Agreement entered into in September 2022, we received net cash proceeds of $124.4 million, after deducting issuance costs.
See Note 16 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on our restructuring expense. (3) Represents share-based compensation expense related to stock option, restricted stock unit and market-based restricted stock unit awards.
See Note 16, Restructuring of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on our restructuring expense. (4) Represents share-based compensation expense related to stock option, restricted stock unit and market-based restricted stock unit awards.
NOLs generated prior to 2018 are eligible to be carried forward up to 20 years. Based on the available objective evidence, management determined that it was more likely than not that the net deferred tax assets would not be realizable as of December 31, 2022.
NOLs generated prior to 2018 are eligible to be carried forward up to 20 years. Based on the available objective evidence, management determined that it was more likely than not that the net deferred tax assets would not be realizable as of December 31, 2023.
We base our estimates on historical experience and or other relevant assumptions that we believe to be reasonable under the circumstances.
We base our estimates on historical experience and other relevant assumptions that we believe to be reasonable under the circumstances.
A significant increase or decrease in or changes in timing of forecasted revenue will prospectively impact our interest expense and the time period for repayment. As of December 31, 2022, a hypothetical ten percent increase in forecasted quarterly revenue would not result in a material change in projected annual interest expense.
A significant increase or decrease in or changes in timing of forecasted revenue will prospectively impact our interest expense and the time period for repayment. As of December 31, 2023, a hypothetical ten percent increase in forecasted quarterly revenue would not result in a material change in projected annual interest expense.
Some of these activities have generated and may in the future generate revenue. We expect research and development expenses to experience decreases in the short term and to decrease as a percentage of revenue in the long term, although the percentage may fluctuate from period to period due to the timing and extent of our development and commercialization efforts.
Some of these activities have generated and may in the future generate revenue. We expect research and development expenses to decrease in the short term and to decrease as a percentage of revenue in the long term, although the percentage may fluctuate from period to period due to the timing and extent of our development and commercialization efforts.
In addition, these expenses include external costs such as advertising expenses, customer education and promotional expenses, market analysis expenses, conference fees, travel expenses and allocated facility costs. We expect sales and marketing expenses to remain relatively consistent in the short term.
In addition, these expenses include external costs such as advertising expenses, customer education and promotional expenses, market analysis expenses, conference fees, travel expenses and allocated facility and information technology costs. We expect sales and marketing expenses to remain relatively consistent in the short term.
We will also be entitled to receive up to $125.0 million in subsequent installments as follows: (i) $75.0 million upon our request occurring no later than September 12, 2025 and (ii) $50.0 million upon our request in connection with certain permitted acquisitions occurring no later than September 12, 2025, in each case subject to certain funding conditions.
We are also entitled to receive up to $125.0 million in subsequent installments as follows: (i) $75.0 million upon our request occurring no later than September 12, 2025 and (ii) $50.0 million upon our request in connection with certain permitted acquisitions occurring no later than September 12, 2025, in each case subject to certain funding conditions.
If impairment exists, the carrying value of the goodwill is reduced to fair value through an impairment charge recorded in our consolidated statements of operations. To date, we have not recognized any impairment of goodwill. 103
If impairment exists, the carrying value of the goodwill is reduced to fair value through an impairment charge recorded in the consolidated statements of operations. To date, we have not recognized any impairment of goodwill.
Other limitations include that Adjusted EBITDA does not reflect: • all expenditures or future requirements for capital expenditures or contractual commitments; • changes in our working capital needs; • interest expense, which is an ongoing element of our costs to operate; • income tax (expense) benefit, which may be a necessary element of our costs and ability to operate; • the costs of replacing the assets being depreciated and amortized, which will often have to be replaced in the future; • the noncash component of employee compensation expense; and • the impact of earnings or charges resulting from matters we consider not to be reflective, on a recurring basis, of our ongoing operations, such as our March 2022 restructuring and reduction in workforce.
Other limitations include that Adjusted EBITDA does not reflect: • all expenditures or future requirements for capital expenditures or contractual commitments; • changes in our working capital needs; • interest expense, which is an ongoing element of our costs to operate; • income tax (expense) benefit, which may be a necessary element of our costs and ability to operate; • the costs of replacing the assets being depreciated and amortized, which will often have to be replaced in the future; • the noncash component of employee compensation expense; • right-of-use and related long-lived assets impairment costs; and • the impact of earnings or charges resulting from matters we consider not to be reflective, on a recurring basis, of our ongoing operations, such as our March 2022 restructuring and reduction in workforce.
We disclose our clonoSEQ test volume, which includes the number of clonoSEQ reports and results we have provided to ordering physicians in the United States and international technology transfer sites. These volumes do not include sample results from our biopharmaceutical customers or academic institutions utilizing our MRD services.
We disclose our clonoSEQ test volume, which includes the number of clonoSEQ reports and results we have provided to ordering physicians in the U.S. and international technology transfer sites. These volumes do not include sample results from our biopharmaceutical customers or academic institutions utilizing our MRD services.
As projected revenues change from our initial estimates, the amount of the obligation and timing of payment is likely to change. See Note 11 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for more information.
As projected revenues change from our initial estimates, the amount of the obligation and timing of payment is likely to change. See Note 11, Revenue Interest Purchase Agreement of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for more information.
Estimates are used in several areas, including, but not limited to, estimates of progress to date for certain performance obligations and the transaction price for certain contracts with customers, imputing interest for the Purchase Agreement, the provision for income taxes, including related reserves, and the analysis of goodwill impairment, among others.
Estimates are used in several areas, including, but not limited to, estimates of progress to date for certain performance obligations and the transaction price for certain contracts with customers, imputing interest for the Purchase Agreement, the provision for income taxes, including related reserves, the analysis of goodwill impairment and the recoverability and impairment of long-lived assets, among others.
See Note 14 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on our share-based compensation expense.
See Note 14, Equity Incentive Plans of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on our share-based compensation expense.
We include the unconstrained amount of estimated variable consideration in the transaction price. The amount included in the transaction price is constrained to the amount for which it is probable that a significant reversal of cumulative revenue recognized will not occur.
We include the unconstrained amount of estimated variable consideration in the transaction price. The amount included in the transaction price is not constrained to the extent it is probable that a significant reversal of cumulative revenue recognized will not occur.
Discussions of 2020 items and year-to-year comparisons between 2021 and 2020 may be found in Part II, Item 7 under the caption "Management's Discussion and Analysis of Financial Condition and Results of Operations" in our Annual Report on Form 10-K for the year ended December 31, 2021 filed with the SEC on February 15, 2022.
Discussions of 2021 items and year-to-year comparisons between 2022 and 2021 may be found in Part II, Item 7 under the caption “ Management's Discussion and Analysis of Financial Condition and Results of Operations ” in our Annual Report on Form 10-K for the year ended December 31, 2022 filed with the SEC on February 14, 2023.
The cornerstone of our platform and core immunosequencing product, immunoSEQ, serves as our underlying research and development engine and generates revenue from biopharmaceutical and academic customers. Leveraging our collaboration with Microsoft Corporation, we are creating the TCR-Antigen Map. We are using the TCR-Antigen Map to identify and validate disease signatures to improve the diagnosis and treatment of many diseases.
Our core research product, Adaptive Immunosequencing, serves as our underlying research and development engine and generates revenue from biopharmaceutical and academic customers. Leveraging our collaboration with Microsoft, we are creating the TCR-Antigen Map. We are using the TCR-Antigen Map to identify and validate disease signatures to improve the diagnosis and treatment of many diseases.
Our Immune Medicine revenue consists of revenue generated from (1) providing sample testing services for our commercial research product, immunoSEQ, to biopharmaceutical customers and academic institutions; (2) providing our T-Detect COVID tests to clinical customers; and (3) our collaboration agreements with Genentech and other biopharmaceutical customers in areas of drug and target discovery.
Our Immune Medicine revenue consists of revenue generated from (1) providing sample testing services for our commercial research product, Adaptive Immunosequencing, to biopharmaceutical customers and academic institutions; (2) our collaboration agreements with Genentech and other biopharmaceutical customers in areas of drug and target discovery; and (3) for prior years, providing our T-Detect COVID tests to clinical customers.
Based on this analysis, we do not expect to have any permanent limitations on the utilization of our federal NOLs. Under the Tax Cuts and Jobs Act, federal NOLs incurred in 2018 and future years may be carried forward indefinitely, but the deductibility of such federal NOLs is subject to an annual limitation.
Based on this analysis, we do not expect to have any permanent limitations on the utilization of our federal NOLs. Under the TCJA, federal NOLs incurred in 2018 and future years may be carried forward indefinitely, but the deductibility of such federal NOLs is subject to an annual limitation.
Accordingly, management applied a full valuation allowance against net deferred tax assets as of December 31, 2022. Critical Accounting Policies and Estimates We have prepared our consolidated financial statements in accordance with GAAP.
Accordingly, management applied a full valuation allowance against net deferred tax assets as of December 31, 2023. Critical Accounting Policies and Estimates We have prepared the consolidated financial statements in accordance with GAAP.
Liquidity and Capital Resources We have incurred losses since inception and have incurred negative cash flows from operations since inception through December 31, 2018, and again in the years ended December 31, 2020, 2021 and 2022. As of December 31, 2022, we had an accumulated deficit of $919.1 million.
Liquidity and Capital Resources We have incurred losses since inception and have incurred negative cash flows from operations since inception through the year ended December 31, 2018, and again in the years ended December 31, 2020, 2021, 2022 and 2023. As of December 31, 2023, we had an accumulated deficit of $1.1 billion.
For our research customers, which include biopharmaceutical customers and academic institutions for both our immunoSEQ and MRD services, delivery of the respective test results may include some level of professional support and analysis. Terms with biopharmaceutical customers generally include non-refundable payments made in advance of services ("upfront payments"), which we record as deferred revenue.
For our research customers, which include biopharmaceutical customers and academic institutions for both our Adaptive Immunosequencing and MRD services, delivery of the respective test results may include some level of professional support and analysis. Terms with biopharmaceutical customers generally include non-refundable payments made in advance of services (“upfront payments”), which we record as deferred revenue.
Any unrecognized revenue from the initial billable test is recorded as deferred revenue and recognized either as we deliver our estimate of the remaining tests in a patient’s treatment cycle or when the likelihood becomes remote that a patient will receive additional testing. We expect revenue to increase over the long term.
Any unrecognized revenue from the initial billable test is recorded as deferred revenue and recognized either as we deliver our estimate of the remaining tests in a patient’s treatment cycle or when the likelihood becomes remote that a patient will receive additional testing.
This section generally discusses 2022 and 2021 items and year-to-year comparisons between 2022 and 2021.
This section generally discusses 2023 and 2022 items and year-to-year comparisons between 2023 and 2022.
Cash in excess of immediate requirements is invested in accordance with our investment policy, primarily with a view to capital preservation and liquidity. Currently, our funds are held in money market funds and marketable securities consisting of United States government debt securities, corporate bonds and commercial paper.
Cash in excess of immediate requirements is invested in accordance with our investment policy, primarily with a view to capital preservation and liquidity. Currently, our funds are held in money market funds and marketable securities consisting of U.S. government treasury and agency securities, commercial paper and corporate bonds.
As of December 31, 2022, we had cash, cash equivalents and marketable securities of $498.2 million. We believe our existing cash, cash equivalents and marketable securities will be sufficient to fund our operating expenses and capital expenditure requirements through at least the next 12 months.
As of December 31, 2023, we had cash, cash equivalents and marketable securities of $346.4 million. 82 We believe our existing cash, cash equivalents and marketable securities will be sufficient to fund our operating expenses and capital expenditure requirements through at least the next 12 months.
We recognized revenue of $185.3 million and $154.3 million for the year ended December 31, 2022 and 2021, respectively. Net loss attributable to Adaptive Biotechnologies Corporation was $200.2 million and $207.3 million for the year ended December 31, 2022 and 2021, respectively.
We recognized revenue of $170.3 million and $185.3 million for the year ended December 31, 2023 and 2022, respectively. Net loss attributable to Adaptive Biotechnologies Corporation was $225.3 million and $200.2 million for the year ended December 31, 2023 and 2022, respectively.
If our available cash, cash equivalents and marketable securities balances and anticipated cash flows from operations are insufficient to satisfy our liquidity requirements, we may seek to sell additional 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 securities balances and anticipated cash flows are insufficient to satisfy our liquidity requirements, we may request an additional installment under the Purchase Agreement, seek to sell additional equity or convertible debt securities, enter into a credit facility or another form of third-party funding or seek other debt financing.
Certain of our MRD revenue arrangements with biopharmaceutical customers include consideration in the form of regulatory milestones upon regulatory approval of the respective biopharmaceutical partners’ therapeutics. Such revenue is constrained from recognition until it becomes probable that such milestone will be achieved.
Certain of our MRD revenue arrangements with biopharmaceutical customers include cash consideration from the achievement of regulatory milestones of the respective biopharmaceutical customers’ therapeutics. Such revenue is constrained from recognition until it becomes probable that such milestone will be achieved.
See Note 11 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on the Purchase Agreement. (2) Represents expenses recognized in conjunction with restructuring activities.
See Note 10, Leases of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details on our impairment expense. (3) Represents expenses recognized in conjunction with restructuring activities.
While we may experience variability in revenue in the near term, as long-term revenue from sales of our current and future products and services is expected to grow, we expect our accounts receivable and inventory balances to increase.
While we may experience variability in revenue in the near term, over the long-term we expect revenue from our current and future products and services to grow. Accordingly, we expect our accounts receivable and inventory balances to increase.
Adjusted EBITDA Adjusted EBITDA is a non-GAAP financial measure that we define as net loss attributable to Adaptive Biotechnologies Corporation adjusted for interest and other income, net, interest expense, income tax (expense) benefit, depreciation and amortization expense, restructuring expense and share-based compensation expense.
Adjusted EBITDA Adjusted EBITDA is a non-GAAP financial measure that we define as net loss attributable to Adaptive Biotechnologies Corporation adjusted for interest and other income, net, interest expense, income tax (expense) benefit, depreciation and amortization expense, impairment costs for right-of-use and related long-lived assets, restructuring expense and share-based compensation expense.
Cash provided by financing activities during the year ended December 31, 2021 was $27.1 million, which was primarily attributable to proceeds from the exercise of stock options.
Financing Activities Cash provided by financing activities during the year ended December 31, 2023 was $2.2 million, which was attributable to proceeds from the exercise of stock options.
We plan to utilize the existing cash, cash equivalents and marketable securities on hand primarily to fund our continued research and development initiatives for our drug discovery initiatives, our ongoing investments in our immune medicine platform, our commercial and marketing activities associated with our clinical products and services and our continued investments in streamlining our laboratory operations.
We plan to utilize the existing cash, cash equivalents and marketable securities on hand primarily to fund our continued research and development initiatives related to drug discovery, our commercial and marketing activities associated with clonoSEQ and our continued investments in streamlining our laboratory operations.
In determining the appropriate amount of revenue to recognize as we fulfill our obligations under these agreements, we perform the following steps to determine the amount of revenue to be recognized: (1) identify the contract or contracts; (2) determine whether the promised goods or services are performance obligations, including whether they are distinct in the context of the contract; (3) measure the transaction price, including the constraint on variable consideration; (4) allocate the transaction price to the performance obligations based on estimated selling prices; and (5) recognize revenue when (or as) we satisfy each performance obligation. 102 A performance obligation is a promise in a contract to transfer a distinct good or service to the customer and is the unit of account in Accounting Standards Codification (“ASC”) Topic 606, Revenue from Contracts with Customers.
As we fulfill our obligations under these agreements, we perform the following steps to determine the amount of revenue to be recognized: (1) identify the contract or contracts; (2) determine whether the promised goods or services are performance obligations, including whether they are distinct in the context of the contract; (3) measure the transaction price, including the constraint on variable consideration; (4) allocate the transaction price to the performance obligations based on estimated selling prices; and (5) recognize revenue when (or as) we satisfy each performance obligation.
Costs associated with processing samples are recorded as expense, regardless of the timing of revenue recognition. As such, cost of revenue and related volume does not always trend in the same direction as revenue recognition and related volume.
Allocated facility costs include depreciation of laboratory equipment, as well as allocated facility occupancy and information technology costs. Costs associated with processing samples are recorded as expense, regardless of the timing of revenue recognition. As such, cost of revenue and related volume does not always trend in the same direction as revenue recognition and related volume.
General and Administrative Expenses General and administrative expenses include personnel-related expenses (including salaries, benefits and share-based compensation) for our personnel in executive, legal, finance and accounting, human resources and other administrative functions, including third-party clinical billing services. In addition, these expenses include insurance costs, external legal costs, accounting and tax service expenses, consulting fees and allocated facility costs.
General and Administrative Expenses General and administrative expenses include personnel-related expenses (including salaries, benefits and share-based compensation) for our personnel in executive, legal, finance and accounting, human resources and other administrative functions, including third-party clinical billing services.
Cash Flows The following table summarizes our uses and sources of cash for the years ended December 31, 2022 and 2021 (in thousands): Year Ended December 31, 2022 2021 Net cash used in operating activities $ (183,945 ) $ (192,727 ) Net cash provided by investing activities 2,905 181,210 Net cash provided by financing activities 132,265 27,146 Operating Activities Cash used in operating activities during the year ended December 31, 2022 was $183.9 million, which was primarily attributable to a net loss of $200.4 million and a net change in our operating assets and liabilities of $71.5 million, partially offset by noncash share-based compensation of $55.5 million, noncash depreciation and amortization of $21.7 million, noncash lease expense of $7.2 million, a research and development inventory reserve charge of $2.6 million and noncash interest expense related to the Purchase Agreement of $1.0 million.
Cash used in operating activities during the year ended December 31, 2022 was $183.9 million, which was primarily attributable to a net loss of $200.4 million and a net change in our operating assets and liabilities of $71.5 million, partially offset by noncash share-based compensation of $55.5 million, noncash depreciation and amortization of $21.7 million, noncash lease expense of $7.2 million, a research and development inventory reserve charge of $2.6 million and noncash interest expense related to the Purchase Agreement of $1.0 million.
Additionally, costs to support the Genentech Agreement are a component of our research and development expenses. 95 We expect cost of revenue to increase in absolute dollars as we grow our sample testing volume and make investments in laboratory consolidation and facilities, but the cost per sample to decrease over the long term due to the efficiencies we may gain as assay volume increases from improved utilization of our laboratory capacity, automation and other value engineering initiatives.
We expect cost of revenue to increase in absolute dollars as we grow our sample testing volume, but the cost per sample to decrease over the long term due to the efficiencies we may gain as assay volume increases from improved utilization of our laboratory capacity, automation and other value engineering initiatives.
If both the First Payment and Second Payment have been made, the Applicable Payment Percentage shall be eight percent of the quarterly Revenue Base. If each of the First Payment, Second Payment and Third Payment have been made, the applicable payment percentage applied to the Revenue Interest shall be ten percent of the quarterly Revenue Base.
If each of the First Payment, Second Payment and Third Payment have been made, the applicable payment percentage applied to the Revenue Interest shall be ten percent of the quarterly Revenue Base. Revenue Interest Payments shall be made quarterly within 45 days following the end of each fiscal quarter.
A significant increase or decrease in or changes in timing of forecasted revenue will prospectively impact our interest expense. 96 Statements of Operations Data and Other Financial and Operating Data The following table sets forth our statements of operations data and other financial and operating data for the periods presented (in thousands, except share and per share amounts): Year Ended December 31, 2022 2021 2020 Statements of Operations Data: Revenue $ 185,308 $ 154,344 $ 98,382 Operating expenses Cost of revenue 57,909 49,301 22,530 Research and development 141,756 142,343 116,072 Sales and marketing 95,603 95,465 61,358 General and administrative 88,527 74,502 49,536 Amortization of intangible assets 1,699 1,699 1,703 Total operating expenses 385,494 363,310 251,199 Loss from operations (200,186 ) (208,966 ) (152,817 ) Interest and other income, net 4,056 1,668 6,590 Interest expense (4,238 ) — — Net loss (200,368 ) (207,298 ) (146,227 ) Add: Net loss attributable to noncontrolling interest 177 19 — Net loss attributable to Adaptive Biotechnologies Corporation $ (200,191 ) $ (207,279 ) $ (146,227 ) Net loss per share attributable to Adaptive Biotechnologies Corporation common shareholders, basic and diluted $ (1.40 ) $ (1.48 ) $ (1.11 ) Weighted-average shares used in computing net loss per share attributable to Adaptive Biotechnologies Corporation common shareholders, basic and diluted 142,515,917 140,354,915 131,216,468 Other Financial and Operating Data: Adjusted EBITDA (1) $ (121,589 ) $ (151,743 ) $ (119,584 ) (1) Adjusted EBITDA is a non-GAAP financial measure that we define as net loss attributable to Adaptive Biotechnologies Corporation adjusted for interest and other income, net, interest expense, income tax (expense) benefit, depreciation and amortization expense, restructuring expense and share-based compensation expense.
A significant increase or decrease in or changes in timing of forecasted revenue will prospectively impact our interest expense. 78 Statements of Operations Data and Other Financial and Operating Data The following table sets forth our statements of operations data and other financial and operating data for the periods presented (in thousands, except share and per share amounts): Year Ended December 31, 2023 2022 2021 Statements of Operations Data: Revenue $ 170,276 $ 185,308 $ 154,344 Operating expenses Cost of revenue 75,553 57,909 49,301 Research and development 122,117 141,756 142,343 Sales and marketing 88,579 95,603 95,465 General and administrative 83,934 88,527 74,502 Amortization of intangible assets 1,699 1,699 1,699 Impairment of right-of-use and related long-lived assets 25,429 — — Total operating expenses 397,311 385,494 363,310 Loss from operations (227,035 ) (200,186 ) (208,966 ) Interest and other income, net 15,531 4,056 1,668 Interest expense (13,800 ) (4,238 ) — Net loss (225,304 ) (200,368 ) (207,298 ) Add: Net loss attributable to noncontrolling interest 54 177 19 Net loss attributable to Adaptive Biotechnologies Corporation $ (225,250 ) $ (200,191 ) $ (207,279 ) Net loss per share attributable to Adaptive Biotechnologies Corporation common shareholders, basic and diluted $ (1.56 ) $ (1.40 ) $ (1.48 ) Weighted-average shares used in computing net loss per share attributable to Adaptive Biotechnologies Corporation common shareholders, basic and diluted 144,383,294 142,515,917 140,354,915 Other Financial and Operating Data: Adjusted EBITDA (1) $ (116,413 ) $ (121,589 ) $ (151,743 ) (1) Adjusted EBITDA is a non-GAAP financial measure that we define as net loss attributable to Adaptive Biotechnologies Corporation adjusted for interest and other income, net, interest expense, income tax (expense) benefit, depreciation and amortization expense, impairment costs for right-of-use and related long-lived assets, restructuring expense and share-based compensation expense.
If there should be an ownership change, our ability to utilize our NOL carryforwards and credits could be limited. We have completed a Section 382 analysis for changes in ownership through December 31, 2020 and continue to monitor for changes that could trigger a limitation.
The annual limitation may result in the expiration of NOL carryforwards and credits before utilization. If there should be an ownership change, our ability to utilize our NOL carryforwards and credits could be limited. We have completed a Section 382 analysis for changes in ownership through June 30, 2023 and continue to monitor for changes that could trigger a limitation.
Interest and Other Income, Net Year Ended December 31, Change (in thousands, except percentages) 2022 2021 $ % Interest and other income, net $ 4,056 $ 1,668 $ 2,388 143 % The $2.4 million increase in interest and other income, net was primarily attributable to an increase in net interest income and investment amortization resulting primarily from increased interest rates and related yields of our invested cash and cash equivalents and marketable securities.
Interest and Other Income, Net Year Ended December 31, Change (in thousands, except percentages) 2023 2022 $ % Interest and other income, net $ 15,531 $ 4,056 $ 11,475 283 % The $11.5 million increase in interest and other income, net was primarily attributable to an increase in net interest income and investment amortization driven by increased interest rates and related yields of our invested cash and cash equivalents and marketable securities.
If both the First Payment and Second Payment have been made, the Applicable Payment Percentage shall be eight percent of the quarterly Revenue Base. If each of the First Payment, Second Payment and Third Payment have been made, the applicable payment percentage applied to the Revenue Interest shall be ten percent of the quarterly Revenue Base.
If only the First Payment has been made, the Applicable Payment Percentage shall be five percent of the quarterly Revenue Base. If both the First Payment and Second Payment have been made, the Applicable Payment Percentage shall be eight percent of the quarterly Revenue Base.
Cash provided by investing activities during the year ended December 31, 2021 was $181.2 million, which was primarily attributable to proceeds from maturities of marketable securities of $559.5 million, partially offset by purchases of marketable securities of $316.5 million and purchases of property and equipment of $61.7 million.
Investing Activities Cash provided by investing activities during the year ended December 31, 2023 was $129.6 million, which was primarily attributable to proceeds from maturities of marketable securities of $569.9 million, partially offset by purchases of marketable securities of $429.6 million and purchases of property and equipment of $10.7 million.
We capture these insights in our dynamic clinical immunomics database, which is underpinned by computational biology and machine learning, and use them to develop and commercialize clinical products and services that we are tailoring to each individual patient.
We capture these insights in our dynamic clinical immunomics database and related antigen annotations, which are underpinned by computational biology and machine learning, and use them to develop and commercialize clinical products and services that can be tailored to the needs of individual patients.
Interest Expense Year Ended December 31, Change (in thousands, except percentages) 2022 2021 $ % Interest expense $ (4,238 ) $ — $ (4,238 ) (100)% The $4.2 million increase in interest expense was attributable to the Purchase Agreement entered into during the year ended December 31, 2022.
Interest Expense Year Ended December 31, Change (in thousands, except percentages) 2023 2022 $ % Interest expense $ (13,800 ) $ (4,238 ) $ (9,562 ) 226 % The $9.6 million increase in interest expense was attributable to the Purchase Agreement entered into in September 2022.
We regularly review our expectations of the extent of progress, including whether any variable consideration is no longer constrained, and, if any changes in estimates are made, we recognize revenue using the cumulative catch-up method.
We regularly review our expectations of the extent of progress, including whether any variable consideration is no longer constrained, and, if any changes in estimates are made, we recognize revenue using the cumulative catch-up method. For agreements where we provide our clonoSEQ report to ordering physicians, we have identified one performance obligation: the delivery of a clonoSEQ report.
See Note 10 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for more information, including the timing of cash payments related to these lease obligations. In connection with one of our lease agreements, we have an existing letter of credit of $2.1 million with one of our existing financial institutions.
See Note 10, Leases of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for more information, including the timing of cash payments related to these lease obligations.
These data inform biomarkers of drug response with the ability to accelerate our customers’ clinical development programs in four major therapeutic areas. In Drug Discovery, we use our proprietary capabilities to discover new drug targets and leverage our validated TCR and BCR discovery approaches to discover and develop TCR or antibody therapeutic assets. Drug Discovery includes the Genentech Agreement.
In Drug Discovery, we use our proprietary capabilities to discover new drug targets and leverage our validated TCR and BCR discovery approaches to discover and develop TCR or antibody therapeutic assets. Drug Discovery includes the Genentech Agreement.
In addition, Adjusted EBITDA may not be comparable to similarly titled measures used by other companies in our industry or across different industries. 99 The following is a reconciliation of net loss attributable to Adaptive Biotechnologies Corporation, the most directly comparable GAAP financial measure, to Adjusted EBITDA for the periods presented (in thousands): Year Ended December 31, 2022 2021 2020 Net loss attributable to Adaptive Biotechnologies Corporation $ (200,191 ) $ (207,279 ) $ (146,227 ) Interest and other income, net (4,056 ) (1,668 ) (6,590 ) Interest expense (1) 4,238 — — Depreciation and amortization expense 20,920 13,953 8,472 Restructuring expense (2) 2,023 — — Share-based compensation expense (3) 55,477 43,251 24,761 Adjusted EBITDA $ (121,589 ) $ (151,743 ) $ (119,584 ) (1) Represents costs associated with our revenue interest liability and noncash interest costs associated with the amortization of the related deferred issuance costs.
The following is a reconciliation of net loss attributable to Adaptive Biotechnologies Corporation, the most directly comparable GAAP financial measure, to Adjusted EBITDA for the periods presented (in thousands): Year Ended December 31, 2023 2022 2021 Net loss attributable to Adaptive Biotechnologies Corporation $ (225,250 ) $ (200,191 ) $ (207,279 ) Interest and other income, net (15,531 ) (4,056 ) (1,668 ) Interest expense (1) 13,800 4,238 — Depreciation and amortization expense 22,231 20,920 13,953 Impairment of right-of-use and related long-lived assets (2) 25,429 — — Restructuring expense (3) — 2,023 — Share-based compensation expense (4) 62,908 55,477 43,251 Adjusted EBITDA $ (116,413 ) $ (121,589 ) $ (151,743 ) (1) Represents costs associated with our revenue interest liability and noncash interest costs associated with the amortization of the related deferred issuance costs.
We impute the related interest expense using the effective interest rate method. We calculate an effective interest rate which will amortize our related obligation to zero over the anticipated repayment period.
Interest Expense Interest expense includes costs associated with our revenue interest liability related to the Purchase Agreement and noncash interest costs associated with the amortization of the related deferred issuance costs. We impute interest expense using the effective interest rate method. We calculate an effective interest rate which will amortize our related obligation to zero over the anticipated repayment period.
Financing Activities Cash provided by financing activities during the year ended December 31, 2022 was $132.3 million, which was primarily attributable to $124.4 million in proceeds from the Purchase Agreement, net of issuance costs, as well as $7.9 million in proceeds from the exercise of stock options.
Cash provided by financing activities during the year ended December 31, 2022 was $132.3 million, which was primarily attributable to $124.4 million in proceeds from the Purchase Agreement, net of issuance costs, as well as $7.9 million in proceeds from the exercise of stock options. 84 Net Operating Loss Carryforwards Utilization of our NOL carryforwards and credits may be subject to a substantial annual limitation due to the ownership change limitations provided by Section 382 and similar state provisions.
Research and Development Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2022 2021 $ % 2022 2021 Research and development $ 141,756 $ 142,343 $ (587 ) *% 76 % 92 % * Decrease is less than 1% The following table presents disaggregated research and development expenses by cost classification for the periods presented: Year Ended December 31, (in thousands) 2022 2021 Change Research and development materials and allocated production laboratory expenses $ 43,706 $ 51,625 $ (7,919 ) Personnel expenses 68,177 62,874 5,303 Allocable facilities and information technology expenses 8,856 6,363 2,493 Software and cloud services expenses 2,678 3,344 (666 ) Depreciation and other expenses 18,339 18,137 202 Total $ 141,756 $ 142,343 $ (587 ) The $0.6 million decrease in research and development expenses was primarily attributable to a $7.9 million decrease in cost of materials and allocated production laboratory expenses, which was driven primarily by decreased investments in T-Detect and TCR-Antigen Map development activities, drug discovery and clonoSEQ.
Research and Development Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2023 2022 $ % 2023 2022 Research and development $ 122,117 $ 141,756 $ (19,639 ) (14)% 72 % 76 % The following table presents disaggregated research and development expenses by cost classification for the periods presented: Year Ended December 31, (in thousands) 2023 2022 Change Research and development materials and allocated production laboratory expenses $ 20,243 $ 43,706 $ (23,463 ) Personnel expenses 74,385 68,177 6,208 Allocable facilities and information technology expenses 11,617 8,856 2,761 Software and cloud services expenses 3,394 2,678 716 Depreciation and other expenses 12,478 18,339 (5,861 ) Total $ 122,117 $ 141,756 $ (19,639 ) The $19.6 million decrease in research and development expenses was primarily attributable to a $23.5 million decrease in cost of materials and allocated production laboratory expenses, which was driven primarily by decreased investments in T-Detect and TCR-Antigen Map development activities, as well as decreased investments in drug discovery efforts, including collaboration efforts with Genentech.
Our first clinical diagnostic product, clonoSEQ, is the first test authorized by the Food and Drug Administration for the detection and monitoring of minimal residual disease (“MRD”) in patients with multiple myeloma, B cell acute lymphoblastic leukemia and chronic lymphocytic leukemia, and is also available as a CLIA-validated laboratory developed test for patients with other lymphoid cancers, including diffuse large B-cell lymphoma.
Our first clinical diagnostic product, clonoSEQ, is the first test authorized by the FDA for the detection and monitoring of MRD in patients with MM, B cell ALL and CLL, and is also available as a CLIA-validated laboratory developed test for patients with other lymphoid cancers, including DLBCL.
Our revenue may fluctuate from period to period due to the uncertain nature of delivery of our products and services, the achievement of milestones by our customers, timing of expenses incurred, changes in estimates of total anticipated costs related to the Genentech Agreement and other events not within our control, such as the delivery of customer samples or customer decisions to no longer pursue their development initiatives.
Our Immune Medicine revenue may fluctuate from period to period due to the timing of expenses incurred, changes in estimates of total anticipated costs related to the Genentech Agreement and other events not within our control, including the recognition of milestones under the Genentech Agreement and the timing of receipt of customer samples from our biopharmaceutical customers.
Cost of Revenue Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2022 2021 $ % 2022 2021 Cost of revenue $ 57,909 $ 49,301 $ 8,608 17 % 31 % 32 % The $8.6 million increase in cost of revenue was primarily attributable to a $6.0 million increase in labor, overhead and facility costs, a $2.4 million increase in cost of materials related to mix to higher cost assays and a $2.0 million increase related to higher usage of our production laboratory to process revenue samples versus research and development samples.
Cost of Revenue Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2023 2022 $ % 2023 2022 Cost of revenue $ 75,553 $ 57,909 $ 17,644 30 % 44 % 31 % The $17.6 million increase in cost of revenue was primarily attributable to an $8.6 million increase related to higher usage of our production laboratory to process revenue samples versus research and development samples, a $5.1 million increase in overhead costs largely driven by laboratory relocation and consolidation activities, a $2.8 million increase in materials cost resulting from increased revenue sample volume and a $1.2 million increase in shipping and handling expenses.
To select the measure of progress, we consider the expectations of the performance period which may be based on customer-dependent estimates of samples or internal estimates of the performance period based on both the customer and our expected development timeframes.
At the end of each subsequent reporting period, we re-evaluate the estimated variable consideration included in the transaction price and any related constraint and, if necessary, adjust our estimate of the overall transaction price. 85 To select the measure of progress, we consider the expectations of the performance period which may be based on customer-dependent estimates of samples or internal estimates of the performance period based on both the customer and our expected development timeframes.
The net change in operating assets and liabilities was primarily due to a $57.7 million reduction in deferred revenue driven largely by revenue recognized from the Genentech Agreement, a $7.4 million increase in accounts receivable, net and a $5.2 million increase in inventory, which were partially offset by an $8.5 million increase in operating lease right-of-use assets and liabilities, a $3.9 million increase in accounts payable and accrued liabilities primarily related to our corporate bonus paid in 2022, and a $1.3 million decrease in prepaid expenses and other assets. 101 Investing Activities Cash provided by investing activities during the year ended December 31, 2022 was $2.9 million, which was primarily attributable to proceeds from maturities of marketable securities of $298.0 million, partially offset by purchases of marketable securities of $278.8 million and purchases of property and equipment of $16.3 million.
The net change in operating assets and liabilities was primarily due to a $29.3 million reduction in deferred revenue driven largely by revenue recognized from the Genentech Agreement, an $8.7 million decrease in operating lease right-of-use assets and liabilities, a $5.4 million reduction in accounts payable and accrued liabilities, a $2.8 million increase in inventory and a $1.9 million increase in prepaid expenses and other current assets driven largely by an increase in prepaid software charges.
These increases were partially offset by an $8.0 million decrease in marketing expenses driven primarily by reduced clonoSEQ, T-Detect and corporate marketing activities. 98 General and Administrative Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2022 2021 $ % 2022 2021 General and administrative $ 88,527 $ 74,502 $ 14,025 19 % 48 % 48 % The $14.0 million increase in general and administrative expenses was primarily attributable to a $7.2 million increase in building, facility and depreciation related expenses, a $5.0 million increase in personnel costs and a $2.8 million increase in computer and software expenses.
General and Administrative Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2023 2022 $ % 2023 2022 General and administrative $ 83,934 $ 88,527 $ (4,593 ) (5)% 49 % 48 % The $4.6 million decrease in general and administrative expenses was primarily attributable to an $8.0 million decrease in building, facility and depreciation related expenses, driven largely by office space transitions made to support laboratory consolidation activities, a $2.0 million decrease in consultant costs and a $1.6 million decrease in insurance costs.
Any increase in accounts receivable and inventory may not be completely offset by increases in accounts payable and accrued expenses, which could result in greater working capital requirements. 100 Contractual Obligations Our contractual obligations as of December 31, 2022 include operating lease obligations of $135.3 million, reflecting the minimum commitments for our office and laboratory spaces in Seattle, Washington and South San Francisco, California, our warehouse lease in Bothell, Washington and our office lease in New York City, New York.
Contractual Obligations Our contractual obligations as of December 31, 2023 include operating lease obligations of $121.3 million, which reflects the minimum commitments for our office and laboratory spaces in Seattle, Washington and South San Francisco, California and our warehouse lease in Bothell, Washington.
Sales and Marketing Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2022 2021 $ % 2022 2021 Sales and marketing $ 95,603 $ 95,465 $ 138 *% 52 % 62 % * Increase is less than 1% The modest increase in sales and marketing expenses was primarily attributable to $6.8 million in additional personnel costs, of which $0.9 million related to our restructuring activities, as well as a $1.4 million increase in travel and customer event related expenses.
Sales and Marketing Year Ended December 31, Change Percent of Revenue (in thousands, except percentages) 2023 2022 $ % 2023 2022 Sales and marketing $ 88,579 $ 95,603 $ (7,024 ) (7)% 52 % 52 % 80 The $7.0 million decrease in sales and marketing expenses was primarily attributable to a $5.0 million decrease in marketing expenses, which was largely driven by reduced clonoSEQ marketing activities and our deferral of commercializing T-Detect, a $3.8 million decrease in personnel costs and a $1.0 million decrease in consultant costs.
A $1.8 million increase in depreciation expense and a $1.3 million decrease in collaboration and medical advisory costs were the primary drivers of the change in depreciation and other expenses.
There was also a $3.1 million decrease in consultant costs and a $2.5 million decrease in costs related to collaboration studies and clinical trials, which were the primary drivers of the $5.9 million decrease in depreciation and other expenses.
We expect general and administrative expenses to remain relatively consistent in the short term and to decrease as a percentage of revenue in the long term. Interest Expense Interest expense includes costs associated with our revenue interest liability and noncash interest costs associated with the amortization of the related deferred issuance costs.
We expect general and administrative expenses to remain relatively consistent in the short term and to decrease as a percentage of revenue in the long term. 77 Impairment of Right-of-Use and Related Long-Lived Assets Expenses Impairment of right-of-use and related long-lived assets expenses include our impairment charge for certain leased office and laboratory space, as well as impairment costs for related leasehold improvements.
Cost of Revenue Cost of revenue includes the cost of materials, personnel-related expenses (including salaries, benefits and share-based compensation), shipping and handling expenses, equipment costs, allocated facility costs associated with processing samples and professional support costs related to our service revenue activities. Allocated facility costs include depreciation of laboratory equipment, as well as allocated facility occupancy and information technology costs.
Our MRD revenue may fluctuate period to period due to the uncertain timing of receipt of our biopharmaceutical customer samples, which may cause uncertainty in the delivery of our products and services, the recognition of milestones related to regulatory approvals of our biopharmaceutical customers’ therapeutics and changes in estimates of our clinical revenue reimbursement rates. 76 Cost of Revenue Cost of revenue includes the cost of materials, personnel-related expenses (including salaries, benefits and share-based compensation), shipping and handling expenses, equipment costs, allocated facility costs associated with processing samples and professional support costs related to our service revenue activities.
We have commercial products and services and a robust pipeline of clinical products and services that we are designing to diagnose, monitor and enable the treatment of diseases, such as cancer and autoimmune disorders. Our existing and future commercial products and services are aligned to two markets which we refer to as MRD and Immune Medicine.
Our existing and future commercial products and services are aligned to two business areas which we refer to as MRD and Immune Medicine.
In 2022, we changed how we classify revenue and now present total revenue on our consolidated statements of operations included elsewhere in this Annual Report on Form 10-K. We disaggregate revenue under our Immune Medicine and MRD market opportunities in Note 3 of the accompanying notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
See Note 10, Leases of the accompanying notes to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for details regarding our impairment assessments and considerations.
This decrease was partially offset by a $5.3 million increase in personnel costs, of which $0.7 million related to our restructuring activities, and a $2.5 million increase in allocable facility expenses.
These decreases were partially offset by a $6.2 million increase in personnel costs, a $2.8 million increase in allocable facility expenses and a $0.7 million increase in software and cloud services expenses.