In the Q4 of 2023, we recorded approximately $44,200,000 in cost of sales compared to 30.8 $1,000,000 for the same period of 2022. The increase in cost of sales primarily reflects increasing demand for our PMO products, an increase in royalty payments due to the Levittus sales in 2023 with no similar activity in 2022 and write off of certain batches of our not meeting our quality specifications in the 3 months ended December 31, 2023 with no similar activity for the same period of 2022. On a GAAP basis, we recorded $195,500,000 213,800,000 expenses for the Q4 of 2023 and 2022 respectively, a year over year decrease of $18,300,000 The decrease is primarily due to a decrease in manufacturing expenses and upfront milestone and other expenses. On a non GAAP basis, R and D expenses were $165,100,000 for the Q4 of 2023 compared to $186,800,000 for the same period of 2022, a decrease of $21,700,000 Now turning to SG and A. On a GAAP basis, we recorded approximately $131,700,000 100 $20,500,000 of expenses for the Q4 of 2023 2022 respectively, an increase of $11,200,000 The increase was driven primarily by an increase in professional services and compensation and other personnel expenses, partially offset by a decrease in stock based compensation.