Higher research and development expenses in 2023 were due to increases in payroll and facility related costs, primarily driven by an increase in personnel to support our overall growth, especially as we ramp up our KB707 program, partially offset by decreases in R and D manufacturing costs as following our FDA approval, our costs related to the manufacturing of Vyjuvec are now recorded as part of our cost of inventory. Selling, general and administrative expenses for the quarter were $24,800,000 inclusive of stock based compensation of $7,500,000 compared to $24,000,000 for the prior year's quarter, inclusive of stock based compensation of 7,200,000 dollars Selling, general and administrative expenses for the year were $98,400,000 inclusive of stock based compensation of $29,900,000 compared to $77,700,000 in the prior year, inclusive of stock based compensation of $25,300,000 Higher selling, general and administrative expenses in 2023 were largely driven by an increase in personnel, increased selling expenses related to the launch of VIAVIQ, increased IT infrastructure and software costs as well as increases in travel, sponsorship and professional fees. These increases were partially offset by a decrease in commercial preparation expenses, a decrease in medical affairs costs and a decrease in business development costs.