Hey, Ziyi thanks for your two questions. So, in terms of gross margin fourth quarter 2021, if you were to add back the non-recurring items, the $7.5 million in our deal, negative adjustment, as well as -- which was in the press release and in our 10-K, it was also disclosed in the cost of goods sold line item, there was a -- also a one-time payment to GSK for hitting a certain revenue threshold of $8 million. So, without those one-time adjustment, gross margin would have actually increased quarter-over-quarter. So, from 72% in third quarter to about 73% in fourth quarter. So, for the year 2021, if you made those same adjustments, you would have also seen an increase as well. So gross margin in 2020 with 66 million sorry, 66% and 2021, normalized, it would have been around 70.9%. So in terms of going forward, gross margin for 2022 and even beyond, as you know it's really driven by sort of the product mix and quite large trajectories of each product at that particular point in time. So there might be some -- we'll need some time to find a kind of a steady state because we have such an intense launch schedule. But hopefully, you see that we're already seeing some sort of productivity gains, right, even in the gross margin level. So -- and then with that said, that segues into your second question. So yes, 2021 was our most active PD year, eight new partnerships and assets, which we're quite excited about. And we were very confident that it creates a lot of value. But you do hit on the point as well, that the current capital market environment is a little bit different than in the previous years. Now, we believe at Zai Lab that, it kind of dovetails nicely with where we are in our lifecycle. So our revenue momentum will continue this year and beyond, we're already going into productivity drive. So for example, in terms of our sales and marketing team size and spend, we don't expect to see a notable increase this year. For investments we made last year and even the prior years, we're going to enjoy the benefits, while not sacrificing any growth and also with a mind towards preparing for additional launches in the coming years. But we will or -- and we expect to do additional deals. And I'll let Thompson and other colleagues chime in, we are very selective as you know. But if there are opportunities, especially in this market, where there's a little bit of a dislocation, if there are very value creating opportunities that meet our very high threshold and criteria, we have the balance sheet to do it. And we are at the point in time for our company's lifecycle where we have that flexibility to manage growth and productivity.