Adaptive Biotechnologies Corporation (ADPT)
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Morgan Stanley 24th Annual Global Healthcare Conference

Sep 15, 2026

Summary

NCCN guidelines now specifically name clonoSEQ for MRD testing in multiple myeloma, boosting clinical adoption and expanding the addressable market. Strong volume growth, increased use of blood-based testing, and robust pharma momentum support a positive financial outlook, while a planned business separation aims to unlock further value.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Looks like we are running a couple of minutes behind, so we can quickly get started. Kallum Titchmarsh here from the Life Science Tools and Diagnostics team at Morgan Stanley. Really pleased to be joined by the team from Adaptive. We have Chad Robins, the Co-founder and CEO, and Kyle Piskel, CFO. Thank you both for being here. Just before we get started, research disclosures, morganstanley.com/researchdisclosures, because someone will tell me off if I do not call that one out. Lots to discuss, obviously, lots to dive into. Maybe we can just start with the state of the union. I know there was also some updates today that you want to hit on out there in the market. So maybe just set the scene. What is exciting you the most right now, Chad?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. Relevant today and kind of unexpected, we had a major guideline update in multiple myeloma, and I am actually going to look at my notes because this came in from my team recently. The NCCN multiple myeloma guidelines were updated, but they now include a dedicated page for MRD testing. This is very similar and parallels the structure that they do in ALL guidelines. Really what it does is it signals that the panel views MRD as an assessment as essential for management of patients with multiple myeloma. More specifically, the recommendations for MRD said that MRD is recommended using an FDA-approved assay such as clonoSEQ or flow cytometry. This is the first time that clonoSEQ is being specifically named in the NCCN guidelines, and it is actually pretty rare that a test manufacturer is named in guidelines. So we are pretty excited about that.

The second thing that is really important is that while 10 to the - 5 minimum sensitivity is recommended, it is now stated that 10 to the - 6 is stated as preferred. This is huge because that is what clonoSEQ does, is 10 to the - 6. Then it gives you all of the different points throughout the patient care continuum that clonoSEQ should be used. The one that I want to highlight specifically is at regular intervals during maintenance and surveillance. MRD assessments during surveillance, this is an entirely new thing. So I will stop there. Multiple points of those guidelines are specifically what we have been talking about, what we think is critical for clinicians to use on their patients for clinical decision-making, interventionally to guide treatment decisions. So we could not be more thrilled and frankly, surprised at how comprehensive this update was for us.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Very exciting.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Yeah. How could that evolution look, do you think? Obviously, it's still super early days, but any numbers you could perhaps give around that and how you think the scale-up could look more broadly in the market?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. It's interesting because as soon as we did this, we did this a few months ago, we had an updated TAM number, increasing the TAM by $800 million. Frankly, we knew when we put it out, and that goes from 2.5 tests to 3.5 tests per patient per year on the overall addressable market. This, I would say, at the very minimum, kind of reinforces that, but it's also going to allow us to dust off some of those assumptions. A lot of these things work together. It also called out peripheral blood for the first time, that you could use peripheral blood in multiple myeloma assessment. This was in the guidelines, and we've been talking about increasing the use of peripheral blood over bone marrow in multiple myeloma. All these things work together to talk about more testing per patient per year.

The net is I think this is a nice opportunity to look at a further TAM expansion.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Sounds like I might need to revisit my model.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Karina and Kyle can help you on that.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Maybe just rewinding a little to Q2, strongest you've had in MRD, and you obviously raised both the revenue and volume outlook for the year. What do you think the biggest source of that upside was versus your expectations through the first half of the year? What gives you confidence that that momentum can continue? Just let us know what you're seeing out there in the field.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. First, clinical volumes continue to be great. We're really excited about what we're seeing and what we continue to see into this quarter. It's been really nice. One of the components of clinical volume that I think was, I will say really of surprise, that we're just really excited about is if you look at the number of clinicians that are clicking on the repeat ordering button in the Flatiron ongoing EMR, I know we'll talk more about it later, the serial testing's been a really nice source of upside for us, and the compliance rate on that is also extremely high. Other areas of upside, our pharma business is really doing well.

If you look at the ODAC decision in 2024 that was codified into draft guidance earlier this year saying that you could use MRD as a primary endpoint in multiple myeloma, that's not only had an impact on the myeloma business, but that's also bled over to the other I said bled over, no pun intended, in heme malignancies. But it bled over to the other indications, particularly in ALL and CLL. One area that we're monitoring is if you look at our related to volumes is our ASP. We need that increasing volume. That increasing volume may put some short-term kind of transitory pressure on ASP. There's a lot of ways we're solving it, and we'll talk about that.

But overall, I should also say we have a submission into MolDX to increase the number of tests per the episode, which will immediately alleviate that pressure, and we're expecting to hear back relatively soon on that. But overall, the business is in really strong shape. Volumes, pharma, et cetera, everything's moving up and to the right.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Great. I want to first just hit on the separation that was announced or the intent to separate. You had a strategic review a couple of years ago, and you decided to keep the two businesses together. So I guess what changed since then, and what made now the right time to pursue that separation?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. The result of the strategic review a couple of years ago was to keep the businesses in-house, but to start having a very disciplined focus and capital allocation towards those businesses, and to allow them to mature to the point where it was a natural separation. We feel like that's happened. In MRD, for some of the following reasons I just mentioned, we've become the gold standard within the market. It's being used clinically, interventionally. It's gotten to a scale and profitability where we want to have a dedicated focus around leveraging that platform in MRD and, more broadly, diagnostics. At the same time, if you look at the immune medicine business, we've developed what I would say is one of the most important data sets in immunology, which is a next iteration of AlphaFold, which solved protein folding.

Now we're solving an in silico model of protein-protein interactions, which is T-cell receptor to antigens. We can double-click on that, but it's the applications of that and what's happened from a macro standpoint within the industry with now because we have got this incredible data set with the advances in AI in the last two years since we've done that strategic review, the utility of that to true clinical applications has really gone up.

Even to mention one of them, if you look at kind of the news coming out of Moderna and Merck & Co. and the personalized cancer vaccine, the application to that is. I just think the time is right to allow our MRD business and our diagnostic business to be able to flourish on its own and, at the same time, get a set of really focused, dedicated investors in the tech AI data space to capitalize that business. We're doing it in such a way that Adaptive shareholders are going to own a piece of and/or benefit from whatever comes out of it.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Yeah, as you consider different options for separating the immune medicine business, what's your value tip framework there? What does that look like? I guess, how are you spending your time today through there?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. The first framework I have is what's going to be the best for shareholder value of Adaptive shareholders. I say that in the context of one decision could be made, okay, you've got this great data set, you just go sell the data. That may be kind of a "short-term win," but that may not be in the best interest of if we're really trying to capitalize on what's going on with AI and the fact that we're sitting on a data set that's proprietary and has significant moats around the business. I believe that we're kind of at the start of something that could have durable, long-term, and potentially outsize value for our shareholders, and that's kind of the framework we think about it.

As you know, also, we hired some folks on the other side of your business at Morgan Stanley to help us kind of evaluate the potential options. We're having some really good conversations around those options, and we've committed by year-end to outlining what the path forward looks like.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Kyle, maybe for those investors a bit newer to the story, could you talk through the different financial profiles of the businesses, the MRD business and the immune medicine business? I know obviously nothing formally out there today.

Kyle Piskel
CFO, Adaptive Biotechnologies

Sure.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Just directionally would be helpful.

Kyle Piskel
CFO, Adaptive Biotechnologies

Yeah. I think starting with the MRD business, that is what we are referring to now as the core business going forward, which is a healthy revenue profile with a healthy margin, and it is generating the majority of our revenue growth and has been generating the majority of our revenue growth for the last few years. I think when you step down to the OpEx, again, most of our investment has been focused in the MRD business. I would say about 75% of our OpEx is dedicated to MRD. Currently, we have a segment in immune medicine, which we have been ring-fencing and prudently managing the investment with the opportunity in front of us, and then there is a corporate unallocated piece. I think when you fast-forward to post-separation, the MRD business will absorb much of that corporate unallocated and those corporate functions.

The scale of the MRD business and the growth profile we are seeing is not going to financially hamper the MRD business. Both the capital we have on the balance sheet and the cash flows that the business is starting to generate will be sufficient enough for the entire Adaptive company to start to generate free cash flow in the fourth quarter, as well as just the EBITDA.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Yeah, makes sense. And maybe just a little bit more on the guide for the rest of the year.

Kyle Piskel
CFO, Adaptive Biotechnologies

Sure.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

When I go through unit growth in Q3, Q4, consider all the top-line drivers we're aware of, and see the momentum you had in the first part of the year, seems a little conservative. Are you seeing anything out there in the market that would imply that sequential unit growth takes a little step back, or are you feeling very comfortable with the kind of-

Kyle Piskel
CFO, Adaptive Biotechnologies

I think we're extremely confident in terms of what's happening in the volumes, what we're seeing in the field. The adoption rates are continuing to outpace even some of our own internal expectations. I think as it relates to the volumes and the sequential comps, I'm comfortable with where the street's at, but I think there's opportunity to drive past that. We said 38%-40%. We're confident in that guide, and I think there's potential upside on that front. As Chad mentioned, even in the pharma business, we're seeing good momentum in that business, and I think that can be underappreciated in the story. Strong momentum in the pharma business, and I think we'll continue to see that play out in the back half of the year. So, yeah.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Makes sense. The mix shift from bone marrow to blood-based testing has been an important unlock for clonoSEQ. I think it reached 51% of volumes in Q2. How has that impacted the size of the market and the realistic number of tests we can be performing per patient?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah, I think that's related to a couple different topics. Number one is the ability to test in the blood versus the bone marrow is obviously less invasive. It's also very specific, not specific or confined only to the community, but the community doesn't really do bone marrow testing. So we also have this whole KOL initiative for the academic medical institutions. You've got KOLs from there going out and teaching the community that you should be using peripheral blood, at least as the initial workup, and then the MRD follow-up testing. So we've had, along with serial testing from Flatiron Health, there are certain indications that are only blood-based tests, but it's really that conversion if you now see multiple myeloma has now gone up to 30% of testing is now done in the peripheral blood.

It's been increasing across the board, close to 48% in ALLs done in the blood. So it's the ability to serial monitor, to test in blood, to do more in the community, all those are leading to the increased volumes that we're seeing across the board.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

How does that blood-based testing factor into the recent strength you've seen in the community setting? I guess, when you think about your ambitions from here, how does that play into it?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah, it's been a great driver of growth in the community setting, one of many. But if you look at it now, 36% of overall volumes are coming from the community. That's up from 30% a year ago. And I wouldn't attribute that only to blood-based testing, but blood-based testing is a major factor along with the serial testing button as well. All of this is underpinned by data.

What we're seeing is that instead, in relation to solid tumor, where they're now showing their data is prognostic, our data has been prognostic for maybe over a decade, but now we're showing that data sets are coming out and saying, "How do you intervene on a patient's clinical decision using an MRD test?" It's being used in a transplant setting, it's being used in a maintenance therapy or escalation, de-escalation, and then in maintenance to take a patient off of therapy. So they're using our test, making a decision on how to treat the patient. That's what's also been responsible for driving more uptake, both in the academic medical institutions and in the community hospital setting.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

You've invested pretty heavily into the EHR integration, and just making that process for the physician as seamless as possible. How much friction do you think you've removed from that ordering process? I guess, is there anything else you could do from here to make it even easier?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah. So first of all, EMR integration has been amazing, but we consider it necessary but not sufficient, meaning we think it's the first step, but once you are integrated into the system, then those reps have the ability to go really optimize within the account, the ordering profile, the whole workflow process to make sure that we're getting everything we can out of that account, and that the clinician really knows how to not only use the system, but also clinically knows when to treat the patient. One of the things I mentioned about serial testing, but I'll be more specific about it, is in ongoing EMR Flatiron, there is a functionality that we built in for repeat ordering, where there's essentially a radio button that says you can test a patient every three, six, nine , or 12 months.

Over 70% of clinicians are clicking on one of those buttons, and when they click on that, we have three cohorts worth of data, three quarters, 75% are in compliance. After clicking that button, the patient is coming back in and getting the test when they're supposed to get that test. I mentioned that in your first question in the opening remarks. That's been a source of upside surprise. We didn't think those numbers would be quite that high. So we're excited about it. We have a team dedicated to working these accounts to really optimize the EMR integrations. Then I'll also move over to Epic. In Epic, you can build in the functionality of what's called a standing order. We've done that for our first account, which was Duke. A QoQ growth, we saw 57% QoQ growth in that one institution.

Now, it's not as easy where you can turn on 150 accounts at one time, but going one by one, and getting those dedicated IT resources and the clinical mind share to be able to do that and to map out the pathway as to when they want to test patients is something our team is very focused on because of the growth rates we're seeing.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Any color you could give on the average test number per patient today and where that could get to with time? Obviously you've spoken to EMR integration as being one of the potential drivers, but anything else you would perhaps point to?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Well, clinical data that continues to develop across multiple indications is going to be a huge driver. Blood-based testing's a huge driver. The EMR integrations, again, the focus on the community, the pathways that we're putting into the large network practices, all those things got to work together. We talked about in the TAM going from 2.5 to 3.5 tests per patient per year. Again, I think we got to dust that off. Guideline inclusion certainly is massively helpful to that as well. We talk about this a lot, and hopefully this is becoming apparent because you're seeing these different tactical layers build on each other. It's not one thing. These things are all synergistic and work together and are multi-pronged strategy, really across all of our indications.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

I had a question here on multiple myeloma catalysts, but I think we probably

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

We did.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

hit on that stuff. Just on CLL, what are some of the ways CLL management is being reshaped as a result of guideline changes just around MRD and serial testing?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah, if you look at the guidelines, it's MRD-guided regimen as opposed to fixed-duration regimens. Really specifying in the guidelines how to use MRD, it's been a real win for us. Remember, those guidelines came out last year, and what we said was within the community hospital setting, kind of takes nine to 12 months for the uptake of those guidelines. I can happily report over the last two quarters, if you look at the growth in CLL, we're starting to see those guidelines really kick in, and we've got some really nice trials around this as well that are starting to go readout.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

DLBCL and MCL becoming more meaningful contributors to growth. What needs to happen clinically and commercially for clonoSEQ to succeed in lymphoma, I guess, when we look out the next few years?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Well, one is guidelines.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Yeah.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

We have this kind of land and expand strategy within guidelines. We have gotten guideline in DLBCL, but we need to really expand and really strengthen the wording around those guidelines. The second is really commercial coverage. We have Medicare coverage on DLBCL, but we need to get much stronger commercial coverage to get our ASPs up to, really from a commercial perspective. The third is really getting on more pharma trials, more data, et cetera. The more data that we have in those indications showing how to use, when to use throughout the patient care continuum, the more. But we are seeing nice growth in both of those. You said DLBCL and MCL, right? MCL, we have got really nice guideline inclusion.

One of the areas that we are seeing in MCL is you can make a transplant decision based on MRD status, which is really, really nice for the patients, right? Because if you can avoid a transplant because you are MRD negative, obviously that is a huge benefit.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Amazing. I guess outside of the indications we have discussed, any that you think investors or the sell side perhaps do not pay enough attention to further down the line that could be interesting?

Kyle Piskel
CFO, Adaptive Biotechnologies

I think the opportunity in front of us in DLBCL is a bit understated. I think, what we're seeing with our ability to use our own clinical data to generate new data and insights into how the assay's being used and the clinical actionability that could come in the future is a massive opportunity for us. We talked about CLL, we talked about myeloma. I think those are things and playbook catalysts that we'll use as we go into these other lower penetrated indications to continue to see strong growth and strong adoption. It's an area we're going to continue to invest in and get better at is data generation and how can we provide more utility, more touch points, time points for clinicians to use our assay.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

How are you feeling about the competitive mode? Obviously, when you see a market with good growth opportunities-

Kyle Piskel
CFO, Adaptive Biotechnologies

Sure.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

more people want to come into it. But you have the data, the guidelines now. So I guess relative to perhaps a couple of years ago, how are you feeling about that competitive positioning in spite of obviously new entrants coming in?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

I feel very strong about our competitive positioning. The one area that we have competition entering the market is in DLBCL with Natera's acquisition of Foresight. I said this at the time, I continue now that all the data's playing out and market answers, our competition really isn't Natera or Foresight in DLBCL, it's PET scans. MRD is not really being. We're 2%- 3% penetrated. When Natera entered the market, it disproportionately benefits clonoSEQ in the short term, because it's using a big pulpit to say you should be doing MRD testing in DLBCL. Who's in all those doctors' offices with a great reputation and brand? It's clonoSEQ. This isn't to say that Natera's. They're going to take some market share in DLBCL, but it's very early on. I do think in the long term that our technology will win the day.

We're looking for something very specific, which is a rearranged immune receptor, in this case, a rearranged B-cell receptor. That doesn't pseudo-randomly generate. Our specificity rounds to 100%. It's like 99.99% with an incredibly high sensitivity of 99%+, right? You can't get that data if you're looking at rearranged mutations, in cancer, you will get some false positives. Anyway, that being said, again, I have a lot of respect for Natera. They're going to take some market share, but again, I'll just say in the other indications, it's going to be very hard to compete, especially on any disease that's cellular, because, again, our specificity and sensitivity is so high. We've got a ton of competitive moats around the business. Take myeloma, we're on every pharma trial, every KOL. We're in guidelines specified by name now. That's going to be a tough one to compete in.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Indeed. When I think about the masses of data you're starting to generate in MRD, how are you thinking about leveraging that data to make the tests smarter? How, I guess, internally, has the team adapted in this era of AI drug discovery to kind of shift to commercialize it in a more meaningful way?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah, that's a great question. That's the entire premise of the immune medicine business, and we can maybe talk about that and take that separately. I do think within the MRD business, we're sitting on a very valuable data asset, and I'll talk about it in a couple of different contexts. First is we've invested in real-world data capabilities. I'll give you two examples of where we've specifically used it. Number one is it's supporting our MolDX submission for increased number of time points per the episode. Number two, we have an ASH abstract on DLBCL that's come directly from our data. That's really, I think we're going to continue to make significant investments in the data from that side of things.

Secondly, it's early, but there are certainly ways to monetize the data and potentially look at selling this data to pharma as they look at different use cases, patient stratification for their trials, things of that nature, I think is a potential future business opportunity. Again, not to get ahead of our skis, but you asked the question, I think we're going to be sitting on a treasure trove of the most comprehensive heme MRD data by far out there, and I think that'll have significant value. The third area, just you mentioned AI broadly. Operationally, we're using AI across many areas of the business. One, a couple, particularly in the revenue cycle management for appeals processes, prior authorizations, letter of medical necessities, time to cash, things of this nature in our call centers, in our account ops.

I think there's a lot that we're doing to just make the business better that frankly, every business should be doing.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

I guess we have five minutes, so maybe shifting onto immune medicine and keeping with AI, how would you describe the value of that immune medicine business in the context of AI when it comes to things like training models, increasing target discovery efficiency, or guiding clinical trials?

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Yeah, I'll give you two examples. First of all, I think there's immense value in that data as, again, the next kind of big problem in immunology that we're solving, which is moving from AlphaFold, which was generated on public data. This is proprietary own data set. Think about if AlphaFold was owned by one company. Think about it from that perspective or context, number one. But in terms of particular applications, because I mentioned it earlier, but I'll highlight kind of personalized cancer vaccines with cell therapy. Even personalized cancer vaccines, there's kind of three things that you need to do. You have to be able to deliver the vaccine. You have to be able to pick out the antigens that go in the vaccine constructs, and then you've got to be able to kind of monitor the vaccine.

Moderna and BioNTech have figured out number one with mRNA. Number two, what antigens to pick? We don't have to guess. We can tell you what the TCR response is to the epitopes or the antigens that go into that vaccine construct. So we can essentially help design for each patient a personalized cancer vaccine. Here are the antigens that should be put in the construct. I don't want to say getting lucky, but now what they're doing is they're putting more and more antigens in, hoping that one or more of them will elicit immune response. We can be much more efficient and effective and increase the rate of effectiveness on that vaccine by telling it, "Well, these are the antigens you should pick." It's a really similar exercise with TCR-based personalized cancer cell therapy. This is where we started with Genentech.

We were doing really well on our side of that program. They did not shut down because they basically had an internal restructuring, kind of moved away from cell therapy, not related to Adaptive. It allowed us to essentially get off and running and building this. The other area, and you mentioned it, but I'll highlight something specific, is in the area of target discovery and really understanding the root cause and biology of diseases by understanding what the antigen targets are that the T-cell receptors are hitting. We anticipate that a publication will be coming out in the next, I'll call it, several months, in a very high-impact journal, that we've basically, with our technology, we've been able to kind of unravel the mystery of what drives Type 1 diabetes.

It turns out that these HIPs or hybrid insulin peptides are kind of rearranging, and these are the targets that your T-cell receptors are attacking self-tissue with. This is just the tip of the iceberg, we believe. We think that so many discoveries are going to be coming out of this ability to connect your immune response or your T-cell response to clinically relevant antigens, and to be able to do this in silico, where you can, if you have the T-cell receptor, kind of reverse engineer or impute what the antigen is and vice versa. The applications of this are significant across many different disease states.

But I'll say this in the context of having had thousands of investor meetings who have said, "Just focus on the MRD business," that I think that even if the decision was, which isn't going to be, that, "Hey, you shut it down, don't spend any money, and focus on the MRD and grow the diagnostics business," that would be a win. The value we create, which I do believe could be significant, could be a massive upside from there. We've committed, just to be clear on the timeline, we've committed by year-end to, everything won't be done and separated, but we will kind of outline what the path forward is in working in conjunction with our colleagues on that.

Kallum Titchmarsh
VP and Equity Analyst, Morgan Stanley

Amazing. Chad, Kyle, thank you so much.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Thank you.

Kyle Piskel
CFO, Adaptive Biotechnologies

Thank you.

Chad Robins
CEO and Co-Founder, Adaptive Biotechnologies

Appreciate it.

Kyle Piskel
CFO, Adaptive Biotechnologies

Appreciate it.