Foresight Medicine Episode #2 Transcript Robert Rogers: I’m Robert Rogers, host of the Foresight Medicine podcast at the Foresight Medicine Substack, where we are envisioning the future of preventive healthcare as a systematic and whole-body framework for leveraging new technologies to maintain health for as long as possible. In this podcast series, I interview leading experts at the forefront of prevention and early intervention across medical specialties. I am very honored to have as my guest today Dr. Michael Murray. Dr. Murray is Professor of Medicine at the Icahn School of Medicine at Mount Sinai, where he is Chief of the Division of Genomic Medicine and Clinical Director of the Institute for Genomic Health. He is a foremost expert in and a true pioneer of the field of genomic screening and integrating the burgeoning science of genomics into actual clinical practice. In addition to being a leading researcher in applied genomics, he has shaped the field as an architect of genomic education for medical professionals, journal editor, a key contributor to task force guidelines and policy statements in the area of genomic medicine, and as founding director of Mount Sinai’s Genomic Health Clinic. I also want to add that Dr. Murray is the senior author of a beautiful review of this topic, entitled DNA-Based Population Screening for Adults, published January 27th in the New England Journal of Medicine Evidence, which frames the topic we are discussing today, and I encourage all of our listeners to read it, and hopefully our conversation can lead to even greater understanding of this topic. Listeners should note that we are recording this on Wednesday, February 11th, 2026, and this conversation is for general information purposes only and does not constitute individual medical advice. Michael, welcome, really excited to have you on and to be talking with you today. So, one of the many reasons I’m very, excited to chat with you and have you as a very early guest in this podcast series is that the goal of this whole project is really to envision the future of preventive health across different organ systems and categories of disease. And I believe that advances in genomic screening are the foundation of this whole enterprise. It’s really the general-purpose technology that’s opening up new opportunities to identify disease risk at a personalized level. So, let’s start with a pretty general question. What is genomic screening, or as you’ve recently termed it, DNA-based population screening for adults, and how did you get drawn to the field? Michael Murray: Yeah, so, so we’re trying to get people to adopt, the term DNAPS, D-N-A-P-S, just because saying the longer things is a mouthful. But, I got interested in screening, in, the early 2000s. I had left, internal medicine infectious disease practice to become a, a geneticist and refocus my career, and I was at Brigham and Women’s Hospital, and taking care of adults, with rare genetic disorders, but particularly interested in, in bringing the information we were learning to the, to the greater population. And at that point, it was, it was theoretical. There were a few companies that launched in the early 2000s, Navigenics and, 23andMe, and they were starting to, to think about this from a business perspective, but it was really the ClinSeq project at the NIH in 2007-2008, led by Les Biesecker, that was the first to, to do this at scale. They came out with a paper showing that they were identifying cases of BRCA in patients that had no no personal or family history, that would go along with that, and, got very interested in their paper, and left Harvard a couple years later to go to a cornfield in Pennsylvania, where Geisinger Health System is, to really, launch a large-scale project in screening. Robert Rogers: Very interesting on multiple levels, including how you, early on, saw the power of this field and sort of reoriented your career. Just for our listeners, BRCA is a gene that confers increased risk for multiple cancers, and something that actually has come up on another one of our podcasts when we talk about multi-cancer early detection. So. Nowadays, that’s… it’s actually quite striking to think that these key efforts that enabled this new field are only about 15 to 20 years old. But nowadays, when somebody thinks about DNA-based population screening, tell us what… what are the tests? What is the tests that are available? What is the actual information, the genes and the variants that they contain? Michael Murray: So, there’s a couple different technical processes that can be used to create the dataset for an individual. The two, most common are what’s called a whole exome sequence, or a whole genome sequence. And the reason why, projects are deciding one versus the other is still mostly around cost. A whole genome sequence gives you all the information in between the genes. You have 20,000 genes, and they only make up about 1-2% of all the data. Everything else is in between the genes, and a lot of that is regulatory information, regulating the genes to turn on, turn off. Turn up, turn down. And so with, with an exome, or a whole exome, you can just get the 1% to 2% that has the gene data, which is where most of current efforts are focused. You can do the whole, genome and get all the data, but right now, you basically ignore 98 or so percent of that data, just because we don’t know what to do with it. Robert Rogers: And, at your own clinic, can you tell us a little bit about what’s actually offered? Michael Murray: Sure, so, so at the Genomic Health Clinic, we, we have people that come in, sometimes referred by providers for an indication, meaning that, you know, they, they have a family member with a genetic problem, and they want to be tested for it. So we call that, diagnostic care or indicated care. Others come in for screening. They, some are, very educated about it. You know, we have scientists and geneticists that come in, and doctors, and others just have this correct notion that they could learn more about their health risks if somebody looked at their DNA and screened it for common risks. So, we… the most common test we do there is called, well, it’s a 163 gene panel. I mentioned that we have 20,000, and it just picks out 163 genes that are the ones we know the most about, and that we can do something with the information if we find a problem. So, about 80% of those 163 genes are either for cancer risk or heart disease risk. That’s really where we have the biggest area of knowledge. And then the third category is just miscellaneous. There’s a number of different, conditions that we know enough about to look for a problem and then address it if we, if we find a problem. Robert Rogers: Yeah, so I really want to double-click on that, because I think that’s so interesting. As you said, there are about 20,000 human genes, and the report that a patient gets back, or that someone who’s interested in screening gets back, contains information on 163 of them. So, could you say a little bit more about the criteria that are used to determine if a gene and a variant should be included in the report to patients? Michael Murray: Yeah, so the, you know, the, the data, that can be generated through these processes, doesn’t change. This is called our germline data, so it’s different than some of the other conversations you’re having about, about cancer genes that have, have a mutation. So this is the germline data in an individual, and that can be looked at to see if there is a disease-associated or a pathogenic change that can be recognized within the code of the gene of interest. So, I’ll borrow the, explanation from my genetic counselor, who gives a great, description of what we do. So, a gene is like a paragraph of, letters, and what we do is go through and do a spell check, and we might find a change that changes the meaning or breaks the function of the gene. Or we might find a benign change, meaning, the example I always give is, like, spelling the word gray, G-R-A-Y, versus G-R-E-Y. It’s a different spelling, but it sounds the same and it means the same thing. We’ve got lots of those changes in our genes, and it’s the ones that actually break the function of the gene that we’re interested in. Because then we can predict the risk that’s associated with not having that gene function. Robert Rogers: Right, so there’s at least two important elements, it sounds like, to deciding the genes that comprise the test. One is being able to assess the pathogenicity of a given variant, and another is how actionable, or not actionable that is. And, let’s… talk a little bit more about both of those aspects. So, first of all, in terms of determining the significance or the pathogenicity of a variant. So, the DNA sequencing machine, it reads all the letters of someone’s DNA, but then to determine if that is relevant to health or associated with the disease, we need to have a system for describing that variant, and you’ve written a lot about this. Can you describe a little bit about the system that’s used to grade variants in terms of being benign or pathogenic? Michael Murray: Yeah, so in, about 15 years ago, there were a number of diagnostic labs, and they had their own internal databases that they used, and sort of one of the reasons to use one lab versus another is whoever had the most data about what were the problematic changes in a particular gene. So you had… you had labs built just to look at one gene, and they were the experts in that. As the data set started growing and the interest started growing, it was recognized that there needed to be a common repository for that information. So, rules were set up on what causes a change to be pathogenic, or likely pathogenic, so disease associated. What information you need to categorize something as benign or likely benign, so just, a incidental ch