Coverage, Traits, and Geographic Distribution of Online Surgeon Reviews: Large-Scale Cross-Sectional Analysis

Background: The use of online physician rating platforms has significantly increased and has been shown to influence physician selection. There are limited data on the use of these platforms for rating surgeons. Objective: In this study, we sought to assess the geographic distribution of and patterns in rating scores of surgeons in the United States. Additionally, we examined rating volumes across different surgical specialties and the association between peer-nominated and patient-initiated ratings on online rating platforms in the United States. Methods: We conducted a cross-sectional study by identifying 201,154 surgeons in the United States via the National Plan and Provider Enumeration System records and Doctors and Clinicians downloadable file. We assessed surgeon coverage on 3 online rating platforms and their geographic use patterns. We described the rating scores and volumes across different surgical specialties and assessed the relationship between rating platforms by comparing peer-nominated and patient-initiated online ratings. Results: A total of 78.86% (158,630/201,154) of the surgeons had ratings on at least 1 of the 3 patient-initiated websites across 11 specialties. Plastic surgeons, neurosurgeons, and orthopedic surgeons had the highest mean number of patient-initiated ratings. Surgeons with “Top Doctor” recognition from peers (23,171/201,154, 11.52%) were associated with an increased median patient-initiated rating (Healthgrades: 4.36, IQR 3.88-4.71 vs 4.20, IQR 3.64-4.64, <.001, and =0.09; Vitals: 4.30, IQR 4.00-4.60 vs 4.20, IQR 3.80-4.50, <.001, and =0.09; RateMDs: 4.20, IQR 3.80-4.50 vs 3.80, IQR 3.60-4.60, <.001, and =0.16). Geographic analysis indicated that 91.06% (295,816,471/324,870,510) of the US population lives in a county with a surgeon rated 10 times or more. Conclusions: Both patient-initiated and peer-nominated rating platforms have a comprehensive coverage of surgeons in the United States, but this coverage differs significantly between surgical specialties. Further work should assess how publicly available online ratings drive surgeon selection and their association with patient experience and postoperative outcomes.

Regeneron, Telix Launch Up-to-$4.3B Cancer-Focused Radiopharma Drug, Diagnostic Collaboration

Regeneron Pharmaceuticals plans to expand its pipeline into radiopharmaceutical therapies through an up to $4.3 billion collaboration with Telix Pharmaceuticals to co-develop and co-commercialize precision oncology treatments and companion diagnostics.

The companies have agreed to partner on next-generation radiopharmaceutical therapies aimed at up to eight solid tumor targets from Regeneron’s portfolio of antibodies, generated from VelocImmune® technology, which uses the company’s own mouse platform engineered with a genetically humanized immune system.

Regeneron and Telix also said they plan to develop radio-diagnostics designed to support patient selection and treatment response assessment.

The collaboration is intended to combine the biologics expertise of Tarrytown, NY-based Regeneron, including bispecific antibody discovery, with the radiopharmaceutical development platform, global manufacturing capabilities, and supply chain infrastructure of Telix, which is headquartered in Melbourne, Australia.

“Regeneron is excited to enter the targeted radiopharmaceuticals space and explore the utility of these agents either as monotherapy or rationally combined with our immunotherapy platform, particularly in areas of high unmet patient need such as lung cancer, where our PD-1 inhibitor is a global standard of care,” Israel Lowy, MD, PhD, Regeneron’s senior vice president and clinical development unit head, oncology, said in a statement.

Lowy referred to Libtayo® (cemiplimab-rwlc), a programmed death receptor-1 blocking antibody approved for multiple oncology indications including forms of non-small cell lung cancer (NSCLC), as well as cutaneous squamous cell carcinoma, and basal cell carcinoma. Libtayo finished 2025 with $1.453 billion in worldwide net product sales, up 19% from $1.217 billion in 2024. Figures include $425 million in Q4 2025 global net product sales, up 16% from $367 million in the year-ago quarter.

‘An ideal partner’

“In our view, the deal with Regeneron validates Telix’s differentiated capabilities in radiopharmaceutical development and handling of complex supply chain logistics,” Andy T. Hsieh, PhD, a partner and biotechnology analyst with William Blair, wrote Monday in a research note. “Furthermore, given Regeneron’s track record of developing successful commercial therapeutics, we believe it is an ideal partner in bringing forth antibody-based theranostic assets.”

Telix investors appeared to somewhat agree with that analysis. The company’s ordinary shares traded on the Australian Stock Exchange climbed nearly 8% from A$14.64 ($10.34) to A$15.77 ($11.13). Telix’s American depositary shares traded on NASDAQ rose about 7%, from $10.56 to $11.24.

Hsieh reiterated William Blair’s “Outperform” rating for Telix shares based on several potential value-creating inflection points, including:

  • Continuing gains in market share gains within the prostate-specific membrane antigen (PSMA) positron emission tomography (PET) diagnostic imaging market, based on rising sales and price stability as payers have offered clarity on reimbursement—factors he said enable Telix to expand its precision medicine franchise “from a position of strength.”
  • Therapeutic franchise potential, as supported by recent positive preliminary data from part 1 of the ongoing Phase III ProstACT GLOBAL trial (NCT06520345) assessing TLX591 in metastatic androgen pathway modulation resistant prostate cancer.
  • Potential approvals of two PET imaging agents—TLX250-CDx (Zircaix®89Zr-DFO-girentuximab), designed to non-invasively detect and characterize clear cell renal cell carcinoma (ccRCC); and TLX101-Px (Pixclara®, Floretyrosine F 18 or 18F-FET), designed to image glioma. Both could “meaningfully” contribute to Telix’s profit-and-loss statement next year, the analyst predicted.

The FDA rejected both Zircaix and Pixclara last year via separate complete response letters. The agency held in April 2025 that Zircaix required additional confirmatory clinical evidence, which the company agreed to provide. On Friday, Telix said the FDA accepted its resubmitted New Drug Application (NDA) for Pixcara, assigning a target decision date of September 12 under the Prescription Drug User Fee Act (PDUFA).

In August 2025, the FDA rejected Zircaix via complete response letter, alleging deficiencies relating to its chemistry, manufacturing, and controls (CMC) package—deficiencies the company said were “readily addressable.”

“We look forward to additional updates pertaining to efficacy parameters, such as progression-free survival, an approvable endpoint, likely later this year,” Hsieh added.

Growth through acquisitions

Telix has built up its radiopharma infrastructure in recent years through acquisitions, spending $13.6 million to purchase IsoTherapeutics, a contract development and manufacturing organization (CDMO) focused on providing services to Telix and other radiopharmaceutical companies—followed by an up to $82 million buyout of radioisotope production technology firm ARTMS, which stands for alternative radioisotope technologies for medical science.

In September 2024, Telix expanded its manufacturing footprint by acquiring RLS Radiopharmacies for up to $250 million, part of an investment strategy focused around creating vertically integrated supply chain, manufacturing, and distribution.

The global radiopharmaceuticals market is predicted to grow at a compound annual growth rate of 10.1%, more than doubling from $14.2 billion this year to $31 billion in 2032, then soaring again to $54.6 billion by 2040, according to a Roots Analysis report issued in January.

Telix briefly pursued a U.S. initial public offering, which it withdrew in June 2024. The company cited market conditions as biotech IPOs met with chilly receptions on Wall Street and asserted that the offering was not predicated on the need to raise capital.

Regeneron has agreed to pay Telix $40 million in upfront cash for access to its radiopharmaceutical manufacturing platform for four initial therapeutic programs, with Regeneron holding an option to expand the collaboration to include four additional programs with additional upfront payments.

Telix and Regeneron have agreed to share equally their global commercialization costs and potential profits, with Telix retaining the option to co-promote certain potential products. However, if Telix were instead to opt out of the co-funding model for any of the original four programs, it would then be eligible to receive up to $535 million in development and commercial milestone payments, plus low double-digit royalties on future net sales, for that program.

If Telix opts out of co-funding for all four, company could achieve $2.14 billion in payments tied to achieving milestones.

For the diagnostics to be covered by the collaboration, Telix and Regeneron have agreed to jointly develop diagnostic assets, with Telix leading commercialization and Regeneron receiving a set percentage of profits.

“The collaboration with Regeneron reflects a highly complementary set of capabilities and a unique opportunity to explore what true ‘next gen’ biologics-based radiopharmaceuticals can potentially do for patients,” added Christian Behrenbruch, DPhil, managing director and group CEO at Telix. “We are well positioned to work toward the shared goal of advancing next-generation precision radiopharmaceuticals for patients with hard-to-treat cancers.”

The post Regeneron, Telix Launch Up-to-$4.3B Cancer-Focused Radiopharma Drug, Diagnostic Collaboration appeared first on GEN – Genetic Engineering and Biotechnology News.

<![CDATA[Shared pathophysiology between Alzheimer disease and autism may expand diagnosis and treatment opportunities.]]>
<![CDATA[A new US-based grant program seeks to create training content for health care providers who want to be able to deliver investigational COMP360 psilocybin treatment. ]]>

GLP-1 Drug Improves Liver Health Independent of Weight Loss, Mouse Study Finds

Studying mice, researchers at Toronto’s Sinai Health have found that semaglutide—the active ingredient in popular weight loss drugs that mimic the gut hormone GLP-1—acts directly on a subset of liver cells to improve organ function, and does so independently of weight loss. The finding challenges long-held assumptions about how GLP-1 medicines work in the liver and could reshape how physicians treat metabolic liver disease.

Headed by Daniel Drucker, MD, a senior investigator at the Lunenfeld-Tanenbaum Research Institute, the team reported on their findings in Cell Metabolism, in a paper titled “The weight-loss-independent hepatoprotective benefits of semaglutide are orchestrated by intrahepatic sinusoidal endothelial GLP-1 receptors.”

For years, the liver benefits of semaglutide have puzzled scientists. “Glucagon-like peptide-1 (GLP-1) medicines improve metabolic liver disease through weight-loss-dependent and -independent actions,” the authors wrote. The drug was known to lower blood sugar and promote weight loss, but patients’ livers were improving in ways that those effects alone could not explain. And as the authors further noted, “The therapeutic scope of GLP-1 medicines extends beyond glycemic control and weight loss, with benefits evident in people with atherosclerotic heart disease, heart failure with preserved ejection fraction (HFpEF), peripheral artery disease, diabetic kidney disease, knee osteoarthritis, and obstructive sleep apnea (OSA).” However, as the team further pointed out, “… the mechanisms by which GLP-1 medicines improve organ dysfunction remain incompletely understood.”

Drucker has been at the forefront of GLP-1 research since the 1980s when his pioneering discoveries helped lay the groundwork for the development of GLP-1 medicines. After transforming treatment of type 2 diabetes and obesity, semaglutide and other GLP-1 medicines have been approved for other conditions including MASH (metabolic dysfunction-associated steatohepatitis). MASH is a severe form of fatty liver disease in which fat build-up, inflammation, and tissue scarring can lead to cirrhosis and liver failure. It affects about 25% Canadian adults and because it is closely linked with obesity and type 2 diabetes, treatment typically includes lifestyle interventions to reduce weight. “The approval of semaglutide for MASH highlights the importance of understanding the hepatoprotective mechanisms of GLP-1 action,” the investigators stated.

Drucker and colleagues have now found that semaglutide acts directly on the liver to reduce inflammation and scarring and improve organ function in a way that is independent of weight loss. Their finding overturns a prevailing assumption in the field that liver cells do not carry the receptor that semaglutide binds to, meaning the drug had no direct route to the organ.

Postdoctoral researcher Maria Gonzalez-Rellan, PhD, spearheaded the work that combined sophisticated mouse models of MASH with deep molecular analyses of liver cells. Her work identified two cell types carrying semaglutide receptors: liver sinusoidal endothelial cells (LSECs) and immune T cells. Although LSECs account for only about 3% of liver cell volume, they proved to be the key driver of semaglutide’s liver benefits.

A pioneer in GLP-1 biology Dr. Daniel Drucker has dedicated his career to understanding how the GLP-1 hormone, and the therapies derived from it, function in the body. His early discovery that GLP-1 stimulates insulin secretion in a glucose-dependent manner paved the way for today's widely popular medications for type 2 diabetes and obesity. Dr. Drucker's ongoing research continues to shine light on the less understood aspects of GLP-1 biology including its effects on the liver and in regulating inflammation. [Colin Dewar, Sinai Health]
A pioneer in GLP-1 biology, Daniel Drucker, MD, has dedicated his career to understanding how the GLP-1 hormone, and the therapies derived from it, function in the body. His early discovery that GLP-1 stimulates insulin secretion in a glucose-dependent manner paved the way for today’s widely popular medications for type 2 diabetes and obesity. Drucker’s ongoing research continues to shine light on the less understood aspects of GLP-1 biology including its effects on the liver and in regulating inflammation. [Colin Dewar, Sinai Health]

LSECs line the tiniest blood vessels in the liver and are studded with pores that allow them to act as a molecular sieve, filtering substances passing between the liver and the bloodstream. Gonzalez-Rellan showed that semaglutide reversed MASH in mice that lacked the brain receptors controlling appetite, demonstrating that weight loss is not required for liver benefits. “Unexpectedly. semaglutide improves hepatic inflammation, fibrosis, and immune remodeling through actions on Glp1r+ pericentral liver sinusoidal ECs (LSECs) independent of changes in body weight (BW),” the team reported. “… we leveraged a unique model of GLP-1R deficiency, Glp1rWnt1-/- mice, which are resistant to GLP-1RA-induced weight loss. Remarkably, semaglutide markedly improved hepatic steatosis, fibrosis, and immune remodeling in the absence of weight reduction.”

In a further test, mice lacking LSEC receptors showed no liver improvement on semaglutide even after losing 20% of their body weight. Detailed molecular analyses of liver cell types showed that semaglutide shifts gene activity in LSCEs, prompting them to release anti-inflammatory molecules that act on the broader liver environment, pushing it toward a state more closely resembling a healthy, disease-free liver. “Together, the data using mouse models of MASH reveal an EC-specific, weight-loss-independent, semaglutide-regulated, GLP-1R-dependent intrahepatic network for improving liver health,” the scientists said.

“It turns out that the receptor responsible for these benefits is in a very specialized population of liver cells,” commented Drucker, who is also a professor of medicine at the University of Toronto. “And this receptor orchestrates the production of molecules that talk to many different types of liver cells to calm down the inflammatory environment that is the problem in metabolic disease.”

The findings carry practical implications. GLP-1 medicines have become widely prescribed, yet their mechanism of action in the body, beyond appetite suppression and blood sugar control, have remained incompletely understood. Knowing that semaglutide improves liver health independently of weight loss could influence prescribing decisions. “We’ve seen in clinical trials that patients who lose very little weight see the same reductions in liver inflammation, scarring and enzyme levels as those who lose a great deal of weight. Now we know why,” Drucker pointed out. In their paper the team concluded “Hence, semaglutide produces a broad proteomic remodeling of the liver, enabling restoration of metabolic homeostasis and suppression of fibrogenic and inflammatory programs. The strong concordance between single-cell transcriptional changes, bulk tissue proteomics, and biomarker signatures underscores the breadth of GLP-1R-mediated hepatic reprogramming.”

Physicians may choose lower doses that avoid the side effects associated with the higher doses needed for significant weight loss, potentially also lowering costs for patients, Drucker suggested adding “We’re not saying weight loss isn’t important because many things improve when patients lose weight. But we now know that weight shouldn’t be the only measure of success, because GLP-1 medicines will improve liver health whether or not the patient loses weight.”

The post GLP-1 Drug Improves Liver Health Independent of Weight Loss, Mouse Study Finds appeared first on GEN – Genetic Engineering and Biotechnology News.

AACR Warns Congress of Cancer Care Setbacks from Proposed NIH Cuts, Again

Cancer researchers in the United States are once again bracing for a high-stakes funding battle in Washington, as a proposed $6 billion cut to the National Institutes of Health (NIH) for fiscal year 2027 threatens to derail years of scientific progress.

For advocates like Jon Retzlaff, Chief Policy Officer and Vice President for Science Policy and Government Affairs at the American Association for Cancer Research (AACR), the situation feels strikingly familiar and deeply consequential. That sense of déjà vu is shaping the response from the cancer research community, which is now urging Congress to once again reject the administration’s proposal just as it did last year.

To understand the urgency of the current moment, Retzlaff points back to the turmoil of the previous budget cycle. “A year ago, the president had proposed a 40% cut to NIH,” Retzlaff told Inside Precision Medicine. “Things looked pretty bleak.” The consequences were immediate and unsettling: grants were stuck and there were cutbacks on committees and staff.

But Congress ultimately intervened decisively. “We engaged with Congress, who has the power of the purse,” Retzlaff said. “They summarily rejected the president’s proposal for the 40% cuts and instead provided a $450 million increase for NIH.” Lawmakers also delivered a significant boost to the National Cancer Institute (NCI), reinforcing what Retzlaff described as a clear signal of bipartisan support for biomedical research. “What we saw for the current fiscal year… is they summarily rejected the president’s proposal,” Retzlaff said. “So now we are going through the exercise all over again.”

Despite the renewed threat, Retzlaff sees reasons for hope rooted in last year’s outcome. “People asked, ‘How can you be so optimistic?’” He recalled the earlier funding fight. “At least this year, I’m going to be able to tell them why I can be optimistic,” he said. “Because it was Congress that stood up.”

Still, he cautioned against complacency. “We can’t rest on our laurels. We can’t take it for granted,” Retzlaff said. “We will be continuing to press the issue.”

Holding down the precision oncology fort

For AACR, the renewed funding fight underscores a central truth: cancer research depends on long-term, uninterrupted investment. “You need this sustained funding over time,” Retzlaff said. “You go where the science is showing opportunities and also where there might not be opportunities right now.”

He emphasized that scientific progress is rarely linear or predictable. “Even though people can’t necessarily say it’s clear-cut that if we do research in this, we’re going to make some progress,” he said, “for some of the cancers, we just need to do research to try to have that knowledge discovery going on.”

Retzlaff added, “Basic biology is so important,” stressing that foundational science underpins every future breakthrough and the continued growth of precision medicine as the new standard of healthcare. “It’s about identifying the biomarkers that are important,” Retzlaff explained.

Meanwhile, emerging areas such as cancer vaccines are generating both excitement and urgency. “Cancer vaccines are now a big issue,” he said. “AACR is very interested in pushing that kind of research forward.”

Yet all of this progress depends on stable funding. Without it, Retzlaff warned, research priorities could narrow dangerously. “If you start cutting back, the next thing you know, we’re just funding breast cancer and lung cancer,” he said, “whereas the rare cancers need to be investigated. We need to give those people hope.”

Sustained national commitment to health

Funding cuts would also ripple through the clinical research pipeline. Retzlaff, who has become more involved in clinical trials in recent years, noted their complexity and cost.

While pharmaceutical companies often support later-stage development, early and exploratory studies depend heavily on NIH funding. “We rely on pharmaceutical companies… once you get into the translational part,” he explained, but without federal investment at the front end, fewer discoveries will ever reach that stage.

For AACR, protecting NIH funding is about more than preserving scientific momentum; it’s about sustaining a national commitment to health. “We’ve got 50,000 members,” Retzlaff said. “Two-thirds of them are from the U.S., and probably two-thirds of them are completely reliant in many ways on NIH funding.” That dependence drives the organization’s advocacy efforts. “Our number one priority is inspiring excitement on Capitol Hill and from lawmakers for robust, sustained and predictable funding for the NIH,” he said.

AACR’s outreach spans everything from congressional briefings to large-scale advocacy events. “It’s working with the entire community,” Retzlaff said, noting collaborations with hundreds of organizations and initiatives, such as Medical Research Hill Day. “We’re constantly looking at drum[ming] up conversations with the media,” he added. “It’s things like that—briefings, reports, letters—you name it.”

At the same time, AACR is navigating broader policy and public health challenges. Retzlaff highlighted ongoing engagement with the Food and Drug Administration (FDA) on issues ranging from clinical trial efficiency to tobacco regulation.

Backing cancer vaccines

Prevention, too, remains a critical priority. “HPV prevention is very important,” he said, though he acknowledged that misinformation has slowed progress. “The anti-vaccine movement is a huge concern.”

Retzlaff said that the cancer vaccine issue is rooted in communication and not the regulators. According to Retzlaff, the director of the National Cancer Institute has had some meetings with Secretary Kennedy, who was supportive of moving cancer vaccines forward. “We have to figure out what it is that people will accept about cancer vaccines that they’re not accepting about vaccines overall,” Retzlaff said. “That’s a communication issue… trying to combat the misinformation out there.”

AACR has even debated trying new names for the modality. Retzlaff elaborated, “There was some discussion about whether we can change the name of this from ‘cancer vaccines’ to something else.”

As Congress weighs the proposed cuts, AACR is calling on researchers, patients, and advocates to speak out once again. The message, Retzlaff said, is simple but urgent: “We definitely want to get the information out… about the importance of NIH medical research… and inspire people to take action.”

The outcome will determine not only the trajectory of cancer research but also the pace at which new discoveries can translate into treatments and, ultimately, save lives.

The post AACR Warns Congress of Cancer Care Setbacks from Proposed NIH Cuts, Again appeared first on Inside Precision Medicine.

Redefining the future of software engineering

Software engineering has experienced two seismic shifts this century. First was the rise of the open source movement, which gradually made code accessible to developers and engineers everywhere. Second, the adoption of development operations (DevOps) and agile methodologies took software from siloed to collaborative development and from batch to continuous delivery. Now, a third such shift looks to be taking shape with the adoption of agentic AI in software engineering.

Thus far, engineering teams have mainly used AI to assist with coding, testing, and other individual tasks, within tightly designed parameters. But with agentic capabilities, AI agents become reasoning, self-directing entities that can manage not just discrete tasks but entire software projects—and do so largely autonomously. If adopted and fully embraced by engineering teams, agentic AI will usher in end-to-end software process automation and, ultimately, agent-managed development and product lifecycle automation.

This report, which is based on a survey of 300 engineering and technology executives, finds that software engineering teams are seeing the potential in agentic AI and are beginning to put it to use, but so far in a mainly limited fashion. Their ambitions for it are high, but most realize it will take time and effort to reduce the barriers to its full diffusion in software operations. As with DevOps and agile, reaping the full benefits of agentic AI in engineering will require sometimes difficult organizational and process change to accompany technology adoption. But the gains to be won in speed, efficiency, and quality promise to make any such pain well worthwhile.

Key findings include the following:

Adoption momentum is building. While half of organizations deem agentic AI a top investment priority for software engineering today, it will be a leading investment for over four-fifths in two years. That spending is driving accelerated adoption. Agentic AI is in (mostly limited) use by 51% of software teams today, and 45% have plans to adopt it within the next 12 months.

Early gains will be incremental. It will take time for software teams’ investments in agentic AI to start bearing fruit. Over the next two years, most expect the improvements from agent use to be slight (14%) or at best moderate (52%). But around one-third (32%) have higher expectations, and 9% think the improvements will be game changing.

Agents will accelerate time-to-market. The chief gains from agentic AI use over that two-year time frame will come from greater speed. Nearly all respondents (98%) expect their teams’ delivery of software projects from pilot to production to accelerate, with the anticipated increase in speed averaging 37% across the group.

The goal for most is full agentic lifecycle management. Teams’ ambitions for scaling agentic AI are high. Most aim for AI agents to be managing the product development and software development lifecycles (PDLC and SDLC) end to end relatively quickly. At 41% of organizations, teams aim to achieve this for most or all products in 18 months. That figure will rise to 72% two years from now, if expectations are met.

Compute costs and integration pose key early challenges. For all survey respondents—but especially in early-adopter verticals such as media and entertainment and technology hardware—integrating agents with existing applications and the cost of computing resources are the main challenges they face with agentic AI in software engineering. The experts we interviewed, meanwhile, emphasize the bigger change management difficulties teams will face in changing workflows.

Download the report

This content was produced by Insights, the custom content arm of MIT Technology Review. It was not written by MIT Technology Review’s editorial staff. It was researched, designed, and written by human writers, editors, analysts, and illustrators. This includes the writing of surveys and collection of data for surveys. AI tools that may have been used were limited to secondary production processes that passed thorough human review.

Prediction of Relapse Using Digital Technology in People in Recovery From Substance Use Disorders: Early Economic Evaluation With a Case Study of the Subreal App

Background: Many people relapse after achieving abstinence in substance use disorders. Health care providers may scan the horizon for new technologies to predict response that allow interventions to be targeted rather than routine. Currently, no such predictive technologies are available in the United Kingdom. The Subreal app is available for use in research contexts, but no clinical data specific to the app are yet available. Early health economic modeling can use data from the literature to explore characteristics essential for the new technology to be cost-effective. This information can guide developers in setting performance targets and pricing and estimating potential cost savings and/or cost-effectiveness for health care providers. Objective: This study was supported by a UK industry funding body to explore the potential of digital technologies such as the Subreal app to offer cost savings or cost-effectiveness for health care providers. We explored the threshold price and clinical effectiveness required to deliver cost savings and cost-effectiveness in 2 subpopulations with substance use disorders in a UK setting. Methods: Deterministic models were used to estimate costs per relapse and quality-adjusted life years over 1-, 5-, and 20-year time horizons for people who have achieved abstinence after treatment for alcohol or opioid misuse. The intervention was a digital technology predicting relapse, provided—in addition to standard care—for 1 year post achievement of abstinence. In Subreal, biomarker data are collected daily through the app, and artificial intelligence–enhanced risk assessment flags patients who require additional support. The comparator was event-driven, reactive response to relapse. Costs and quality-of-life estimates were calculated using Markov models with data from existing published sources. The base-case estimate of 15% reduction in first-year relapse rates was based on a previous study on a similar but simpler digital technology. Results: Digital technologies such as the Subreal app have the potential to be cost-saving from a UK health and social care perspective, especially when used over a longer time horizon. Assuming a reduction of 15% in first-year relapse rates, digital technologies have the potential to be cost-saving, provided that they do not cost more than £300 (US $400.09) and £460 (US $613.47) per patient per annum for alcohol and opioid use disorders, respectively. No cost was included for postalert care, as it was assumed that this could be met within existing resources. Cost savings would be achieved predominantly through a reduction in treatment requirements as fewer people relapse. Price thresholds would reduce correspondingly if a <15% reduction in relapse rates were achieved. Conclusions: Developers of digital technologies that aim to reduce relapse need to focus on the generation of evidence of clinical effectiveness and develop a commercially sustainable pricing model that allows health care providers to benefit from cost savings.

STAT+: Congress returns to a packed health care agenda

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Recess is over

Congress returns to a packed health care agenda after two weeks off. Here’s what to follow.

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