Award-winning HSS study uses AI to identify risk factors linked to more severe pain after knee replacement
Reports and Proceedings
Updates every hour. Last Updated: 27-Jul-2025 21:11 ET (28-Jul-2025 01:11 GMT/UTC)
HSS researchers used AI to identify two pain archetypes in patients who had a knee replacement and the most significant predictive factors for severe pain after surgery. Risk factors included younger age, greater physical/mental impairment, higher BMI, and preoperative opioid or gabapentinoid use.
The ASU-Science Prize for Transformational Research will be awarded to a researcher who uses new methods to identify problems and produce findings with impacts on policy. Prize-winning work could inform issues ranging from human health to beneficial uses of artificial intelligence.
In many countries, males are more likely than females to get sick and die from three common conditions, and less likely to get medical care, according to a new study by Angela Chang of the University of Southern Denmark, and colleagues, published May 1st in the open-access journal PLOS Medicine.
Researchers have found a new ally in the fight against a serious liver disease: a symbiotic gut-dwelling fungus that produces a molecule shown to be capable of reversing disease progression in mice. The findings may inform future therapeutic approaches to treat metabolic dysfunction-associated steatohepatitis (MASH), a highly prevalent disease. Metabolic dysfunction–associated fatty liver disease (MAFLD) now affects roughly one in four adults worldwide, making it the most prevalent chronic liver condition and a pressing global health issue. The more severe form, known as MASH, can lead to cirrhosis and liver cancer. Yet this disease currently has only one approved treatment, highlighting an urgent need for new therapies. Emerging evidence points to the gut-liver axis – especially interactions with the gut microbiota – as a driver of MASH progression, but the role of gut fungi remains poorly understood. What’s more, because there are no standardized methods for cultivating the diverse fungi found in the gut, conventional laboratory techniques have failed to identify fungal species capable of adapting to and growing within the intestinal environment.
To overcome this limitation, Shuang Zhou and colleagues developed fungal isolation chips (FiChips) – a culture technique that mimics the natural fecal environment in situ – enabling the successful growth and isolation of fungal species that cannot be cultivated using conventional methods. Using this method, Zhou et al. identified 161 fungal species from human fecal samples across China. Among these, Fusarium species – particularly Fusarium foetens – demonstrated the ability to survive in oxygen-free environments and colonize the gut. It also appeared widely in global human microbiome datasets. In a mouse model, the authors discovered F. foetens could safely reverse MASH disease progression. Mice on a high-fat, choline-deficient diet treated with F. foetens showed notable improvements in liver health, including reduced liver weight, lower liver enzyme levels, and less pronounced hepatic steatosis, inflammation, and fibrosis. Exploring the underlying mechanisms of this effect, Zhou et al. discovered that a secreted fungal metabolite – FF-C1, which is produced by various fungi – inhibited an intestinal enzyme linked to metabolic disorders known as CerS6. It effectively reversed the progression of MASH in mice. The findings of Zhou et al. point to the fungal microbiome as a rich, untapped source of compounds that may have therapeutic potential,” write Lora Hooper and Andrew Koh in a related Perspective. “The results from this study should inspire further investigation of the human fungal microbiome to unlock the potential of these microscopic medicinal chemists.”
A new approach to drug design can deliver medicine directly to the gut in mice at significantly lower doses than current inflammatory bowel disease treatments.
The proof-of-concept study, published today in Science, introduced a mechanism called ‘GlycoCaging’ that releases medicine exclusively to the lower gut at doses up to 10 times lower than current therapies.
“With this technique, we have the ability to deliver not just steroids, but a range of drugs including anti-microbial compounds directly to the gut, potentially helping people with inflammatory bowel disease, gut infections and more,” said co-senior author Dr. Harry Brumer, a professor in the UBC department of chemistry and Michael Smith Laboratories (MSL).
MIT researchers made a technique that improves the trustworthiness of machine-learning models, which could help improve the accuracy and reliability of AI predictions for high-stakes settings such health care.