Researchers find a promising drug candidate for the treatment of ALS

There are several areas where AI could add value, but one of the most exciting is helping us translate complex experimental results into actionable insights for drug discovery teams. We see computational and experimental approaches as complementary rather than competing technologies. In vitro assays such as iSLAseizure generate highly relevant biological data, while AI and machine learning can help uncover patterns within that data that might otherwise be difficult to identify. One example is work I recently presented at the BioNow BioAI Symposium, in which we explored the use of structure-activity relationships (SAR) and machine learning models alongside iSLAseizure assay data. Supported by colleagues, including Dr. Louisa Zolkiewski and Dr. Kim Rockley, ApconiX has developed an in-house seizure liability dataset that we analyzed in collaboration with MedChemica. Using machine learning and chemical informatics approaches, we identified chemical substructures that show statistically significant relationships with seizure-related outcomes. The aim is not simply to predict risk, but to understand which molecular features may contribute to that risk and provide medicinal chemists with practical guidance they can apply much earlier in the discovery process. Looking ahead, I think this is where AI can have a particularly powerful impact. Rather than acting as a standalone prediction tool, it can work alongside human-relevant assays such as iSLAseizure to connect molecular structure, experimental biology, and safety outcomes. That combination has the potential to improve decision-making earlier in the discovery process, reduce late-stage safety surprises, and ultimately support the development of safer medicines for patients.

We are now testing the drug in patients with earlier-stage pancreatic cancer, prescribing it while their tumors are still operable and before their cancer spreads.

Carb cycling is an attempt to fine-tune your carbohydrate consumption to alter many aspects of your metabolism. Your plan will include the same protein intake each day but vary carbohydrates according to your activity. Your carb cycling plan may have three low or zero carb days, two moderate carb days, and two high carb days. Meeting your calorie requirements will require including more fats on low-carb days. Carb cycling needs much more planning than a usual calorie-controlled diet. One way is to match your carb cycling to your physical activity. If you go to the gym thrice a week, you could have carbs on those days. The carbs provide energy for your workout, prevent fatigue, and avoid the muscle loss sometimes seen with dieting. The days when you eat little to no carbs force your body to generate energy from other sources, like proteins and fats. But the days when you eat more carbohydrates might reverse this change. You must only eat a high-carb diet on the days you have a heavy workout, which uses up the calories.

I think we're only just scratching the surface at the moment. I think over the next couple of years, we'll start to see some major strides. Obviously, showing the effects on target identification takes some time with new molecules but, certainly, the repositioning effects should be seen in a few years. I think there is great promise in terms of being able to really tap into a much broader chemical space, so we can have a much wider and more varied chemical palette to be able to pick the best molecules for drug discovery from. Also, accelerating the ways in which we can look at the data and glean much more information from it can help us both in terms of patient selection for clinical trials and in terms of being able to pick up signals of efficacy and safety much earlier.

The bulk of vitamins and supplements containing fish oil, biotin, and vitamins A, C, and E can potentially promote nail and hair growth. You can find dietary supplements with higher concentrations of vitamins and minerals that aid skin, hair, and nail health. Fish oil supplements make nails and hair shiny. Fish oil also serves as an agent that can decrease signs of aging. If sun exposure damages the skin, the omega-3 fatty acids in fish oil can help. Biotin, also known as B7, increases hair density and strengthens it. It is found naturally in bananas, eggs, and milk. Vitamins are vital for skin health as well. Vitamin A reduces acne flairs and helps with changes due to aging like wrinkling. A vitamin A deficiency may increase the risk of acne because it becomes difficult for dead skin to slough off hair follicles, blocking pores. Vitamin B lowers the risk of precancerous growths and nonmelanoma skin cancer. Vitamin C is an antioxidant. It leads the fight against free radicals to help stimulate collagen and brighten skin. It also helps to prevent the formation of unneeded melanin that causes uneven skin pigmentation.