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Discovery & Development Drug Discovery

Venom: The Last Advance

In the ever-evolving landscape of drug development, the integration of genetic evidence has emerged as a pivotal factor in enhancing the success rates of many clinical trials. A recent study led by Susana Vazquez Torres of the Department of Biochemistry at the University of Washington School of Medicine and published in Nature examined how genetic insights could refine and bolster the snake venom-based drug development process.

Vazquez Torres and her team used deep learning computational methods to incorporate genetic data into the drug development pipeline to improve the predictive accuracy for clinical outcomes. These genetic insights refined target selection by focusing on targets with a higher likelihood of therapeutic efficacy. They have also led to the development of synthetic antivenoms, offering a faster, more cost-effective alternative to traditional animal-derived treatments. Via the use of the RFdiffusion AI program, the team was able to design small proteins, "binders", that specifically target venom toxins. These binders demonstrated high binding affinity and thermal stability, effectively neutralizing three-finger toxins – a lethal component in many snake venoms – in laboratory settings.

The benefits of this AI-driven approach include avoiding the handling of live animals, potentially reducing production costs and time, and a smaller protein for better tissue penetration and enhanced therapeutic efficacy. While initial results are promising, further research is necessary to test synthetic antivenoms against a broader range of venom components, and to evaluate their safety and effectiveness in human clinical trials.

The study underscores the transformative potential of integrating genetic evidence into the drug development process. By aligning therapeutic targets with genetic insights, the pharmaceutical scientists can enhance the efficiency and efficacy of developing new treatments. As our understanding of human genetics continues to expand, its application in drug development is poised to become increasingly central, heralding a new era of precision medicine.

The appeal of snake venom to scientists is well-known. Its deadly precision, potent bioactivity, and primary function of immobilizing prey can all be harnessed for therapeutic purposes. Snake venoms are complex mixtures of proteins, peptides, and enzymes that target vital biological processes such as blood clotting, nerve function, and pain signaling. 

Blood pressure medications (ACE Inhibitors) such as Captopril are derived from the venom of the Brazilian pit viper (Bothrops jararaca) and work by inhibiting the angiotensin-converting enzyme (ACE), reducing blood pressure and treating hypertension. Anticoagulants such as Eptifibatide and Tirofiban are products derived from a rattlesnake (Sistrurus miliarius) and a saw-scaled viper (Echis carinatus) respectively, and work by preventing blood platelets from gathering and congealing, reducing the risk of heart attacks and strokes.

Elsewhere, the venom of the famous black mamba (Dendroaspis polylepis) has given researchers peptides that block the pain-sensing ion channels in nerves and Mambalgins, which could lead to the development of an opioid alternative. Some snake venoms can also target cancer-like cells, hinting at potential anticancer therapies, while some components have been found to modulate immune responses, which could lead to novel treatments for autoimmune diseases.

Snake venom is one of nature’s most powerful biochemical arsenals, and its potential for medicine is still largely untapped. By combining venom research with genetic insights, deep learning, and predictive AI, scientists can discover new drugs, refine existing ones, and personalize treatments based on a patient’s genetic makeup. This fusion of evolutionary biology, pharmacology, and genetics could revolutionize modern medicine – transforming what was once a deadly weapon into a lifesaving cure, thanks to our generous, venomous friend the snake.

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About the Author
Rob Coker

Deputy Editor of The Medicine Maker

Following a Bachelor’s degree in English Literature and a Master’s in Creative Writing, I entered the world of publishing as a proofreader, working my way up to editor. The career so far has taken me to some amazing places, and I’m excited to see where I can go with Texere and The Medicine Maker.

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