"Tech in Bio" Corner #1
Andrii Buvailo, Ph.D.
Science & Tech Communicator | AI & Digital | Life Sciences | Chemistry
This week let's review some of the recent advances in tech+bio, and several interesting companies and trends. Here's your essential recap: ?????????
Let's go!
In the Spotlight
?? Neuralink has successfully implanted its brain-computer interface in a second patient, allowing those with spinal cord injuries to control digital devices through thought alone. Elon Musk expects eight more patients to receive implants this year as part of ongoing clinical trials.
Watch my interview with Dr. Brian Jamieson, CTO of Diagnostic Biochips, were we talk about the opportunities and challenges of brain computer interfaces (BCI) technology, Neuralink, and the transformative potential of BCIs in neuroscience and pharmaceutical research: Ex-NASA Expert Unveils Everything You Need to Know About Brain-Computer Interfaces
?? Utah-based 'techbio' company Recursion acquired UK-based AI-drug discovery pioneer Exscientia in arguably the largest AI in bio deal so far.
Recursion Pharmaceuticals?(RXRX.O) has agreed to buy smaller rival Exscientia?(EXAI.O)?for $688 million in an all-stock deal, according to a statement seen by Reuters and further reported by BioPharmaTrend.com.
The deal is reflective of a larger pattern in the AI for drug discovery space, where a consolidation is ongoing with a small number of leading companies taking over smaller or financially troubled players with otherwise strong and innovative technological resources and know-how.
?? A busy couple of weeks for AI-driven company Insilico Medicine on two development fronts:
Firstly, Insilico Medicine's AI-designed TEAD inhibitor, ISM6331, received FDA IND approval and Orphan Drug Designation for mesothelioma, with plans to initiate U.S. clinical trials.
Previously, the company announced the launch of DORA, an AI assistant designed to help researchers draft medical papers, and introduced Precious-3 GPT, an open-source AI model for aging research. They also emphasized enhanced data privacy with their offline PandaOmics Box for secure data processing.
?? Roche is reportedly considering selling its health data subsidiary, Flatiron Health , which it acquired for $1.9 billion in 2018, due to strategic challenges.
Roche's ownership may have unintentionally limited Flatiron's ability to collaborate with other pharmaceutical companies, which has been a key source of its revenue—two-thirds of which comes from selling anonymized cancer patient data to pharma companies.
Despite its continued success of Flatiron in forming partnerships, these collaborations have increasingly involved academic and healthcare organizations rather than pharmaceutical companies, possibly diminishing the strategic value Roche initially sought from the acquisition.
R&D Corner
3D-Printed Blood Vessels Edge Us Closer to Artificial Organs (BiopharmaTrend)
Researchers at Harvard's Wyss Institute for Biologically Inspired Engineering and the John A. Paulson School of Engineering and Applied Science (SEAS) have made a leap in the quest to create artificial organs. Their latest innovation involves 3D printing complex vascular networks that mimic human blood vessels, bringing the reality of implantable human organs closer. The achievement is published in Advanced Materials.
In a reality check for the field, AI underwhelms in Leash Bio's binding contest: 'No one did well' (Endpoints News)
A protein binding contest run by Leash Bio revealed that current AI models struggle with predicting molecules that differ significantly from those they’ve seen before.
In an interview to Endpoints News , Leash Bio's CEO, Ian Quigley, PhD , highlighted that while AI is good at memorizing known data, it performs poorly at extrapolating into novel chemical spaces.
The contest results suggest that random selection of molecules might be as effective as the best models, pointing to limitations in AI’s ability to generalize. These findings raise questions about AI hype, the need for datasets that capture biological complexity, and appropriate benchmarks for AI performance. Leash Bio's strategy to overcome these challenges involves generating far more data, drawing parallels to the successes in chess and protein folding achieved through massive databases.
Quick Hits:
领英推荐
Companies to Watch
The article discusses how AI is revolutionizing precision oncology through the efforts of six notable companies.
Achilles Therapeutics plc utilizes its PELEUS platform to predict the most potent neoantigens for personalized cancer therapies.
ImmuneAI enhances cell-based immunotherapies with its advanced multiomics technology, exemplified by its work on CAR-NKT cells.
iBio, Inc. combines AI-based antibody optimization with mammalian display technology to develop novel CD3 T-cell binding antibodies.
Evaxion Biotech leverages its AI-Immunology? platform to develop personalized cancer vaccines, showing success in clinical trials for melanoma.
Lantern Pharma uses its RADR? platform to accelerate the development of oncology drugs, focusing on relapsed non-small cell lung cancer and lymphomas.
Finally, Predictive Oncology employs AI-driven platforms to predict tumor responses to drugs, supported by a vast biobank of human tumor samples, enhancing clinical trial success rates.
Upcoming Partner Events
End of summer will be marked by a notable event, the 11th Aging Research and Drug Discovery Meeting (#ARDD2024), which is one of the leading conferences with a focus on aging research globally. Some of the well-known speakers in the aging/longevity field include David A. Sinclair A.O., Ph.D. Steve Horvath and Peter H. Diamandis to name a few.
I haven't been active in covering aging research (so far), but the conference will also feature stellar pharma and biotech tracks, with participation of Biogen, Eli Lilly, Novo Nordisk Foundation, and other top pharmas, my primary focus of interest.
Also, a big topic of this year's ARDD is XPRIZE Healthspan Team Summit, organized by the nonprofit XPRIZE Foundation -- a gathering of global experts focused on advancing solutions to extend healthy human lifespan, supported by a $101 million prize fund.
Takeaway of the Week
A wonderful and factually-rich report "Biotech financing: darkest before the dawn,” authored by Melanie Senior and published in Nature Biotechnology (2024), provides an in-depth analysis of the current state and future outlook of biotech funding.
You should definitely check out the report, here I am just summarizing briefly some takeaways I found most interesting:
Bonus Takeaway
The success of gene-editing technologies, such as CRISPR, heavily depends on the development of advanced drug delivery systems that can effectively target specific organs in vivo.
According to the insight from a LinkedIn post by Vincent Ling, and original source in STAT article "The race to build better CRISPR delivery vehicles is heating up," current delivery methods, like AAV and LNPs, face significant challenges, including off-target effects and potential toxicity at high doses.
This highlights the crucial, yet often overlooked, role of drug delivery sciences, a field culturally distinct from drug discovery. Innovative companies and labs, including Recode (lung-targeted LNPs), Broad/MIT (AAVs crossing the BBB), and Aera Therapeutics (endogenous virus-like particles), are leading efforts to overcome these barriers.
Despite the massive value created by genetic breakthroughs, there is a growing recognition of the complexities involved in creating a true therapeutic product.
The tide is turning on awareness of these challenges, as seen in the significant investments in delivery technology, such as the $193M raised by Aera Therapeutics.
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-- Andrii
Board Advisor @ BioPharmaTrend.com | AI and HPC consulting
7 个月interesting point on low precision of predictions for molecules binding to proteins. Are they using Alpha Fold? https://endpts.com/in-a-reality-check-for-the-field-ai-underwhelms-in-leash-bios-binding-contest-no-one-did-well/
Project Leader at DrugSense Analytics
7 个月At Drug Sense Analytics, we excel in: Advanced Drug Discovery Analytics,?Precision Docking Studies,?Cutting-edge Cheminformatics, Comprehensive Bioinformatics, Innovative NGS Data Analytics?Ready to revolutionize the future of medicine with us? ? ??? www.drugsenseanalytics.com ??? [email protected]? ??+91 736 2968 185?
CEO & Co-Founder at Marvel Biosciences | Capital Markets and Investment Expert | Finance and Entrepreneurship
7 个月Thankyou. Much to be excited for! RM
Head of Content, Director at BiopharmaTrend
7 个月Latest bioprinting is quite exciting, looking forward for more from Wyss Institute at Harvard University :)
Co-Founder at BiopharmaTrend
7 个月Thanks for summary. New series? Looks cool.