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Finalist in the RESI Boston Innovator’s Pitch Challenge – Meet M6P Therapeutics

30 Sep

In this interview, Caitlin Dolegowski speaks with Cuong Do, Founder and Chairman of M6P Therapeutics, about the company’s groundbreaking lysosomal targeting platform, its applications in rare disease and oncology, and the experience of pitching at RESI Boston.

Cuong Do
CaitiCaitlin Dolegowski

Caitlin Dolegowski (CD): M6P Therapeutics has achieved what was long thought impossible, delivering proteins to lysosomes. Can you explain the significance of this breakthrough?

Cuong Do (DO): An enzyme called GlcNac-1-phosphotransferase (PTase) is responsible for adding mannose 6-phosphate to the surface of lysosomal enzymes. People have tried and failed for decades to increase the expression of M6P, and everybody gave up. Our co-founder Stuart Kornfeld never gave up. He and his post-doc were able to engineer a variant of PTase that turned out to be 20X more effective than PTase itself in adding M6P to lysosomal enzymes. We built upon this breakthrough to create a platform that is able to create enzyme replacement therapies that have very high M6P content. Furthermore, our gene therapies are the only ones that result in M6P-containing enzymes being produced by the transduced cells.

We expanded upon the innovation and created chimeric antibodies that contain M6P as well. This allows these antibodies (after they bind to the targeted antigens) to be brought to lysosomes in virtually all cells in our bodies for degradation. This is a significant advantage over traditional antibodies relying on Fc clearance by only select immune cells.

CD: You have multiple rare pediatric drug designations and two programs nearing the clinic. What are the most exciting upcoming milestones for your pipeline?

DO: We are preparing to start an Investigator Initiated Trial in Australia for our M021 ERT for Pompe Disease in hopes of obtaining early human data demonstrating M021’s superiority over the standard of care.

CD: How does your lysosomal targeting platform extend beyond rare diseases, particularly in oncology with your chimeric PD-L1 and PD-1 antibodies?

DO: We figured out a way to add M6P to any protein, including antibodies. Our chimeric antibodies can be cleared by virtually all cells in the body since virtually all cells have receptors for M6P. This is especially effective for clearing surface antigens from cell surfaces. Our chimeric PD-L1 antibody is able to clear virtually all PD-L1 from the surface of tumor cells and thus activate T-cells and drive T-cell mediated tumor killing. Our chimeric version of Keytruda is able to remove PD-1 from the surface of T-cells and has shown to be more effective in inhibiting tumor growth in vivo than Keytruda itself.

CD: Can you walk us through your IP position and how it supports your growth strategy?

DO: We have invested heavily in IP that has created a portfolio of 9 patent families, 9 issued patents, and ~20 still in prosecution.

CD: Where are you in your fundraising journey, and what types of investors or partners are you looking to engage with?

DO: We have raised ~$40 million in our Seed and A rounds, which we invested to get our programs to where they are today. We are trying to raise a $5 million bridge now in anticipation of a $50+ million Series B next year. In addition to investors, we want to engage with potential partners who might be interested in our molecules.

CD: How did participating in the Innovator’s Pitch Challenge at RESI Boston help advance your business development or investor connections?

DO: We met a few companies who might be interested in partnering on some of our molecules. We’re continuing the conversations.


IPC Applications are now open for the next Innovator’s Pitch Challenge at RESI London 2025 and RESI JPM 2026, with spots filled on a rolling basis.

RESI Boston September 2025 Innovator’s Pitch Challenge Winners 

23 Sep

By Claire Jeong, Chief Conference Officer, Vice President of Investor Research, Asia BD, LSN

At RESI Boston September 2025, over 50 innovative companies participated in the Innovator’s Pitch Challenge (IPC), providing early-stage life science and healthcare companies with a unique platform to present their technologies and connect with potential investors.

The IPC finalists delivered 6-minute pitches followed by a 7-minute interactive Q&A session with a panel of investor judges. Each participating company also showcased its technology at a personalized table space in the RESI Exhibition Hall, creating additional opportunities for engagement.

A distinctive feature of the Innovator’s Pitch Challenge is its voting system. Registered RESI attendees—including startup executives, early-stage investors, and industry experts— “invested” in their favorite IPC companies using RESI cash provided at check-in. Attendees base their decisions on both the pitch presentations, the companies’ responses during Q&A, meeting with them in the exhibition hall at their table space, and during partnering or ad-hoc meetings at RESI.

Applications are now open for the next Innovator’s Pitch Challenge at RESI London 2025 and RESI JPM 2026, with spots filled on a rolling basis.

Life Science Nation is proud to announce the top three winners of RESI Boston September 2025:

1st Place: Isotech

IsoTech Ltd is developing a novel wearable therapeutic medical device that stabilises blood pressure on standing to help older adults avoid dizziness and falls from orthostatic hypotension. The device guides a 30–60-second, on-demand isometric muscle contraction via a discreet retractable tether with visual and haptic cues, turning an evidence-based counter-manoeuvre into a simple, repeatable action without drug side effects. A completed proof-of-concept clinical study demonstrated clinically meaningful blood-pressure stabilisation in a substantial subset of patients with high usability and no unwanted adverse effects. The next phase is straightforward but execution-critical: design-for-manufacture and verification, Class I UKCA/CE technical documentation and light-touch QMS, tooling and pilot build, and a KOL-led seeded launch while preparing reimbursement pilots and strategic licensing options. Protected by patents on mechanism and form factor, ISO-101 aims to become the category-defining, real-time therapy for OH, improving independence for ageing populations and reducing falls-related costs for health systems at scale.

Dr Lochlainn Connolly, Founder – EVP Medical Affairs, Isotech | Dr Neil Fawkes, Founder / EVP R&D, Isotech | Dennis Ford, Founder and CEO, Life Science Nation | Iggy McGowan, Founder / CEO, Isotech


2nd Place: BILIX

Bilix, founded in Oct 2018, raised $21 million in investments and received $3 million in government grants to develop a new drug for various inflammatory and autoimmune diseases. Our first target is ischemia-reperfusion injury, where unmet medical needs are high and no drugs. Global companies (Novartis, Roche, AstraZeneca, Argenx) are in Phase 2 or 3 trials with single-modality drugs (likely to fail). Our Phase 2a clinical trial (our drug being multi-modality, likely to succeed) runs from 2025.09 to 2026.08. We generate royalty revenue from Classys (a $3B market cap laser medical device company) through exclusive LO in cosmeceutical products. We are currently raising Series B-3 of $6M, of which $ 3 M has been secured. With $25.7 million pre-money valuation, an ROI of >10 times is achievable within three years through IPO/M&A. We can flip to a US company with vetted Series C investments from US/Foreign VCs.

Dennis Ford, Founder and CEO, Life Science Nation | Myung L. Kim, Ph.D., MBA, Founder and Chief Executive Officer, Bilix | Claire Jeong, CCO, VP of Investor Research, Asia BD, Life Science Nation


3rd Place: M6P Therapeutics

M6P Therapeutics focuses on lysosomes (the natural recycling center for cells) and has the only technology that can deliver any protein to lysosomes – a feat deemed impossible for over 50 years. The company has a deep pipeline, 6 rare pediatric drug designations, and an IP portfolio comprised of 9 patent families, 8 issued patents, and 20 in progress. Our Gaucher Disease ERT is ready for the clinic and our Pompe Disease ERT – which can restore and normalize muscle function – will be ready in 18 months. We also created a platform that can take any antigen-antibody complex to the lysosomes of any cell in the body (instead of relying on Fc clearance by select immune cells) for degradation. Our “chimeric” anti-PD-L1 antibody removes virtually all PD-L1 from the surface of tumor cells while our chimeric version of Keytruda is twice as potent.

Cole Van Vuren, Business Development Manager, Life Science Nation


The participating companies were grouped into 14 sector-focused sessions, with four companies per session. Each session was evaluated by a panel of judges, and the top-scoring companies were recognized for their strong pitches, ability to answer questions effectively, and clear communication of their value propositions.

Judges Picks:

The Needle Issue #15

23 Sep
Juan-Carlos-Lopez
Juan Carlos Lopez
Andy-Marshall
Andy Marshall

On September 11, the Lasker Foundation awarded the 2025 Lasker~DeBakey Clinical Medical Research Award to Michael Welsh, Jesús González and Paul Negulescu for discoveries that led to the development of Trikafta, a triple combination of cystic fibrosis transmembrane conductance regulator (CFTR) potentiators and correctors to treat cystic fibrosis. This award recognizes the contribution of Trikafta to improving the quality of life of ~90% of the 40,000 people living with this condition in the United States, reducing infection-related hospitalizations and lung transplants, among other benefits.

But what about the other 10% of patients who don’t respond to Trikafta, many of whom carry so-called Class I alleles that cannot be rescued by this drug combination? Although a lot of progress has been made, several obstacles lie in the path of effective medicines for people who produce no, or negligible amounts of, CFTR protein.

It should come as no surprise that the main therapeutic strategies for Class I alleles aim to put missing CFTR back into lung cells. Among these strategies, mRNA delivery is the most advanced. VX-522, an RNA therapeutic program from Vertex and Moderna currently in Phase 2, is an inhaled drug that aims to deliver full-length CFTR mRNA to the lung using lipid nanoparticles (LNPs). Two related, competing mRNA delivery programs are at a similar stage of clinical development: ARCT-032 by Arcturus Therapeutics using their LUNAR LNPs; and RCT-2100 by ReCode Therapeutics, which uses a lung-targeted SORT (selective organ-targeting) LNP.

A key feature of RNA-based therapies is that any therapeutic benefit would likely be transient, requiring periodic administration of the medicine to achieve sustained effects. Gene therapy and gene editing have the potential to be a curative, “one and done” procedure. Thus far, however, only gene therapy programs have advanced far enough to be in human testing.

Of these, 4D Molecular Therapeutics’ 4D-710 and Spirovants’ SP-101 use different AAV subtypes designed to optimize delivery to airway basal epithelial cells of a CFTR minigene that lacks the regulatory domain. Both projects are in Phase 1/2 of clinical development.

As the large size (6.2 kb) of the CFTR transgene exceeds the packaging capacity of AAV vectors, Krystal Biotech and Boehringer Ingelheim have launched Phase 1/2 clinical programs using viral vectors with a greater payload capacity: KB407 is a re-dosable herpes simplex virus (HSV)-1 vector with a cargo capacity >30 kb that delivers two copies of the CFTR gene to lung epithelial cells using a nebulizer. BI 3720931 is Boehringer’s inhaled lentiviral vector pseudotyped with Sendai virus F and HN envelope proteins (rSIV.F/HN) engineered to deliver a single copy of the CFTR gene. Further behind in the pipeline, Carbon Biosciences’ CGT-001 is a nebulized non-AAV parvovirus-based vector capable of delivering full-length CFTR gene. Thus far, it has been tested in nonhuman primates and in human bronchial cells in culture.

Companies are also pursuing oligonucleotide therapies to modify disease-causing mutations at the RNA level. SPL84 is an inhaled antisense oligonucleotide (ASO) addressing a splicing defect (cryptic exon; class V mutation) in the ~1,600 CF patients who carry the 3849+10kb C→T mutation. SpliSense has advanced the ASO into phase 2 testing, but it also has in preclinical development an exon-skipping ASO against the class I mutant W1282X. By masking the mutant premature termination codon in exon 23, SP23 induces the splicing machinery to skip exon 23 and stitch together exon 22 and exon 24, forming a partially functional CFTRΔex23 protein.

Gene editing is also beginning to appear on the therapeutic horizon. In July, Prime Medicine announced it had received $25 million in funding to advance prime editors, with a lead program focusing on G542X. Last year, Intellia Therapeutics and ReCode Therapeutics also announced a strategic collaboration to combine the CRISPR pioneer’s Cas9 DNA ‘writing’/insertion technology with Recode’s SORT LNPs. Academic groups have now shown that G542X correction is possible using inhaled LNP- or virus–like particle-delivered adenine base editors. And for RNA editing, at this year’s American Society of Gene & Cell Therapy Wave Life Sciences reported their oligo-based ADAR editors could achieve 21% correction (EC50 = 376nM) of CFTR W1282X nonsense mutations. This is likely a sliver of all the therapeutic activity underway; other programs are targeting mucus itself, which is much thicker than in healthy individuals. If we missed any drug-discovery projects in this space, please let us know!

Despite the plethora of programs, developing genetic therapies against cystic fibrosis patients with class I CFTR mutations faces some stiff translational challenges. For starters, targeted delivery of drugs to lung tissue remains a work in progress. The optimal cell type to be targeted by gene therapy/editing remains an open question, especially as the community continues to identify new cell types in the lung; is it enough to target the more prevalent epithelial cells (alveolar type 2 cells), or will it be necessary to target rarer stem cells (alveolar type 1 cells) to see a long-lasting therapeutic effect? What about the contribution of genetic modifiers and other ion channels known to affect airway dysfunction in CF airway epithelial cells? Also, how to figure out the pharmacokinetics and pharmacodynamics of these disease-modifying therapies in lungs and measure delivery in patients? Specifically, establishing protein expression levels after inhaling a DNA- or RNA-based product would likely require a bronchial biopsy, which is impractical particularly in this fragile patient population.

Last, not unlike most pathologies, new animal and in vitro models with predictive value need to be developed. The use of human bronchial epithelium culture is not as predictive of the efficacy of genetic therapies as it has been for small molecules. At present, the ferret is the gold standard disease model. But it is a time-consuming, challenging animal model, which is only supported by a few groups. All of which slows the path to clinical translation.

Six years after the approval of Trikafta, patient foundations like the CF Foundation, Emily’s Entourage, and the Cystic Fibrosis Trust are devoting increasing resources to translational research to push forward treatments for patients with CFTR Class I mutations who do not respond to potentiators and correctors. The Lasker recognition of the science that led to Trikafta will surely inspire researchers working on those projects to overcome the remaining hurdles.

Partnering for Growth: DLA Piper on Supporting Life Science Innovation at RESI Boston 

9 Sep

At RESI Boston, global law firm DLA Piper plays a key role in guiding early-stage innovators through the legal and commercial challenges of scaling in the life sciences. In this interview, Lauren Murdza, Co-Chair of Technology & Life Sciences Licensing & Commercial Transactions, shares why DLA Piper chose to sponsor RESI, what the firm looks for in collaborations, and the trends shaping licensing and commercial transactions today.

Lauren Murdza
CaitiCaitlin Dolegowski

Caitlin Dolegowski (CD): What motivated DLA Piper to sponsor RESI Boston, and why do you see value in supporting this conference?

Lauren Murdza (LM): DLA Piper is committed to supporting innovation in the life sciences sector, and RESI Boston offers a unique opportunity to engage directly with early-stage companies and investors. Sponsoring RESI aligns with our mission to be a strategic partner to emerging life science ventures, helping them navigate legal complexities while fostering meaningful connections that drive growth.

CD: From your perspective, what makes RESI a strong platform for connecting with early-stage life science innovators and investors?

LM: RESI creates a unique environment where entrepreneurs, investors, and advisors come together to solve real challenges. For DLA Piper, it’s an opportunity to listen and engage in conversations that matter—how to protect IP, manage data rights, and structure collaborations that attract capital. Those discussions allow us to show how DLA Piper’s integrated approach—combining legal, regulatory, and commercial insight—helps companies accelerate their next milestone.

CD: Can you share what types of companies, technologies, or partners DLA Piper is most interested in engaging with during RESI?

LM: We’re particularly interested in companies developing novel therapeutics, diagnostics, digital health platforms, and medical devices. Our team seeks to engage with founders and executives who are navigating the transition from concept to commercialization and who value strategic legal guidance in areas such as licensing, IP protection, and regulatory compliance.

CD: How does your team at DLA Piper support life science and healthcare companies as they move from early-stage development to commercialization?

LM: DLA Piper supports clients across the full lifecycle of a company—from corporate formation and IP strategy to licensing, financing, and M&A. We help clients identify the core aspects of their technology, assess patentability, and streamline initial filings to create contingent assets that support fundraising. What sets DLA Piper apart is our ability to deliver this seamlessly across jurisdictions, giving clients the confidence that their legal strategy scales with their business.

CD: Are there particular trends or challenges in licensing and commercial transactions that you think entrepreneurs at RESI should be especially mindful of?

LM: We’re seeing three big themes. First, clarity on data and AI rights is critical—investors want to know who owns what and how data can be used, especially across borders. Second, deal structures are evolving, with more options-to-license, milestone-based terms, and royalty monetization to help bridge funding gaps. Finally, regulatory and supply chain issues—from FDA expectations to manufacturing scale-up—are showing up earlier in negotiations. At DLA Piper, we help clients anticipate these challenges so they don’t slow down growth.

CD: What does DLA Piper hope to accomplish through its participation at RESI Boston this year?

LM: We aim to deepen our engagement with the life sciences community, share actionable insights through workshops and panels, and identify promising companies that could benefit from our legal and strategic expertise. RESI Boston is a chance to listen, learn, and contribute to the ecosystem that’s shaping the future of healthcare innovation.

CD: Looking ahead, what excites you most about the current life science innovation landscape, and how does DLA Piper plan to play a role in advancing it?

LM: We’re excited by the convergence of AI, data science, and biotechnology, which is accelerating discovery and personalization in medicine. DLA Piper plans to continue supporting innovators by offering forward-thinking legal solutions and fostering connections that help companies bring transformative technologies to the market.

The Needle Issue #14

9 Sep
Juan-Carlos-Lopez
Juan Carlos Lopez
Andy-Marshall
Andy Marshall

It is now nearly a decade since Dublin-based startup Inflazome burst onto the scene with the description of MCC950, the first nanomolar selective inhibitor of the inflammasome. Inflammasome-mediated low-grade inflammation has been associated with cancers, numerous chronic complex diseases—including inflammatory bowel diseasearthritismetabolic dysfunction-associated steatohepatitis (MASH)atherosclerosisAlzheimer’sParkinson’s and ALS—as well as rare autoinflammatory diseases, such as cryopyrin-associated periodic syndromes (CAPS). There is a wealth of compelling human genetic evidence from Muckle-Wells syndrome and other autosomal dominant familial genetic diseases showing gain-of-function mutations in NLRP3 are causative of autoinflammatory disease.

Given the ‘pipeline in a product’ potential of drugs targeting this pathway, big pharma has shown considerable interest, with Genentech/Roche snapping up Jecure Therapeutics for an undisclosed amount, and both Novartis and Roche splashing out hundreds of millions of dollars for pioneer companies IFM Tre and Inflazome, respectively. In 2022, Novo Nordisk licensed Ventus Therapeutics’ peripherally restricted NLRP3 inhibitor in a deal worth up to $703 million, lending weight to pharmacological inhibition of NLRP3 as a complement to glucagon-like peptide-1 agonists (GLP-1s) in cardiometabolic disease. And with several programs now entering the clinic, investment activity in the area has continued, with Enveda’s announcement last week of a $150 million series D round to fund a phase 1 trial for ENV-6946, an orally delivered gut-restricted small molecule targeting the NLRP3/tumor necrosis factor-like cytokine 1A (TL1A) pathway in inflammatory bowel disease.

Today, Haystack counts at least 17 independent companies pursuing inflammasome therapeutics (AC ImmuneAzome TherapeuticsBioAge LabsCardiol TherapeuticsEpicentRxEnvedaHalia TherapeuticsInflammX TherapeuticsInsilico MedicineNeumora TherapeuticsNodTheraOlatec TherapeuticsShaperonVentus TherapeuticsVentyx BiosciencesZyVersa Therapeutics and Zydus LifeSciences) and 8 programs now in clinical testing specifically targeting the key inflammasome component NLRP3.

While drugmakers have traditionally targeted downstream extracellular mediators of the inflammasome pathway (canakinumab or rilonacept against IL-1β or anakinra to block IL-1 receptor), NLRP3 represents a key upstream intracellular signaling hub, activated by innate immune pattern-recognition receptor (Toll like receptors 2/4) signaling via MyD88 and NFkappaB. Once activated, NLRP3 monomers unfold and associate into a massive 1.2 MDa oligomeric supracomplex with three other proteins: ASC, NEK7 and caspase 1. The mature complex then cleaves and activates proinflammatory cytokines interleukin (IL)-1β and IL-18 and primes gasdermin D to instigate cell pore formation and cell death via pyroptosis.

Discovering effective drugs against NLRP3 has proven challenging. The first NMR structure was obtained in 2016, but the structural basis for how NLRP3 ring-like oligomers associate with intracellular membranes and how its pyrin domains associate with ASC to orchestrate speck formation and caspase activation have only recently been elucidated. Thus far, the majority of small-molecule inhibitors (e.g., Inflazyme’s archetypal MCC950 and inzolemidZydus’s (ZYIL1)Olatec’s OLT117 and Jecure Therapeutics’ GDC-2394) form hydrogen bonds via a sulfonylurea group to NLRP3’s NACHT domain nucleotide-binding motifs, thereby obstructing ATP hydrolysis. Other companies are taking a different tack: thus, Halia Therapeutic’s small-molecule inhibitor orniflast and Monte Rosa Therapeutics’ MRT-8102 molecular glue target NEK7 rather than NLRP3.

But it has been less than straightforward to identify compounds with sufficient potency to target this pivotal innate immune signaling pathway without debilitating off-target effects. Indeed, several of the first wave of compounds entering the clinic have been dogged by serious toxicities, including liver problems (MCC950 and GDC-2394) and hypoglycemia (glyburide). Now, a team led by Rebecca Coll (Queen’s University Belfast) and Kevin Wilhelmsen (of BioAge Labs) reports in The Journal of Experimental Medicine the discovery and characterization of BAL-0028, a novel and selective small-molecule inhibitor of the human NLRP3 inflammasome.

Unlike previously studied inhibitors, BAL-0028 acts through a unique mechanism of action; it binds NLRP3’s NACHT domain at a site distinct from other inhibitors that act by directly interfering with ATPase activity. BAL-0028 has nanomolar potency against human and primate NLRP3 but, remarkably, has weak activity against the mouse target, highlighting species-specific differences.

As BAL-0028 showed very high plasma protein binding in mice, limiting its use in vivo, the team developed a derivative, BAL-0598, with improved pharmacokinetic properties. In a humanized NLRP3 mouse peritonitis model, BAL-0598 effectively reduced IL-1β and IL-6 production, confirming its anti-inflammatory activity in vivo. Importantly, both BAL-0028 and BAL-0598 inhibited hyperactive NLRP3 mutants associated with autoinflammatory diseases, in some cases more effectively than Vertex’s VX-765, a caspase 1 inhibitor, and compounds like MCC950, one of the best characterized NLRP3 inhibitors available.

The novel mechanism of action of BAL-0028 and BAL-0598 would suggest their off-target effects may be different from those associated with other NLRP3 inhibitors blocking ATP hydrolysis. The concern that such compounds might also bind other members of the NOD/NLR family (e.g., NLRP1, NLRP4 or AIM2 inflammasomes) is mitigated by most published studies indicating that NLRP3’s unique fold around the ATP binding site makes small-molecule binders selective for this family member alone. The most likely explanation from trials published to date is that the observed toxicities are associated with small molecule chemotype rather than any NLRP3 class-specific problem. In any case, the findings from this study support further investigation of these compounds as candidates for treating inflammatory and age-related diseases where NLRP3 plays a role. The race to develop a safe and effective NLRP3 inhibitor is on, with big pharma billion-dollar bets and startups jostling to create best-in-class assets across cancer, cardiovascular, neurodegenerative and metabolic disease.

The Needle Issue #13

3 Sep
Juan-Carlos-Lopez
Juan Carlos Lopez
Andy-Marshall
Andy Marshall

While most parts of biotech early-stage financing have been in the doldrums in the past two or three years, so-called tech-bio startups have been thriving. Since the posterchild $1.0 billion mega series A round last April of Xaira Therapeutics, which was founded by scientists out of Nobel prize winner David Baker’s group at the University of Washington, several startups seeking to develop machine learning models for designing miniproteins or peptide binders of challenging or ‘undruggable’ targets have emerged, including Enlaza TherapeuticsVilya, and UbiquiTx. All of these have been developing their own proprietary models based on Alphafold 3Boltz-1 or Chai-1 for structure prediction and tools based off RFdiffusionBindcraft and ProteinMPNN for peptide design. Predicting CDR loops for de novo antibody design is a considerably more challenging task than for simple peptides, but Nabla Bio, founded last year by scientists out of George Church’s lab at Harvard, claims it is doing just that for GPCRs and ion channels. Earlier this month, Chai Discovery also launched with a $100 million series A from Menlo Ventures to optimize multimodal generative models such as Chai-2, which, according to the company, already “achieves a 16% hit rate in de novo antibody design.”

Designing peptides that can selectively bind to a protein target and show therapeutic activity remains a challenge, however, as it often depends on the availability of high-quality structural information about the target molecule, which is seldom available for many disease-relevant proteins that are unstructured or conformationally disordered. Similarly modeling protein-protein interactions like antibody-antigen interactions that are extremely dynamic and floppy also poses problems. All of which raises the question as to whether binders could be predicted simply using amino acid sequence information instead of structural data.

Now, a team led by Pranam Chatterjee from Duke University has addressed this question. In a recent paper in Nature Biotechnology, Chatterjee and his collaborators report the creation of PepMLM, a peptide binder design algorithm based on masked language modeling. A key feature of the algorithm is that it depends exclusively on protein sequence, not structure. Built upon the ESM-2 (Evolutionary Scale Modeling 2) protein language model, PepMLM masks and reconstructs entire peptide regions appended to target protein sequences. This design compels the model to generate context-specific binders. To train PepMLM, the team used high-quality curated datasets from PepNN and Propedia comprising ~10k putative peptide-protein sequence pairs. PepMLM output was consistently found to outperform RFDiffusion on held-out/structured targets, with a higher hit rate (38% to 29%) and low perplexities that closely matched real binders, with generated sequences showing target specificity, even in stringent permutation tests.

The model generated binders predicted to have higher binding scores than native and structure-based binders designed through other methods. Indeed, in vitro validation experiments confirmed the high affinity and specificity of PepMLM-generated binders.

Chatterjee and his colleagues went on to turn their binders into degraders by fusing them to E3 ubiquitin ligase domains, such as CHIP/STUB1. When tested in vitro, over 60% of these degraders knocked down their target proteins. PepMLM peptides achieved nanomolar binding affinity on the drug targets neural cell adhesion molecule 1 (NCAM1), a key marker of acute myeloid leukemia, and anti-Müllerian hormone type 2 receptor (AMHR2), a critical regulator of polycystic ovarian syndrome (where RFDiffusion-predicted peptides failed to bind). The authors also demonstrated that PepMLM-predicted peptides fused to E3 ubiquitin ligases not only degraded MSH3 but completely eliminated mutant huntingtin protein exon 1 containing 43 CAG repeats in Huntington disease patient-derived fibroblast cells. Similar results were obtained for a PepMLM-predicted peptide binder of MESH1, a protein controlling ferroptosis, in collaboration with Ashley Chi Jen-Tsan’s group at Duke University (RFDiffusion again gave no hits). And with Madelaine Dumas and Hector Aguilar-Carreno’s group, in collaboration with Matt Delisa’s group at Cornell University, PepMLM-derived peptides bound and reduced levels of viral phosphoproteins from Nipah, Hendra, and human metapneumovirus (HMPV); indeed, in live HMPV infection models, the PepMLM peptide mediated high levels of P protein clearance.

The ability of PepMLM to design binders purely on the basis of target-protein sequence is an important advance towards designing therapeutic peptides against hitherto inaccessible targets that lack structural data. Future work should explore how to incorporate chemical modifications such as cyclization or stapling to enhance stability of the binders, as well as the evaluation of the strongest candidates in vivo. Another challenge will be to ameliorate the immunogenicity of these foreign de novo proteins. The use of protein engineering approaches, such as incorporation of mirror amino acids that can cloak foreign peptides from the immune system, may offer solutions. But it is likely that candidates discovered using sequence or structure prediction tools will still require lengthy development programs to be turned into safe and effective drugs, despite the hype.

Pullan’s Pieces #4 – January – A Corner on Market Sentiments – Seed to Series A

19 Aug

As the saying goes, “What’s in a name?  That which we call a Series A by any other name would smell as sweet.”  Er… something like that, right? Hmmm, maybe it went a little bit differently.

But whatever it be, or not to be😊, the Seed Round is the new Series A. Clearly. I think we’ve all felt it for sometime but the data is in and the good ‘ole Series A just don’t buy what it used to.  Nahhh… the Seed round does that, and it may buy more (equity) than it used to as a Series A (more data hunting and crunching required but one gets a sense that the venture capitalists are, well, capitalizing).

Labiotech does a really nice job collecting and summarizing a variety of topics related to financings and dealmaking in the biotech sector and the 2024 breakdown of funding offers the following approximations (roughly, with some rounding made by this author):

The internal breakdowns for amounts invested look like this:

Readers of this corner will know that we keep a close eye on the XBI

As usual, the outliers can skew the numbers (more on this in a moment) but the median amounts invested into these rounds puh-rihhhty much drive the nail in the coffin of the old thinking about Series dynamics. This data could be charted in another way in which an inverted bell curve would appear and a GAPING hole between $20M and $50M would stare back at you.  Think about that for a moment… if you can’t get to value inflection for ~$15-20M, you better be raising $60-75M and have multiple reasons to do so as a cursory view of the companies listed in the dataset further indicates that the lower outliers (sub-median) on the Series A were generally geared for “finding out” about a single asset in the clinic.

Back to that previously mentioned outlier that can skew the averages… it also happens to bring even more of a spotlight to those famed words from Shakespeare which began this Corner on Market Sentiments.  One of the companies in the 2024 data set raised a whopping $100,000,000 … as a Seed Round!!  Indeed, a rose by any other name…