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1910 Unlocks Macrocyclic Peptide Drugs Using PEGASUS AI Model

1910 is on a mission to “make undruggable targets a thing of the past” by “turning every pharma company into an AI company,” says founder and CEO, Jen Asher, PhD. The Sam Altman–backed AI drug discovery biotech closed out 2025 by rebranding from “1910 Genetics

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1910 is on a mission to “make undruggable targets a thing of the past” by “turning every pharma company into an AI company,” says founder and CEO, Jen Asher, PhD. The Sam Altman–backed AI drug discovery biotech closed out 2025 by rebranding from “1910 Genetics” to simply “1910,” signaling the company’s broad commitment to multi-modality drug discovery.

“2025 has been about us reintroducing ourselves to the world. ‘1910’ speaks to how we are bringing frontier AI research to bear in a modality agnostic manner,” Asher told GEN Edge.

Recently in the Journal of Medicinal Chemistry, 1910 published PEGASUS, an AI model that learns the rules for designing cell-permeable macrocyclic peptides and enables access to traditionally difficult to hit intracellular targets. The study provides new promise for a modality that can combine the oral convenience of small molecules with the high specificity of large biologics.

Asher describes PEGASUS as a “versatile tool” that accelerates the design–make–test cycle by functioning in both predictive and generative modes. Model capabilities include triaging compounds for synthesis, supporting lead optimization campaigns, and designing new starting peptides with desired properties. Notably, the study reports the first published cyclic peptides with more than two polar or ionizable fragments to achieve in vitro cell membrane permeability.

PEGASUS is one of two recent “flagship” publications that showcase “completely different modalities sprinting out of the same platform.” Last November in the Journal of Chemical Information and Modeling, 1910 published CANDID-CNS, an AI model that expands oral drug opportunities for neurological therapeutics by predicting small molecule blood–brain barrier (BBB) penetration within Beyond-Rule-of-5 (bRo5) chemical space.

bRo5 molecules intentionally violate Lipinski’s Rule of 5 (Ro5) guidelines for favorable oral bioavailability to tackle challenging molecular targets, such as flat surfaces for protein-protein interactions and complex protein binding sites.

With only about two percent of small-molecule drugs able to cross the BBB, accurate penetration prediction can identify promising candidates that are more likely to succeed in the clinic. CANDID-CNS achieved an 87% success rate for predicting bRo5 small molecule brain penetration and distribution, outperforming a 56% success rate for the industry standard, Pfizer’s CNS Multiparameter Optimization (CNS-MPO) score.

Asher says both models are “truly multimodal” and anchored by 1910’s unique wet lab biological data generation capabilities, which fuel the company’s internal pipeline and pharmaceutical partnerships to be announced in the future.

Founded in 2018, 1910 emerged from Y Combinator with a $4 million seed round led by OpenAI CEO, Sam Altman. Since that time, the Boston-based AI drug developer has landed a five-year commercial agreement with Microsoft, which offers 1910’s platform to biotechnology, government, and research institutions via three partnership models: co-discovery, co-engineering, and Platform-as-a-Service (PaaS).

The company name references the year that the first patient was diagnosed with sickle cell disease in the U.S., marking the first condition for which the field identified a molecular basis.

“When addressing disease, we want to go after targets that play a highly causative role in biology as opposed to an accessory role,” emphasized Asher. “1910 is our target selection North Star.”

Naturally permeable

Macrocyclic peptides are stepping out of the margins of drug discovery and hitting the clinic. Last November, Merck reported that its macrocyclic peptide candidate for hypercholesterolemia, enlicitide, achieved statistically significant and clinically meaningful reductions in LDL cholesterol in a Phase III readout. If approved, the drug could become the first oral PCSK9 inhibitor, potentially disrupting a market dominated by injectable therapies.

Yet, Asher cautions that enlicitide’s uptake is contingent upon the administration of a permeability enhancer, which functions by damaging the cell membrane in the intestine, leading to clinically challenging effects, such as increased absorption of non-drug molecules and patient-to-patient drug variability.

“These issues, in addition to the higher cost of formulation, make normal physiological cell permeability the generally preferred method to achieve oral bioavailability,” she told GEN Edge.

Achieving macrocyclic peptide permeability has remained elusive, as the traits that favor membrane passage—notably low polarity, high lipophilicity, and low molecular weight—frequently clash with therapeutically important features, including high potency and solubility. Solving this multiparameter optimization problem requires expanding upon existing wet lab ground truth biological datasets, which remain concentrated in high lipophilicity chemical space.

To generalize to new therapeutic areas, PEGASUS is trained on a unique multi-modal dataset from 1910’s proprietary Permeability Proxy Assay (1910 PPA), which generates billions of cyclic peptides separated by permeability-related characteristics, and solvent-dependent computational simulations based on quantum and molecular mechanics.

These data streams complement cell permeability data obtained from Caco-2 and Madin–Darby canine kidney (MDCK), in vitro systems that serve as the industry standard. On their own, data from Caco-2 and MDCK are inherently too low throughput for AI model training, time-consuming and expensive to obtain, and not optimized for cyclic peptides.

Asher says the work demonstrates how integrating wet lab and dry lab approaches can overcome major data barriers in AI-driven drug discovery. She adds that removing any one of the three data streams would diminish PEGASUS’s predictive and generative power, calling 1910’s surrogate assays a “breakthrough for AI model training.”

The field watches as these “not too big, not too small” drugs take one step closer toward clinical impact.

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Related questions

01What is nisin?

Some bacterial species produce antimicrobial peptides known as bacteriocins that have been used in the food industry as preservatives. For example, nisin, which is produced by Lactococcus lactis, has broad-spectrum bactericidal activity and has been used as a food preservative throughout the world. Nisin is effective in controlling Gram-positive bacteria such as Clostridioides difficile. In combination with other compounds like ethylene diamine tetra-acetic acid and cinnamaldehyde, nisin has been effective in controlling enterotoxigenic Gram-negative bacteria such as Escherichia coli. Previous studies have used chicken and mouse models to demonstrate the in vivo efficacy of nisin on the microbiome, whereas nisin efficacy has been proven in ex vivo experiments on the human microbiome. To date, no studies have assessed the in vivo effects of nisin in large mammals.

Source: www.news-medical.net ↗
02What is the concept of the immune self, and how has it evolved over the decades?

Adaptive immunity is the ability of specific lymphocytes to differentiate between self and non-self (foreign) antigens and defend the body by selectively destroying non-self-peptides. This concept is possibly the most crucial factor in several immunological medical domains and is increasingly being explored across cancer immunotherapy, vaccine design, pathogen identification, and autoimmune disorders (including allergies). A growing body of literature elucidates the importance of peptides, short amino acid chains linked via peptide bonds, in providing the adaptive immune system with the information required to effectively distinguish between self and non-self particles. This has resulted in the proposal of the ‘immune self’ concept, which postulates that self-similarity is a fundamental determinant of immune recognition. First introduced by Frank MacFarlane Burnet in 1949, the immune self-concept and its sister, the self-nonself theory, have substantially evolved over the decades. Initially driven by observations from Medawar’s early transplantation experiments, Nils K. Jerne (1974; eigen-behavior theory), Polly Matzinger (1994; danger theory), and most recently, evidence from research conducted independently by Waldmann, Mitchison, and Janeway has refined the immune self-concept from ‘all body elements are self, and foreign elements are non-self’ to the most recent ‘infectious non-self (foreign and usually harmful) versus noninfectious self (safe) elements.’

Source: www.news-medical.net ↗
03What was done in this study?

In the study, published in Scientific Reports, the researchers built on their earlier discovery of the peptide called AC253. This compound was tested in mice with AD. It was found to block the attachment of beta-amyloid to a brain cell receptor called the amylin receptor, and thus inhibit its toxic effects, as shown by an improvement in spatial memory. However, it is difficult to administer this compound because it doesn’t cross the blood-brain barrier in large amounts, and is quickly broken down in the blood. The dosage must therefore be massively increased, pushing up the amounts required for efficacy and increasing the difficulty of administration, besides enhancing the chances of an immune reaction. One way out is to convert the formulation into a pill rather than an injectable form. The complex structure of AC253 makes this difficult as well. Instead, the team devised an ingenious solution. They cleaved the compound into smaller amylin peptides, or chains of 12-14 amino acids, and tested each for its anti-amyloid activity in old mice which showed signs of AD. In this way, they found two short peptides that had the same effects as the larger compound. In particular, the researchers identified a segment that was common to both peptides, namely, SQELHRLQTY.

Source: www.news-medical.net ↗
04A peptide identified in a fungus found in northern European pine forests possesses as much power as penicillin as well as vancomycin, according to an international team of researchers.

Reporting in the October 13 issue of Nature, a team from Denmark-based biotech company Novozymes, and researchers from Georgetown University Medical Center and the David Geffen School of Medicine at UCLA, say they have isolated "plectasin," the first defensin ever found in fungi. The research was performed at Novozymes laboratories in Denmark. Defensins are peptides, miniature protein molecules that are produced by a wide range of animals to protect themselves against infection. Humans have defensins in their white blood cells and in their skin, for example, but it is believed that this new fungal defensin, plectasin, is more potent and targets certain bacteria more specifically. Indeed, when plectasin was tested in the laboratory and in animals, it proved to be highly effective against the bacteria Streptococcus pneumoniae, and Streptococcus pyogenes, including strains that are now resistant to conventional antibiotics. These bacteria are responsible for such diseases as meningitis, community-acquired pneumonia, strep throat, life-threatening sepsis, and flesh destroying skin infections. The discovery of plectasin has implications for the development of defensins as a treatment against many common, and deadly, infections, and may initiate a new era of antibiotic discovery and development, said study co-author Michael Zasloff, M.D., Ph.D., Professor in the Departments of Surgery and Pediatrics at Georgetown University Medical Center. Zasloff says that the field of antibiotic development has not changed much since 1929 when Alexander Fleming realized that the fungal "bread mold" Penicillium, which had landed by chance in a Petri dish produced a substance that eliminated colonies of staphylococcal bacteria. "Most antibiotics used by humans are produced by fungi and certain soil bacteria," he said. "Using our existing tools of discovery, we have failed to uncover any new classes of antibiotics from these sources over the past decade. However, by utilizing a new genetic approach that allowed the team to discover plectasin, we now know that a whole class of antibiotics has been overlooked." "This finding (plectasin), and the existence of about 200,000 additional species of fungi, opens up a vast universe to explore for novel peptide antibiotics," said co-author Robert Lehrer, M.D., Distinguished Professor of Medicine at the David Geffen School of Medicine at UCLA. Plectasin, if proven safe and effective in humans, could be on the market by 2012, said Lehrer. Zasloff and Lehrer are known internationally as experts in antimicrobial peptides - the class of antibiotics that plectasin falls within - and in this study they collaborated with Novozymes, a Danish biotech company that led the research. Zasloff and Lehrer are the only two scientists from U.S. universities on the team of 20 researchers who co-authored the research paper. All life forms have to defend themselves against microbial invaders - bacteria, fungi, viruses - and to do this, they produce antimicrobial defensin peptides. In humans, defensins are made by specific white blood cells and immune cells that later engulf foreign invaders, and by the skin and mucous membranes, in order to kill microbes before they invade protective barriers. Researchers believe that fungi have a similar system of defense, especially since these plant-like organisms live off rotting matter, said Zasloff. "They must compete with other organisms, like bacteria and viruses, which also want to consume the same meal. In addition, they need to defend themselves from being eaten by the microbes which surround them." But he said no one had been able to find defensins in fungi using traditional research techniques, which involved growing fungi in liquid cultures and then testing the culture to see if it contained any antibiotic molecule. The research team instead used the latest genetic science to search for the defensins they thought fungi must have. Selecting the Pseudoplectania nigrella species of fungus may have been serendipitous, Lehrer said, but the Novozymes team used state-of-the-art biotechnology to intercept ,and interpret its genetic messages and exhibited tremendous skill in producing plectasin efficiently, economically, and in large amounts." "I started working on antimicrobial peptides over three decades ago, said Lehrer, and my laboratory first described human defensins in 1985. So, the discovery of plectasin makes me feel like a grandfather." Further examination revealed that this defensin, plectasin, resembles defensins found in spiders, scorpions, dragonflies and mussels - thus suggesting that the defensins found in insects, molluscs and fungi arose from a common ancestral gene, the researchers say. Based on this information, the scientists now believe that defensins appeared in living things more than a billion years ago. The investigators then turned to the National Center for Antimicrobials and Infection Control, the Danish equivalent of the U.S. Centers for Disease Control, to test plectasin in the laboratory for antimicrobial activity against a broad spectrum of bacteria. It showed potent activity against several species of Gram-positive bacteria, and was especially active against S. pneumoniae (the leading cause of pneumonia), including all known clinical strains and those that are now resistant to conventional antibiotics. "That is important because increasing bacterial resistance to conventional antibiotics threatens the future of many antibiotics in current use," Zasloff said. "In mouse studies, plectasin showed extremely low toxicity, and was as effective as vancomycin and penicillin in curing the animals of experimental peritonitis (inflammation of the lining of the abdominal cavity, which can be deadly) and pneumonia caused by S. pneumoniae, the researchers report. "Although the precise mechanism by which plectasin exerts its antimicrobial activity is still under investigation, it may work by a mechanism that is very different from traditional antibiotics, Zasloff said. "As a group, defensins exhibit activity against many types of bacteria, fungi, protozoa, and even viruses. It is entirely possible that fungal defensins will be discovered that could be developed against all of these human pathogens," Zasloff added.

Source: www.news-medical.net ↗
05What roles does the system play?

The endogenous opioids and their receptors are widely distributed throughout the central and peripheral nervous systems, particularly the parts of these systems that regulate pain, emotion, reward, stress responses, motivation, drug addiction, and autonomic control. The differential expression and location of the various receptor subtypes across different neurons account for the wide range of opioid-related behaviors. The activation of µ-opioid receptors is mainly known for playing a role in pain relief. Still, research has also indicated it may be involved in behaviors related to survival, such as appetite and reproduction. The activity of µ-opioid receptors is also known to play a critical role in responses to social stimuli by modulating responses to social rejection or social acceptance, for example. Activation of the δ-opioid receptors and κ-opioid receptors is also known to be involved in pain modulation. Also, studies have shown that NOP activation is involved in pain mechanisms and several behaviors related to psychological stress. Alterations in the endogenous opioid system are suspected to be involved in Parkinson's disease, seizures, neuroprotective mechanisms, and depression.

Source: www.news-medical.net ↗
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Longevity, Performance & Obesity Research

A research peptide formulation developed to investigate metabolic regulation, mitochondrial function, and nutrient-sensing pathways.

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Peptide Therapy Guide Editorial Team

Editorial team for Peptide Therapy Guide.

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