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The Three Pillars of Successful AI Deployments

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Artificial intelligence and machine learning (AI/ML) are breakthrough tools in biopharmaceutical processing, but they are only as good as the dynamic processes they interact with. You know the “garbage-in, garbage out” adage, but manufacturers need to look beyond those obvious inputs and ensure the entire bioprocessing operation is designed for sustainable AI/ML applications within the regulatory framework.

“AI/ML models can offer great benefits to the industry when implemented using a risk-based approach,” researcher Gowtham Nakka, University of Louisiana at Lafayette, tells GEN. With that in mind, “Regulatory agencies have to do more to provide practical guidance to the industry.”

There are three technical enablers “that repeatedly separate successful [AI] deployments from stalled pilots: trustworthy data pipelines, fit-for-purpose model selection, and lifestyle governance,” according to a paper by Nakka, university colleague Katti Kartik Reddy, and independent researcher Sakshi Gupta.

Trustworthy data, the first of those enablers, is ensured by “data monitoring systems that provide thorough tracking with complete traceability,” they point out. “Data pipeline maturity includes time synchronization, consistent tag naming, audit trails, and integration of material genealogy (lots, suppliers) with process and/or lab data. Without these, models may appear to work in retrospective analyses but fail when deployed.”

As the second enabler, fit-for-purpose models, the authors highlight the Dynamic Mode Decomposition with Control (DMDc) model introduced in 2025 by Consuelo Vega-Zambrano, PhD student, and Vassilis M. Charitopoulos, PhD, associate professor, department of chemical engineering, both of University College London, and Nikolaos A. Diangelakis, PhD, assistant professor, school of chemical and environmental engineering, Technical University of Crete.

DMDc is “an explainable machine learning method to model continuous manufacturing in the pharmaceutical industry,” Charitopoulos’ team explains. It captures nonlinear dynamics of multiple input and output systems, thereby improving pharmaceutical continuous manufacturing modeling and control “without hindering trust.”

AI lifecycle governance

The third enabler, AI lifecycle governance, is as important for AI systems as it is for pharmaceuticals. AI systems, unlike traditional software, are dynamic, Maikel Leon, PhD, associate professor, practice in business technology, University of Miami, notes in a recent paper. Dynamic data dependencies and continuous learning mean that the outcomes an AI model predicted last month may not be those it predicts today for the same processes and conditions.

Additionally, there are tradeoffs between explainability and predictive performance, especially for highly complex models, Leon stresses. Therefore, biopharma manufacturers need to understand the hidden risks of the AI models they select and to develop effective interventions.

As Nakka, Reddy, and Gupta reiterate, “Sustainable good manufacturing practice deployment requires more than model accuracy: it requires data integrity, disciplined validation, and lifecycle governance.”

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Bioengineered Implants Deliver Multi-Drug Therapy in Animal Models

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In a new paper, scientists from Northwestern University and their collaborators at Rice University and Carnegie Mellon University report on their progress towards developing so-called implantable “living pharmacies.” These are tiny devices containing engineered cells that continuously produce medicines inside the body. Details of the study, which was done in rats, are published in Device in a paper titled “Design of a wireless, fully implantable platform for in-situ oxygenation of encapsulated cell therapies.” 

The device, which is called the hybrid oxygenation bioelectronics system for implanted therapy or HOBIT, is roughly the size of a folded stick of gum. It integrates engineered cells with oxygen-producing bioelectronics and is designed in such a way that the cells are shielded from the body’s immune system while also receiving oxygen and nutrients needed to keep them alive and producing drugs for several weeks. In the future, these devices could be deployed to treat chronic conditions without requiring patients to carry, inject, or remember to take medications. 

“This work highlights the broad potential of a fully integrated biohybrid platform for treating disease,” said Jonathan Rivnay, PhD, a professor of biomedical engineering and materials science and engineering at Northwestern and a co-principal investigator of the project. “Traditional biologic drugs often have very different half-lives, so maintaining stable levels of multiple therapies can be challenging. Because our implanted ‘cell factories’ continuously produce these biologics, keeping the cells alive with our oxygenation technology allows us to sustain steady levels [of] multiple different therapeutics at once.”

Solving the oxygenation challenge was critical to the success of HOBIT. When engineered cells are packed together in an implant, they compete for oxygen to live. Without a steady supply, many cells die, which limits how much medicine the implants can produce. In an earlier study, Rivnay and his collaborators demonstrated how a tiny electrochemical device could generate oxygen by splitting nearby water molecules, and showed that supplying oxygen locally dramatically improved the survival of implanted therapeutic cells. The latest iteration of their device integrates that oxygen-generation technology in a fully implantable, wireless system.

Digging into the details of the device, HOBIT contains three primary components: a cell chamber that holds the genetically engineered cells, a miniature oxygen generator, and electronics and a battery to regulate oxygen production and wirelessly communicate with external devices. Because the device produces oxygen directly inside the implant, the cells receive a steady supply even in hypoxic environments. “We are producing oxygen directly where the cells need it,” Rivnay said. “That allows us to support much higher cell densities in a much smaller space.” In fact, “cell densities in HOBIT were roughly six times higher than conventional unoxygenated encapsulation approaches.”

According to the paper, the team engineered the cells to produce three different biologics—an anti-HIV antibody, a GLP-1-like peptide used to treat type 2 diabetes, and leptin, a hormone that regulates appetite and metabolism. They implanted the devices under the skin of rats and monitored drug levels in their bloodstreams for 30 days. Blood measurements of animals with the implanted devices showed sustained levels of all three biologics throughout the study period. In contrast, in animals that were implanted with devices without oxygenation, the biologics that had shorter half-lives were undetectable by the seventh day. Drugs with longer half-lives in these animals also declined steadily over time. At the end of the testing period, roughly 65% of the cells in the oxygenated devices remained viable compared with roughly 20% in control devices.

For their next steps, the scientists intend to test their devices in larger animal models and explore disease-specific applications, including therapies based on transplanted pancreatic cells. “As these technologies continue to develop, devices like this could eventually act as programmable drug factories inside the body—delivering complex therapies in ways that simply aren’t possible today,” Rivnay said. 

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Gut-Immune Link Identified in Multiple Sclerosis-Related Neuroinflammation

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Multiple sclerosis (MS) is a debilitating neurological disorder caused by malfunctioning immune responses that target the brain and spinal cord of the central nervous system (CNS). New research led by Shohei Suzuki, MD, PhD, assistant professor, division of gastroenterology and hepatology, and Tomohisa Sujino, PhD, associate professor, School of Medicine, at Keio University, Japan, has now indicated how the gut can initiate neuroinflammation in multiple sclerosis.

Their study found that intestinal epithelial cells (IECs) promote the development of pathogenic T cells that migrated to the spinal cord and induced disease symptoms in mouse models of the disorder.

The researchers examined intestinal tissues from patients with MS and mice with experimental autoimmune encephalomyelitis (EAE), a close analog of MS. In both cases, they observed an increase in TH17 cells and an upregulation of major histocompatibility complex class II (MHC II) expression in IECs. Deleting MHC II in IECs reduced the accumulation of TH17 cells in the gut and lowered the severity of EAE. They suggest the results could inform future strategies for developing targeted therapeutics against autoimmunity.

“While current therapies for MS often target B cells, our study highlights the gut as an important therapeutic site,” Suzuki commented. “Modulating intestinal microbiota or antigen-presenting activity of IECs represents new approaches to treating autoimmune neurological diseases.”

Suzuki, Sujino, and colleagues reported on their findings in Science Immunology, in a paper titled “Intestinal Epithelial MHC Class II Induces Encephalitogenic CD4⁺ T Cells and Initiates Central Nerves System Autoimmunity,” in which they concluded, “Our findings reveal an interaction between gut IECs and neuroinflammatory diseases through MHC II expression in human MS and mouse EAE, providing a mechanistic link between gut immune education and CNS autoimmunity and opening new avenues for targeting intestinal immunity in neuroinflammatory diseases.

Failure of the immune system to distinguish ‘self’ from ‘non-self’ entities leads to excessive autoimmune responses against self-proteins like myelin, which forms a protective covering on the neurons. Multiple factors influence the onset and progression of MS, including genetic susceptibility, environmental triggers, and, more recently, the gut microenvironment. Patients with MS exhibit alterations in their gut microbiota, while the gut microbiota and microbial metabolites play a pivotal role in shaping the chronic autoreactive immune responses.  “…  in an experimental autoimmune encephalomyelitis (EAE) model, commensal or specific microbes were found to be essential for disease initiation and progression,” the authors wrote.

However, in trying to define this gut–CNS axis, the cellular mechanisms that relay the gut-derived signals to the immune system to influence autoimmune inflammation in the CNS remain poorly understood. “Increasing evidence shows that the gut microbiota influences neurological diseases such as Parkinson’s, Alzheimer’s, and MS,” Sujino stated. “However, the mechanisms linking gut microbes, intestinal immunity, and brain inflammation remain unclear. We were keen to identify how gut immune responses contribute to neuroinflammatory diseases.”

Prior research has shown that gut-derived signals can promote the differentiation of T cells into pathogenic T helper 17 (TH17) in mouse models of MS. Recent studies have suggested that IECs can function as antigen presenting cells that help induce these pathogenic cells, but the underlying mechanisms have been unclear.

Building on their previous observation that mild intestinal (ileal) inflammation exists in experimental autoimmune encephalomyelitis (EAE), which is a mouse model of MS, the authors set out to test whether similar inflammation is present in patients with MS. By performing single-cell RNA sequencing on intestinal biopsies, the team identified that inflammatory Th17 cells accumulate in the mouse EAE model as well as in the intestine of patients with MS, suggesting a conserved gut–CNS axis that may be active in human diseases.

In both EAE mice and patients with MS, intestinal epithelial cells upregulated antigen presentation pathways. Particularly, epithelial cells in the ileum had higher expression of major histocompatibility complex class II (MHC II) that presents antigens to CD4+ T cells. “Clinically, patients with MS exhibited an increased expression of epithelial MHC II–associated genes and an accumulation of CD4 T cells in the small intestine, suggesting the conservation of this gut-CNS axis in human diseases,” the scientists stated. Experiments showed that selective deletion of MHC II in IECs reduced pathogenic Th17 cell generation and disease severity. “Conditional deletion of MHC II in IECs showed that epithelial antigen presentation was indispensable for the local expansion of pathogenic Th17 cells in the gut and their subsequent migration to the CNS,” the team stated.

Immunofluorescence analysis was performed on terminal ileum samples from Cnt, IECΔMHCII, Cnt + EAE, and IECΔMHCII + EAE mice. A total of 3–5 tissue sections were analyzed per mouse, with 3 mice included in each group. [Shohei Suzuki]
Immunofluorescence analysis was performed on terminal ileum samples from Cnt, IECΔMHCII, Cnt + EAE, and IECΔMHCII + EAE mice. A total of 3–5 tissue sections were analyzed per
mouse, with three mice included in each group. [Shohei Suzuki]

IECs do not typically present antigens to immune cells. So, the team conducted co-culture assays to test the antigen presentation function of IECs. Their findings demonstrate that IECs can directly present antigens in an MHC II-dependent manner to prime CD4+ T cells in the gut. Notably, in these assays, IECs induced Th17 polarization of activated CD4+ T cells. It became clear that the gut was a critical site for immune activation of pathogenic CD4+ T cells that polarized into pro-inflammatory Th17 cells. “These findings provide direct functional evidence that IEC-expressed MHC II is sufficient to drive Th17 polarization from primed CD4 T cells in an antigen-dependent manner, supporting a direct role for IECs as non-professional antigen-presenting cells,” the scientists reported.

To investigate whether the Th17 cells directly contribute to the pool of autoreactive cells in the CNS, they used transgenic mice that express the Kaede protein, which undergoes photoconversion from green to red fluorescence upon exposure to violet light. This model allowed for precise tracking of pathogenic Th17 cells induced in the intestinal lamina propria that then migrate to the spinal cord and drive neuroinflammation.

Taken together, the study findings reveal a critical role for MHC II expressed by IECs in the expansion of pathogenic Th17 cells that subsequently migrate to the CNS during EAE, providing a mechanistic link between gut immune responses and autoimmune neuroinflammatory diseases. The results demonstrate that while systemic circulation allows T cell exchange across immune tissues, the epithelial–immune interactions within the gut mucosal compartment can essentially shape effector T cell responses in the brain.

“This study reveals a previously unknown role of IECs in antigen presentation and Th17 programming, thereby defining a gut-CNS immunological axis with important implications for understanding and treating autoimmune neuroinflammation,” the authors concluded. “Our findings suggest that the modulation of epithelial antigen presentation could serve as a novel therapeutic approach for MS and related diseases. Given the accessibility of the gut epithelium to dietary, microbial, and pharmacological interventions, targeting IEC–T cell interactions may offer a tractable strategy for immunomodulation.”

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Agentic AI, Virtual Cell, LNP Vaccine Boosters, Engineered Organs, and Mergers

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This week, agentic AI steps into the limelight buoyed by the momentum from generative AI. And there’s a new virtual cell model in town courtesy of AI-drug developer Xaira Therapeutics. From the frontiers of AI, our discussion turned to feats of engineering in regenerative medicine and lipid nanoparticles. In one study, scientists redesigned LNPs to avoid the liver and accumulate in the lymph nodes. In the other, efforts to develop and implant a lab grown esophagus from donor pigs bear fruit. Finally, Novartis plans to spend up to $3 billion to expand its cancer pipeline with the acquisition of Pikavation Therapeutics. And Merck is acquiring Terns Pharmaceuticals for approximately $6.7 billion also with an eye towards boosting its cancer portfolio.

 

 

Listed below are links to the GEN stories referenced in this episode of Touching Base:

NVIDIA GTC 2026: Agentic AI Inflection Hits Healthcare and Life Sciences
By Fay Lin, PhD, GEN Edge, March 18, 2026

Xaira’s First Virtual Cell Model Is Largest To-Date, Toward Complex Biology
By Fay Lin, PhD, GEN Edge, March 25, 2026

Modified Lipid Nanoparticles Boost mRNA Vaccine Delivery to Lymph Nodes
GEN, March 24, 2026

Engineered Esophagus Rebuilds Missing Organ Segment in Pig Models
GEN, March 20, 2026

Novartis Acquires Pikavation for Up to $3B, Expanding Cancer Pipeline
GEN, March 22, 2026

Merck Bolsters Cancer Pipeline with $6.7B Terns Buyout
By Alex Philippidis, GEN Edge, March 25, 2026

Touching Base Podcast
Hosted by Corinna Singleman, PhD

Behind the Breakthroughs
Hosted by Jonathan D. Grinstein, PhD

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