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Search Results (222)

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Keywords = viral genetic engineering

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19 pages, 886 KB  
Review
Synthetic Biology Strategies for the Development of Live Attenuated Influenza Viruses: Recent Advances and Applications
by Kai Yang, Guangtao Yang, Yunxin Xia and Xia Ou
Viruses 2026, 18(7), 715; https://doi.org/10.3390/v18070715 - 29 Jun 2026
Viewed by 435
Abstract
Influenza viruses, due to their simple genomic structure and potent immunostimulatory capacity, have been extensively explored for applications in cancer immunotherapy and viral vector vaccine development. However, wild-type influenza viruses possess inherent risks of lethal pathogenicity and transmissibility, which limit their direct application. [...] Read more.
Influenza viruses, due to their simple genomic structure and potent immunostimulatory capacity, have been extensively explored for applications in cancer immunotherapy and viral vector vaccine development. However, wild-type influenza viruses possess inherent risks of lethal pathogenicity and transmissibility, which limit their direct application. Special cold-adapted influenza strains have been widely used in live attenuated vaccines, which rely on specific amino acid mutations. With the advancement in synthetic biology and reverse genetics technologies, a variety of next-generation attenuated influenza virus have been developed, including genome-recoded viruses, miRNA-targeted viruses, viruses containing premature termination codons, and proteolysis-targeting recombinantviruses. This study systematically summarized the synthetic biology-based strategies for generating a next-generation method for the attenuated influenza virus, critically discussed the advantages and limitations of each strategy, and further analyzed their applications and challenges in cancer therapy and viral vector vaccine development. By synthesizing current research progress, this review aimed to provide a theoretical basis for constructing safer, more stable, and more controllable influenza virus engineering platforms, and to offer new insights for the design of attenuated influenza virus suitable for tumor therapy and novel vaccine delivery. Full article
(This article belongs to the Section Viral Immunology, Vaccines, and Antivirals)
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32 pages, 2706 KB  
Review
In Vivo CAR-Based Immune Cell Engineering: Future Applications and Challenges in Malignant Glioma
by Junya Yamaguchi, Alejandra Bergquist, Jianwen Lu, Senthilnath Lakshmanachetty, Safwaan H. Khan and Hideho Okada
Cancers 2026, 18(12), 1986; https://doi.org/10.3390/cancers18121986 - 18 Jun 2026
Viewed by 868
Abstract
Chimeric antigen receptor (CAR)-T cell therapy has achieved remarkable success in hematologic malignancies, and its development is being actively pursued across a broad range of cancer types. However, current CAR-T cell therapies rely on ex vivo engineering, which presents significant logistical, temporal, and [...] Read more.
Chimeric antigen receptor (CAR)-T cell therapy has achieved remarkable success in hematologic malignancies, and its development is being actively pursued across a broad range of cancer types. However, current CAR-T cell therapies rely on ex vivo engineering, which presents significant logistical, temporal, and biological limitations. In vivo CAR-T cell engineering is emerging as a new paradigm that may overcome these challenges by enabling the direct reprogramming of immune cells within the patient through the administration of CAR-encoding vectors. This approach represents an off-the-shelf form of autologous immune therapy. Advances in viral engineering and nanotechnology have enabled the development of diverse CAR delivery platforms that not only deliver CAR constructs but also facilitate the delivery of gene-editing components, such as Cas9, allowing for more sophisticated in vivo genetic modifications. Some of these approaches have already entered clinical evaluation and have shown promising early results in hematologic malignancies, with clinical trials in solid tumors now underway. However, the application of in vivo-engineered CAR-T cell therapies to malignant glioma remains largely unexplored, reflecting challenges distinct from those encountered in hematologic malignancies. In this review, we discuss these challenges and potential strategies to address them, while highlighting recent progress in in vivo CAR-T cell engineering. Full article
(This article belongs to the Special Issue Immune Microenvironment and Immunotherapy in Malignant Brain Tumors)
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40 pages, 4550 KB  
Review
Engineered Exosomes in Precision Neuro-Oncology: Mechanisms, Therapeutics, and Translational Challenges
by Nazmul H. Khan, Mst Anika Bushra, Fowzia Akter Selina and Ali Syed Arbab
Cancers 2026, 18(12), 1923; https://doi.org/10.3390/cancers18121923 - 12 Jun 2026
Viewed by 1499
Abstract
Exosomes are small vesicles released by cells that have attracted growing interest as drug delivery vehicles, particularly for brain diseases, where getting therapeutics across the BBB remains a fundamental problem. While conventional platforms such as liposomes, polymeric nanoparticles, and viral vectors often suffer [...] Read more.
Exosomes are small vesicles released by cells that have attracted growing interest as drug delivery vehicles, particularly for brain diseases, where getting therapeutics across the BBB remains a fundamental problem. While conventional platforms such as liposomes, polymeric nanoparticles, and viral vectors often suffer from immune clearance and poor brain accumulation, engineered exosomes leverage natural cellular transport mechanisms to cross the BBB, protect cargo from degradation, and enable biocompatible interactions with target cells. This review takes a mechanistic and translational look at how exosomes are being engineered for CNS disorders, with a particular focus on glioblastoma. We cover exosome biogenesis through ESCRT-dependent and ESCRT-independent pathways, and how the competition between Rab27-driven secretion and Rab7-driven lysosomal degradation determines how many exosomes a cell releases, which has direct consequences for therapeutic production. We then discuss cargo loading strategies, from genetic approaches where donor cells are engineered to package specific molecules during biogenesis to physical methods like electroporation and sonication applied to isolated vesicles, alongside surface modification techniques for directing exosomes toward specific cell types. In glioblastoma, engineered exosomes have shown real promise for delivering chemotherapeutics across the BBB, targeting glioma stem cells, enabling CRISPR-based gene editing, and functioning as combined treatment and imaging tools. Applications in stroke and neurodegenerative diseases, where engineered exosomes carrying microRNAs and neuroprotective cargo have produced encouraging preclinical results, are also discussed. Scalable manufacturing and consistent targeting remain the hardest unsolved problems, and we outline emerging approaches including bioreactor-based production, programmable cargo loading, and patient-specific exosome design that are beginning to address these gaps. Overall, the progress reviewed here suggests that engineered exosomes are moving from an interesting biological concept toward a practically viable platform for CNS drug delivery. Full article
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27 pages, 2471 KB  
Review
Neutralizing Antibodies Against Rift Valley Fever Virus: Current Status and Advances
by Binjie Wu, Yuhan Sun, Yang Wang, Ye Wang, Yuyang Han, Yuan Wang and Wei Ye
Vaccines 2026, 14(6), 484; https://doi.org/10.3390/vaccines14060484 - 29 May 2026
Viewed by 481
Abstract
Background: Rift Valley fever virus (RVFV) is a mosquito-borne zoonotic pathogen that has caused repeated epidemics across Africa and the Arabian Peninsula, posing a severe and growing threat to public health and livestock. Infection in ruminants causes high neonatal mortality and catastrophic abortion [...] Read more.
Background: Rift Valley fever virus (RVFV) is a mosquito-borne zoonotic pathogen that has caused repeated epidemics across Africa and the Arabian Peninsula, posing a severe and growing threat to public health and livestock. Infection in ruminants causes high neonatal mortality and catastrophic abortion storms; human disease ranges from self-limiting febrile illness to hemorrhagic fever, encephalitis, and permanent blindness. No licensed human vaccines or specific antiviral therapeutics are available, creating an urgent unmet medical need. Methods: We systematically reviewed the peer-reviewed literature on RVFV neutralizing antibodies (NAbs), extracting and synthesizing data on antibody sources, epitope specificity, in vitro neutralizing potency, in vivo protective efficacy, and molecular mechanisms of action. Results: A growing body of work has identified potent NAbs from immunized rodents, rabbits, alpacas, non-human primates, and convalescent patients. These NAbs predominantly target the Gn and Gc envelope glycoproteins. Their mechanisms include blocking host receptor (LRP1) binding, preventing the pH-dependent conformational rearrangement of the Gn–Gc complex, and directly inhibiting viral membrane fusion. Lead candidates, such as RVFV-268 and RVFV-140, achieve sub-nanogram neutralization and confer robust protection in rodent models against lethal challenge, aerosol exposure, and vertical transmission. Bispecific antibodies and combination strategies further enhance potency and the genetic barrier to viral escape. Conclusions: Substantial progress has illuminated the epitope landscape and neutralization mechanisms of RVFV, yielding promising clinical candidates. Translational challenges remain, including viral immune escape, antibody thermostability, and the need for rigorous preclinical evaluation. Future efforts should prioritize structure-guided engineering, rational antibody combinations, and testing in clinically predictive animal models. Full article
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16 pages, 871 KB  
Review
Overcoming Barriers to Clinical Translation: MG1 Maraba Virus as an Emerging Platform for Oncolytic Immunotherapy
by Tareq Abualfaraj
Viruses 2026, 18(6), 617; https://doi.org/10.3390/v18060617 - 28 May 2026
Viewed by 876
Abstract
Oncolytic viruses (OVs) exploit key hallmarks of cancer to selectively replicate in malignant cells, leading to tumor cell lysis, modulation of the tumor microenvironment, and induction of antitumor immunity. These viral platforms have been engineered to enhance tumor specificity, intratumoral spread, and immunotherapeutic [...] Read more.
Oncolytic viruses (OVs) exploit key hallmarks of cancer to selectively replicate in malignant cells, leading to tumor cell lysis, modulation of the tumor microenvironment, and induction of antitumor immunity. These viral platforms have been engineered to enhance tumor specificity, intratumoral spread, and immunotherapeutic efficacy. Among them, rhabdoviruses, particularly vesiculoviruses, have emerged as promising candidates due to their rapid replication, high titers, and amenability to genetic manipulation. Maraba virus, a recently identified vesiculovirus, is a single-stranded negative-sense RNA virus with a favorable safety profile and minimal pre-existing immunity in humans. It demonstrates selective tumor tropism partly through low-density lipoprotein receptor (LDLR)-mediated entry and impaired antiviral responses in cancer cells. Genetic engineering of the wild-type Maraba virus led to the development of the MG1 strain, characterized by enhanced tumor selectivity, increased replication capacity, and potent cytolytic activity. Preclinical studies have demonstrated its efficacy as a monotherapy, a cancer vaccine vector expressing tumor-associated antigens, and in combination with chemotherapy and immune checkpoint inhibitors. MG1 also reshapes the tumor microenvironment, converting immunologically “cold” tumors into “hot” tumors, thereby enhancing immune-mediated tumor clearance. Compared to vesicular stomatitis virus, Maraba virus exhibits improved safety and reduced neurovirulence while maintaining strong oncolytic potential. This review aims to comprehensively summarize the biological characteristics of the MG1 Maraba virus, its genetic development, mechanisms of action, and current preclinical and clinical applications as a novel oncolytic immunotherapeutic agent. Full article
(This article belongs to the Section Human Virology and Viral Diseases)
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19 pages, 681 KB  
Review
Cultures Through Time: Forging a Xeno-Free Future for Cell Culture-Based Virology
by Arvind Singh Kaulsay, Nurshariza Abdullah and Nur Amelia Azreen Adnan
Vaccines 2026, 14(6), 476; https://doi.org/10.3390/vaccines14060476 - 28 May 2026
Viewed by 513
Abstract
As a cornerstone of modern science, cell lines are the foundational platforms for key medical advances. They enable vaccinology (through viral propagation and attenuation), gene therapy (via vector development), and biopharmaceutical production (via recombinant protein expression). Designer mammalian, avian, and insect expression systems, [...] Read more.
As a cornerstone of modern science, cell lines are the foundational platforms for key medical advances. They enable vaccinology (through viral propagation and attenuation), gene therapy (via vector development), and biopharmaceutical production (via recombinant protein expression). Designer mammalian, avian, and insect expression systems, including Vero, MDCK, HEK293, BHK21, CHO, PER.C6, EB66, and Sf21/Sf9, have become indispensable cellular platforms, delivering enhanced biologic yields, superior genetic stability, and validated end-product biosafety. Simultaneous advances in cell culture media optimization have enabled a critical shift from serum-dependent media to serum-free, chemically defined, and xeno-free alternatives, which aim to restore compositional traceability of culture media components, reduce potential residual xenogeneic proteins in serum-supplemented media, and promote reproducibility even at the molecular level. This review emphasizes the far-reaching influence of cell culture systems as the expression powerhouse that sustains modern virology, whilst focusing on recent cell-engineering methods and optimization strategies in culture media that have facilitated this shift. Full article
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31 pages, 4654 KB  
Review
Safety of Adeno-Associated Viral Vectors in Gene Therapy: Mechanisms of Toxicity, Clinical Risks, and Strategies for Their Minimization
by Tatiana S. Tsaregorodtseva, Maria A. Radyukhina, Aisylu I. Ayupova, Valeriya V. Solovyeva, Albert A. Sufianov, Galina Z. Sufianova and Albert A. Rizvanov
Int. J. Mol. Sci. 2026, 27(11), 4818; https://doi.org/10.3390/ijms27114818 - 27 May 2026
Viewed by 762
Abstract
Adeno-associated viral (AAV) vectors have established themselves as a promising platform for genetic material delivery in clinical practice, evidenced by regulatory approval of multiple therapeutics. Despite proven therapeutic efficacy, safety concerns remain a critical limitation requiring systematic analysis. This review analyzes clinical data [...] Read more.
Adeno-associated viral (AAV) vectors have established themselves as a promising platform for genetic material delivery in clinical practice, evidenced by regulatory approval of multiple therapeutics. Despite proven therapeutic efficacy, safety concerns remain a critical limitation requiring systematic analysis. This review analyzes clinical data to identify mechanisms of toxicity, clinical risks, and strategies for their minimization in AAV gene therapy. The study examines dose-dependent toxicity, immune responses, and organ-specific burdens associated with systemic and local administration routes. Analysis reveals a clear correlation between systemic delivery efficacy and dose-dependent toxicity, with principal mechanisms including capsid-directed immune responses, hepatic burden, and complement system activation leading to thrombotic microangiopathy. Key determinants of the safety profile include pre-existing neutralizing antibodies, vector dose, serotype selection, and patient baseline conditions. Contemporary strategies for toxicity minimization are evolving from reactive management toward proactive risk mitigation, including prophylactic immunosuppressive regimens, vector engineering to alter tropism or reduce immunogenicity, and rigorous post-infusion monitoring. Integration of improved vector constructs, rational immunosuppressive regimens, and rigorous post-infusion surveillance has the potential to expand the therapeutic window of AAV-based gene therapy, achieving an optimal balance between efficacy and safety for a broader patient population. Full article
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26 pages, 1714 KB  
Review
Oncolytic Herpes Simplex Virus for Glioblastoma: Molecular Engineering, Tumor Microenvironment Barriers, and Clinical Translation
by Jiayu Liu, Yuxin Wang, Zhao Gao, Tongtan Liu, Ao Xu, Wenxuan Li, Mei Li, Xiaomeng Song, Baorui Guo, Huadong Wang, Wenying Lv and Jianning Zhang
Curr. Issues Mol. Biol. 2026, 48(5), 499; https://doi.org/10.3390/cimb48050499 - 13 May 2026
Viewed by 610
Abstract
Glioblastoma (GBM) remains the most aggressive primary malignant brain tumor in adults, with limited survival benefit from the current standard of care consisting of maximal safe resection, radiotherapy, and temozolomide-based chemotherapy. The highly infiltrative growth pattern, profound intratumoral heterogeneity, and strongly immunosuppressive tumor [...] Read more.
Glioblastoma (GBM) remains the most aggressive primary malignant brain tumor in adults, with limited survival benefit from the current standard of care consisting of maximal safe resection, radiotherapy, and temozolomide-based chemotherapy. The highly infiltrative growth pattern, profound intratumoral heterogeneity, and strongly immunosuppressive tumor microenvironment together contribute to therapeutic resistance and frequent recurrence. In this context, oncolytic herpes simplex virus (oHSV) has emerged as a promising therapeutic platform for glioblastoma because of its dual capacity to directly lyse tumor cells and stimulate antitumor immune responses. In addition, the large viral genome and well-characterized biology of herpes simplex virus enable extensive genetic engineering to improve tumor selectivity, safety, and immunomodulatory function. In this review, we summarize the molecular design strategies that have driven the development of oHSV for glioblastoma, including attenuation of neurovirulence, enhancement of tumor-selective replication, and arming with immune-stimulatory transgenes. We further discuss the major biological barriers within the GBM tumor microenvironment that continue to limit therapeutic efficacy, with particular attention given to representative engineered oHSV platforms and the lessons learned from preclinical and early-phase clinical studies. A dedicated section examines these barriers in detail, including restricted intratumoral viral spread, antiviral innate immunity, and immunosuppressive myeloid cell dominance. We also review current efforts to improve outcomes through rational combination strategies with radiotherapy, immune checkpoint blockade, cytokine modulation, and other multimodal approaches. Although encouraging advances have been achieved, the clinical translation of oHSV therapy for glioblastoma still faces substantial challenges in patient selection, delivery optimization, response assessment, and treatment integration. A deeper understanding of virus–host–tumor interactions and more precise engineering of viral platforms may help unlock the full potential of oHSV-based therapy. Overall, oHSV represents one of the most compelling translational approaches in glioblastoma and provides a valuable framework for the development of mechanism-driven viro-immunotherapy in neuro-oncology. Full article
(This article belongs to the Special Issue Advanced Research in Glioblastoma and Neuroblastoma)
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26 pages, 1577 KB  
Review
Expanding the Microbial Genomic Landscape and Biotechnological Applications of CRISPR-Cas Systems
by Swati Singh, Harshita Tiwari, Mamta Singh, Vibhav Gautam, Anju Gautam and Hemant Kumar Gautam
Biology 2026, 15(10), 748; https://doi.org/10.3390/biology15100748 - 8 May 2026
Viewed by 1710
Abstract
The CRISPR-Cas systems, identified initially as adaptive immune mechanisms in bacteria and archaea against viral threats, have rapidly evolved into transformative tools in genetic engineering and biotechnology. These RNA-guided systems are broadly classified into Class 1, comprising multi-subunit complexes, and Class 2, characterized [...] Read more.
The CRISPR-Cas systems, identified initially as adaptive immune mechanisms in bacteria and archaea against viral threats, have rapidly evolved into transformative tools in genetic engineering and biotechnology. These RNA-guided systems are broadly classified into Class 1, comprising multi-subunit complexes, and Class 2, characterized by compact single-effector protein, such as Cas9, Cas12, and Cas13. Their remarkable structural and functional diversity enables microorganisms to adapt to diverse ecological niches, offering a vast repertoire of genome-editing strategies. Beyond their natural role in maintaining genome integrity and defense, CRISPR-Cas systems have been extensively repurposed for precise genome modification, transcriptional regulation, epigenetic editing, and nucleic acid detection. Recent advances in computational mining of microbial genomes and metagenomes have uncovered a broad range of novel CRISPR effectors with unique properties, distinct protospacer adjacent motif (PAM) requirements, RNA-targeting capabilities, miniature architectures, and promiscuous cleavage activities that significantly expand the molecular biology toolkit. The development of CRISPR-based technologies such as base editing, prime editing, gene knock-in/out, and live-cell DNA/RNA imaging exemplifies the versatility of these systems. Despite the challenges associated with delivering complex Class 1 systems, both classes are now being actively harnessed across diverse microbial platforms. Concurrently, the CRISPR-Cas research, particularly for guide RNA (gRNA) design and activity prediction, has revolutionized target specificity and editing efficiency. This review presents a comprehensive overview of CRISPR-Cas system diversity, their genomic landscape in microorganisms, and their cutting-edge biotechnological applications. It also emphasizes the transformative potential of CRISPR in synthetic biology, therapeutics, diagnostics, environmental remediation, and agriculture, while also addressing the ethical and biosafety considerations surrounding its deployment. As CRISPR-Cas systems continue to evolve, they stand at the forefront of innovations that bridge natural microbial immunity with engineered precision tools for next-generation biotechnology. Full article
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30 pages, 10620 KB  
Review
Gene Editing Strategies for Neurological and Mental Disorders: Advances in Delivery, Methodology, and Clinical Translation
by Amer Elias and Shani Stern
Cells 2026, 15(8), 720; https://doi.org/10.3390/cells15080720 - 19 Apr 2026
Cited by 1 | Viewed by 1847
Abstract
Neurological and mental disorders are among the main causes of disability worldwide, affecting over three billion people and increasing the socioeconomic burden. Advances in molecular genetics and genome engineering have led to gene-targeted therapies that address root causes rather than just symptoms. This [...] Read more.
Neurological and mental disorders are among the main causes of disability worldwide, affecting over three billion people and increasing the socioeconomic burden. Advances in molecular genetics and genome engineering have led to gene-targeted therapies that address root causes rather than just symptoms. This review covers current genome-editing tools, including CRISPR/Cas, base editing, and prime editing. The focus is on the benefits of gene editing in the central nervous system, where post-mitotic neurons allow lasting effects after a single treatment. It also discusses emerging delivery platforms such as viral vectors, nanoparticles, and exosome systems, as well as methods to bypass the blood–brain barrier. Recent clinical progress in spinal muscular atrophy, Parkinson’s disease, Huntington’s disease, and Alzheimer’s disease is highlighted, with promising preclinical results for autism, bipolar disorder, epilepsy, and other neurogenetic conditions. The review concludes with regulatory issues, market trends, and ongoing clinical trials, underscoring the potential of gene therapies to transform disease management and provide long-term solutions. Full article
(This article belongs to the Special Issue New Trends and Advances in Induced Neural Cells and iPSC Technologies)
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19 pages, 1960 KB  
Review
CRISPR Applications in Alzheimer’s Disease: From High-Throughput Genetic Screening to Precision Editing and CNS Delivery
by You Li, Shixin Ma and Teng Fei
Int. J. Mol. Sci. 2026, 27(8), 3371; https://doi.org/10.3390/ijms27083371 - 9 Apr 2026
Viewed by 1274
Abstract
Alzheimer’s disease is a devastating progressive neurodegenerative disorder characterized by extracellular amyloid-beta plaques and intracellular tau tangles. Despite recent advancements in amyloid-beta-targeting immunotherapies, achieving safe and definitive disease control remains a profound clinical challenge. The CRISPR/Cas9 system has emerged as a powerful technology [...] Read more.
Alzheimer’s disease is a devastating progressive neurodegenerative disorder characterized by extracellular amyloid-beta plaques and intracellular tau tangles. Despite recent advancements in amyloid-beta-targeting immunotherapies, achieving safe and definitive disease control remains a profound clinical challenge. The CRISPR/Cas9 system has emerged as a powerful technology for precision neurogenetics, offering significant potential to address the fundamental questions behind Alzheimer’s disease. This comprehensive review delineates the trajectory of CRISPR applications in Alzheimer’s disease research and therapeutics. First, we explore the integration of CRISPR in engineering high-fidelity in vitro models, such as isogenic induced pluripotent stem cells and three-dimensional cerebral organoids, alongside advanced in vivo mammalian models. Second, we examine how these platforms facilitate unbiased high-throughput genetic screening to uncover molecular underpinnings regulating tau, lipid metabolism, and neuroinflammation. Third, we critically evaluate precision editing strategies targeting core risk genes (APP, MAPT, APOE, and TREM2), explicitly highlighting the severe physiopathological trade-offs between therapeutic efficacy and loss-of-function toxicity. Finally, we address the ultimate translational bottlenecks impeding clinical application. By dissecting the packaging limits of adeno-associated viral vectors and the physical barricade of the blood–brain barrier, we underscore the necessity of transitioning toward next-generation base editors and non-viral lipid nanoparticles to realize safe and efficacious in vivo clinical gene therapies against Alzheimer’s disease. Full article
(This article belongs to the Section Molecular Neurobiology)
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18 pages, 1642 KB  
Article
Foundation Protein Language Models for Influenza A Virus T-Cell Epitope Prediction: A Transformer-Based Viroinformatics Framework
by Syed Nisar Hussain Bukhari and Kingsley A. Ogudo
Viruses 2026, 18(3), 380; https://doi.org/10.3390/v18030380 - 18 Mar 2026
Viewed by 1163
Abstract
Influenza A virus remains a major cause of respiratory disease worldwide and poses a persistent challenge to vaccine development due to its rapid genetic evolution and antigenic variability. T-cell-based immunity has therefore gained increasing importance, as it can provide broader and more durable [...] Read more.
Influenza A virus remains a major cause of respiratory disease worldwide and poses a persistent challenge to vaccine development due to its rapid genetic evolution and antigenic variability. T-cell-based immunity has therefore gained increasing importance, as it can provide broader and more durable protection by targeting conserved viral regions. Accurate identification of T-cell epitopes (TCEs) is a fundamental requirement for epitope-based vaccine design and immunological research. Although numerous computational methods have been proposed, many existing approaches rely on handcrafted physicochemical features, which offer limited ability to capture contextual sequence dependencies. In this study, a transformer-based viroinformatics framework is proposed for the binary prediction of TCEs from Influenza A virus peptide sequences. The framework employs a pretrained Evolutionary Scale Modeling-2 (ESM-2) protein language model (PLM) to generate rich, contextualized embeddings directly from raw amino acid sequences, eliminating the need for manual feature engineering. These embeddings are processed using a lightweight attention-based transformer classifier to learn epitope-specific sequence patterns. The model achieves strong and stable predictive performance, attaining an accuracy of approximately 97% and an AUC close to 0.99 under stratified cross-validation. Ablation analysis further confirms that protein language model representations and self-attention contribute substantially to performance gains over classical machine learning baselines. To enhance practical reliability, Monte Carlo dropout is incorporated during inference to provide uncertainty-aware predictions, enabling differentiation between high-confidence and ambiguous peptide candidates. In addition, attention-based interpretability is used to identify residue-level contributions to model decisions, offering biologically meaningful insights into epitope recognition. Overall, this study demonstrates that PLMs combined with Transformer architectures provide an effective, interpretable, and a promising computational framework for Influenza A TCE discovery and vaccine research. Full article
(This article belongs to the Special Issue Viroinformatics and Viral Diseases)
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18 pages, 951 KB  
Review
Strategies for Optimizing the Yield and Function of Recombinant Collagen in Different Expression Systems: A Review
by Menglei Cheng, Lisheng Jiang, Zejia Zhang, Liuzhu Ji, Zhiqiang Xiong, Guangqiang Wang, Lianzhong Ai and Xinxin Liu
Int. J. Mol. Sci. 2026, 27(6), 2563; https://doi.org/10.3390/ijms27062563 - 11 Mar 2026
Cited by 2 | Viewed by 1711
Abstract
Collagen is the most abundant structural and functional protein in humans and other vertebrates. It possesses remarkable biological functions and is widely used in food, cosmetics, and healthcare. Currently, mainstream animal-derived collagen materials carry risks such as viral transmission and allergic reactions. However, [...] Read more.
Collagen is the most abundant structural and functional protein in humans and other vertebrates. It possesses remarkable biological functions and is widely used in food, cosmetics, and healthcare. Currently, mainstream animal-derived collagen materials carry risks such as viral transmission and allergic reactions. However, recombinant collagen, heterologously expressed using genetic recombination technology combined with high-density fermentation processes, offers greater biocompatibility, low immunogenicity, and consistent quality, offering promising development prospects. However, current research on recombinant collagen still faces challenges such as low yield and poor functionality. This article briefly describes the structure, types, and functions of collagen, discusses the advantages and limitations of different recombinant collagen expression systems, and highlights the strategies for improving the yield and optimizing the function of recombinant collagen, ranging from gene editing to fermentation optimization. In highlighting practical approaches to achieving high yield, we present a series of case examples to illustrate the successful application of these principles. This review aims to help researchers, engineers, and industry practitioners better understand research trends in the expression and production of recombinant collagen, and to promote its further development and commercialization across diverse application areas. Full article
(This article belongs to the Special Issue Advances in Yeast Engineering and Stress Responses)
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52 pages, 12780 KB  
Review
Contemporary Strategies of Gene and Cell Therapy in the Treatment of Peripheral Nervous System Injuries and Disorders
by Alexandra Sharshakova, Valeriya Solovyeva, Galina Masgutova, Alisa Fattakhova, Albert Rizvanov, Albert Sufianov, Galina Sufianova and Ruslan Masgutov
Int. J. Mol. Sci. 2026, 27(5), 2335; https://doi.org/10.3390/ijms27052335 - 2 Mar 2026
Cited by 1 | Viewed by 1634
Abstract
Injuries and diseases of the peripheral nervous system (PNS) often result in irreversible functional deficits. Current therapeutic approaches demonstrate limited efficacy, which has driven the development of regenerative medicine strategies. This review systematizes contemporary gene and cell therapy approaches aimed at PNS repair [...] Read more.
Injuries and diseases of the peripheral nervous system (PNS) often result in irreversible functional deficits. Current therapeutic approaches demonstrate limited efficacy, which has driven the development of regenerative medicine strategies. This review systematizes contemporary gene and cell therapy approaches aimed at PNS repair and regeneration. Key neurotrophic factors (NGF, BDNF, GDNF, VEGF, etc.) and the molecular mechanisms underlying their regenerative effects are discussed. Gene delivery strategies employing viral and plasmid vectors are analyzed, along with the therapeutic application of various cell populations, including Schwann cells, mesenchymal stromal cells, and derivatives of induced pluripotent stem cells. Particular attention is given to combined gene–cell-based approaches, which enable localized and sustained expression of therapeutic molecules. The integration of advances in genetic engineering, cell biology, and tissue engineering is shaping a new treatment paradigm focused on pathogenetic restoration of nerve tissue. These promising strategies pave the way toward achieving complete functional regeneration following PNS injuries. Full article
(This article belongs to the Special Issue Advances in Peripheral Nerve Regeneration—2nd Edition)
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20 pages, 18619 KB  
Review
Research Progress Towards Poliovirus Virus-like Particle Vaccines: A Review
by Taoli Han, Jinbo Xiao, Shiyao Zhang, Tongyue Su, Yinuo Liu and Yong Zhang
Vaccines 2026, 14(3), 216; https://doi.org/10.3390/vaccines14030216 - 27 Feb 2026
Cited by 4 | Viewed by 1752
Abstract
Poliovirus (PV), a historically significant enterovirus responsible for severe paralytic diseases, has seen its incidence dramatically reduced through widespread vaccination efforts, propelling global eradication initiatives. Despite the success of traditional oral poliovirus vaccines (OPVs) and inactivated poliovirus vaccines (IPVs), challenges such as vaccine-derived [...] Read more.
Poliovirus (PV), a historically significant enterovirus responsible for severe paralytic diseases, has seen its incidence dramatically reduced through widespread vaccination efforts, propelling global eradication initiatives. Despite the success of traditional oral poliovirus vaccines (OPVs) and inactivated poliovirus vaccines (IPVs), challenges such as vaccine-derived virus reversion and biosafety concerns during vaccine production persist. Virus-like particle (VLP) vaccines, which mimic native viral structures without containing viral genomes, offer enhanced safety profiles and robust immunogenicity, positioning them as promising candidates for next-generation poliovirus vaccines, especially in the post-certification era. This review systematically summarizes current progress in poliovirus VLP vaccine research, including the diverse expression systems employed for VLP production, strategies for peptide assembly and stabilization, and evaluations of antigenicity and immunogenicity. Additionally, it highlights structural analyses utilizing cutting-edge cryo-electron microscopy. By integrating recent developments in genetic engineering, structural biology, and immunology, this article discusses the advantages and challenges associated with poliovirus VLP vaccines and explores future directions aimed at supporting the global goal of a poliovirus-free world. This comprehensive overview aims to provide a theoretical foundation and technical guidance to facilitate the development and deployment of safer and more effective poliovirus vaccines. Full article
(This article belongs to the Section Epidemiology and Vaccination)
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