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Open access Aug 2026

MgFe-Layered Double Hydroxide-Reinforced Injectable GelMA Hydrogels Promote Calvarial Bone Regeneration with IL-10RA-JAK1-STAT3-Associated Osteoimmunomodulation

Background Critical-sized calvarial defects remain challenging because conventional grafting strategies often fail to conform to irregular defect geometries and insufficiently regulate the immune–osteogenic microenvironment. This study developed an injectable MgFe-layered double hydroxide (LDH)-reinforced gelatin methacryloyl (GelMA) hydrogel and compared it with MgAl-LDH to evaluate the influence of LDH cation composition on calvarial bone regeneration. Methods MgFe-LDH and MgAl-LDH nanoplatelets were synthesized and incorporated into photocrosslinkable GelMA hydrogels. Nanoparticle characterization, cellular uptake, cytocompatibility, macrophage responses, and bone marrow stromal cell osteogenic differentiation were evaluated in vitro. Regenerative efficacy was further assessed in a murine critical-sized calvarial defect model for 12 weeks using micro-computed tomography, histology, immunofluorescence staining, qRT-PCR, and transcriptomic analysis. Results Both LDH formulations showed comparable nanoplatelet morphology, positive surface charge, efficient cellular internalization, and favorable cytocompatibility. Compared with LPS-stimulated macrophages, MgFe-LDH reduced TNF-α and IL-1β expression by 55.7% and 57.8%, respectively, while increasing IL-10 and TGF-β expression by 4.2-fold and 3.9-fold. MgFe-LDH also enhanced BMSC osteogenic differentiation, increasing ALP activity, mineralized matrix deposition, RUNX2 expression, and OCN expression by 2.3-fold, 1.7-fold, 2.4-fold, and 1.8-fold, respectively. In vivo, GelMA–MgFe-LDH produced the strongest defect bridging and mineralized tissue formation, increasing BV/TV and BMD by 1.5-fold and 1.6-fold compared with GelMA alone. Transcriptomic and qRT-PCR analyses suggested that IL-10RA–JAK1–STAT3-associated signaling may participate in MgFe-LDH-mediated osteoimmune remodeling and bone repair. Conclusion MgFe-LDH-reinforced injectable GelMA hydrogels promote calvarial bone regeneration and are associated with pro-resolving immune responses and osteogenic remodeling. These findings support cation-engineered LDH hydrogels as promising injectable biomaterials, although pathway inhibition, protein-level validation, ion-release profiling, and long-term biosafety studies are needed to clarify the proposed mechanism.

Jiajie Zheng, Kang Wang, Hao Xu et al. · 0 citations
Conference Jul 2026

An LLM-Based Decision-Support System for Mitigating Document-Induced Human Error Risks in Flight Test Occupational Safety

Multi-version iteration and cross-aircraft configuration differences in flight test restriction documents pose significant challenges to crew situational awareness. This paper presents an intelligent parsing and multi-dimensional comparison system based on large language models. An anchor-driven hierarchical partitioning strategy converts unstructured Word documents into a structured knowledge base covering all aircraft and all versions. A fault-tolerant comparison engine following a rule pre-screening, LLM fine-grained judgment and rule fallback pipeline extracts semantic differences across adjacent versions, cross-aircraft configurations and full historical traceability. A dual-layer importance assessment mechanism that integrates domain rules with LLM reasoning produces task-oriented and explainable priority rankings. Experiments on 29 authentic documents from five test aircraft show that the parsing accuracy reaches 97.8%, the F1 scores of three comparison tasks all exceed 89%, the module coverage of generated PDF reports reaches 98.3% and structural compliance reaches 100%. The system reduces crew document review time from hours to minutes. From an occupational health and safety perspective, fragmented and ambiguous safety-critical documentation represents an information hazard that may increase the probability of human error during flight-test preparation and execution. By transforming multi-version restriction documents into an auditable, importance-ranked, and task-oriented report, the proposed system acts as a digital risk-control measure that reduces crews' exposure to information discontinuity, highlights safety-relevant changes, and supports more consistent knowledge transfer during personnel rotation. These findings suggest that LLM-assisted document intelligence can contribute not only to document-processing efficiency, but also to the prevention of document-induced human-error risks in high-risk aviation workplaces.

Zhi-Peng Cai, Chun-Yi Xu, Chang Li et al. · 0 citations