Autonomous driving paper index

Spatiotemporal orchestration of the salivary gland immune microenvironment in Sjögren’s disease: a multidimensional framework of epithelial licensing, lymphoid neogenesis, and stromal remodeling

2026-07-15 · Frontiers in Immunology

autonomous driving

One-line summary

Drawing on recent evidence, including single-cell RNA sequencing, spatial transcriptomics, and longitudinal histological studies, we propose a tissue-centered interpretive framework for SjD.

Engineering notes

Key topics: autonomous driving. See the paper for implementation details and experimental results.

Chinese explanation / 中文解读

中文解读待补充:本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

Sjögren’s disease (SjD) is a chronic autoimmune disease characterized by lymphocytic infiltration of the exocrine glands and progressive secretory dysfunction. Although the major molecular abnormalities in SjD, including prominent type I interferon activation and abnormal B-cell responses, are now better defined, these findings have not consistently translated into effective disease-modifying therapy. A persistent gap therefore remains between biological target engagement and clinical benefit. This review argues that this gap may partly reflect a mismatch between current pathological models of SjD and the way clinical trials are designed. Conventional frameworks often treat SjD as a relatively homogeneous inflammatory disease and rely heavily on systemic disease-activity measures. Such approaches may underrepresent the spatiotemporal evolution of the salivary gland microenvironment and the heterogeneity of treatment responses across tissue states. Drawing on recent evidence, including single-cell RNA sequencing, spatial transcriptomics, and longitudinal histological studies, we propose a tissue-centered interpretive framework for SjD. This framework highlights three partially overlapping dimensions: epithelial activation states linked to nucleic-acid-sensing and interferon-related programs; lymphoid organization and B-cell-supportive niches associated with IFN-BAFF and Tfh/Tph-related activity; and later structural remodeling associated with fibrosis, impaired regeneration, and reduced functional reversibility. These dimensions are used here as interpretive constructs rather than as validated clinical staging categories. On this basis, precision medicine in SjD may need to move beyond a uniform anti-inflammatory strategy toward mechanism-based stratification anchored in tissue state and disease stage. Biomarkers such as salivary gland ultrasonography, TLS-related features, and microenvironment-linked molecular readouts may help refine patient stratification, endpoint selection, and clinical trial design, although these applications still require prospective validation.

5.0Engineering value
7.0Research novelty
5.0Business relevance

Links and sources

Need this topic turned into a technical roadmap?

Full Self Driving can prepare a custom autonomous driving literature review, code map, dataset map, and B2B technology assessment.

Request B2B research

Comments

No comments yet. Be the first to share your thoughts on this paper.
Login or register to leave a comment