ReviewFrontiers in immunology2026
A dynamic vascular-inflammatory-fibrotic loop in systemic sclerosis: an integrative immuno-vascular framework.
Review in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
1 citing paper in PubMed.
- Adaptive bandwidth of immunity: a systems-level framework for understanding immune regulation across time.Frontiers in immunology · 2026Review
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1 author.
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Abstract
Background: Systemic sclerosis (SSc) is characterized by a complex and heterogeneous interplay between vascular dysfunction, immune activation, and progressive fibrosis. Despite advances in molecular characterization, therapeutic responses remain inconsistent and often transient, suggesting that disease persistence arises from dynamic interactions rather than isolated pathogenic pathways. Objective: To propose a clinically grounded conceptual framework that integrates vascular, immune, and fibrotic processes into a dynamic loop model of SSc, derived from longitudinal clinical observations and contextualized within existing immunological and vascular literature. Methods: This integrative framework is informed by long-term clinical follow-up, nailfold videocapillaroscopy patterns, immune biomarker profiling, and outcome analyses reported in SSc cohorts. Observations are organized into operational domains and translated into testable predictions reflecting shifts in pathway dominance over time. Results: The proposed model conceptualizes SSc as a self-sustaining dynamic loop in which vascular injury, immune signaling, and fibrotic remodeling interact non-linearly. Capillaroscopic patterns emerge as relatively stable structural readouts of disease phase, while immune and oxidative biomarkers reflect more dynamic functional states. This framework accounts for clinical heterogeneity, variable therapeutic responses, and the limited durability of single-target interventions. Conclusions: Rather than representing a static disease entity, SSc can be understood as a dynamic system governed by shifting pathway dominance within a persistent loop architecture. This model provides a unifying structure for interpreting disease heterogeneity and supports the development of stage-adapted, combination therapeutic strategies.
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