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Vascular topological primitives resolve post-ischemic microvascular risk fields and enable early prediction in
Jingmin Luan1, Yifei Xie1, Ning Ding1
1School of Computer and Communication Engineering, Northeastern University at Qinhuangdao, No. 143 Taishan Road, Qinhuangdao, 066004, China.
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Post-ischemic microvascular perfusion abnormalities appear in OCTA as regional hypoperfusion and heterogeneous attenuation within pre-existing vascular structures. However, most longitudinal OCTA analyses rely on image- or region-level readouts, making it difficult to assign local signal changes to the same baseline vascular elements or to interpret their spatial and topological context within the original vascular network. Here, we propose a baseline-referenced longitudinal OCTA framework in which vascular topological primitives (VTPs) serve as fixed structural coordinates for post-ischemic perfusion analysis. The pre-ischemic OCTA vascular network was decomposed into a baseline VTP template with explicit topological boundaries, fixed sampling domains, and graph connectivity, allowing follow-up signals to be read from the same vascular elements throughout the longitudinal sequence. In a photothrombotic mouse model of focal cerebral ischemia, this mapping generated VTP-level log-ratio attenuation trajectories and a continuous vascular risk field. VTP-level trajectories revealed heterogeneous attenuation magnitude and temporal evolution across baseline vascular structures. The resulting risk field delineated a core-centered spatial-topological organization, with core-proximal attenuation-risk VTPs located closer to OCTA-defined high-risk core VTPs than stable-background VTPs and risk scores decreasing outward along the baseline VTP graph. This spatial-topological organization was directionally consistent across six animals and was significant by one-sided exact sign test (p = 0.016). Using early-window VTP attenuation and graph-neighborhood features, later OCTA-derived core-proximal attenuation-risk states were identified with a leave-one-animal-out AUC of 0.929, supported by label-permutation testing. These results establish the pre-ischemic vascular network as a structural coordinate system for longitudinal OCTA analysis and support VTP-level mapping, spatial-topological characterization, and early identification of post-ischemic microvascular risk evolution.