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This paper proposes a graph-based one-stage framework for brain tumor segmentation that handles missing MRI modalities by introducing modality-specific virtual nodes and a dynamic connection strategy, outperforming state-of-the-art methods on the BRATS-2018 and BRATS-2020 datasets.