Liying Yang
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Federated knowledge-guided 3D Transformer learning for bone tumor segmentation from partially annotated computed tomography data
Abstract Accurate 3D delineation of bone tumors and metastatic lesions from volumetric CT is essential for diagnosis, staging, radiotherapy planning, and treatment monitoring, yet manual contouring is time consuming and variable across observers. Although modern 3D CNN/Transformer segmenters achieve strong centralized performance, they typically assume pooled multi-institution data and consistent label definitions.
Plasticity of extrachromosomal DNA segregation during drug adaptation
Abstract Uneven segregation during mitosis is a striking feature of extrachromosomal DNA (ecDNA). Because ecDNA lacks a centromere, it is thought to segregate stochastically, generating intratumoral heterogeneity in genomic copy number. Drug treatment can readily change ecDNA copy number, enabling cells to acquire drug resistance, yet whether these changes reflect static selection of pre-existing clones or active reconfiguration under stress remains unresolved.
CFTR-driven immune microenvironment reprogramming synergizes with anti-PD-L1 antibody in hepatocellular carcinoma
Abstract Immune checkpoint inhibitors, notably PD-1/PD-L1 monoclonal antibodies, are now used as first-line treatments for hepatocellular carcinoma (HCC) and have improved outcomes for some patients. Nevertheless, their response rate remains below 30%, largely due to HCC’s immunosuppressive microenvironment and insufficient T-cell infiltration. Strategies to address these limitations are urgently needed.
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