梁莉｜南方医科大学｜学者主页

2026

A Pathology Foundation Model for Gastric Cancer with Real-World Validation

Li Liang, Jia-Bo Ma, Zheng-Yu Zhang, Feng-Tao Zhou, Ying Xu, Yi-Hui Wang, Cheng Jin, Zheng-Rui Guo, O. Tang, Zhi-Jian Cen, Zhen Wang, Qiyuan Xie, Cheng Lu, Cheng-Long Zhao, Fei-Fei Wang, Yuan-Yuan Cai, Hong-Yi Wang, Jing Zhang, Ya-Ping Ye, Shijun Sun, Sheng-Lei Li, Yu Wang, Zhenhui Li, R. Chan, Xiu-Ming Zhang, Zhe Wang, Hao Chen, Li Liang

arXiv.org

精选作品

期刊论文

A Pathology Foundation Model for Gastric Cancer with Real-World Validation

A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology

A Clinically Validated Foundation Model for Comprehensive Lung Pathology Interpretation

Spatial Transcriptomics-Guided Alignment Enhances Molecular Profiling in Pathology Foundation Model

Segment anything in pathology images with natural language

A Breast Vision Pathology Foundation Model for Real-world Clinical Utility

A Deployment-Friendly Foundational Framework for Efficient Computational Pathology

An explainable biomedical foundation model via large-scale concept-enhanced vision-language pretraining.

Democratizing and accelerating AI-driven pathology research through agentic intelligence

Deep learning-based prediction of lymph node metastasis and occult tumor cells in gastric cancer using histopathological images: a retrospective study

A Multimodal Foundation Model to Enhance Generalizability and Data Efficiency for Pan-cancer Prognosis Prediction

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

MambaMIL+: Modeling Long-Term Contextual Patterns for Gigapixel Whole Slide Image

Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

Generative AI for misalignment-resistant virtual staining to accelerate histopathology workflows

Enhancing WSI-Based Survival Analysis with Report-Auxiliary Self-distillation

A generalizable pathology foundation model using a unified knowledge distillation pretraining framework.

Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness

PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology

SIB-MIL: Sparsity-Induced Bayesian Neural Network for Robust Multiple Instance Learning on Whole Slide Image Analysis

Correction: PREX2 contributes to radiation resistance by inhibiting radiotherapy-induced tumor immunogenicity via cGAS/STING/IFNs pathway in colorectal cancer

A multimodal knowledge-enhanced whole-slide pathology foundation model

Towards Efficient Information Fusion: Concentric Dual Fusion Attention Based Multiple Instance Learning for Whole Slide Images

Local TSH/TSHR signaling promotes CD8 + T cell exhaustion and immune evasion in colorectal carcinoma

An Overview of Nanoparticle-Based Delivery Platforms for mRNA Vaccines for Treating Cancer

PREX2 contributes to radiation resistance by inhibiting radiotherapy-induced tumor immunogenicity via cGAS/STING/IFNs pathway in colorectal cancer

Protocol for generating brain metastatic tumor cells through repeated intracardiac injections in mice

Towards functional precision oncology with human organoids

KPT330 promotes the sensitivity of glioblastoma to olaparib by retaining SQSTM1 in the nucleus and disrupting lysosomal function

Comprehensive characterization of tumor microenvironment in colorectal cancer via molecular analysis

Author response: Comprehensive characterization of tumor microenvironment in colorectal cancer via molecular analysis

Formin‐like 2 promotes angiogenesis and metastasis of colorectal cancer by regulating the EGFL6 / CKAP4 / ERK axis

Recurrence risk assessment for stage III colorectal cancer based on five methylation biomarkers in plasma cell‐free DNA

Retraction Note: MicroRNA-221-3p, a TWIST2 target, promotes cervical cancer metastasis by directly targeting THBS2

Endothelial cell-derived S1P promotes migration and stemness by binding with GPR63 in colorectal cancer

DNA methylation profile in CpG-depleted regions uncovers a high-risk subtype of early-stage colorectal cancer

HCC EV ECG score: An extracellular vesicle‐based protein assay for detection of early‐stage hepatocellular carcinoma

HAO1-mediated oxalate metabolism promotes lung pre-metastatic niche formation by inducing neutrophil extracellular traps

Deep learning with whole slide images can improve the prognostic risk stratification with stage III colorectal cancer

COMMD10 inhibits HIF1α/CP loop to enhance ferroptosis and radiosensitivity by disrupting Cu-Fe balance in hepatocellular carcinoma

RestainNet: A self-supervised digital re-stainer for stain normalization

PDBL: Improving Histopathological Tissue Classification With Plug-and-Play Pyramidal Deep-Broad Learning

黄芪甲苷通过PPARγ抑制Th1、Th17分化改善自身免疫性脑脊髓炎

CD8+ T Cell-Based Molecular Classification With Heterogeneous Immunogenomic Landscapes and Clinical Significance of Clear Cell Renal Cell Carcinoma

STK3 promotes gastric carcinogenesis by activating Ras-MAPK mediated cell cycle progression and serves as an independent prognostic biomarker

Integration of glucose and cardiolipin anabolism confers radiation resistance of HCC

Retraction Note: TLE3 represses colorectal cancer proliferation by inhibiting MAPK and AKT signaling pathways

Depression accelerates gastric cancer invasion and metastasis by inducing a neuroendocrine phenotype via the catecholamine/β 2 ‐AR/MACC1 axis

Hybrid AI-assistive diagnostic model permits rapid TBS classification of cervical liquid-based thin-layer cell smears

COMMD10 inhibits tumor progression and induces apoptosis by blocking NF‐κB signal and values up BCLC staging in predicting overall survival in hepatocellular carcinoma

Correction to: MicroRNA-224 sustains Wnt/β-catenin signaling and promotes aggressive phenotype of colorectal cancer

Periostin + cancer‐associated fibroblasts promote lymph node metastasis by impairing the lymphatic endothelial barriers in cervical squamous cell carcinoma

CREB5 promotes invasiveness and metastasis in colorectal cancer by directly activating MET

FBX8 promotes metastatic dormancy of colorectal cancer in liver

GFPT2 promotes metastasis and forms a positive feedback loop with p65 in colorectal cancer.

UBN2 promotes tumor progression via the Ras/MAPK pathway and predicts poor prognosis in colorectal cancer

Multi-tissue Partitioning for Whole Slide Images of Colorectal Cancer Histopathology Images with Deeptissue Net

Cervical squamous cell carcinoma-secreted exosomal miR-221-3p promotes lymphangiogenesis and lymphatic metastasis by targeting VASH1

FOXF1 promotes angiogenesis and accelerates bevacizumab resistance in colorectal cancer by transcriptionally activating VEGFA

FOXF1 Induces Epithelial-Mesenchymal Transition in Colorectal Cancer Metastasis by Transcriptionally Activating SNAI1

HGF/R-spondin1 rescues liver dysfunction through the induction of Lgr5+ liver stem cells

Downregulation of SAFB Sustains the NF- κ B Pathway by Targeting TAK1 during the Progression of Colorectal Cancer

FMNL2 destabilises COMMD10 to activate NF-κB pathway in invasion and metastasis of colorectal cancer

MiR-384 inhibits human colorectal cancer metastasis by targeting KRAS and CDC42

RETRACTED ARTICLE: TLE3 represses colorectal cancer proliferation by inhibiting MAPK and AKT signaling pathways

Emerging roles of circRNA_001569 targeting miR-145 in the proliferation and invasion of colorectal cancer

Copper metabolism MURR1 domain-containing10 (COMMD10) as a predictive factor in HBV-related hepatocellular carcinoma (HCC).

The Suppressive Role and Aberrent Promoter Methylation of BTG3 in the Progression of Hepatocellular Carcinoma

MicroRNA-137, an HMGA1 Target, Suppresses Colorectal Cancer Cell Invasion and Metastasis in Mice by Directly Targeting FMNL2

我国八年制与美国4＋4医学博士招生与培养的比较

Overexpression of RhoGDI2 Correlates with Tumor Progression and Poor Prognosis in Colorectal Carcinoma

FMNL2 is a positive regulator of cell motility and metastasis in colorectal carcinoma

中美八年制医学博士教育发展的比较研究

中美两国八年制医学博士临床能力培养的比较分析

Construction of Formin-like 2 specific small hairpin RNA expressing plasmid and its effect on proliferation in SW620

预印本

Spatial multi-omics analysis reveals vimentin high macrophages–endothelial cells niche shapes CAFs heterogeneity in colorectal cancer metastasis

Rethinking Mitosis Detection: Towards Diverse Data and Feature Representation for Better Domain Generalization