Research graph
References from Single-Cell Multiplex Immune Biomarker Prediction from Histopathology Across Cancer Types and Clinical Endpoints. Local targets link to admitted publications; unresolved targets remain external evidence.
Chemokines in the cancer microenvironment and their relevance in cancer immunotherapy
10.1038/nri.2017.49 · 2017 · External reference
Understanding the tumor immune microenvironment (TIME) for effective therapy
10.1038/s41591-018-0014-x · 2018 · External reference
Influence of tumour micro-environment heterogeneity on therapeutic response
10.1038/nature12626 · 2013 · External reference
The dawn of spatial omics
10.1126/science.abq4964 · 2023 · External reference
Multimodal AI generates virtual population for tumor microenvironment modeling
10.1016/j.cell.2025.11.016 · 2026 · External reference
Multiplexed imaging in oncology
10.1038/s41551-022-00891-5 · 2022 · External reference
Overview of multiplex immunohistochemistry/immunofluorescence techniques in the era of cancer immunotherapy
10.1002/cac2.12023 · 2020 · External reference
Unresolved reference
2019 · External reference
High-plex immunofluorescence imaging and traditional histology of the same tissue section for discovering image-based biomarkers
10.1038/s43018-023-00576-1 · 2023 · External reference
Strategies for Accurate Cell Type Identification in CODEX Multiplexed Imaging Data
10.3389/fimmu.2021.727626 · 2021 · External reference
Highly Multiplexed Phenotyping of Immunoregulatory Proteins in the Tumor Microenvironment by CODEX Tissue Imaging
10.3389/fimmu.2021.687673 · 2021 · External reference
CODEX multiplexed tissue imaging with DNA-conjugated antibodies
10.1038/s41596-021-00556-8 · 2021 · External reference
ROSIE: AI generation of multiplex immunofluorescence staining from histopathology images
10.1038/s41467-025-62346-0 · 2025 · External reference
AI-enabled virtual spatial proteomics from histopathology for interpretable biomarker discovery in lung cancer
10.1038/s41591-025-04060-4 · 2026 · External reference
N. Digital pathology and artificial intelligence
10.1016/s1470-2045(19)30154-8 · 2019 · External reference
Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning
10.1038/s41591-018-0177-5 · 2018 · External reference
MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation Models
2025 · External reference
Immunocto: A massive immune cell database auto-generated for histopathology
10.1016/j.media.2025.103905 · 2026 · External reference
Learning the Language of Histopathology Images reveals Prognostic Subgroups in Invasive Lung Adenocarcinoma Patients
10.21203/rs.3.rs-8089525/v1 · 2026 · External reference
CellViT: Vision Transformers for precise cell segmentation and classification
10.1016/j.media.2024.103143 · 2024 · External reference
Targeting KRAS in cancer
10.1038/s41591-024-02903-0 · 2024 · External reference
Metabolic networks in mutant KRAS-driven tumours: tissue specificities and the microenvironment
10.1038/s41568-021-00375-9 · 2021 · External reference
BRAF Mutations in Colorectal Cancer: Clinical Relevance and Role in Targeted Therapy
10.6004/jnccn.2012.0148 · 2012 · External reference
Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer
10.1038/s41591-019-0462-y · 2019 · External reference
Towards a general-purpose foundation model for computational pathology
10.1038/s41591-024-02857-3 · 2024 · External reference
Unresolved reference
2018 · External reference
Data-efficient and weakly supervised computational pathology on whole-slide images
10.1038/s41551-020-00682-w · 2021 · External reference
Transmil: Transformer based correlated multiple instance learning for whole slide image classification
2021 · External reference
The role of tumor microenvironment and immune cell crosstalk in triple-negative breast cancer (TNBC): Emerging therapeutic opportunities
10.1016/j.canlet.2025.217865 · 2025 · External reference
Unresolved reference
2025 · External reference
Defining T Cell States Associated with Response to Checkpoint Immunotherapy in Melanoma
10.1016/j.cell.2018.10.038 · 2018 · External reference
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis
10.1109/tmi.2020.3021387 · 2022 · External reference
Attention is all you need
2017 · External reference
A method for stochastic optimization
2014 · External reference
Structure-Preserving Color Normalization and Sparse Stain Separation for Histological Images
10.1109/tmi.2016.2529665 · 2016 · External reference
Hest-1k: A dataset for spatial transcriptomics and histology image analysis
10.52202/079017-1704 · 2024 · External reference
The Molecular Signatures Database Hallmark Gene Set Collection
10.1016/j.cels.2015.12.004 · 2015 · External reference
