Research graph
References from TIMEL: Deep learning–statistical integration reveals spatial stromal and immune signatures of aggressive colon cancer. Local targets link to admitted publications; unresolved targets remain external evidence.
Colorectal cancer statistics, 2023
2023 · External reference
Colorectal carcinoma: pathologic aspects
2012 · External reference
Hallmarks of cancer: the next generation
10.1016/j.cell.2011.02.013 · 2011 · External reference
Mimicking and analyzing the tumor microenvironment
2024 · External reference
Deep learning in bioinformatics
10.55730/1300-0152.2671 · 2023 · External reference
Big data and deep learning for RNA biology
2024 · External reference
Unresolved reference
2023 · External reference
Axiomatic attribution for deep networks
2017 · External reference
Learning important features through propagating activation differences
2017 · External reference
Grad-CAM: visual explanations from deep networks via gradient-based localization
10.1007/s11263-019-01228-7 · 2020 · External reference
A unified approach to interpreting model predictions. Advances in Neural Information Processing Systems
2017 · External reference
Hover-Net: simultaneous segmentation and classification of nuclei in multi-tissue histology images
10.1016/j.media.2019.101563 · 2019 · External reference
A novel artificial intelligence-based parameterization approach of the stromal landscape in Merkel cell carcinoma: a multi-institutional study
10.1016/j.labinv.2024.102123 · 2024 · External reference
Towards a general-purpose foundation model for computational pathology
2024 · External reference
A foundation model for clinical-grade computational pathology and rare cancers detection
10.1038/s41591-024-03141-0 · 2024 · External reference
A whole-slide foundation model for digital pathology from real-world data
2024 · External reference
Inferring spatial transcriptomics markers from whole slide images to characterize metastasis-related spatial heterogeneity of colorectal tumors: a pilot study
10.1016/j.jpi.2023.100308 · 2023 · External reference
10.1101/2025.04.22.25326170
10.1101/2025.04.22.25326170 · External reference
LazySlide: accessible and interoperable whole slide image analysis
2025 · External reference
Unresolved reference
2016 · External reference
Densely connected convolutional networks
2017 · External reference
Unresolved reference
External reference
Scoring the tumor-stroma ratio in colon cancer: procedure and recommendations
10.1007/s00428-018-2408-z · 2018 · External reference
The evaluation of tumor-infiltrating lymphocytes (TILs) in breast cancer: recommendations by an international TILs working group 2014
10.1093/annonc/mdu450 · 2015 · External reference
Combined assessment of the tumor–stroma ratio and tumor immune cell infiltrate for immune checkpoint inhibitor therapy response prediction in colon cancer
10.3390/cells10112935 · 2021 · External reference
Spatial organization and molecular correlation of tumor-infiltrating lymphocytes using deep learning on pathology images
10.1016/j.celrep.2018.03.086 · 2018 · External reference
Human-interpretable image features derived from densely mapped cancer pathology slides predict diverse molecular phenotypes
10.1038/s41467-021-21896-9 · 2021 · External reference
Improved risk-stratification scheme for mismatch-repair proficient stage II colorectal cancers using the digital pathology biomarker QuantCRC
10.1158/1078-0432.ccr-23-3211 · 2024 · External reference
Quantitative pathologic analysis of digitized images of colorectal carcinoma improves prediction of recurrence-free survival
10.1053/j.gastro.2022.08.025 · 2022 · External reference
Spatial distribution pattern of immune cells is associated with patient prognosis in colorectal cancer
10.1186/s12967-024-05418-x · 2024 · External reference
Tumor-stroma contact ratio - a novel predictive factor for tumor response to chemoradiotherapy in locally advanced oropharyngeal cancer
10.1016/j.tranon.2024.102019 · 2024 · External reference
Computational pathology identifies immune-mediated collagen disruption to predict clinical outcomes in gynecologic malignancies
10.1038/s43856-023-00428-0 · 2024 · External reference
Tumor immune cell clustering and its association with survival in African American women with ovarian cancer
10.1371/journal.pcbi.1009900 · 2022 · External reference
Tumour budding and its clinical implications in gastrointestinal cancers
10.1038/s41416-020-0954-z · 2020 · External reference
CellViT: vision transformers for precise cell segmentation and classification
10.1016/j.media.2024.103143 · 2024 · External reference
Systematic inference of super-resolution cell spatial profiles from histology images
2025 · External reference
Leakage and the reproducibility crisis in machine-learning-based science
10.1016/j.patter.2023.100804 · 2023 · External reference
US FDA grants breakthrough device designation for first AI-driven companion diagnostic for non-small cell lung cancer
2025 · External reference
