Towards AI-Based Precision Oncology: A Machine Learning Framework for Personalized Counterfactual Treatment Suggestions based on Multi-Omics Data
Fuente:
arXiv
Saved in:
| Main Authors: | Schürch, Manuel, Boos, Laura, Heinzelmann-Schwarz, Viola, Gut, Gabriele, Krauthammer, Michael, Wicki, Andreas, Consortium, Tumor Profiler |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Learning Personalized Treatment Decisions in Precision Medicine: Disentangling Treatment Assignment Bias in Counterfactual Outcome Prediction and Biomarker Identification
by: Vollenweider, Michael, et al.
Published: (2024)
by: Vollenweider, Michael, et al.
Published: (2024)
Precision Oncology: Targeting Genomic Alterations and Cancer Signaling with Integrative Multi-Omics, Deep Learning and Network Biology in Medical Oncology
by: Kumar, Manish
Published: (2023)
by: Kumar, Manish
Published: (2023)
AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery
by: Wenckstern, Johann, et al.
Published: (2025)
by: Wenckstern, Johann, et al.
Published: (2025)
Towards Precision Oncology: Predicting Mortality and Relapse-Free Survival in Head and Neck Cancer Using Clinical Data
by: Dhariwal, Naman, et al.
Published: (2025)
by: Dhariwal, Naman, et al.
Published: (2025)
Flow Rate Independent Multiscale Liquid Biopsy for Precision Oncology
by: Yan, Jing, et al.
Published: (2022)
by: Yan, Jing, et al.
Published: (2022)
Karyotype AI for Precision Oncology
by: Shamsi, Zahra, et al.
Published: (2022)
by: Shamsi, Zahra, et al.
Published: (2022)
Emerging AI Approaches for Cancer Spatial Omics
by: Noorbakhsh, Javad, et al.
Published: (2025)
by: Noorbakhsh, Javad, et al.
Published: (2025)
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions
by: Zhou, Huajun, et al.
Published: (2024)
by: Zhou, Huajun, et al.
Published: (2024)
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data
by: Zhuang, Luoting, et al.
Published: (2025)
by: Zhuang, Luoting, et al.
Published: (2025)
OmicsQ: A User-Friendly Platform for Interactive Quantitative Omics Data Analysis
by: Trinh, Xuan-Tung, et al.
Published: (2025)
by: Trinh, Xuan-Tung, et al.
Published: (2025)
DDoS: A Graph Neural Network based Drug Synergy Prediction Algorithm
by: Schwarz, Kyriakos, et al.
Published: (2022)
by: Schwarz, Kyriakos, et al.
Published: (2022)
ECKO: Explainable Clinical Knowledge for Oncology
by: Silva, Marta Contreiras, et al.
Published: (2025)
by: Silva, Marta Contreiras, et al.
Published: (2025)
Towards Scalable and Cross-Lingual Specialist Language Models for Oncology
by: Rohanian, Morteza, et al.
Published: (2025)
by: Rohanian, Morteza, et al.
Published: (2025)
An Analytical Neighborhood Enrichment Score for Spatial Omics
by: Andersson, Axel, et al.
Published: (2025)
by: Andersson, Axel, et al.
Published: (2025)
An Inclusive Foundation Model for Generalizable Cytogenetics in Precision Oncology
by: Yang, Changchun, et al.
Published: (2025)
by: Yang, Changchun, et al.
Published: (2025)
Mathematical and Computational Nuclear Oncology: Toward Optimized Radiopharmaceutical Therapy via Digital Twins
by: Ryhiner, Marc, et al.
Published: (2025)
by: Ryhiner, Marc, et al.
Published: (2025)
AI in Oncology: Transforming Cancer Detection through Machine Learning and Deep Learning Applications
by: Aftab, Muhammad, et al.
Published: (2025)
by: Aftab, Muhammad, et al.
Published: (2025)
Integrate Any Omics: Towards genome-wide data integration for patient stratification
by: Ma, Shihao, et al.
Published: (2024)
by: Ma, Shihao, et al.
Published: (2024)
Towards Precision Feeding Using Behavioral Monitoring in Marine Cages
by: Georgopoulou, Dimitra, et al.
Published: (2024)
by: Georgopoulou, Dimitra, et al.
Published: (2024)
MF-LAL: Drug Compound Generation Using Multi-Fidelity Latent Space Active Learning
by: Eckmann, Peter, et al.
Published: (2024)
by: Eckmann, Peter, et al.
Published: (2024)
Personalized Forecasting of Glycemic Control in Type 1 and 2 Diabetes Using Foundational AI and Machine Learning Models
by: Cichosz, Simon Lebech, et al.
Published: (2026)
by: Cichosz, Simon Lebech, et al.
Published: (2026)
Advancements in Hematology Analyzers: Next-Generation Technologies for Precision Diagnostics and Personalized Medicine
by: Iqbal, Aahsan, et al.
Published: (2025)
by: Iqbal, Aahsan, et al.
Published: (2025)
Repurposing Protein Language Models for Latent Flow-Based Fitness Optimization
by: Arroyo, Amaru Caceres, et al.
Published: (2026)
by: Arroyo, Amaru Caceres, et al.
Published: (2026)
Harnessing the Potential of Spatial Statistics for Spatial Omics Data with pasta
by: Emons, Martin, et al.
Published: (2024)
by: Emons, Martin, et al.
Published: (2024)
Topological Data Analysis for Unsupervised Feature Selection in Large Scale Spatial Omics Data Sets
by: Boyle, James, et al.
Published: (2025)
by: Boyle, James, et al.
Published: (2025)
Longitudinal Omics Data Analysis: A Review on Models, Algorithms, and Tools
by: Taheriyoun, Ali R., et al.
Published: (2025)
by: Taheriyoun, Ali R., et al.
Published: (2025)
Trajectory Inference for Single Cell Omics
by: Hutton, Alexandre, et al.
Published: (2025)
by: Hutton, Alexandre, et al.
Published: (2025)
Enhancing Clinical Data Warehouses with Provenance and Large File Management: The gitOmmix Approach for Clinical Omics Data
by: Wack, Maxime, et al.
Published: (2024)
by: Wack, Maxime, et al.
Published: (2024)
Omics-driven hybrid dynamic modeling of bioprocesses with uncertainty estimation
by: Espinel-Ríos, Sebastián, et al.
Published: (2024)
by: Espinel-Ríos, Sebastián, et al.
Published: (2024)
Transforming Multi-Omics Integration with GANs: Applications in Alzheimer's and Cancer
by: Reza, Md Selim, et al.
Published: (2025)
by: Reza, Md Selim, et al.
Published: (2025)
Multimodal Spatial Omics: From Data Acquisition to Computational Integration
by: Isik, Esra Busra, et al.
Published: (2026)
by: Isik, Esra Busra, et al.
Published: (2026)
The Helicobacter pylori AI-Clinician: Harnessing Artificial Intelligence to Personalize H. pylori Treatment Recommendations
by: Higgins, Kyle, et al.
Published: (2024)
by: Higgins, Kyle, et al.
Published: (2024)
EXAONE Path 2.5: Pathology Foundation Model with Multi-Omics Alignment
by: Yun, Juseung, et al.
Published: (2025)
by: Yun, Juseung, et al.
Published: (2025)
A Multi-Omics Framework for Survival Mediation Analysis of High-Dimensional Proteogenomic Data
by: Ahn, Seungjun, et al.
Published: (2025)
by: Ahn, Seungjun, et al.
Published: (2025)
A Platform for the Biomedical Application of Large Language Models
by: Lobentanzer, Sebastian, et al.
Published: (2023)
by: Lobentanzer, Sebastian, et al.
Published: (2023)
Rapid Development of Omics Data Analysis Applications through Vibe Coding
by: Meyer, Jesse G.
Published: (2025)
by: Meyer, Jesse G.
Published: (2025)
Biologically Disentangled Multi-Omic Modeling Reveals Mechanistic Insights into Pan-Cancer Immunotherapy Resistance
by: Tariq, Ifrah, et al.
Published: (2025)
by: Tariq, Ifrah, et al.
Published: (2025)
Advancing Gene Selection in Oncology: A Fusion of Deep Learning and Sparsity for Precision Gene Selection
by: Krishna, Akhila, et al.
Published: (2024)
by: Krishna, Akhila, et al.
Published: (2024)
Reduced-Precision Stochastic Simulation for Mathematical Biology
by: Kimpson, Tom, et al.
Published: (2026)
by: Kimpson, Tom, et al.
Published: (2026)
DiffFit: Visually-Guided Differentiable Fitting of Molecule Structures to a Cryo-EM Map
by: Luo, Deng, et al.
Published: (2024)
by: Luo, Deng, et al.
Published: (2024)
Similar Items
-
Learning Personalized Treatment Decisions in Precision Medicine: Disentangling Treatment Assignment Bias in Counterfactual Outcome Prediction and Biomarker Identification
by: Vollenweider, Michael, et al.
Published: (2024) -
Precision Oncology: Targeting Genomic Alterations and Cancer Signaling with Integrative Multi-Omics, Deep Learning and Network Biology in Medical Oncology
by: Kumar, Manish
Published: (2023) -
AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery
by: Wenckstern, Johann, et al.
Published: (2025) -
Towards Precision Oncology: Predicting Mortality and Relapse-Free Survival in Head and Neck Cancer Using Clinical Data
by: Dhariwal, Naman, et al.
Published: (2025) -
Flow Rate Independent Multiscale Liquid Biopsy for Precision Oncology
by: Yan, Jing, et al.
Published: (2022)