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Sponsor: Cancer Institute and Hospital, Chinese Academy of Medical Sciences
Conditions: Triple -Negative Breast Cancertriple, Meta-Learning, Predictive Models, Multimodal
Interventions: Collect data
Countries: China
Based on the UPGRADE-TNBC study, a high-quality TNBC sample repository was established. By integrating multi-source data-including clinical information, radiomics, pathological images, and molecular sequencing-and innovatively incorporating a meta-learning strategy, a treatment response prediction model based on multimodal small-sample learning was developed. This approach aims to optimize drug combinations and precisely identify patient subgroups likely to benefit from treatment, thereby providing a new paradigm for personalized therapy in early-stage TNBC.
Sex: FEMALE
Age: 18 Years to 75 Years
Healthy volunteers: No
Study type: OBSERVATIONAL
Inclusion Criteria: * The UPGRADE-TNBC Study Population Exclusion Criteria: * Populations outside the UPGRADE-TNBC study
- Beijing, Beijing Municipality, China