Artificial Intelligence-Based Early Warning for Distant Metastasis in Malignant Tumors
NCT07616011
Malignant Tumor With Metastasis
View Trial DetailsNCT Number: NCT07319949
This study will enroll patients with metastatic malignancies. Tumor samples (fresh or formalin-fixed paraffin-embedded tissue specimens) will undergo RNA extraction and next-generation sequencing (RNA-seq). Once the raw data is obtained, the system will analyze the transcriptomic feature values (cancer-specific RNA transcripts and tissue-specific RNA transcripts) expressed in the tumor tissue samples to further predict tissue origin using a machine learning model. The output includes probabilities and confidence intervals for tissue origin.
Trial opening soon.
Get NotifiedThis is a non-interventional, observational study. Through a single-center, prospective clinical trial, the study aims to utilize the transcriptomic profiling for tumor tissue origin identification to predict the tissue origin of primary sites in metastatic tumors and evaluate the accuracy and specificity of this prediction solution.
Primary Endpoint:
The accuracy of the transcriptomic profiling for tumor tissue origin identification in predicting the primary site of metastatic tumors (expressed as overall accuracy with its 95% confidence interval).
Secondary Endpoints:
Healthy volunteers accepted: No
Only the study team can determine whether someone qualifies for participation.
Inclusion criteria
Exclusion criteria
Time frame: through study completion, an average of 1 year
Overall accuracy of the tumor tissue origin tracing transcriptome test for predicting the primary site of metastatic tumors (number of correct predictions/total evaluable cases); Specificity [true negatives/(true negatives + false positives)]; Sensitivity [true positives/(true positives + false negatives)].
Contact information is provided by the study sponsor or research team.
Fudan University
Other
Evaluative Study on Predicting the Primary Site of Metastatic Tumors Using Transcriptomic Profiling for Tumor Tissue Origin Identification
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View the official ClinicalTrials.gov record (opens in a new tab)This listing is for discovery and informational purposes only. It is not medical advice, does not guarantee that a study is recruiting, and does not determine eligibility. Contact the study team and a qualified healthcare professional when considering participation.
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