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Raman Spectroscopy-Based Deep Learning Model for Early Pan-Cancer Early Diagnosis

This study investigates Raman Spectroscopy and Deep Learning for Early Pan-Cancer Detection

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Phase N/A

This study investigates the use of Raman spectroscopy combined with deep learning to detect early-stage pan-cancer. The study focuses on analyzing blood samples to identify cancer-specific features using advanced technology.

The study evaluates whether the deep learning model can effectively classify patients based on their risk of cancer by analyzing Raman spectral data. It explores the accuracy and adaptability of different models and provides a clear understanding of how these models make diagnostic decisions.

  • Who can participate: Individuals eligible for this study include those with a histopathological diagnosis of malignant tumors like colorectal and gastric cancer, as well as those in normal physiological conditions without tumors. Participants should not have undergone any cancer treatments. The study also includes patients with precancerous conditions.
  • Study details: Participants will have their blood samples analyzed using Raman spectroscopy. The study involves using deep learning models to classify these samples.
Study details
    Cancer Diagnosis
    Liver Cancer
    Adult
    Cancer Screening
    Colorectal Cancer (CRC)
    Gastric Cancers
    Normal Physiology
    Pancreatic Cancer
    Adult
    Raman Spectroscopy
    Deep Learning Model
    Esophageal Cancer
    Malignant Tumours
    Precancerous Conditions
    Pancreatitis
    Adenoma Colon Polyp
    Gastric Ulcer
    Oesophagitis
    Cirrhoses
    Liver

NCT06822413

Second Affiliated Hospital, School of Medicine, Zhejiang University

30 July 2026

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