Diagnostic marker, kit and screening method for esophageal cancer diagnosis and construction method of esophageal cancer diagnosis model
A diagnostic marker, esophageal cancer technology, applied in the field of esophageal cancer diagnostic model construction, can solve the lack of non-invasive early screening methods and other problems, achieve good clinical use and promotion value, good effect, and high sensitivity
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Embodiment 1
[0078] Screening of diagnostic markers for esophageal cancer
[0079] 1. Research object
[0080] A total of 75 serum samples from patients with esophageal cancer and 75 healthy controls with normal physical examination were included in this study. Among them, the diagnostic standard of esophageal cancer is confirmed by pathology after surgery. The basic information of these research subjects can be seen in Table 1.
[0081] Table 1. Baseline and pathological characteristics of esophageal cancer patients studied by non-targeted metabolomics
[0082] Healthy control (n=75) Esophageal cancer (n=75) age mean (standard deviation) 42.41(12.34) 62.09(10.96) gender Male, number of cases (%) 46(61%) 66(88%) Female, number of cases (%) 29(39%) 9(12%)
[0083] 2. Non-targeted metabolomics analysis of serum using liquid chromatography-mass spectrometry
[0084] All serum samples were centrifuged and stored in a -80°C refrigerator. Serum...
Embodiment 2
[0121] Construction of a diagnostic model of esophageal cancer using 22 serum metabolic markers
[0122] 1. Research object
[0123] A total of 98 serum samples from patients with esophageal cancer and 98 healthy controls with normal physical examination were included in this study. Among them, 75 patients with esophageal cancer and 75 healthy controls used in the training set were the same samples as the feature screening samples (150 cases), and 23 patients with esophageal cancer and 23 healthy controls used in the test set came from asynchronous samples from the same hospital. . Among them, the diagnostic standard of esophageal cancer is the diagnosis of esophageal cancer by postoperative pathology. The basic information of the newly added research objects in the test set is shown in Table 4.
[0124] Table 4. Baseline characteristics of the subjects in the test set in the targeted metabolomics study for the diagnosis of esophageal cancer
[0125] Training...
Embodiment 3
[0155] Construction of a diagnostic model of esophageal cancer using 10 serum metabolic markers
[0156] The research objects and detection and analysis methods of this embodiment are the same as those of Example 2, except that 10 serum metabolic markers (including lysophosphatidylcholine LPC 18:2, phosphatidylcholine PC 16:0-16:0, Phosphatidylcholine PC 16:0-18:1, Phosphatidylcholine PC 16:0-20:3, Phosphatidylcholine PC 18:2-18:2, Phosphatidylcholine Choline PC 18:0-20:4, Phosphatidylcholine PC 16:0-22:6, Sphingomyelin SM d18:1 / 16:0, Sphingomyelin SM d18:2 / 24:0, Phosphatidylethanolamine PE 16:1e / 20:4) two-dimensional matrix data for machine learning and modeling, the sensitivity, specificity, accuracy and AUC values of the obtained model are shown in Table 6. Image 6 It is the ROC curve of the esophageal cancer diagnostic model constructed using 10 serum metabolic markers, where A is the training set and B is the test set. It can be seen that the constructed diagnostic m...
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