Endometrial cancer-related marker molecules and their application in the diagnosis of endometrial cancer
An endometrial cancer, diagnosis system technology, applied in the application field of endometrial cancer diagnosis, can solve the problems of difficult screening of patients, low sensitivity, and unpredictable recurrence.
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Embodiment 1
[0072] Example 1 Screening of biomarkers related to endometrial cancer
[0073] 1. Screening method
[0074] (1) The data used for screening and preprocessing methods
[0075]In this example, the data for screening biomarkers related to endometrial cancer were downloaded from the GEO database and the TCGA database respectively, and the public gene expression data and complete clinical Note, among them, the microarray data and clinical information of the GSE17025 dataset were downloaded from the GEO database as a training set, and the sample size was endometrial cancer group: control group = 91:12; the RNA of endometrial cancer was downloaded from the TCGA database- The seq data and clinical information are used as the verification set, and the sample size is endometrial cancer group: control group = 543:35;
[0076] The fastp software double-end sequence automatic detection mode is used to process the raw data; the minimum N base number threshold is 5, the reads minimum leng...
Embodiment 2
[0083] Example 2 Validation and analysis of the diagnostic efficacy of the screened biomarkers
[0084] 1. Verify the analysis method
[0085] The R package "pROC" was used to draw the receiver operating curve (ROC), and the biomarkers CDH1, RPS4X, and CDH1 that were screened in Example 1 and showed significant differential expression between the control group and the endometrial cancer group were analyzed The AUC value, sensitivity, and specificity of +RPS4X were used to judge its diagnostic efficacy for endometrial cancer. Among them, when evaluating and analyzing the diagnostic efficacy of single biomarkers CDH1 and RPS4X for endometrial cancer, the expression level of the gene (Log 2 expression level) for evaluation and analysis, and select the point corresponding to the largest Youden index as its cutoff value, that is, the optimal division threshold is determined by the point with the largest Youden index; in the evaluation and analysis of the combined biomarker CDH1+RP...
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