IgA nephropathy diagnosis marker combination and application thereof
A nephropathy and diagnostic kit technology, applied in the field of nephropathy detection, can solve the problems such as the inability of patients to obtain a clear diagnosis, the inability to perform early diagnosis by renal puncture, and the inability to independently apply the clinical diagnosis of IgA nephropathy.
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Embodiment 1
[0175] This embodiment provides a method for screening IgA nephropathy gene diagnostic markers using mRNA gene expression data, the process is as follows:
[0176] 1. Data set preparation
[0177] 1. Download the dataset GSE93798 from the Gene Expression Omnibus (GEO). GSE93798 is gene chip data (Affymetrix GPL22945 platform, Affyme-trix human genome U133 Plus 2.0 array), which contains 22 cases of healthy people and 20 cases of IgA nephropathy patients kidney tissue samples, more than 20,000 gene probes.
[0178] 2. After excluding gene transcripts with extremely low expression (the number of samples with non-zero expression does not exceed 10), the number of remaining genes is 19764.
[0179] 3. Data standardization: For each sample, calculate the median of all gene expression levels. The normalized expression of each sample is: original expression level - median of all gene expression levels in the sample, and the standardization removes the input amount of sample mRNA di...
Embodiment 2
[0210] This embodiment provides a device for assessing the risk of IgA nephropathy. The device includes a processor and a memory, and the memory stores a computer program that can be executed by the processor. The method of using this device to assess the risk of IgA nephropathy for subjects is as follows:
[0211] 1. Select the subjects' peripheral blood samples to extract exosomal mRNA.
[0212]2. Send the extracted mRNA into a detection device (for example, a standard qPCR platform) to perform quantitative data on the expression of 9 gene diagnostic markers provided in Example 1: ADIPOR2, CDK14, CYB561D1, DOCK10, IL33, PCDH18, PLEKHG2, RASGRF2, VIL1.
[0213] 3. Use the device to retrain a linear regression model using clinical observations (e.g., proteinuria, eGFR, pathological grade of renal biopsy, 5- or 10-year risk of uremia, drug effectiveness prediction, drug resistance) as target variables , determine the parameter vector w for the peripheral blood sample n (n=0~...
Embodiment 3
[0215] This embodiment provides a kit, including reagents capable of quantifying the mRNA levels of ADIPOR2, CDK14, CYB561D1, DOCK10, IL33, PCDH18, PLEKHG2, RASGRF2, VIL1, the reagents include reverse transcriptase, primers, Taq enzymes, fluorescent dyes, etc. .
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