Integration method for gene expression data by crossing chip platforms
A gene expression and data integration technology, which is applied in the fields of digital data processing, special data processing applications, instruments, etc., can solve the problem of no standardization of median and variance between data samples, no consideration of different linear proportions of genes, and unfavorable comparison between data. And other issues
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Embodiment 1
[0061] Example 1. In order to evaluate the difference in gene expression between different chip platforms and realize the cross-platform integration of gene expression data, 10 cases of breast cancer tissue samples and 10 cases of normal paracancerous tissues were detected by Affymetrix HG U133A and Agilent G4112F chip platforms respectively Gene expression of samples.
[0062] (1), Affymetrix HG U133A chip experiment process is as follows:
[0063] Step 1: Extraction of RNA.
[0064] According to the manufacturer's instructions, use QIAGEN's RNeasy Total RNA Isolation kit to extract total RNA from human breast cancer tissues and para-cancerous tissues; use QIAGEN's Oligotex Direct mRNA kit to extract mRNA from total RNA.
[0065] Step 2: RNA precipitation.
[0066] It is not necessary to precipitate total RNA after isolation or washing with QIAGEN’s RNeasy Total RNA Isolation kit. Adjust the elution volume to prepare cDNA synthesis close to the desired RNA concentration. ...
Embodiment 2
[0184] Embodiment 2. The present invention is illustrated by taking human liver cancer and normal tissue gene expression data GSE14520-GPL571 and GSE46408 obtained in the public database Gene Expression Ominbus as examples:
[0185]GSE14520-GPL571 contains gene expression data of 19 human liver cancer tissue samples and 19 corresponding non-tumor tissue samples. The IDs of the gene expression datasets are GSM362950, GSM362951, GSM362952, GSM362953, GSM362954, GSM362955, GSM362956, GSM362957, GSM36343420, 2GSM1 、GSM363422、GSM363423、GSM363424、GSM363425、GSM363426、GSM363427、GSM363428、GSM363429、GSM363430、GSM363431、GSM363432、GSM363433、GSM363434、GSM363435、GSM363436、GSM363437、GSM363438、GSM363439、GSM363440、GSM363441、GSM363442、GSM363443、GSM363444、GSM363445、GSM363446 , GSM363447, GSM363448 and GSM363449, the chip platform used for gene expression detection is Affmetrix HG U133A 2.0. GSE46408 contains the gene expression data of 6 human liver cancer tissue samples and 6 corresponding no...
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