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2025-03-03 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >
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This article will explain in detail what database mutagene is. Xiaobian thinks it is quite practical, so share it with you for reference. I hope you can gain something after reading this article.
Mutagene is a database of tumor mutation spectrum, which collects somatic mutation data on protein-coding genes from ICGA, TCGA and other tumor projects, and analyzes and identifies corresponding mutation spectrum.
following address
https://www.ncbi.nlm.nih.gov/research/mutagene/
Through the Explore menu, you can view the mutation spectrum information included in the database, including two parts.
1. Mutational profiles
Calculate the mutation spectrum according to the following four conditions
Cancer types
Primary tumor sites
Benign samples
Cancer Census Genes
Taking tumor type as an example, the results are shown as follows
Each mutation spectrum is uniquely identified by a number beginning with MG, providing a histogram of the corresponding frequency distribution, illustrated as follows
2. Mutational signatures
Using NMF non-negative matrix factorization algorithm to extract mutation features from mutation spectrum, the following features are provided
MUTAGENE-5 signatures
MUTAGENE-10 signaltures
COSMIC-30 signatures
results are shown below
Compare allows you to compare different mutation spectra and cluster them according to the mutation spectra of the samples. The results are shown below.
Comparison of multiple mutation spectra, the results are presented as heat maps, and the following four distances are defined to measure the differences between different mutation spectra
Chi-squared distance
Cosine distance
Helliger distance
Jensne-Shannon distance
Detailed calculation formula can refer to the official document. The heat map of multiple spectrum comparisons is shown below.
A comparison of the spectra of mutations, the results contain the following four parts
1. Scatterplot
Scatter plots are used to show the distribution of abrupt frequencies in two spectra. The results are shown as follows
2. Log-ratio plot
Calculate the logarithm of the frequency ratio in the two spectra, greater than 0 means high expression in one group, less than 0 means high expression in the other group, and display the log ratio value in the form of histogram. The result is shown as follows
3. Histograms
Putting the histograms of the two spectra together for comparison, the results are shown below
4. Distance measures
the results are indicated as follows
In addition, the official website also supports uploading VCF files, calculating mutation spectrum and other functions. For more usage, please refer to the help document of the official website.
About "mutagene is what database" this article is shared here, I hope the above content can be of some help to everyone, so that you can learn more knowledge, if you think the article is good, please share it for more people to see.
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