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In the NCBI gene database, I can add the expression tracks (circled in picture blow) through 'Tracks' button, but How I can download the expression data directly, not just look the picture? enter image description here

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You can download raw data from SRA (NCBI). On this website under RNA-Seq alignments, you'll find the samples. Click on them, for example SAMN05231885, and then click on PRJNA325427 to see the link to the SRA data (click on 1). Here you can download the raw fastq files of the experiment.

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