Big dataset how to plot gene expression differences?

Hi,

I have a big dataset with 51 samples (in columns) and more than a 1000 genes (in rows). Which plot should I use? Is there any way I can plot differences in gene expression (= reads not log2FC) across the different samples?
the only solution I thought of so far is to plot each gene as barplot but it takes ridiculous amount of time.

thank you in advance

Camila