Our meta-analysis of gene expression datasets in HTLV-1-infected patients with specific disease manifestations identified a two-gene signature (CD40LG/GBP2) allowing for excellent classification of the HAM/TSP and ATLL phenotypes. Here, GBP2 is linked to tropical spastic paraparesis.