We used single-cell genomics to characterize a patient with T-cell acute lymphoblastic leukemia treated in the Children’s Oncology Group AALL0434 trial with poor clinical outcome despite favorable genomic features, identifying a STAT1-mediated interferon-related transcriptional signature and inflammatory microenvironment associated with sensitivity to small-molecule JAK inhibition.