Introduction: Classical Hodgkin lymphoma (cHL) features rare Hodgkin–Reed–Sternberg (HRS) cells within a dense, dysfunctional immune infiltrate. While PD-1 blockade helps some relapsed cHL patients, durable responses are uncommon. In solid tumors, progression from intermediate to terminal T-cell exhaustion drives resistance to PD-1 blockade. We evaluated T-cell exhaustion states in relapsed cHL.
Methods: We performed longitudinal single-cell RNA sequencing (scRNA-seq) of PBMCs from one patient during PD-1 inhibitor (PD1i) therapy. T-cell clones in blood and tissue were tracked by TCR sequencing. Gene expression was analyzed using Seurat and assessed for memory stem-like and terminal effector-like signatures. Findings were validated at the protein level by flow cytometry in 11 relapsed HL patients (pre- and post-PD1i) and 6 healthy age-matched controls, and by PhenoCycler imaging of 24 tissue biopsies (13 diagnostic, 11 post-PD1i).
Results: scRNA-seq identified 25,268 cells, 10,593 were T cells. Markers defined nine PBMC clusters, with key transcriptional changes in T cells. TCR analysis detected clonotypes in 39.5% of T cells, with overlap between scRNA-seq, bulk PBMCs, and tumor tissue. At relapse, CD8+ T cells expanded, inverting the CD4+/CD8+ ratio. Longitudinal analysis of gene expression networks showed a shift from TCF1+ precursor to CX3CR1+ T-bet+ intermediate exhausted states, coinciding with relapse and expansion of a dominant CD8+ clonotype. Flow cytometry of PBMC confirmed enrichment of CD8+ CX3CR1+ T-bet+ cells in relapsed cHL, mainly PD1i non-responders, compared to controls (p = 7.3 × 10−3). Healthy controls had more CD8+ TCF1+ CD127+ stem-like cells compared to relapse cHL patients (p = 1.07 × 10−2). Spatial imaging of cHL tissue post PD1i had increased CX3CR1, PD-1, and T-bet expression in CD8+ T cells, while diagnostic cHL tissue had lower CX3CR1 and higher TCF7 (p = 2.44 × 10−4). Thus, diagnostic cHL T cells, in blood and tissue, are mainly stem-like, while relapsed HL contains more intermediate/terminally exhausted T cells, likely contributing to poor PD1i responses.
Conclusions: Multiomic analyses show CD8+ T-cell states change dynamically during PD1i in cHL. Durable responses likely depend on maintaining progenitor-exhausted T cells, while relapse involves the accumulation of intermediate-exhausted CD8+ T cells. This may explain better PD-1 inhibitor responses in frontline versus later lines of therapy.
Matthew Salaciak, Tho-Alfakar Al-Aubodah, Samantha Worme, Laura Widawski, Claudia L. Kleinman, Ioannis Ragoussis, Ryan Rys, Madelyn Abraham, Angelo Rizzolo, Paige McCallum, Christophe Goncalves, Gerben Duns, Christian Steidl, Sonia Del Rincon, Koren K. Mann, Ciriaco Piccirillo, Francois E. Mercier, Nathalie Johnson