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BACKGROUND: Chimeric antigen receptor macrophage (CAR-Mφ) therapy has promising therapeutic potential in solid tumors, yet challenges remain in target compatibility and systemic toxicity. METHODS: In this study, we screened the CD47-scFv sequence of CAR-Mφ as the extracellular structure. We then constructed a classical CD47 CAR-Mφ incorporated the costimulatory domain of the α1β1 integrin-mediated Fc-gamma receptor I (FcγRI) signaling component. Subsequently, we developed a tumor microenvironment (TME)-responsive CAR macrophage platform by the arginase 1 (Arg1) promoter to target CD47, a highly expressed but clinically challenging immune checkpoint in solid tumors. RESULTS: We found that anti-CD47-scFv-mediated macrophages can effectively kill tumor cells both in vivo and in vitro. Furthermore, by integrating an α1β1 integrin-mediated FcγRI signaling domain, CD47 CAR-Mφ exhibited superior antitumor activity in hCD47+4T1 and SGC-7901 cells in vitro, which demonstrated that the CD47 CAR-Mφ was effective against solid tumors. Subsequently, Arg1-mediated activated pArg1 CD47 CAR-Mφ exhibited strong cytotoxicity against target cancer cells. We further demonstrated TME-controllable CAR gene expression in situ and induced a significant regression of established tumors in vivo. Besides, TME-dependent activation of CD47 CAR Mφ reduced the cytotoxic killing effect on erythrocytes. CONCLUSIONS: Our findings confirmed that the TME-specific activation mechanism of pArg1 CD47 CAR-Mφ based on intrinsic Arg1 promoter reprogramming endowed CAR-Mφ to effectively mitigate erythrocyte toxicity while enabling safe multidose administration regimens. This Trojan horse-like CAR-Mφ system achieves tumor-specific activation while minimizing systemic toxicity, offering a novel strategy to expand CAR-Mφ applications for solid tumors.
BACKGROUND: The translational study of chimeric antigen receptor (CAR) T-cell function, persistence, immunophenotype, and spatial localization after infusion is crucial for understanding factors that influence clinical outcomes. However, research has been limited by a lack of optimized tools to reliably detect CAR-engineered cells. To address this, we developed a novel platform to generate monoclonal antibodies (mAbs) targeting a linker peptide incorporated in single-chain variable fragments (scFvs) of most CAR constructs. METHODS: Using recombinant proteins and scFv linker peptides as immunogens, we generated murine mAbs against the Whitlow linker peptide, capable of binding cells expressing Whitlow linker-containing CARs in both fresh and formalin-fixed paraffin-embedded (FFPE) tissues. We evaluated these antibodies in multiple in vitro translational applications relevant to CAR T-cell research and manufacturing. RESULTS: We identified five unique mAbs reactive against the Whitlow linker and characterized their binding properties and three-dimensional structural conformation. One clone was evaluated in depth, demonstrating comparable capacity to identify CAR T cells in peripheral blood relative to other methods using anti-idiotype antibodies or recombinant CAR-target proteins. In contrast to these reagents, the anti-Whitlow mAb detects cells expressing Whitlow linker-containing CARs with different antigen specificities, including those harboring the widely employed anti-CD19 FMC63-derived scFv as well as other scFvs, such as those targeting B-cell maturation antigen (BCMA) or CD33. Importantly, the anti-Whitlow mAb identified CAR T cells in situ in archival FFPE tissues, and a DNA-barcoded format enabled their spatial characterization and immunophenotyping in highly multiplexed immunohistochemistry. We also assessed the functional consequences of antibody binding on CAR T cells in vitro and demonstrated the feasibility of anti-Whitlow mAb-mediated selective enrichment of CAR-expressing T cells for potential utility in manufacturing workflows. CONCLUSIONS: Anti-Whitlow mAb clones exhibited distinct structural and functional properties that can be leveraged for multiple applications, providing versatile tools for detection, selection and manipulation of a broad range of clinical and preclinical CAR T-cell products.
Chimeric antigen receptor (CAR)-T cell therapy targeting CD19 has demonstrated notable clinical efficacy in the treatment of B-cell acute lymphoblastic leukemia (B-ALL), but its wider clinical applicability is constrained by long manufacturing processes, substantial costs, and severe adverse events. A potentially safer and more accessible alternative is provided by CAR-Natural killer (CAR-NK) cell therapy. Currently, most CAR-NK cells are generated using viral transduction, which is labor-intensive and associated with risks of genomic integration. Electroporation of CAR-encoding mRNA provides a non-integrating alternative but results in only transient CAR expression. Circular RNA (circRNA), owing to its enhanced stability and prolonged protein expression capacity, has recently emerged as a promising alternative to linear mRNA. To overcome the limitations of transient mRNA expression, we generated circRNA using a Group II intron-mediated cyclization system incorporating a newly selected Coccidioides immitis-derived Group II intron. The newly established Coccidioides immitis-derived Group II intron circularization system efficiently generated circRNA and supported more durable EGFP expression than linear mRNA in both HEK293T and NK92 cells. Using this system, we successfully developed a circRNA-based CD19-targeted CAR-NK platform. CircRNA-engineered CD19-targeted CAR-NK92 cells maintained more durable CAR expression and showed stronger antitumor activity at later time points. In mouse models of B-ALL, circRNA-engineered CAR-NK92 cells demonstrated better tumor control and extended survival compared with their linear mRNA-engineered counterparts. These results support the potential of circRNA-based CAR-NK therapy as an effective approach for enhancing the safety and efficacy of cancer immunotherapy.
Chimeric antigen receptor (CAR) T cell therapy has shown remarkable success in treating blood cancers, but CAR T cell dysfunction remains a common cause of treatment failure1. Here we present CELLFIE, a CRISPR screening platform for enhancing CAR T cells across multiple clinical objectives. We performed genome-wide screens in human primary CAR T cells, with readouts capturing key aspects of T cell biology, including proliferation, target cell recognition, activation, apoptosis and fratricide, and exhaustion. Screening hits were prioritized using a new in vivo CROP-seq2 method in a xenograft model of human leukaemia, establishing several gene knockouts that boost CAR T cell efficacy. Most notably, we discovered that RHOG knockout is a potent and unexpected CAR T cell enhancer, both individually and together with FAS knockout, which was validated across multiple in vivo models, CAR designs and sample donors, and in patient-derived cells. Demonstrating the versatility of the CELLFIE platform, we also conducted combinatorial CRISPR screens to identify synergistic gene pairs and saturation base-editing screens to characterize RHOG variants. In summary, we discovered, validated and biologically characterized CRISPR-boosted CAR T cells that outperform standard CAR T cells in widely used benchmarks, establishing a foundational resource for optimizing cell-based immunotherapies.
UNLABELLED: Chimeric antigen receptor (CAR) technology has revolutionized B-cell malignancy treatment by enabling T cells to effectively recognize and target lineage-specific surface antigens. However, CAR T cells show limited efficacy against myeloid neoplasms and solid tumors due to challenges in identifying suitable surface targets. In this study, we present a CAR targeting the intracellular WT1 oncoprotein, cross-presented by surface HLA class II (HLA-II) alleles. WT1-CAR T cells, derived from an antibody raised solely against a WT1 peptide, recognized the WT1330-348 peptide promiscuously presented by 18 out of 20 tested HLA-II alleles, overcoming traditional HLA restrictions. WT1-CAR T cells specifically recognized leukemic cells in a WT1- and HLA-II-dependent manner and mediated an antitumor response in vitro and in vivo. This approach broadens CAR-targetable antigens beyond traditional HLA restrictions and offers a promising therapeutic option to a wide and genetically diverse patient population. SIGNIFICANCE: Leveraging the promiscuous binding of HLA-II-peptide complexes, we developed a CAR T-cell approach targeting an intracellular oncoprotein WT1 presented across diverse HLA-II families. Our study establishes a framework for CAR therapies against intracellular antigens, extending potential CAR T-cell applications to new cancer types and patient populations.
BACKGROUND: Chimeric antigen receptor T (CAR-T) cells have been demonstrated to be an effective treatment for relapsed B-cell acute lymphoblastic leukemia (B-ALL) following allogeneic hematopoietic stem cell transplantation (allo-HSCT). T cells for CAR-T therapy can be derived from the peripheral blood (recipient) of the patient or donor. Despite having identical genomes, the different maturation environments of these T cells can lead to functional differences. This study aimed to compare the clinical outcomes of CAR-T cells derived from these two sources. METHODS: This multicenter, retrospective cohort study collected clinical data from 36 patients who experienced B-ALL relapse after allo-HSCT and received CD19 CAR-T cell therapy between January 2016 and October 2023 across seven centers. The primary endpoint was complete remission (CR)/CR with an incomplete hematologic recovery (CRi) rate at 28 days post-CAR-T cell infusion. Secondary endpoints included the 2-year overall survival (OS) rate, 2-year event-free survival (EFS) rate, incidence of graft-versus-host disease (GVHD), cytokine release syndrome (CRS), and CAR-T cell-related encephalopathy syndrome (CRES). RESULTS: A retrospective analysis was performed on 36 patients: 12 in the recipient group and 24 in the donor group. The recipient and donor groups showed no statistically significant differences in CR/CRi rates (83.3% vs. 100.0%, P = 0.105), 2-year EFS rates (50.8% vs. 51.6%, P = 0.617), or 2-year OS rates (49.5% vs. 63.6%, P = 0.215). In addition, the incidences of GVHD, CRS, and CRES did not significantly differ between the two groups. Further analysis within the donor group revealed 12 matched sibling donors (MSDs) and 12 haploidentical donors (HIDs). The 2-year EFS rate was statistically significantly greater in the HID group than in the MSD group (75.0% vs. 30.7%, P = 0.043), whereas no significant differences were observed in the CR/CRi rates, 2-year OS, or the incidence of GVHD, CRS, and CRES between these subgroups. CONCLUSIONS: Both recipient-derived and donor-derived CD19 CAR-T cell therapies are effective treatment options for B-ALL relapsed post-allo-HSCT patients. HID-derived CAR-T cells offer a longer EFS and may be considered the optimal choice. TRIAL REGISTRATION: Chinese Clinical Trial Registry, No. ChiCTR2400085297.
Cord blood (CB)-derived chimeric antigen receptor (CAR) natural killer (NK) cells have demonstrated significant antitumor efficacy. We recently reported that CB-derived CAR NK cells predominantly originate from CD7+CD56-CD34-HLA-DR-Lin- NK cell precursors in CB. Here, we demonstrate that stimulating the interleukin (IL)-15 receptor on these NK precursors enhances the production of CAR NK cells from CB cells. In CB CD56-CD34-HLA-DR-Lin- cells, the IL-15 receptor was exclusively expressed on CD7+ NK cell precursors. Using K562 feeder cells that express not only 4-1BB ligand and membrane-bound (mb) IL-21 but also mbIL-15 significantly increased the production of mature NK cells from the purified NK cell precursors or T cell-depleted CB cells. The in vitro and in vivo antitumor effects of CAR NK cells generated using K562 feeder cells that express mbIL-15 were comparable to those of CAR NK cells produced using K562 feeder cells that do not express mbIL-15. These results suggest that K562 feeder cells expressing 4-1BBL, mbIL-21, and mbIL-15 can increase the production of CAR NK cells from CB cells while maintaining their cytotoxic potential. This method could also be useful for expanding NK cells from CB for any type of adoptive NK cell therapy with or without CAR transduction.
BACKGROUND: Epstein-Barr virus (EBV) infection or reactivation is an emerging but underrecognized complication following chimeric antigen receptor T-cell (CAR-T) therapy and is likely associated with treatment-induced immune dysregulation. Data regarding its clinical impact remain limited. OBJECTIVE: To evaluate the reported occurrence, clinical manifestations, and outcomes of EBV infection or reactivation in adults undergoing CAR-T therapy. METHODS: A systematic review was conducted in accordance with the PRISMA 2020 guidelines. PubMed, Embase, and Cochrane CENTRAL were searched from inception to March 2025 for studies reporting EBV infection or reactivation after CAR-T therapy in adults. Due to limited and heterogeneous data, results were synthesized descriptively. RESULTS: Five studies comprising 80 patients were included (median age, 55 years; 52.6% male among patients with reported sex data [10/19]). Across the included studies, 11 EBV infection/reactivation events were identified among 80 described CAR-T recipients, representing 13.8% of the reported sample rather than a true incidence estimate. Among events with usable individualized timing data, the median interval from CAR-T infusion to EBV detection/reactivation was 9.8 months (approximate range, 1-44 months). Because EBV surveillance strategies and definitions were inconsistently reported across studies, this proportion should not be interpreted as a true incidence estimate. Four patients (36.4%) developed EBV-associated disease, including three cases of EBV-related lymphoproliferative disorder and one case of EBV-associated diffuse large B-cell lymphoma. Among seven patients with reported post-CAR-T treatment response, four achieved Complete Remission/ Continuous Complete Remission; treatment response should be interpreted separately from final survival status. Confirmed EBV-related mortality occurred in 2/11 patients with reported EBV infection/reactivation and in 2/4 patients with EBV-associated disease; all-cause mortality could not be reliably estimated because patient-level vital status could not be fully attributed to the EBV-reactivated subgroup. Reported toxicities predominantly consisted of low-grade cytokine-release syndrome; however, toxicity data were limited. CONCLUSION: Although infrequently reported, EBV infection or reactivation after CAR-T therapy may be associated with substantial morbidity and mortality among affected patients. However, the available evidence is limited by the small sample size, heterogeneous study designs, and inconsistent EBV surveillance practices.
Host-versus-graft reaction (HVGR) is a major challenge in allogeneic chimeric antigen receptor (CAR) T-cell therapy. To counter host natural killer (NK) cell attacks, we armored allogeneic, HLA-I-deficient, B-cell maturation antigen (BCMA)-targeting CAR T cells with an NKG2A CAR. In vitro and animal studies demonstrated that allogeneic CAR-NKG2A T cells effectively resisted host NK cell-mediated killing. BCMA and NKG2A dual-targeting allogeneic CAR T cells (CT0590) resisted killing by NK cells and showed robust antitumor activity in preclinical in vivo models. On the basis of these data, a first-in-human study enrolled 5 patients (4 with relapsed and refractory multiple myeloma [RRMM] and 1 with primary plasma cell leukemia [pPCL]). CT0590 was well tolerated and caused no dose-limiting toxicities, treatment-related death, or graft-versus-host disease. Three patients achieved confirmed responses, including 2 with stringent complete response (sCR). Notably, sCR in the patient with RRMM was still ongoing (duration of response >23 months) at the time of data cutoff, and sCR in the patient with pPCL lasted for 20 months. Both patients showed robust expansion of universal CAR T cells (maximum concentration of >280 000 copies per μg genomic DNA) and higher baseline NKG2A expression on NK cells than nonresponders. These results suggest that CAR-NKG2A technology may overcome HVGR, especially in patients with elevated NKG2A expression on NK cells. Further studies of CT0590 in RRMM and pPCL are warranted. This trial was registered at www.clinicaltrials.gov as NCT05066022.
BACKGROUND: Genetic alteration of the MET receptor tyrosine kinase frequently occurs in glioblastoma (GBM). Clinically, bevacizumab treatment results in MET signaling activation, leading to GBM recurrence with a more malignant phenotype. While MET has been a promising therapeutic target, MET inhibitors have not been successful in treating GBM patients. MET-directed chimeric antigen receptor (CAR) T cells hold the promise of targeting MET-positive GBM regardless of genetic alterations or kinase activity. METHODS: GBM patient-derived xenografts (PDX) harboring MET amplification (METamp) or PTPRZ-MET fusion (ZM) were propagated in vivo followed by glioma stem cell (GSC) isolation. Cell-based assays were used for comparing GSC survival in response to MET inhibitors and CAR T cells. Multi-panel cytokine release was analyzed to profile MET-CAR T cell activation during co-culture with GBM. Orthotopic tumor growth and real-time imaging were performed to evaluate MET-CAR T cell therapeutic efficacy in vivo. RESULTS: Although GBM are heterogeneous tumors, neuro-sphere cells isolated from METamp or ZM fusion PDX tumors showed universal cognate genetic MET alteration along with GSC markers such as SOX2 and nestin. Both METamp and ZM fusion tumors showed MET overexpression but only the METamp cells presented activated MET signaling which was vulnerable to MET inhibitors. In contrast, MET-CAR T cells specifically inhibited all MET-positive tumor growth regardless of MET activation status. CONCLUSIONS: Whereas MET inhibitors are effective in MET-active tumors, MET-CAR T cells eradicate MET-positive GBM growth in an antigen-dependent manner, demonstrating a promising therapeutic approach for treating MET-positive GBM. MET overexpression, especially METamp and ZM fusion may be used to predefine the GBM patients for treating with MET-CAR T cell therapy.
The microenvironment in solid tumors represents an immunosuppressive therapeutic barrier to CAR T cell therapy, and it is currently unknown whether it can be reshaped by the deletion of negative regulators in CAR T cells. To address this knowledge gap, we evaluated the intrinsic and extrinsic effects of deleting the negative regulator Regnase-1 (Reg-1) in B7-H3-CAR T cells for the immunotherapy of osteosarcoma. Reg-1 knockout (KO) improved the antitumor activity of human and murine B7-H3-CAR T cells in vivo. In immune-competent models, Reg-1 KO also endowed murine B7-H3-CAR T cells with the ability to create a proinflammatory landscape characterized by an influx of interferon gamma (IFN-γ)-producing endogenous T cells and natural killer (NK) cells and a reduction of inhibitory myeloid cells, including M2-like macrophages. Thus, deleting Reg-1 has cell- and non-cell-autonomous benefits, nominating Reg-1 KO B7-H3-CAR T cells as a promising cell product for early-phase clinical testing in patients with solid tumors.
Chimeric antigen receptor (CAR)-T cell therapy has transformed the treatment of hematological malignancies, yet its broader application to solid tumors, chronic viral infections, and autoimmune diseases remains constrained by antigen heterogeneity, immunosuppressive tissue microenvironments, T-cell exhaustion, limited persistence, and treatment-associated toxicities. These challenges have shifted the field from optimizing individual receptor constructs toward engineering CAR-T cells as programmable immune systems capable of adapting to diverse disease contexts. This review synthesizes recent advances in molecular engineering strategies that enhance CAR-T cell function beyond conventional receptor design. We discuss how receptor engineering, genome editing, transcriptional and epigenetic regulation, metabolic reprogramming, synthetic gene circuits, and safety-control platforms collectively reshape CAR-T cell fate, persistence, and therapeutic efficacy. Rather than functioning independently, these engineering strategies are increasingly integrated to generate context-specific cellular therapies capable of adapting to diverse disease environments, including cancer, autoimmune diseases, and chronic viral infections. We also highlight the potential for translation into clinical practice or clinical translation and discuss the major challenges associated with clinical implementation. Next-generation CAR-T therapies will increasingly integrate molecular engineering strategies or will rely on molecular engineering strategies to integrate antigen recognition, cellular fitness, immune regulation, and longevity rather than simply maximizing cytotoxic activity. Recent advances in programmable cellular engineering coupled with rigorous clinical evaluation as well as scalable manufacturing technologies or scalable manufacturing platforms in the treatment of other diseases beyond oncology will facilitate the development of safer, more durable, and broadly applicable cellular therapies.
We report a phase 1 study assessing the safety and efficacy of CD19 chimeric antigen receptor (CAR) T cells as definitive consolidation in older adults (aged ≥55 years) with B-cell acute lymphoblastic leukemia (B-ALL) in first complete remission (CR1). Eighteen patients received lymphodepletion followed by infusion of memory-enriched CD19 CAR T cells. The median age was 64 years, and all patients were measurable residual disease (MRD)-negative before lymphodepletion. There were no dose-limiting toxicities, grade ≥2 cytokine release syndrome, or any grade immune effector cell-associated neurotoxicity syndrome. Estimated 18-month event-free and overall survival were 84% and 100%, respectively. CAR T cells expanded in the blood and cerebrospinal fluid despite patients' MRD-negative status. Comparing clinical samples from patients with relapsed/refractory (R/R) B-ALL from our historical trial (ClinicalTrials.gov identifier: NCT02146924) and patients in CR1, we found that the blood and CAR T-cell products from patients with R/R B-ALL were hyperinflammatory and hyperimmunometabolic, respectively. First-line CAR T-cell therapy was safe and well tolerated and potentially extended remission in patients in MRD-negative CR1. These findings support further investigation of the early use of CAR T-cell therapy for B-ALL. This trial was registered at www.clinicaltrials.gov as NCT05707273.
Chimeric antigen receptor (CAR) T-cell therapy has revolutionised cancer gene therapy, yet its expansion into solid tumours is hindered by a critical vulnerability: the autonomous, "always-on" nature of conventional CAR constructs. This unregulated activity drives severe toxicities, including cytokine release syndrome (CRS) and on-target/off-tumour damage, while constitutive signalling in hostile tumour microenvironments (TMEs) accelerates T-cell exhaustion. Early safety strategies relied on irreversible genetic "kill switches," which sacrifice the therapeutic cell population entirely. This review traces the conceptual evolution of CAR T-cell controllability from binary elimination towards platforms enabling graded, reversible, and spatiotemporally precise regulation. We examine the transition from calibrated signalling architectures and small-molecule-regulated split-CARs to advanced optogenetic and sonogenetic controllers, detailing the biophysics of photoreceptor pairs and their preclinical efficacy. Furthermore, we explore complementary architectures, including autonomous logic-gated receptors. Finally, we propose that the optimal next-generation CAR T product will integrate calibrated signalling, external control, and context-dependent armouring to achieve truly programmable, safe, and durable cellular immunotherapy.
Epstein-Barr virus (EBV)-associated nasopharyngeal carcinoma (NPC) remains a clinically challenging malignancy, particularly in recurrent or metastatic disease where durable responses to chemoradiotherapy and immune checkpoint blockade are limited. The viral aetiology of NPC provides a strong biological rationale for immune-based treatment; however, translation of chimaeric antigen receptor (CAR) T-cell therapy into this solid tumour setting is constrained by poor tumour trafficking, antigen heterogeneity, limited surface accessibility of EBV latent antigens, T-cell exhaustion, and an immunosuppressive tumour microenvironment. This review critically evaluates the emerging therapeutic prospects of CRISPR-engineered CAR-T cell therapy for EBV-associated NPC. It synthesises evidence on EBV latency biology, NPC immune evasion, solid-tumour CAR-T limitations, and genome-engineering strategies including conventional CRISPR-Cas9, base editing, prime editing, and double-strand-break-sparing targeted integration. Particular attention is given to genotoxicity, chromosomal rearrangements, chromosome loss, bystander and off-target editing, manufacturing heterogeneity, and the regulatory and biological barriers that currently separate technical feasibility from NPC-specific clinical implementation. Available clinical evidence from checkpoint blockade, EBV-specific adoptive T-cell therapy, base-edited CAR-T cells in haematologic malignancy, and early CRISPR-edited T-cell trials supports the feasibility of immune and genetic redirection but does not establish efficacy of a clinically validated CRISPR-engineered CAR-T platform for NPC. Future development should prioritise surface-accessible antigen validation, fit-for-purpose selection of editing technology, genomic safety, scalable manufacturing, and biomarker-driven early-phase trials.
In 34 post-mortem examinations of car occupants wearing seat belts and killed in straight or oblique head-on collisions, a thorough investigation of the spine was performed. The autopsy results were correlated with the findings in the cars in order to reconstruct the events when the occupant's body struck the interior of the car. In 2 cases the victims had worn lap belts, in 15 cases shoulder belts and in 17 cases combined shoulder-lap belts (three-point belts). In victims involved in head-on collisions while wearing lap belts, fractures of the neural arch of the axis were found which were probably due to flexion of the neck pivoting round the lower part of the impacting face and simultaneous stretching of the neck. Severe injuries to the cervical spine in those victims wearing shoulder belts were mainly due to the occupant sliding under the belt which then caught the neck and mandible. Such injuries were also caused by the impact of the head against forward parts of the car. In those wearing shoulder-lap belts injuries to the upper part of the cervical spine resulted from the impact of the head against internal parts of the car. When a slight impact of the head occurred minor injuries to the lower cervical spine were seen. Injuries to the thoracolumbar spine in the cases examined were the consequence of a violent extension between the upper part of the trunk held back by the shoulder belt and the pelvis restrained by the lap belt or by the knees striking the fascia panel. In front seat occupants this extension can be increased if either rear seat occupants without belts or heavy objects on the rear seat are projected forwards against their backs.
BACKGROUND: The tumor microenvironment (TME) is a key determinant of prognosis in diffuse large B-cell lymphoma (DLBCL). While T-cell exhaustion is implicated in therapeutic failure, its precise molecular hallmarks and utility for predicting response to modern immunotherapies, such as chimeric antigen receptor (CAR)-T cell therapy, remain unclear. METHODS: We performed an integrative analysis of transcriptomic and clinical data from multiple DLBCL cohorts (The Cancer Genome Atlas [TCGA], GSE181063, GSE10846, GSE248835, GSE182434). We used unsupervised clustering, exploratory analysis of single-cell RNA sequencing data, and the least absolute shrinkage and selection operator for variable selection (LASSO-Cox) regression to characterize the exhausted TME, construct a prognostic model, and evaluate its predictive value for CAR-T cell therapy. The model's dynamic behavior was assessed in a proof-of-concept longitudinal cohort of patients treated with the T-cell-engaging bispecific antibody glofitamab. RESULTS: We identified a "high-exhaustion" subtype associated with significantly poorer overall survival (OS; log-rank P = 0.016). Based on this, we developed a five-gene immune exhaustion-Related Prognostic Score (IERPS) that served as a robust independent predictor of poor OS across multiple cohorts. Critically, in a cohort of 256 relapsed/refractory patients, the IERPS was strongly prognostic for event-free survival (EFS) in the standard-of-care (SOC) arm (HR = 2.02, 95% confidence interval [95% CI]: 1.07-3.81, P = 0.029) but lost prognostic significance in the CAR-T arm (HR = 0.70, 95 % CI: 0.35-1.40, P = 0.314). This significant interaction suggests that CAR-T cell therapy may abrogate the poor prognosis associated with a high IERPS. Biologically, exploratory single-cell analysis (n = 4 samples) defined the high-IERPS state by hallmarks of classical T-cell exhaustion, and a descriptive case study showed the score dynamically tracked clinical response to glofitamab. CONCLUSIONS: A state of active T-cell exhaustion and a suppressive TME drive the adverse immune phenotype in DLBCL. Our IERPS model captures this dysfunctional state, acting as a powerful prognostic tool and, more importantly, as a potential predictive biomarker to identify high-risk patients who appear to overcome their inherently poor prognosis through CAR-T cell therapy.