AI Drug Discovery for Pharma and Biotech

Drug discovery

3

drugs

With orphan designations

Overview

T-cell prolymphocytic leukemia (T-PLL) is an aggressive mature T-cell malignancy characterized by rapid proliferation of post-thymic lymphocytes. It typically presents with hepatosplenomegaly, lymphadenopathy, marked leukocytosis (>100 × 10⁹/L), and cytopenias. Genetic drivers include TCL1 overexpression (80-90% of cases) and ATM mutations [1][4][10]. Median survival is 1–2 years despite alemtuzumab-based therapy, with relapse rates exceeding 80% [2][3][12].

Population

  • Primarily affects older adults (median age 65), with male predominance (58%) [2][11]. Accounts for 2% of mature lymphocytic leukemias. Rarely occurs in younger patients with germline ATM mutations (ataxia-telangiectasia) [4][10].

Burden

  • Median overall survival 1.4 years; 5-year survival 15% [2]. High symptom burden includes cytopenias (76%), organomegaly (82-92%), and skin involvement (20-27%) [4][7][10]. Most patients are ineligible for curative HSCT due to age/comorbidities [12][14].

Therapies

  • First-line: Alemtuzumab (anti-CD52) achieves >90% response rates but requires consolidation with allogeneic HSCT for durable remissions [3][12].

  • Relapsed/refractory: Investigational approaches target JAK/STAT, BCL2, and HDAC pathways; clinical trial enrollment is strongly encouraged [8][12][16].

Categories: rare hematological diseases, rare neoplastic diseases, rare transplant-related disorders

Research Papers

282 drug discovery papers about T-cell prolymphocytic leukemia, with 2 first-in-class and 2 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

282 drug discovery papers about T-cell prolymphocytic leukemia, with 2 first-in-class and 2 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-05-28 | Allogeneic stem cell transplantation in T-cell prolymphocytic leukemia: final disappointment or a chance for cure?

Not available.

Open article ↗



2026-04-09 | A case of T-prolymphocytic leukemia harboring RAS mutation.

The text reports the clinical case of a 61-year-old woman with a long history of generalized pruritus who was eventually diagnosed with T-cell prolymphocytic leukemia (T-PLL), a rare and aggressive T-cell lymphoproliferative disorder. At presentation, the patient had fever, skin lesions, lymphocytosis, thrombocytopenia, coagulation abnormalities, and marked splenomegaly without lymphadenopathy. Morphological, immunophenotypic, and histological analyses of peripheral blood and bone marrow revealed diffuse infiltration by mature T lymphocytes with strong TCL1 expression, and T-cell receptor gene rearrangement confirmed clonality, supporting the diagnosis of T-PLL. The patient initially received bendamustine chemotherapy, which failed to induce a response. Second-line treatment with the anti-CD52 monoclonal antibody alemtuzumab was subsequently initiated, but the disease proved refractory, with persistent bone marrow involvement, worsening cytopenias, disease progression, and clinical deterioration. As a result, alemtuzumab was discontinued and the patient was transitioned to palliative care. A particularly notable finding was the detection, by next-generation sequencing, of a pathogenic KRAS G12A mutation, which has not previously been reported in T-PLL. This mutation was identified incidentally using a myeloid-targeted NGS panel. The finding broadens the known mutational spectrum of T-PLL and suggests that activation of the RAS signaling pathway may represent an alternative oncogenic mechanism beyond the canonical TCL1 and JAK–STAT pathways. We suggest that investigating for KRAS mutations in additional T-PLL cases may be beneficial to explore this pathogenetic pathway and could open new avenues for future targeted therapeutic strategies.

Open article ↗



2026-03-30 | Allogeneic transplant outcomes in T-cell prolymphocytic leukemia: a single-center retrospective study.

T-cell prolymphocytic leukemia (T-PLL) is a rare and aggressive malignancy with a poor prognosis. Allogeneic hematopoietic stem cell transplantation (HCT) is often used for treatment, but its effectiveness remains unclear. In this study of 33 adult patients with T-PLL who underwent HCT, 5-year progression-free survival (PFS) was 29% (95% confidence interval [CI], 14-45) and 5-year overall survival (OS) was 41% (95% CI, 24-57). Five-year cumulative incidence of non-relapse mortality was 18%, while 5-year cumulative incidence of relapse was 53%. Univariable analysis revealed that a longer time from diagnosis to HCT was significantly associated with improved PFS (hazard ratio, 0.36; 95% CI, 0.15-0.87). Analysis of immune reconstitution in 22 patients showed a relatively slow recovery of immune cells post-HCT. A higher recovery of CD3 T cells was also associated with increased risk of relapse, which may have prognostic significance and warrants further investigation as a risk factor for disease recurrence.

Open article ↗



2026-03-28 | How We Evaluate and Treat Leukemic Presentations of Mature T-Cell Lymphomas.

T-cell non-Hodgkin lymphomas, which arise from post-thymic mature T cells, constitute approximately 10-15% of all non-Hodgkin lymphomas. Their leukemic presentations, referred to here as mature T-cell leukemias, are relatively uncommon and present significant diagnostic and therapeutic challenges requiring an informed approach to diagnosis and management. The initial presentation is often persistent T-cell lymphocytosis that must be distinguished from reactive (non-malignant) causes. Unlike B-cell lymphocytosis, where clonality usually indicates malignancy, T-cell clonality can be detected in benign conditions such as autoimmune disorders and viral infections. Thus, establishing clonality is helpful but not sufficient, and a systematic diagnostic approach integrating clinical features, morphology, immunophenotype, and molecular findings is critical. This review outlines our approach to the diagnosis and treatment of four major subtypes of mature T-cell leukemias: T-cell prolymphocytic leukemia (T-PLL), adult T-cell leukemia/lymphoma (ATLL), T-large granular lymphocytic leukemia (T-LGL), and Sézary syndrome (SS). Each section includes a discussion of clinical features, workup, and treatment options.

Open article ↗



2026-03-16 | UMG1 Defines a Targetable Subset of T-Cell Lymphomas and Enables Precision Immunotherapy With a First-in-Class CD3ε Bispecific Engager.

T-cell lymphomas (TCLs) account for a relatively small fraction of lymphoid malignancies and are characterized by highly aggressive course often refractory to current available therapies. We previously reported potent in vitro and in vivo antitumor activity of a Bispecific T-Cell Engager (UMG1/CD3ε-BTCE) directed against UMG1, a unique CD43 epitope that is abundantly expressed on T-cell acute lymphoblastic leukemia (T-ALL) and diffuse large B-cell lymphoma (DLBCL) cells, while absent in most normal tissues, except thymocytes and a small fraction of peripheral blood T lymphocytes (< 5%). Here, we investigated the in vitro efficacy of UMG1/CD3ε-BTCE against TCLs. IHC analysis of Tissue Micro Arrays (TMAs) revealed high UMG1 expression in 62.3% of TCL samples, including peripheral T-cell lymphoma-not otherwise specified (PTCL-NOS) and ALK-negative anaplastic large cell lymphoma (ALCL). Notably, all T-PLL primary specimens (27/27) were positive, and 3 of 4 TCL cell lines also expressed UMG1 by flow cytometry. The asymmetric UMG1/CD3ε-BTCE induced robust redirected cytotoxicity against UMG1-expressing TCL cells. Moreover, this activity was strengthened by cell exposure to the HDAC inhibitor SAHA. We observed a dose-dependent engaged T-cell-mediated cytotoxicity and inflammatory cytokine release, resulting in lysis of UMG1-expressing cells, with no significant effect on UMG1-not expressing cells. Our findings suggest that the UMG1/CD3ε-BTCE selectively exerts potent anti-tumor activity against a relevant subset of TCLs. These findings support the development of a precision immunotherapy approach for patients with UMG1-expressing aggressive hematologic malignancies.

Open article ↗



2026-05-28 | Allogeneic stem cell transplantation in T-cell prolymphocytic leukemia: final disappointment or a chance for cure?

Not available.

Open article ↗



2026-04-09 | A case of T-prolymphocytic leukemia harboring RAS mutation.

The text reports the clinical case of a 61-year-old woman with a long history of generalized pruritus who was eventually diagnosed with T-cell prolymphocytic leukemia (T-PLL), a rare and aggressive T-cell lymphoproliferative disorder. At presentation, the patient had fever, skin lesions, lymphocytosis, thrombocytopenia, coagulation abnormalities, and marked splenomegaly without lymphadenopathy. Morphological, immunophenotypic, and histological analyses of peripheral blood and bone marrow revealed diffuse infiltration by mature T lymphocytes with strong TCL1 expression, and T-cell receptor gene rearrangement confirmed clonality, supporting the diagnosis of T-PLL. The patient initially received bendamustine chemotherapy, which failed to induce a response. Second-line treatment with the anti-CD52 monoclonal antibody alemtuzumab was subsequently initiated, but the disease proved refractory, with persistent bone marrow involvement, worsening cytopenias, disease progression, and clinical deterioration. As a result, alemtuzumab was discontinued and the patient was transitioned to palliative care. A particularly notable finding was the detection, by next-generation sequencing, of a pathogenic KRAS G12A mutation, which has not previously been reported in T-PLL. This mutation was identified incidentally using a myeloid-targeted NGS panel. The finding broadens the known mutational spectrum of T-PLL and suggests that activation of the RAS signaling pathway may represent an alternative oncogenic mechanism beyond the canonical TCL1 and JAK–STAT pathways. We suggest that investigating for KRAS mutations in additional T-PLL cases may be beneficial to explore this pathogenetic pathway and could open new avenues for future targeted therapeutic strategies.

Open article ↗



2026-03-30 | Allogeneic transplant outcomes in T-cell prolymphocytic leukemia: a single-center retrospective study.

T-cell prolymphocytic leukemia (T-PLL) is a rare and aggressive malignancy with a poor prognosis. Allogeneic hematopoietic stem cell transplantation (HCT) is often used for treatment, but its effectiveness remains unclear. In this study of 33 adult patients with T-PLL who underwent HCT, 5-year progression-free survival (PFS) was 29% (95% confidence interval [CI], 14-45) and 5-year overall survival (OS) was 41% (95% CI, 24-57). Five-year cumulative incidence of non-relapse mortality was 18%, while 5-year cumulative incidence of relapse was 53%. Univariable analysis revealed that a longer time from diagnosis to HCT was significantly associated with improved PFS (hazard ratio, 0.36; 95% CI, 0.15-0.87). Analysis of immune reconstitution in 22 patients showed a relatively slow recovery of immune cells post-HCT. A higher recovery of CD3 T cells was also associated with increased risk of relapse, which may have prognostic significance and warrants further investigation as a risk factor for disease recurrence.

Open article ↗



2026-03-28 | How We Evaluate and Treat Leukemic Presentations of Mature T-Cell Lymphomas.

T-cell non-Hodgkin lymphomas, which arise from post-thymic mature T cells, constitute approximately 10-15% of all non-Hodgkin lymphomas. Their leukemic presentations, referred to here as mature T-cell leukemias, are relatively uncommon and present significant diagnostic and therapeutic challenges requiring an informed approach to diagnosis and management. The initial presentation is often persistent T-cell lymphocytosis that must be distinguished from reactive (non-malignant) causes. Unlike B-cell lymphocytosis, where clonality usually indicates malignancy, T-cell clonality can be detected in benign conditions such as autoimmune disorders and viral infections. Thus, establishing clonality is helpful but not sufficient, and a systematic diagnostic approach integrating clinical features, morphology, immunophenotype, and molecular findings is critical. This review outlines our approach to the diagnosis and treatment of four major subtypes of mature T-cell leukemias: T-cell prolymphocytic leukemia (T-PLL), adult T-cell leukemia/lymphoma (ATLL), T-large granular lymphocytic leukemia (T-LGL), and Sézary syndrome (SS). Each section includes a discussion of clinical features, workup, and treatment options.

Open article ↗



2026-03-16 | UMG1 Defines a Targetable Subset of T-Cell Lymphomas and Enables Precision Immunotherapy With a First-in-Class CD3ε Bispecific Engager.

T-cell lymphomas (TCLs) account for a relatively small fraction of lymphoid malignancies and are characterized by highly aggressive course often refractory to current available therapies. We previously reported potent in vitro and in vivo antitumor activity of a Bispecific T-Cell Engager (UMG1/CD3ε-BTCE) directed against UMG1, a unique CD43 epitope that is abundantly expressed on T-cell acute lymphoblastic leukemia (T-ALL) and diffuse large B-cell lymphoma (DLBCL) cells, while absent in most normal tissues, except thymocytes and a small fraction of peripheral blood T lymphocytes (< 5%). Here, we investigated the in vitro efficacy of UMG1/CD3ε-BTCE against TCLs. IHC analysis of Tissue Micro Arrays (TMAs) revealed high UMG1 expression in 62.3% of TCL samples, including peripheral T-cell lymphoma-not otherwise specified (PTCL-NOS) and ALK-negative anaplastic large cell lymphoma (ALCL). Notably, all T-PLL primary specimens (27/27) were positive, and 3 of 4 TCL cell lines also expressed UMG1 by flow cytometry. The asymmetric UMG1/CD3ε-BTCE induced robust redirected cytotoxicity against UMG1-expressing TCL cells. Moreover, this activity was strengthened by cell exposure to the HDAC inhibitor SAHA. We observed a dose-dependent engaged T-cell-mediated cytotoxicity and inflammatory cytokine release, resulting in lysis of UMG1-expressing cells, with no significant effect on UMG1-not expressing cells. Our findings suggest that the UMG1/CD3ε-BTCE selectively exerts potent anti-tumor activity against a relevant subset of TCLs. These findings support the development of a precision immunotherapy approach for patients with UMG1-expressing aggressive hematologic malignancies.

Open article ↗



Access all drug discovery papers and probability of success in trials forecasts:

Access all drug discovery papers and probability of success in trials forecasts:

Drug Discovery Landscape

3 orphan drug designations for T-cell prolymphocytic leukemia.

3 orphan drug designations for T-cell prolymphocytic leukemia.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Tinostamustine

small molecules

EMA

2020-07-27

Mundipharma Corporation (Ireland) Limited

tinostamustine hydrochloride

small molecules

FDA

2019-03-15

Knoa Pharma LLC

(1S)-1-(9-deazahypoxanthin-9-yl)-1,4-dideoxy-1,4-imino-D-ribitol-hydrochloride

small molecules

FDA

2004-08-10

Mundipharma Research Ltd.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.