AI Drug Discovery for Pharma and Biotech

Drug discovery

6

drugs

With orphan designations

Overview

Adult T-cell leukemia/lymphoma (ATLL) is a rare, aggressive HTLV-1-associated T-cell malignancy with four clinical subtypes (acute, lymphoma, chronic, smoldering). It arises from clonal expansion of HTLV-1-infected CD4+ T-cells after decades of viral latency, typically presenting with leukemic cells, lymphadenopathy, hypercalcemia, and opportunistic infections. Prognosis remains poor (median survival: <1 year for aggressive subtypes), though novel therapies and allo-HSCT may improve outcomes [1][3][6][12].

Population

  • Predominantly affects HTLV-1-endemic regions: Japan, Caribbean, Central/South America, and parts of Africa [1][7][12]

  • Higher incidence in males (1.4:1 ratio) and non-Hispanic Black populations; median age at diagnosis varies geographically (40–70 years) [2][7][17]

  • Lifetime risk: 2–5% of HTLV-1 carriers, increasing to >20% in high–proviral load carriers [1][7][12]

Burden

  • Mortality: 5-year survival <20% for acute/lymphoma subtypes despite treatment [1][7][12]

  • Geographic disparity: Rising incidence in high-risk US populations (e.g., Caribbean immigrants in NYC) [7][12]

  • High relapse rates and treatment costs due to chemotherapy resistance and frequent infections [1][6][17]

Therapies

  • Aggressive (acute/lymphoma): Chemotherapy (VCAP-AMP-VECP, CHOP/CHOEP) ± mogamulizumab (anti-CCR4 antibody) [1][6][13]; allo-HSCT for eligible patients [3][16]

  • Indolent (chronic/smoldering): Antiviral therapy (AZT + IFN-α) [3][13]; watchful waiting for asymptomatic cases [8][11]

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

Research Papers

1,568 drug discovery papers related to Adult T-cell leukemia/lymphoma, with 4 first-in-class and 7 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

1,568 drug discovery papers related to Adult T-cell leukemia/lymphoma, with 4 first-in-class and 7 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-26 | Follicular Mucinosis Associated with Adult T-Cell Leukemia-Lymphoma.

Follicular mucinosis is characterized by deposits of mucin in the sebaceous gland and outer root sheath of hair follicles. The diagnosis may occur without another cutaneous disease ("idiopathic" follicular mucinosis) or in association with hematologic malignancies, most often cutaneous T-cell lymphoma, and other skin conditions. We present a case of follicular mucinosis occurring in an African male with adult T-cell leukemia-lymphoma. Four cases of follicular mucinosis in the setting of adult T-cell leukemia-lymphoma have been reported previously in the literature. It is important to consider that not all lymphoma related follicular mucinosis is associated with cutaneous T-cell lymphoma.

Open article ↗



2026-06-24 | Closing the Mechanism Loop: A Unified Mechanistic Framework for Parasite-Associated Carcinogenesis

Background. Six parasite–cancer associations are supported by IARC carcinogen classification or strong mechanistic and epidemiological evidence: Schistosoma haematobium → bladder cancer (Group 1); Opisthorchis viverrini and Clonorchis sinensis → cholangiocarcinoma (Group 1); Schistosoma japonicum → colorectal cancer (Group 2B, priority reclassification); Plasmodium falciparum → endemic Burkitt lymphoma (Group 2A, reclassification evidence reviewed in Study 8 ([10.5281/zenodo.20402639](https://doi.org/10.5281/zenodo.20402639))); and Strongyloides stercoralis × HTLV-1 → adult T-cell leukemia/lymphoma (mechanistic evidence reviewed in Study 9 ([10.5281/zenodo.20402641](https://doi.org/10.5281/zenodo.20402641))). These associations span five parasite taxa, four cancer types, and four continents. No synthesis has mapped their underlying mechanisms onto a common framework. Methods. Narrative mechanistic synthesis. PubMed and Google Scholar were searched for publications on: (1) parasite-induced inflammation and genotoxicity; (2) helminth-driven immune polarisation; (3) parasite extracellular vesicles and epigenetic reprogramming; (4) parasite–oncovirus amplification systems. Results are...

Open article ↗



2026-06-17 | Loss of HTLV-1-specific CD8+ T-cell immunity in virus carriers predisposed to adult T-cell leukemia/lymphoma.

Adult T-cell leukemia/lymphoma (ATL) is caused by chronic infection with human T-lymphotropic virus type 1 (HTLV-1). HTLV-1 contains highly immunogenic CD8 + T-cell epitopes that elicit high frequencies of virus-specific CD8 + T cells in most virus carriers. Despite the virus being present in the tumor, HTLV-1-specific CD8 + cells are often undetectable in ATL. To characterize HTLV-1-specific CD8 + T cells during ATL development, we studied a subgroup of people living with asymptomatic HTLV-1 infection at very high risk of developing ATL. These so-called "high-risk" carriers have suspected premalignant lesions: expanded, HTLV-1-infected "ATL-like" clones circulating in their peripheral blood. Compared to viral antigen-burden matched controls, high-risk carriers had significantly fewer Tax-specific IFN-γ + CD8 + cells in peripheral blood. Furthermore, ex vivo CD8 + T cells from high-risk carriers did not efficiently kill autologous HTLV-1-infected T cells, including premalignant ATL-like clones. We stained Tax11-19/HLA-A∗0201 pentamer + CD8 + T cells to test whether the low frequencies of functional CD8+ T cells resulted from phenotype or absolute frequency of HTLV-1-specific CD8 + T cells. High-risk carriers had significantly lower frequencies of Tax11-19/HLA-A∗0201 pentamer + CD8 + T cells than controls, but we observed no difference in effector function, memory phenotype, or expression of checkpoint control molecules. In contrast, there was no difference in the frequency of CD8 + T cells specific for other viruses (cytomegalovirus, Epstein-Barr virus, influenza virus) between high-risk carriers and controls. This is the first report of HTLV-1-specific immune dysregulation in the premalignant stage of ATL. Low frequencies of HTLV-1-specific CD8 + T cells may contribute to ATL development and may be a novel therapeutic target for ATL prevention.

Open article ↗



2026-06-26 | Follicular Mucinosis Associated with Adult T-Cell Leukemia-Lymphoma.

Follicular mucinosis is characterized by deposits of mucin in the sebaceous gland and outer root sheath of hair follicles. The diagnosis may occur without another cutaneous disease ("idiopathic" follicular mucinosis) or in association with hematologic malignancies, most often cutaneous T-cell lymphoma, and other skin conditions. We present a case of follicular mucinosis occurring in an African male with adult T-cell leukemia-lymphoma. Four cases of follicular mucinosis in the setting of adult T-cell leukemia-lymphoma have been reported previously in the literature. It is important to consider that not all lymphoma related follicular mucinosis is associated with cutaneous T-cell lymphoma.

Open article ↗



2026-06-24 | Closing the Mechanism Loop: A Unified Mechanistic Framework for Parasite-Associated Carcinogenesis

Background. Six parasite–cancer associations are supported by IARC carcinogen classification or strong mechanistic and epidemiological evidence: Schistosoma haematobium → bladder cancer (Group 1); Opisthorchis viverrini and Clonorchis sinensis → cholangiocarcinoma (Group 1); Schistosoma japonicum → colorectal cancer (Group 2B, priority reclassification); Plasmodium falciparum → endemic Burkitt lymphoma (Group 2A, reclassification evidence reviewed in Study 8 ([10.5281/zenodo.20402639](https://doi.org/10.5281/zenodo.20402639))); and Strongyloides stercoralis × HTLV-1 → adult T-cell leukemia/lymphoma (mechanistic evidence reviewed in Study 9 ([10.5281/zenodo.20402641](https://doi.org/10.5281/zenodo.20402641))). These associations span five parasite taxa, four cancer types, and four continents. No synthesis has mapped their underlying mechanisms onto a common framework. Methods. Narrative mechanistic synthesis. PubMed and Google Scholar were searched for publications on: (1) parasite-induced inflammation and genotoxicity; (2) helminth-driven immune polarisation; (3) parasite extracellular vesicles and epigenetic reprogramming; (4) parasite–oncovirus amplification systems. Results are...

Open article ↗



2026-06-17 | Loss of HTLV-1-specific CD8+ T-cell immunity in virus carriers predisposed to adult T-cell leukemia/lymphoma.

Adult T-cell leukemia/lymphoma (ATL) is caused by chronic infection with human T-lymphotropic virus type 1 (HTLV-1). HTLV-1 contains highly immunogenic CD8 + T-cell epitopes that elicit high frequencies of virus-specific CD8 + T cells in most virus carriers. Despite the virus being present in the tumor, HTLV-1-specific CD8 + cells are often undetectable in ATL. To characterize HTLV-1-specific CD8 + T cells during ATL development, we studied a subgroup of people living with asymptomatic HTLV-1 infection at very high risk of developing ATL. These so-called "high-risk" carriers have suspected premalignant lesions: expanded, HTLV-1-infected "ATL-like" clones circulating in their peripheral blood. Compared to viral antigen-burden matched controls, high-risk carriers had significantly fewer Tax-specific IFN-γ + CD8 + cells in peripheral blood. Furthermore, ex vivo CD8 + T cells from high-risk carriers did not efficiently kill autologous HTLV-1-infected T cells, including premalignant ATL-like clones. We stained Tax11-19/HLA-A∗0201 pentamer + CD8 + T cells to test whether the low frequencies of functional CD8+ T cells resulted from phenotype or absolute frequency of HTLV-1-specific CD8 + T cells. High-risk carriers had significantly lower frequencies of Tax11-19/HLA-A∗0201 pentamer + CD8 + T cells than controls, but we observed no difference in effector function, memory phenotype, or expression of checkpoint control molecules. In contrast, there was no difference in the frequency of CD8 + T cells specific for other viruses (cytomegalovirus, Epstein-Barr virus, influenza virus) between high-risk carriers and controls. This is the first report of HTLV-1-specific immune dysregulation in the premalignant stage of ATL. Low frequencies of HTLV-1-specific CD8 + T cells may contribute to ATL development and may be a novel therapeutic target for ATL prevention.

Open article ↗



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

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

Drug Discovery Landscape

6 orphan drug designations for Adult T-cell leukemia/lymphoma.

6 orphan drug designations for Adult T-cell leukemia/lymphoma.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

mRNA cancer vaccine containing the nucleoside-modified mRNAs encoding EBNA1, LMP1, and LMP2 proteins of Epstein-Barr virus (EBV)

vaccines

FDA

2025-09-11

WestGene Biopharma Co., Ltd.

small molecule cytidine triphosphate synthase 1 (CTPS1) inhibitor

small molecules

FDA

2025-05-06

Step Pharma

a fully human immunoglobulin G1 (IgG1) monoclonal anti-tumor necrosis factor receptor 2 (TNFR2) antibody

antibodies

FDA

2025-03-19

BioInvent International AB

brentuximab vedotin

antibodies

FDA

2016-05-23

Seattle Genetics, Inc.

A lentiviral vector pseudotyped by the Indiana serotype of the vesicular stomatitis virus G protein encoding an antigen derived from the Tax, HBZ, p12I and p30II HTLV-1 proteins

gene therapies

EMA

2015-01-15

THERAVECTYS

mogamulizumab

antibodies

FDA

2011-07-14

Kyowa Kirin Pharmaceutical Development, 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.

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.