AI Drug Discovery for Pharma and Biotech

Drug discovery

4

drugs

With orphan designations

Overview

Burkitt lymphoma is an aggressive B-cell non-Hodgkin lymphoma characterized by MYC proto-oncogene translocations, with three clinical variants: endemic (linked to EBV/malaria in Africa), sporadic (non-African abdominal/lymph node involvement), and immunodeficiency-associated (HIV/organ transplant). Rapidly progressive, it requires urgent intensive chemotherapy (e.g., DA-EPOCH-R, CODOX-M/IVAC) with rituximab and central nervous system (CNS) prophylaxis. Cure rates exceed 90% in children and 70% in adults with early treatment, though outcomes decline in relapsed/refractory disease or older patients [1][8][13][16].

Population

  • Endemic peaks in African children (ages 4–7; male:female ratio 3:1) [2][17].

  • Sporadic accounts for 1–5% of adult NHL in Western countries, with median age 40–50 years [2][7][18].

  • Immunodeficiency-associated affects HIV/AIDS patients (30–40% of HIV-related lymphomas) and transplant recipients [1][6].

Burden

  • Cure rates: >90% in pediatric cases vs. 64% 2-year survival in adults, dropping to <40% in relapsed disease [1][7][12].

  • Global impact: 19,072 cases/year (2021), rising 207% since 1990; sub-Saharan Africa faces higher mortality due to limited access to intensive regimens [9][19].

  • Toxicity: Tumor lysis syndrome (25–50% incidence) and treatment-related mortality (10%) in adults highlight management challenges [1][4][16].

Therapies

  • First-line: Dose-adjusted EPOCH-R or R-CODOX-M/R-IVAC regimens + rituximab, with intrathecal methotrexate for CNS prophylaxis [1][8][16].

  • Risk stratification: Low-risk (localized) vs. high-risk (advanced/CNS involvement) guides therapy intensity [1][3].

  • Emerging options: Brentuximab vedotin, proteasome inhibitors, and CAR T-cell therapy under investigation for refractory cases [3][13].

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

Research Papers

2,474 drug discovery papers related to Burkitt lymphoma, with 6 first-in-class and 5 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2,474 drug discovery papers related to Burkitt lymphoma, with 6 first-in-class and 5 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-06 | Tumor Lysis Syndrome Risk in Burkitt Lymphoma Versus Mantle Cell Lymphoma During Alkylating Therapy: A Propensity-Matched TriNetX Comparative Outcome Analysis.

Background Tumor lysis syndrome (TLS) is a preventable oncologic emergency that can rapidly progress to acute kidney injury, malignant arrhythmias, seizures, and death. Because key prevention decisions (prophylaxis intensity, monitoring frequency, and inpatient versus outpatient initiation) are made at the start of therapy, clinically useful risk estimates must separate intrinsic disease risk from regimen-driven risk. However, cross-histology TLS comparisons are frequently confounded by systematic differences in chemotherapy composition and intensity. We therefore evaluated whether Burkitt lymphoma retains a higher TLS risk than mantle cell lymphoma (MCL) under a treatment-restricted framework anchored to shared alkylating exposure, with the goal of generating practical clinical insight for early TLS risk recognition, prevention, and monitoring in real-world practice, including urgent and emergency care settings. Methods We performed a retrospective cohort study using the TriNetX Global Collaborative Network, a federated real-world electronic health record research platform. Two cohorts were constructed (Burkitt lymphoma and MCL) and restricted to patients with exposure to cyclophosphamide or ifosfamide. Identical exclusions were applied to both cohorts for anthracyclines (doxorubicin, daunorubicin, epirubicin, idarubicin, and valrubicin), immune checkpoint inhibitors (nivolumab and pembrolizumab), and lymphoma coded as "in remission." Outcomes were assessed beginning one day after cohort entry (index event).  The primary outcome was TLS (ICD-10-CM E88.3). Propensity score matching was performed 1:1. Time-to-event analyses used Kaplan-Meier methods with log-rank testing.  Results After propensity score matching, 290 patients were included in each cohort (290 matched pairs). TLS occurred in 10.0% of the Burkitt cohort (29/290) compared with 5.5% of the mantle cell cohort (16/290), corresponding to an absolute risk difference of 4.5% (95% CI 0.1-8.8%; p = 0.044). On a relative scale, Burkitt lymphoma was associated with higher TLS risk, with a risk ratio of 1.813 (95% CI 1.006-3.264) and an odds ratio of 1.903 (95% CI 1.010-3.585), indicating a consistent direction and magnitude of effect across measures. Time-to-event analyses were concordant with the risk-based estimates: Kaplan-Meier analysis demonstrated shorter TLS-free survival in the Burkitt cohort (log-rank p = 0.034; HR 1.915, 95% CI 1.039-3.527). Median TLS-free survival was not reached in either cohort within available follow-up.  Conclusions In this propensity-matched real-world cohort restricted to cyclophosphamide/ifosfamide exposure and excluding anthracyclines and immune checkpoint inhibitors, Burkitt lymphoma was associated with higher TLS incidence and shorter TLS-free survival compared with MCL. These findings support classifying Burkitt lymphoma as a higher-risk phenotype at treatment initiation and adopting more intensive TLS prevention and monitoring strategies (particularly proactive hydration and closer biochemical surveillance) with escalation of urate-lowering therapy as indicated, consistent with established TLS risk frameworks.

Open article ↗



2026-06-24 | Caloric Restriction as an Adjunct in Parasite-Associated Cancers: Convergent Mechanisms and a Proposed Trial Framework

Parasite-associated cancers — including Opisthorchis viverrini-associated cholangiocarcinoma (CCA), Schistosoma haematobium-associated bladder squamous cell carcinoma (SCC), Strongyloides stercoralis/HTLV-1-associated adult T-cell leukaemia/lymphoma (ATL), and Plasmodium falciparum-associated endemic Burkitt lymphoma (eBL) — share a common immune microenvironment feature: Th2/regulatory T cell (Treg) polarisation that suppresses CD8+ cytotoxic T lymphocyte (CTL) activity and attenuates immune checkpoint inhibitor (ICI) response. A December 2025 Nature Metabolism study demonstrated that dietary restriction reprograms CD8+ T cells through ketone body oxidation (ketolysis), reversing exhaustion and enhancing ICI efficacy — the precise immune defect this programme identified in helminth-associated cancers. Separately, fasting-induced mTOR suppression disrupts a key parasite survival pathway: intracellular parasites including Toxoplasma gondii and Leishmania spp. exploit PI3K/Akt/mTOR signalling to suppress autophagy-mediated clearance, and mTOR inhibition restores parasite killing in preclinical models. This hypothesis paper distinguishes two fasting strategies with different...

Open article ↗



2026-06-20 | Burkitt Lymphoma Unmasking HIV Infection Amid Multiple Life-Threatening Opportunistic Infections: A Case Report

Background: Burkitt lymphoma (BL) is an aggressive AIDS-defining B-cell non-Hodgkin lymphoma. Its simultaneous occurrence with severe opportunistic infections at HIV diagnosis represents an exceptional and life-threatening scenario. Case Presentation: A 36-year-old male with newly diagnosed HIV infection (viral load >10,000,000 copies/mL) presented simultaneously with invasive pulmonary aspergillosis, oropharyngeal-esophageal candidiasis, marked hepatic impairment, and a multinodular hepatic pattern with a suspicious pancreatic lesion on MRI. Inguinal lymph node biopsy confirmed Burkitt lymphoma with a starry-sky histological pattern. Liposomal amphotericin B was initiated first, followed by TDF/3TC/DTG antiretroviral therapy. After emergency transfer to hematology, the patient died approximately three weeks after chemotherapy initiation. Conclusion: This case highlights the exceptional prognostic severity of BL diagnosed concurrently with AIDS-defining opportunistic infections, and underscores the need for early HIV diagnosis, systematic lymph node biopsy in immunocompromised patients, and multidisciplinary management.

Open article ↗



2026-07-06 | Tumor Lysis Syndrome Risk in Burkitt Lymphoma Versus Mantle Cell Lymphoma During Alkylating Therapy: A Propensity-Matched TriNetX Comparative Outcome Analysis.

Background Tumor lysis syndrome (TLS) is a preventable oncologic emergency that can rapidly progress to acute kidney injury, malignant arrhythmias, seizures, and death. Because key prevention decisions (prophylaxis intensity, monitoring frequency, and inpatient versus outpatient initiation) are made at the start of therapy, clinically useful risk estimates must separate intrinsic disease risk from regimen-driven risk. However, cross-histology TLS comparisons are frequently confounded by systematic differences in chemotherapy composition and intensity. We therefore evaluated whether Burkitt lymphoma retains a higher TLS risk than mantle cell lymphoma (MCL) under a treatment-restricted framework anchored to shared alkylating exposure, with the goal of generating practical clinical insight for early TLS risk recognition, prevention, and monitoring in real-world practice, including urgent and emergency care settings. Methods We performed a retrospective cohort study using the TriNetX Global Collaborative Network, a federated real-world electronic health record research platform. Two cohorts were constructed (Burkitt lymphoma and MCL) and restricted to patients with exposure to cyclophosphamide or ifosfamide. Identical exclusions were applied to both cohorts for anthracyclines (doxorubicin, daunorubicin, epirubicin, idarubicin, and valrubicin), immune checkpoint inhibitors (nivolumab and pembrolizumab), and lymphoma coded as "in remission." Outcomes were assessed beginning one day after cohort entry (index event).  The primary outcome was TLS (ICD-10-CM E88.3). Propensity score matching was performed 1:1. Time-to-event analyses used Kaplan-Meier methods with log-rank testing.  Results After propensity score matching, 290 patients were included in each cohort (290 matched pairs). TLS occurred in 10.0% of the Burkitt cohort (29/290) compared with 5.5% of the mantle cell cohort (16/290), corresponding to an absolute risk difference of 4.5% (95% CI 0.1-8.8%; p = 0.044). On a relative scale, Burkitt lymphoma was associated with higher TLS risk, with a risk ratio of 1.813 (95% CI 1.006-3.264) and an odds ratio of 1.903 (95% CI 1.010-3.585), indicating a consistent direction and magnitude of effect across measures. Time-to-event analyses were concordant with the risk-based estimates: Kaplan-Meier analysis demonstrated shorter TLS-free survival in the Burkitt cohort (log-rank p = 0.034; HR 1.915, 95% CI 1.039-3.527). Median TLS-free survival was not reached in either cohort within available follow-up.  Conclusions In this propensity-matched real-world cohort restricted to cyclophosphamide/ifosfamide exposure and excluding anthracyclines and immune checkpoint inhibitors, Burkitt lymphoma was associated with higher TLS incidence and shorter TLS-free survival compared with MCL. These findings support classifying Burkitt lymphoma as a higher-risk phenotype at treatment initiation and adopting more intensive TLS prevention and monitoring strategies (particularly proactive hydration and closer biochemical surveillance) with escalation of urate-lowering therapy as indicated, consistent with established TLS risk frameworks.

Open article ↗



2026-06-24 | Caloric Restriction as an Adjunct in Parasite-Associated Cancers: Convergent Mechanisms and a Proposed Trial Framework

Parasite-associated cancers — including Opisthorchis viverrini-associated cholangiocarcinoma (CCA), Schistosoma haematobium-associated bladder squamous cell carcinoma (SCC), Strongyloides stercoralis/HTLV-1-associated adult T-cell leukaemia/lymphoma (ATL), and Plasmodium falciparum-associated endemic Burkitt lymphoma (eBL) — share a common immune microenvironment feature: Th2/regulatory T cell (Treg) polarisation that suppresses CD8+ cytotoxic T lymphocyte (CTL) activity and attenuates immune checkpoint inhibitor (ICI) response. A December 2025 Nature Metabolism study demonstrated that dietary restriction reprograms CD8+ T cells through ketone body oxidation (ketolysis), reversing exhaustion and enhancing ICI efficacy — the precise immune defect this programme identified in helminth-associated cancers. Separately, fasting-induced mTOR suppression disrupts a key parasite survival pathway: intracellular parasites including Toxoplasma gondii and Leishmania spp. exploit PI3K/Akt/mTOR signalling to suppress autophagy-mediated clearance, and mTOR inhibition restores parasite killing in preclinical models. This hypothesis paper distinguishes two fasting strategies with different...

Open article ↗



2026-06-20 | Burkitt Lymphoma Unmasking HIV Infection Amid Multiple Life-Threatening Opportunistic Infections: A Case Report

Background: Burkitt lymphoma (BL) is an aggressive AIDS-defining B-cell non-Hodgkin lymphoma. Its simultaneous occurrence with severe opportunistic infections at HIV diagnosis represents an exceptional and life-threatening scenario. Case Presentation: A 36-year-old male with newly diagnosed HIV infection (viral load >10,000,000 copies/mL) presented simultaneously with invasive pulmonary aspergillosis, oropharyngeal-esophageal candidiasis, marked hepatic impairment, and a multinodular hepatic pattern with a suspicious pancreatic lesion on MRI. Inguinal lymph node biopsy confirmed Burkitt lymphoma with a starry-sky histological pattern. Liposomal amphotericin B was initiated first, followed by TDF/3TC/DTG antiretroviral therapy. After emergency transfer to hematology, the patient died approximately three weeks after chemotherapy initiation. Conclusion: This case highlights the exceptional prognostic severity of BL diagnosed concurrently with AIDS-defining opportunistic infections, and underscores the need for early HIV diagnosis, systematic lymph node biopsy in immunocompromised patients, and multidisciplinary management.

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

4 orphan drug designations for Burkitt lymphoma.

4 orphan drug designations for Burkitt lymphoma.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Sepantronium Bromide

small molecules

FDA

2023-12-07

Cothera Bioscience, Inc.

CD20-CD47 bispecific fusion protein

proteins

FDA

2022-06-08

Conjupro Biotherapeutics, Inc.

Devimistat

small molecules

EMA

2021-10-15

IQVIA RDS Ireland Limited

6,8-bis(benzylthio)octanoic acid

small molecules

FDA

2018-01-25

Cornerstone Pharmaceuticals, Inc.

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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.