AI Drug Discovery for Pharma and Biotech

Drug discovery

15

drugs

With orphan designations

Overview

Marginal zone lymphoma (MZL) is a rare, indolent B-cell non-Hodgkin lymphoma arising from marginal zone B cells, comprising three subtypes: extranodal (MALT lymphoma), nodal, and splenic. It is often linked to chronic antigen stimulation (e.g., H. pylori infections, autoimmune disorders) and exhibits heterogeneous clinical behavior. Diagnosis requires integrating histopathology, molecular testing (e.g., MALT1 translocations), and staging. Treatment ranges from anti-infective therapies for localized disease to immunochemotherapy for advanced stages, with prognosis varying by subtype and risk stratification [1][5][12].

Population

  • Incidence: 19.6 per 1,000,000 person-years in the U.S., with extranodal MZL (61%) > nodal (30%) > splenic (9%) [2][4][9].

  • Median age at diagnosis: ~60–67 years; splenic MZL has the oldest median age (71.7) [17].

  • Ethnic disparities: Highest incidence in non-Hispanic whites (20.7 per 1,000,000) [2].

Burden

  • Survival: 5-year relative survival ranges from 76.5% (nodal) to 93.8% (MALT) [4][7].

  • Prognostic challenges: Early progression (POD24) and histologic transformation to aggressive lymphoma correlate with poorer outcomes [1][12].

  • Economic impact: High treatment costs for relapsed/refractory cases, with immunochemotherapy and hospitalizations driving expenses [14][19].

Therapies

  • Localized disease: H. pylori eradication for gastric MALT; involved-site radiation (24–30 Gy) for non-responsive/extranodal cases [3][5][13].

  • Advanced disease: Rituximab-based regimens (e.g., bendamustine-rituximab), lenalidomide-rituximab (R2), or splenectomy/splenic radiation for splenic MZL [8][13][17].

  • Asymptomatic cases: Active surveillance until progression or symptom onset [6][12].

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

Research Papers

1,306 drug discovery papers about Marginal zone lymphoma, with 2 first-in-class and 22 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

1,306 drug discovery papers about Marginal zone lymphoma, with 2 first-in-class and 22 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-29 | CEACAM1 expression by immunohistochemistry in B-cell lymphomas and plasma cell myeloma.

Mantle cell lymphoma (MCL) is an aggressive B-cell lymphoma with limited curative treatment options. Carcinoembryonic antigen cell adhesion molecule 1 (CEACAM1) has recently been implicated in B-cell receptor signaling in MCL. We evaluated CEACAM1 expression by immunohistochemistry across MCL and other mature B-cell neoplasms, including small lymphocytic lymphoma (SLL), marginal zone lymphoma (MZL), diffuse large B-cell lymphoma (DLBCL), and multiple myeloma (MM). We retrospectively analyzed 164 lymphoma cases, 35 MM cases, and 2 plasmacytomas. CEACAM1 expression was assessed on tissue microarrays by immunohistochemistry and scored using a prespecified dichotomous cutoff. In DLBCL, CEACAM1 status was correlated with cell-of-origin classification and targeted mutational data. CEACAM1 was expressed in 27 of 30 MCL cases (90%), higher than in the other lymphoma subtypes combined (35%; P < .0001). Expression was also seen in SLL (20/30, 67%), MM (23/35, 66%), MZL (8/22, 36%), and DLBCL (19/82, 23%). In DLBCL, expression was more frequent in germinal center B-cell subtype than activated B-cell subtype cases (30% vs 13%; P = .023). Within sequenced DLBCL cases, CEACAM1 expression was associated with BCL2 and TNFRSF14 mutations. In MM, CEACAM1 expression was not significantly associated with recurrent cytogenetic abnormalities, although a nonsignificant trend toward higher expression in t(11;14) cases (75% vs 53%, Fisher exact P = .28). CEACAM1 is frequently expressed in MCL and in subsets of other mature B-cell neoplasms and MM. These findings support further investigation of CEACAM1 as a biologically relevant marker and potential therapeutic target in selected lymphoid malignancies.

Open article ↗



2026-06-02 | Obinutuzumab plus bendamustine as first-line therapy for indolent B-cell lymphomas: a prospective multicenter open-label study.

This study evaluated the efficacy and safety of obinutuzumab plus bendamustine (GB) as first-line treatment for indolent B-cell lymphomas. In this prospective, multicenter, single-arm trial (NCT06415708), adults with newly diagnosed indolent B-cell lymphomas-including follicular lymphoma (FL), marginal zone lymphoma (MZL), Waldenström macroglobulinemia (WM), hairy cell leukemia variant (HCL-v), and unclassified B-cell lymphoproliferative disorder (BCLPD-U)-received six induction cycles of GB followed by 2 years of obinutuzumab maintenance in responders (⩾ partial response). The primary endpoint was overall response rate (ORR), whereas secondary endpoints included complete response rate (CRR), duration of response (DOR), progression-free survival (PFS), overall survival (OS), and safety. Among 220 enrolled patients (149 with FL and 71 with non-FL), 210 completed ⩾ 3 treatment cycles. At a median follow-up of 13.1 months, ORRs in the different patient subgroups were 96.6% (FL), 100% (MZL, HCL-v), 92.9% (WM), and 88.9% (BCLPD-U). The median DOR was 16.7 months in the FL group and was not reached in the non-FL group. PFS and OS were not reached in any subgroup. The FL and non-FL groups had comparable ORRs (P = 0.435); however, the FL group showed a higher CRR (92.4% vs. 78.5%; P = 0.004) and shorter PFS (P = 0.020). Treatment-emergent adverse events occurred in 42 patients and were more frequent in the non-FL group than in the FL group (26.8% vs. 15.4%; P = 0.046), particularly infections (18.3% vs. 6.0%; P = 0.005). Overall, the GB regimen demonstrated high response rates and manageable safety in Chinese patients with indolent B-cell lymphoma.

Open article ↗



2026-05-27 | Integrated multi-omic profiling reveals two distinct splenic marginal zone lymphoma subgroups with prognostic relevance.

Splenic marginal zone lymphoma (SMZL) is a rare B-cell malignancy with notable genetic, epigenetic, and clinical heterogeneity. This study utilized coding and non-coding sequencing (n=74), including whole-genome sequencing (WGS) on 24 paired tumour-normal samples, targeted sequencing (n=55) and DNA methylation in 126 cases to characterize the disease. From WGS, we identified recurrent, predominantly clonal, coding mutations in KLF2 (50%), KMT2D (25%) and NOTCH2 (25%), alongside rare mutations in FLNC (8%), novel mutations in FAM135B (17%) and non-coding mutational hotspots in BCL6, PAX5 and BACH2, linked to aberrant somatic hypermutation. At least one non-coding hotspot was detected in 69% of cases. Copy-number aberrations (CNAs) were present in 73% of cases, including del(7q) (27%), gain(3q) (17%) and trisomy 12 (13%). DNA methylation profiling revealed two epigenetic subgroups: SMZL-HR (high-risk, n=67) and SMZL-LR (low-risk, n=59). SMZL-HR was associated with adverse features such as female sex, IGHV1-2*04 usage, KLF2 mutations, del(7q), shorter telomeres, and elevated epiCMIT scores. Transcriptomic analysis highlighted enhanced cell proliferation in SMZL-HR, with enrichment of E2F and G2M checkpoint pathways and epigenetic regulation via EZH2. SMZL-HR patients had significantly shorter time to first treatment (TTFT) (HR: 1.9, p=.003) and reduced overall survival (HR: 2.5, p=.039): 85% of SMZL-HR patients required treatment and showed a higher frequency of transformation (p=.007) and mortality (p<.001). Multivariate analysis confirmed SMZL-HR as an independent predictor of shorter TTFT (HR: 2.4, p=.001). These findings demonstrate the role of DNA methylation and molecular profiling in SMZL risk stratification.

Open article ↗



2026-06-29 | CEACAM1 expression by immunohistochemistry in B-cell lymphomas and plasma cell myeloma.

Mantle cell lymphoma (MCL) is an aggressive B-cell lymphoma with limited curative treatment options. Carcinoembryonic antigen cell adhesion molecule 1 (CEACAM1) has recently been implicated in B-cell receptor signaling in MCL. We evaluated CEACAM1 expression by immunohistochemistry across MCL and other mature B-cell neoplasms, including small lymphocytic lymphoma (SLL), marginal zone lymphoma (MZL), diffuse large B-cell lymphoma (DLBCL), and multiple myeloma (MM). We retrospectively analyzed 164 lymphoma cases, 35 MM cases, and 2 plasmacytomas. CEACAM1 expression was assessed on tissue microarrays by immunohistochemistry and scored using a prespecified dichotomous cutoff. In DLBCL, CEACAM1 status was correlated with cell-of-origin classification and targeted mutational data. CEACAM1 was expressed in 27 of 30 MCL cases (90%), higher than in the other lymphoma subtypes combined (35%; P < .0001). Expression was also seen in SLL (20/30, 67%), MM (23/35, 66%), MZL (8/22, 36%), and DLBCL (19/82, 23%). In DLBCL, expression was more frequent in germinal center B-cell subtype than activated B-cell subtype cases (30% vs 13%; P = .023). Within sequenced DLBCL cases, CEACAM1 expression was associated with BCL2 and TNFRSF14 mutations. In MM, CEACAM1 expression was not significantly associated with recurrent cytogenetic abnormalities, although a nonsignificant trend toward higher expression in t(11;14) cases (75% vs 53%, Fisher exact P = .28). CEACAM1 is frequently expressed in MCL and in subsets of other mature B-cell neoplasms and MM. These findings support further investigation of CEACAM1 as a biologically relevant marker and potential therapeutic target in selected lymphoid malignancies.

Open article ↗



2026-06-02 | Obinutuzumab plus bendamustine as first-line therapy for indolent B-cell lymphomas: a prospective multicenter open-label study.

This study evaluated the efficacy and safety of obinutuzumab plus bendamustine (GB) as first-line treatment for indolent B-cell lymphomas. In this prospective, multicenter, single-arm trial (NCT06415708), adults with newly diagnosed indolent B-cell lymphomas-including follicular lymphoma (FL), marginal zone lymphoma (MZL), Waldenström macroglobulinemia (WM), hairy cell leukemia variant (HCL-v), and unclassified B-cell lymphoproliferative disorder (BCLPD-U)-received six induction cycles of GB followed by 2 years of obinutuzumab maintenance in responders (⩾ partial response). The primary endpoint was overall response rate (ORR), whereas secondary endpoints included complete response rate (CRR), duration of response (DOR), progression-free survival (PFS), overall survival (OS), and safety. Among 220 enrolled patients (149 with FL and 71 with non-FL), 210 completed ⩾ 3 treatment cycles. At a median follow-up of 13.1 months, ORRs in the different patient subgroups were 96.6% (FL), 100% (MZL, HCL-v), 92.9% (WM), and 88.9% (BCLPD-U). The median DOR was 16.7 months in the FL group and was not reached in the non-FL group. PFS and OS were not reached in any subgroup. The FL and non-FL groups had comparable ORRs (P = 0.435); however, the FL group showed a higher CRR (92.4% vs. 78.5%; P = 0.004) and shorter PFS (P = 0.020). Treatment-emergent adverse events occurred in 42 patients and were more frequent in the non-FL group than in the FL group (26.8% vs. 15.4%; P = 0.046), particularly infections (18.3% vs. 6.0%; P = 0.005). Overall, the GB regimen demonstrated high response rates and manageable safety in Chinese patients with indolent B-cell lymphoma.

Open article ↗



2026-05-27 | Integrated multi-omic profiling reveals two distinct splenic marginal zone lymphoma subgroups with prognostic relevance.

Splenic marginal zone lymphoma (SMZL) is a rare B-cell malignancy with notable genetic, epigenetic, and clinical heterogeneity. This study utilized coding and non-coding sequencing (n=74), including whole-genome sequencing (WGS) on 24 paired tumour-normal samples, targeted sequencing (n=55) and DNA methylation in 126 cases to characterize the disease. From WGS, we identified recurrent, predominantly clonal, coding mutations in KLF2 (50%), KMT2D (25%) and NOTCH2 (25%), alongside rare mutations in FLNC (8%), novel mutations in FAM135B (17%) and non-coding mutational hotspots in BCL6, PAX5 and BACH2, linked to aberrant somatic hypermutation. At least one non-coding hotspot was detected in 69% of cases. Copy-number aberrations (CNAs) were present in 73% of cases, including del(7q) (27%), gain(3q) (17%) and trisomy 12 (13%). DNA methylation profiling revealed two epigenetic subgroups: SMZL-HR (high-risk, n=67) and SMZL-LR (low-risk, n=59). SMZL-HR was associated with adverse features such as female sex, IGHV1-2*04 usage, KLF2 mutations, del(7q), shorter telomeres, and elevated epiCMIT scores. Transcriptomic analysis highlighted enhanced cell proliferation in SMZL-HR, with enrichment of E2F and G2M checkpoint pathways and epigenetic regulation via EZH2. SMZL-HR patients had significantly shorter time to first treatment (TTFT) (HR: 1.9, p=.003) and reduced overall survival (HR: 2.5, p=.039): 85% of SMZL-HR patients required treatment and showed a higher frequency of transformation (p=.007) and mortality (p<.001). Multivariate analysis confirmed SMZL-HR as an independent predictor of shorter TTFT (HR: 2.4, p=.001). These findings demonstrate the role of DNA methylation and molecular profiling in SMZL risk stratification.

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

15 orphan drug designations for Marginal zone lymphoma, including 2 approved therapies.

15 orphan drug designations for Marginal zone lymphoma, including 2 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

tafasitamab-cxix

antibodies

FDA

2024-12-03

Incyte Corporation

Gallium (68Ga) boclatixafortide

oligonucleotides

EMA

2024-08-21

Pentixapharm AG

Zanubrutinib [Brukinsa]

small molecules

EMA

2021-05-20

Beone Medicines Ireland Limited

Axicabtagene ciloleucel

cell therapies

EMA

2020-06-26

Kite Pharma EU B.V.

Lutetium (177Lu) lilotomab satetraxetan

antibodies

EMA

2020-06-04

Nordic Nanovector AS

Parsaclisib [Parsaclisib Incyte Biosciences Distribution B.V.]

small molecules

EMA

2019-07-25

Incyte Biosciences Distribution B.V.

Copanlisib [Aliqopa]

small molecules

EMA

2018-08-24

Bayer AG

Ibrutinib [Imbruvica]

small molecules

EMA

2015-08-10

Janssen Cilag International

Obinutuzumab [Gazyvaro]

antibodies

EMA

2015-06-19

Roche Registration Limited

Lenalidomide [Revlimid]

small molecules

EMA

2015-04-24

Celgene Europe B.V.

bendamustine for 50ml admixture [Bendeka]

small molecules

FDA

2014-07-02

2015-12-07

Eagle Pharmaceuticals, Inc.

bendamustine hydrochloride [Treanda]

small molecules

FDA

2013-11-26

2008-10-31

Cephalon, Inc.

Idelalisib

small molecules

EMA

2013-08-05

Gilead Sciences International Limited

Idelalisib

small molecules

EMA

2013-08-05

Gilead Sciences International Limited

Idelalisib

small molecules

EMA

2013-08-05

Gilead Sciences International Limited

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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.