AI Drug Discovery for Pharma and Biotech

Drug discovery

14

drugs

With orphan designations

Overview

GM2 gangliosidosis is a group of autosomal recessive lysosomal storage disorders caused by deficiencies in β-hexosaminidase enzymes (A, B, or GM2 activator protein), leading to toxic GM2 ganglioside accumulation in neurons. Subtypes include Tay-Sachs (HEXA mutations), Sandhoff (HEXB mutations), and AB-variant (GM2A mutations) diseases. Infantile forms cause rapid neurodegeneration, developmental regression, and death by age 4–5, while juvenile/adult-onset variants show slower progression with motor neuron dysfunction, cerebellar atrophy, and psychiatric manifestations [1][2][5][7]. No disease-modifying therapies are currently approved [3][5].

Population

  • Incidence ranges from 1:222,000 (Tay-Sachs) to 1:422,000 (Sandhoff) live births, with higher carrier rates in Ashkenazi Jewish, Cajun, and French Canadian populations [2][9].

  • Adult-onset cases (average age 19) account for 6–7% of GM2 gangliosidoses, presenting with proximal weakness (81%), cerebellar ataxia (53%), and psychiatric disorders (30%) [1][4].

Burden

  • Infantile/juvenile forms: 93% require wheelchair assistance within 20 years of onset; 85% develop seizures, and 100% lose speech [2][4][11].

  • Adult forms: 44% develop fractures, 41% experience falls, and 30% require psychiatric care [4][11].

  • Caregiver impact: 100% report pervasive daily care responsibilities, with 69% managing behavioral/psychiatric crises and 45% experiencing severe emotional strain [11][14].

Therapies

  • Experimental approaches: Gene therapy (AAV vectors, CRISPR/Cas9), enzyme replacement therapy (intrathecal/cerebroventricular delivery), and hematopoietic stem cell transplantation (limited CNS efficacy) [5][13][17].

  • Symptomatic management: Gastric tube placement prolongs survival in infantile cases; anticonvulsants and mobility aids address neurological deficits [2][4][11].

  • Failed strategies: Substrate reduction therapy (miglustat) showed no clinical benefit in trials [8][17].

Categories: rare genetic diseases, rare inborn errors of metabolism, rare neurological diseases, rare transplant-related disorders

Research Papers

271 drug discovery papers related to GM2 gangliosidosis, with 3 first-in-class and 8 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

271 drug discovery papers related to GM2 gangliosidosis, with 3 first-in-class and 8 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-12 | Extracellular vesicles from inflammatory-primed stromal cells reduce in vitro inflammation in Sandhoff disease model.

Sandhoff disease (SD) is a fatal lysosomal storage disorder caused by β-N-acetylhexosaminidase deficiency, resulting in GM2 ganglioside accumulation, severe neurodegeneration, and chronic neuroinflammation. While enzyme-restoring therapies, such as AAV gene transfer, effectively target the primary enzymatic deficit, neuroinflammation persists and contributes to disease progression, motivating the development of anti-inflammatory adjuncts alongside disease-modifying interventions. Extracellular vesicles released by mesenchymal stromal cells (MSC-EVs) are acellular lipid nanoparticles that contain immunomodulatory molecules and can cross physical barriers, without immunogenicity issues. These features make MSC-EVs promising candidates for anti-inflammatory therapeutics targeting neuropathology. The anti-inflammatory potency of MSC-EVs is increased by priming parent MSCs with pro-inflammatory cytokines, resulting in IFEVs, as referred to in this study. Here, we evaluated the in vitro anti-inflammatory effects of IFEVs in a feline model of SD. IFEVs reduced SD neuroinflammation, lowering IL-6, TNF-α, and IL-1β protein levels in SD neuronal-mixed glia, with concordant transcriptional downregulation of NF-κB/p65 and NLRP3 components and upregulation of arginase 1 mRNA after 48 h of treatment. In SD peripheral blood mononuclear cells, IFEVs significantly increased the proportion of regulatory T cells and the Treg/T-effector cell ratio without inducing cytotoxicity. Together, these findings demonstrate that IFEVs reduced neuroinflammation and altered blood-circulating T-cell populations in an in vitro SD model, supporting their further preclinical development as a complementary immunomodulatory therapy for SD.

Open article ↗



2026-06-10 | Additional file 1 of An example for potentially underrated causes of recessive disease in the Greater Middle East: integrative long-read genome and transcriptome sequencing pinpoint a deep-intronic homozygous HEXB candidate founder variant in GM2-gangliosidosis

Supplementary Material 1: Table S1. Enzyme activities in plasma. Table S2. Enzyme activities in leukocytes. Table S3. Alleles of dbSNP-annotated variants of the HEXB locus (shaded, with 5’- and 3’-prime flanking regions) for the patient reported herein and for the heterozygous carrier HG03934 (female of Bengali ancestry; gnomAD). The disease-causing variant is depicted in bold. Red: Disease-associated haplotype that is homozygous in the patient (embedded in a 1.3 Mb ROH region). Of note, this haplotype is hypothetical in HG03934 – the variants in her would at least be compatible with a haplotype shared with the patient. Figure 1. Genome-wide ROH plots from LR-WGS data. ROH stretches (red) are shown by chromosomes. Note that despite several large ROH segments (e.g. on chromosomes 3, 7, 14 and 15), the causative HEXB mutation on chromosome 5 resides in a very short ROH stretch of 1.3 Mb.

Open article ↗



2026-06-10 | An example for potentially underrated causes of recessive disease in the Greater Middle East: integrative long-read genome and transcriptome sequencing pinpoint a deep-intronic homozygous HEXB candidate founder variant in GM2-gangliosidosis

Abstract Background Consanguinity provides shortcuts to identify homozygous recessive mutations. However, deep-intronic variants escape standard sequencing (panel; exome/WES), and their pathogenicity cannot be inferred from genomic data. We applied WES, long-read genome and long-read-RNA-sequencing (LR-WGS, LR-RNA-Seq) in a Syrian patient with biochemically evident GM2-gangliosidosis. Results No exonic HEXA, HEXB and GM2A mutations were found. LR-WGS/LR-RNA-Seq revealed a homozygous HEXB variant, c.771 + 985G > A, activating a 97 bp pseudo-exon. Conclusions Integrative genome and transcriptome sequencing unlocked a deep-intronic, database-annotated HEXB mutation and proved causality. This illustrates the diagnostic challenges in patients from the Middle East with its prevalent consanguinity and hidden (candidate founder) mutations which are potential targets for splice-modulating therapies.

Open article ↗



2026-07-12 | Extracellular vesicles from inflammatory-primed stromal cells reduce in vitro inflammation in Sandhoff disease model.

Sandhoff disease (SD) is a fatal lysosomal storage disorder caused by β-N-acetylhexosaminidase deficiency, resulting in GM2 ganglioside accumulation, severe neurodegeneration, and chronic neuroinflammation. While enzyme-restoring therapies, such as AAV gene transfer, effectively target the primary enzymatic deficit, neuroinflammation persists and contributes to disease progression, motivating the development of anti-inflammatory adjuncts alongside disease-modifying interventions. Extracellular vesicles released by mesenchymal stromal cells (MSC-EVs) are acellular lipid nanoparticles that contain immunomodulatory molecules and can cross physical barriers, without immunogenicity issues. These features make MSC-EVs promising candidates for anti-inflammatory therapeutics targeting neuropathology. The anti-inflammatory potency of MSC-EVs is increased by priming parent MSCs with pro-inflammatory cytokines, resulting in IFEVs, as referred to in this study. Here, we evaluated the in vitro anti-inflammatory effects of IFEVs in a feline model of SD. IFEVs reduced SD neuroinflammation, lowering IL-6, TNF-α, and IL-1β protein levels in SD neuronal-mixed glia, with concordant transcriptional downregulation of NF-κB/p65 and NLRP3 components and upregulation of arginase 1 mRNA after 48 h of treatment. In SD peripheral blood mononuclear cells, IFEVs significantly increased the proportion of regulatory T cells and the Treg/T-effector cell ratio without inducing cytotoxicity. Together, these findings demonstrate that IFEVs reduced neuroinflammation and altered blood-circulating T-cell populations in an in vitro SD model, supporting their further preclinical development as a complementary immunomodulatory therapy for SD.

Open article ↗



2026-06-10 | Additional file 1 of An example for potentially underrated causes of recessive disease in the Greater Middle East: integrative long-read genome and transcriptome sequencing pinpoint a deep-intronic homozygous HEXB candidate founder variant in GM2-gangliosidosis

Supplementary Material 1: Table S1. Enzyme activities in plasma. Table S2. Enzyme activities in leukocytes. Table S3. Alleles of dbSNP-annotated variants of the HEXB locus (shaded, with 5’- and 3’-prime flanking regions) for the patient reported herein and for the heterozygous carrier HG03934 (female of Bengali ancestry; gnomAD). The disease-causing variant is depicted in bold. Red: Disease-associated haplotype that is homozygous in the patient (embedded in a 1.3 Mb ROH region). Of note, this haplotype is hypothetical in HG03934 – the variants in her would at least be compatible with a haplotype shared with the patient. Figure 1. Genome-wide ROH plots from LR-WGS data. ROH stretches (red) are shown by chromosomes. Note that despite several large ROH segments (e.g. on chromosomes 3, 7, 14 and 15), the causative HEXB mutation on chromosome 5 resides in a very short ROH stretch of 1.3 Mb.

Open article ↗



2026-06-10 | An example for potentially underrated causes of recessive disease in the Greater Middle East: integrative long-read genome and transcriptome sequencing pinpoint a deep-intronic homozygous HEXB candidate founder variant in GM2-gangliosidosis

Abstract Background Consanguinity provides shortcuts to identify homozygous recessive mutations. However, deep-intronic variants escape standard sequencing (panel; exome/WES), and their pathogenicity cannot be inferred from genomic data. We applied WES, long-read genome and long-read-RNA-sequencing (LR-WGS, LR-RNA-Seq) in a Syrian patient with biochemically evident GM2-gangliosidosis. Results No exonic HEXA, HEXB and GM2A mutations were found. LR-WGS/LR-RNA-Seq revealed a homozygous HEXB variant, c.771 + 985G > A, activating a 97 bp pseudo-exon. Conclusions Integrative genome and transcriptome sequencing unlocked a deep-intronic, database-annotated HEXB mutation and proved causality. This illustrates the diagnostic challenges in patients from the Middle East with its prevalent consanguinity and hidden (candidate founder) mutations which are potential targets for splice-modulating therapies.

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

14 orphan drug designations for GM2 gangliosidosis.

14 orphan drug designations for GM2 gangliosidosis.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

(2S,3R,4R,5S)-1-[5-(2-fluoro-biphenyl-4-ylmethoxy)-pentyl]-2-hydroxymethyl-piperidine-3,4,5-triol

small molecules

EMA

2023-02-15

Azafaros B.V.

N-acetyl-L-leucine

small molecules

FDA

2022-01-11

IntraBio Inc.

Gemfibrozil

small molecules

FDA

2021-08-27

Polaryx Therapeutics, Inc.

Adeno-associated viral vector serotype 9 containing the human HEXA and HEXB genes

gene therapies

EMA

2021-08-20

Raremoon Consulting Esp S.L.

Trans-Cinnamic Acid

small molecules

FDA

2020-11-24

Polaryx Therapeutics, Inc.

Venglustat

small molecules

EMA

2020-08-21

Sanofi B.V.

venglustat malate

small molecules

FDA

2020-08-13

Genzyme Corporation, a SANOFI COMPANY

adeno-associated viral vector serotype 9 (AAV9) carrying both HEXA and HEXB

gene therapies

FDA

2020-07-17

Taysha Gene Therapies

(2S,3R,4R,5S)-2-(hydroxymethyl)-1-pentylpiperidine-3,4,5-triol

small molecules

EMA

2019-11-13

Idorsia Pharmaceuticals Deutschland GmbH

sinbaglustat

small molecules

FDA

2019-08-01

Idorsia Pharmaceuticals Ltd

N-acetyl-DL-leucine

small molecules

FDA

2018-03-26

IntraBio Inc.

Recombinant adeno-associated viral vector serotype 2/1 encoding human beta-hexosaminidase alpha and beta subunits

gene therapies

EMA

2018-01-17

Maria Livadiotis

Acetylleucine

peptides

EMA

2017-12-12

IntraBio Ireland Ltd

Recombinant adeno-associated virus serotype 2/1 vector encoding human beta-hexosaminidase alpha & beta subunits (rAAV2/1 Hex alpha & beta)

gene therapies

FDA

2017-11-14

University of Cambridge

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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.