AI Drug Discovery for Pharma and Biotech

Drug discovery

2

drugs

With orphan designations

Overview

Tay-Sachs disease is a fatal autosomal recessive lysosomal storage disorder caused by HEXA gene mutations, resulting in deficient β-hexosaminidase A activity and toxic GM2 ganglioside accumulation in neurons. It manifests as infantile (neurodegeneration, death by age 4–5), juvenile (death by adolescence), or late-onset forms (variable neurological/psychiatric symptoms) [1][5][6]. Diagnostic hallmarks include cherry-red retinal spots and enzymatic/genetic testing [1][9].

Population

  • Incidence: 1 in 3,500 Ashkenazi Jewish births; 1 in 250–300 general population carriers [2][6][10].

  • High-risk groups: Ashkenazi Jews (1 in 27 carriers), French Canadians, Cajuns, and Irish Americans (1 in 50 carriers) [10][14].

Burden

  • Morbidity: Progressive motor/cognitive decline, seizures, blindness, and dysphagia across subtypes [1][6][17].

  • Mortality: Infantile form: >90% mortality by age 5; juvenile form: survival ≤15 years [6][9].

  • Psychosocial/cost: High caregiving demands, recurrent hospitalizations for infections, and long-term palliative needs [9][12][16].

Therapies

  • Supportive care: Antiepileptics, nutritional support, and palliative interventions [9][13].

  • Experimental therapies: Gene therapy (AAV vectors targeting CNS), substrate reduction (miglustat), pharmacological chaperones (pyrimethamine/ambroxol), and hematopoietic stem cell transplantation (limited CNS efficacy) [3][11][19].

  • No disease-modifying treatments approved; clinical trials focus on enzyme replacement and GM2 reduction [3][7][15].

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

Research Papers

304 drug discovery papers related to Tay-Sachs disease, with 3 first-in-class and 11 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

304 drug discovery papers related to Tay-Sachs disease, with 3 first-in-class and 11 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-16 | Clinical Utility of Rapid Whole-Genome Sequencing in Hospitalized Adults With Unexplained Neurologic Presentations.

Adults with unexplained neurologic presentations often undergo extensive evaluations without timely diagnosis. Evidence supporting the clinical utility of rapid whole-genome sequencing (rWGS) in hospitalized adult populations remains limited. We evaluated the diagnostic yield of rWGS in adults hospitalized for unexplained neurologic manifestations and assessed clinical predictors of a phenotype-concordant genetic diagnosis. We performed a retrospective cohort analysis of adult inpatients (≥18 years) undergoing rWGS as part of a structured inpatient clinical genomics implementation at Mayo Clinic between June 2022 and September 2025. Testing was performed after primary team consultation and subsequent assessment by a clinical geneticist. We prespecified a neurologic cohort restricted to patients admitted to the neurology inpatient service in whom presenting neurologic phenotypes were the primary indication for hospitalization and genomics consultation. Patients with non-neurologic primary indications were excluded from this study. The primary outcome was a phenotype-concordant genetic diagnosis on rWGS determined by genotype-phenotype assessment. Analytic objectives included identification of clinical predictors of a phenotype-concordant genetic diagnosis, and a secondary outcome was rWGS-attributable changes in clinical management. Patients with and without phenotype-concordant diagnoses were compared using univariable logistic regression for categorical candidate predictors (odds ratios [ORs] with 95% CIs) and the t test for age. Among 96 adults who completed rWGS, 57 (59.4%) met criteria for the neurologic cohort (mean age 53.0 ± 18.0 years; 35.1% female). Thirteen of 57 (22.8%) received a phenotype-concordant genetic diagnosis involving IFIH1, CNBP, NOTCH1, C9orf72, FGF14, HUWE1, NLRP12, CCM2, PTPN11, FLNA, HEXA, PRNP, and ATXN8OS. Factors associated with a phenotype-concordant diagnosis included a family history of similar neurologic symptoms in first-degree or second-degree relatives (OR 7.4; 95% CI 1.9-31.5), multisystem involvement (OR 6.9; 95% CI 1.6-29.8), refractory psychiatric symptoms (OR 6.1; 95% CI 1.1-35.7), and unexplained ataxia (OR 4.0; 95% CI 1.1-15.1). rWGS directly altered clinical management in 2 cases, including initiation of immunotherapy for an NLRP12-associated autoinflammatory disorder and enrollment in a gene-therapy trial for adult-onset Tay-Sachs disease. In this tertiary-care inpatient cohort, rWGS identified a phenotype-concordant genetic diagnosis in nearly one-quarter of adults. Limitations include single-center design and preselection through specialized consultation, which may limit generalizability.

Open article ↗



2026-06-12 | Cerebrospinal delivery of a bidirectional AAV9 vector improves optic nerve and retinal pathology in a sheep model of Tay-Sachs disease.

Tay-Sachs disease (TSD) is a fatal neurodegenerative lysosomal storage disease. The Jacob sheep is the only large-animal model of TSD, yet ocular pathology and the therapeutic potential of gene therapy remain poorly defined. Sheep cohorts included normal controls (n = 3); untreated TSD-affected (n = 4); intravenous AAV9-Bic_HexA/HexB-treated (n = 3); and intracerebroventricular, cisterna magna, and lumbar intrathecal AAV9- Bic_HexA/HexB-treated sheep (cerebrospinal fluid [CSF] therapy; n = 7). Retinal histopathology and immunohistochemistry, retinal whole-mount analyses for retinal ganglion cell (RGC) morphology and density, optic nerve evaluation with p-phenylenediamine (PPD )semi-thin sections, qPCR assessment for vector genomes, and RNAscope probes for transgene expression were performed. Untreated TSD sheep exhibited RGCs with abundant microvesicular cytoplasmic expansion and optic nerve spheroids, with storage material variably staining with periodic acid-Schiff. Marked astrocytosis, microgliosis, and GM2 accumulation within RGCs were present. Optic nerve axon counts and RGC density were significantly reduced, and optic nerve damage scores increased, in untreated and IV-treated sheep but were rescued with short-term CSF therapy. GM2 volume and signal intensity per RGC were significantly reduced following short-term CSF therapy. Minimal but detectable retinal vector genomes and transgene expression were observed. These findings demonstrate retinal and optic nerve pathology in Jacob sheep with TSD and AAV9 therapy.

Open article ↗



2026-06-11 | 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.

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. 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. 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 ↗



2026-06-16 | Clinical Utility of Rapid Whole-Genome Sequencing in Hospitalized Adults With Unexplained Neurologic Presentations.

Adults with unexplained neurologic presentations often undergo extensive evaluations without timely diagnosis. Evidence supporting the clinical utility of rapid whole-genome sequencing (rWGS) in hospitalized adult populations remains limited. We evaluated the diagnostic yield of rWGS in adults hospitalized for unexplained neurologic manifestations and assessed clinical predictors of a phenotype-concordant genetic diagnosis. We performed a retrospective cohort analysis of adult inpatients (≥18 years) undergoing rWGS as part of a structured inpatient clinical genomics implementation at Mayo Clinic between June 2022 and September 2025. Testing was performed after primary team consultation and subsequent assessment by a clinical geneticist. We prespecified a neurologic cohort restricted to patients admitted to the neurology inpatient service in whom presenting neurologic phenotypes were the primary indication for hospitalization and genomics consultation. Patients with non-neurologic primary indications were excluded from this study. The primary outcome was a phenotype-concordant genetic diagnosis on rWGS determined by genotype-phenotype assessment. Analytic objectives included identification of clinical predictors of a phenotype-concordant genetic diagnosis, and a secondary outcome was rWGS-attributable changes in clinical management. Patients with and without phenotype-concordant diagnoses were compared using univariable logistic regression for categorical candidate predictors (odds ratios [ORs] with 95% CIs) and the t test for age. Among 96 adults who completed rWGS, 57 (59.4%) met criteria for the neurologic cohort (mean age 53.0 ± 18.0 years; 35.1% female). Thirteen of 57 (22.8%) received a phenotype-concordant genetic diagnosis involving IFIH1, CNBP, NOTCH1, C9orf72, FGF14, HUWE1, NLRP12, CCM2, PTPN11, FLNA, HEXA, PRNP, and ATXN8OS. Factors associated with a phenotype-concordant diagnosis included a family history of similar neurologic symptoms in first-degree or second-degree relatives (OR 7.4; 95% CI 1.9-31.5), multisystem involvement (OR 6.9; 95% CI 1.6-29.8), refractory psychiatric symptoms (OR 6.1; 95% CI 1.1-35.7), and unexplained ataxia (OR 4.0; 95% CI 1.1-15.1). rWGS directly altered clinical management in 2 cases, including initiation of immunotherapy for an NLRP12-associated autoinflammatory disorder and enrollment in a gene-therapy trial for adult-onset Tay-Sachs disease. In this tertiary-care inpatient cohort, rWGS identified a phenotype-concordant genetic diagnosis in nearly one-quarter of adults. Limitations include single-center design and preselection through specialized consultation, which may limit generalizability.

Open article ↗



2026-06-12 | Cerebrospinal delivery of a bidirectional AAV9 vector improves optic nerve and retinal pathology in a sheep model of Tay-Sachs disease.

Tay-Sachs disease (TSD) is a fatal neurodegenerative lysosomal storage disease. The Jacob sheep is the only large-animal model of TSD, yet ocular pathology and the therapeutic potential of gene therapy remain poorly defined. Sheep cohorts included normal controls (n = 3); untreated TSD-affected (n = 4); intravenous AAV9-Bic_HexA/HexB-treated (n = 3); and intracerebroventricular, cisterna magna, and lumbar intrathecal AAV9- Bic_HexA/HexB-treated sheep (cerebrospinal fluid [CSF] therapy; n = 7). Retinal histopathology and immunohistochemistry, retinal whole-mount analyses for retinal ganglion cell (RGC) morphology and density, optic nerve evaluation with p-phenylenediamine (PPD )semi-thin sections, qPCR assessment for vector genomes, and RNAscope probes for transgene expression were performed. Untreated TSD sheep exhibited RGCs with abundant microvesicular cytoplasmic expansion and optic nerve spheroids, with storage material variably staining with periodic acid-Schiff. Marked astrocytosis, microgliosis, and GM2 accumulation within RGCs were present. Optic nerve axon counts and RGC density were significantly reduced, and optic nerve damage scores increased, in untreated and IV-treated sheep but were rescued with short-term CSF therapy. GM2 volume and signal intensity per RGC were significantly reduced following short-term CSF therapy. Minimal but detectable retinal vector genomes and transgene expression were observed. These findings demonstrate retinal and optic nerve pathology in Jacob sheep with TSD and AAV9 therapy.

Open article ↗



2026-06-11 | 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.

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. 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. 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

2 orphan drug designations for Tay-Sachs disease.

2 orphan drug designations for Tay-Sachs disease.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

recombinant adenovirus vector AAV2/rh8 expressing human B-hexosaminidase A & B subunits

gene therapies

FDA

2013-03-25

Na't Tay-Sachs & Allied Diseases Association

N-acetyl-glucosamine thiazoline

small molecules

FDA

2006-02-06

ExSAR Corporation

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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.