AI Drug Discovery for Pharma and Biotech

Drug discovery

22

drugs

With orphan designations

Overview

Leber congenital amaurosis (LCA) is a group of autosomal recessive inherited retinal dystrophies causing severe vision loss or blindness at birth/infancy due to photoreceptor dysfunction. Over 25 genes are implicated, including CEP290 (15%), GUCY2D (12%), CRB1 (10%), and RPE65 (8%). Key features include nystagmus, sluggish pupillary reflexes, and a non-recordable electroretinogram (ERG) [1][2][12]. Diagnosis combines clinical signs, ERG, and genetic testing [6][12].

Population

  • Affects 1/30,000–1/80,000 live births, accounting for 5% of retinal dystrophies and 20% of childhood blindness [2][9][12].

Burden

  • Lifetime societal costs exceed £500M annually (IRDs collectively) [5], with profound impacts on education, employment, and mental health [4][15].

  • 69% of patients develop complete blindness by adulthood, requiring lifelong multidisciplinary care [4][16].

Therapies

  • Gene therapy: FDA-approved voretigene neparvovec (RPE65 mutations) [16]; antisense oligonucleotides (e.g., sepofarsen for CEP290 IVS26 variant) [17] and CRISPR-based therapies in trials [4][8].

  • Supportive care: Low-vision aids, mobility training, and management of ocular complications (e.g., cataracts) [6][15].

Categories: rare genetic diseases, rare neurological diseases, rare ophthalmic disorders

Research Papers

981 drug discovery papers related to Leber congenital amaurosis, with 4 first-in-class and 1 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

981 drug discovery papers related to Leber congenital amaurosis, with 4 first-in-class and 1 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-08 | Precision therapeutic tRNA rescue of nonsense mutation R166X in KCNJ13 to restore K+ channel function.

The KCNJ13 gene encodes the Kir7.1 protein, and mutations cause Leber's Congenital Amaurosis (LCA) and Snowflake Vitreoretinal Degeneration (SVD), leading to early-onset vision loss. One such nonsense mutation, R166X, results in nystagmus, poor night vision, and visual impairment. We examined therapeutic options for the R166X nonsense point mutation. Unlike missense genetic mutations, which can be rectified by gene augmentation and genome editing, nonsense mutations provide an opportunity to test additional readthrough therapies. Attempts to produce human induced pluripotent stem cells (hiPSCs) with the R166X mutation (CGA to TGA) were unsuccessful. This may be due to challenges in chromatin structure and folding that hinder access to the targeted loci. Therefore, we constructed an open reading frame (ORF) stably integrated HEK293T line by inserting the wild type (WT) or R166X-KCNJ13 gene using the FLP-FRT recombinase technique. While genome editing strategies did not repair the R166X mutation efficiently in this cell line, an arginine anticodon-engineered tRNA (ACE-tRNAArg.UGA) restored K+ channel expression and function. This study provides an example in precision medicine where translational readthrough strategies can rescue channel function at a mutation that is difficult to correct via genome editing.

Open article ↗



2026-06-25 | Programmed axon degeneration gene variants in human disease.

Programmed axon degeneration (PAD; also known as Wallerian degeneration) is a conserved pathway controlling axon breakdown following injury or metabolic stress. PAD is driven by the depletion of nicotinamide adenine dinucleotide (NAD) through loss of the pro-survival enzyme NMNAT2 and activation of the pro-degenerative NADase SARM1. Recent genetic studies have identified pathogenic variants in PAD pathway enzymes associated with severe neurodegenerative phenotypes. Pathogenic variants in NAMPT, NMNAT1, NMNAT2, and SARM1 have been identified and will be discussed in this review. NAMPT variants cause sensory and motor neuropathy with neurodevelopmental symptoms. NMNAT1 variants are well-characterized causes of Leber Congenital Amaurosis type 9, while NMNAT2 variants result in peripheral neuropathies with childhood onset. SARM1 gain-of-function variants with constitutively active NADase activity are enriched in amyotrophic lateral sclerosis patients. These findings demonstrate that maintaining proper NAD homeostasis is crucial for axon survival, and disruption through genetic variants leads to distinct neurodegenerative outcomes. Understanding these rare variants provides insight into PAD mechanisms and supports development of broad-spectrum neuroprotective therapies targeting this pathway. Current therapeutic approaches include SARM1 inhibitors in clinical trials, gene therapy, and NAD precursor supplementation, offering hope for treating multiple neurodegenerative diseases.

Open article ↗



2026-06-25 | Ora visual navigation course™ mobility test results in two individuals with CEP290 LCA after intravitreal injection of antisense oligonucleotide.

This study aimed to report the longitudinal Ora Visual Navigation Course (Ora VNC™) mobility test results in two individuals, with CEP290 LCA following intravitreal injections of an antisense oligonucleotide, sepofarsen. Two individuals were enrolled in the Illuminate Phase 3 trial and subsequently in the Post-Trial Access (PTA) program, undergoing Ora VNC™ across 12 visits. Subject 1 was initially randomized to the control (sham) group and switched to treatment from control group from the month 12 visit onwards. This individual passed only a few courses but demonstrated signs of enhanced spatial perception (defined by, among others, the ability to perceive objects' shapes and sizes). FST (full-field stimulus threshold) supported the light sensitivity gain in this subject. In contrast, subject 2, who received treatment since baseline visit, successfully completed mobility tests in all visits with progressive improvement, reaching lower luminance and more challenging contrast settings over time. According to the technicians' report, both subjects demonstrated an increase in perceived obstacle recognition during iterations, which may reflect improvement of mobility-based visual function outcomes. The Ora VNC™ mobility test captured mobility-based visual function gains, including subtle spatial improvements, but may lack sensitivity in individuals with extremely low vision, potentially overlooking small but patient-relevant changes.

Open article ↗



2026-07-08 | Precision therapeutic tRNA rescue of nonsense mutation R166X in KCNJ13 to restore K+ channel function.

The KCNJ13 gene encodes the Kir7.1 protein, and mutations cause Leber's Congenital Amaurosis (LCA) and Snowflake Vitreoretinal Degeneration (SVD), leading to early-onset vision loss. One such nonsense mutation, R166X, results in nystagmus, poor night vision, and visual impairment. We examined therapeutic options for the R166X nonsense point mutation. Unlike missense genetic mutations, which can be rectified by gene augmentation and genome editing, nonsense mutations provide an opportunity to test additional readthrough therapies. Attempts to produce human induced pluripotent stem cells (hiPSCs) with the R166X mutation (CGA to TGA) were unsuccessful. This may be due to challenges in chromatin structure and folding that hinder access to the targeted loci. Therefore, we constructed an open reading frame (ORF) stably integrated HEK293T line by inserting the wild type (WT) or R166X-KCNJ13 gene using the FLP-FRT recombinase technique. While genome editing strategies did not repair the R166X mutation efficiently in this cell line, an arginine anticodon-engineered tRNA (ACE-tRNAArg.UGA) restored K+ channel expression and function. This study provides an example in precision medicine where translational readthrough strategies can rescue channel function at a mutation that is difficult to correct via genome editing.

Open article ↗



2026-06-25 | Programmed axon degeneration gene variants in human disease.

Programmed axon degeneration (PAD; also known as Wallerian degeneration) is a conserved pathway controlling axon breakdown following injury or metabolic stress. PAD is driven by the depletion of nicotinamide adenine dinucleotide (NAD) through loss of the pro-survival enzyme NMNAT2 and activation of the pro-degenerative NADase SARM1. Recent genetic studies have identified pathogenic variants in PAD pathway enzymes associated with severe neurodegenerative phenotypes. Pathogenic variants in NAMPT, NMNAT1, NMNAT2, and SARM1 have been identified and will be discussed in this review. NAMPT variants cause sensory and motor neuropathy with neurodevelopmental symptoms. NMNAT1 variants are well-characterized causes of Leber Congenital Amaurosis type 9, while NMNAT2 variants result in peripheral neuropathies with childhood onset. SARM1 gain-of-function variants with constitutively active NADase activity are enriched in amyotrophic lateral sclerosis patients. These findings demonstrate that maintaining proper NAD homeostasis is crucial for axon survival, and disruption through genetic variants leads to distinct neurodegenerative outcomes. Understanding these rare variants provides insight into PAD mechanisms and supports development of broad-spectrum neuroprotective therapies targeting this pathway. Current therapeutic approaches include SARM1 inhibitors in clinical trials, gene therapy, and NAD precursor supplementation, offering hope for treating multiple neurodegenerative diseases.

Open article ↗



2026-06-25 | Ora visual navigation course™ mobility test results in two individuals with CEP290 LCA after intravitreal injection of antisense oligonucleotide.

This study aimed to report the longitudinal Ora Visual Navigation Course (Ora VNC™) mobility test results in two individuals, with CEP290 LCA following intravitreal injections of an antisense oligonucleotide, sepofarsen. Two individuals were enrolled in the Illuminate Phase 3 trial and subsequently in the Post-Trial Access (PTA) program, undergoing Ora VNC™ across 12 visits. Subject 1 was initially randomized to the control (sham) group and switched to treatment from control group from the month 12 visit onwards. This individual passed only a few courses but demonstrated signs of enhanced spatial perception (defined by, among others, the ability to perceive objects' shapes and sizes). FST (full-field stimulus threshold) supported the light sensitivity gain in this subject. In contrast, subject 2, who received treatment since baseline visit, successfully completed mobility tests in all visits with progressive improvement, reaching lower luminance and more challenging contrast settings over time. According to the technicians' report, both subjects demonstrated an increase in perceived obstacle recognition during iterations, which may reflect improvement of mobility-based visual function outcomes. The Ora VNC™ mobility test captured mobility-based visual function gains, including subtle spatial improvements, but may lack sensitivity in individuals with extremely low vision, potentially overlooking small but patient-relevant changes.

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

22 orphan drug designations for Leber congenital amaurosis, including 1 approved therapy.

22 orphan drug designations for Leber congenital amaurosis, including 1 approved therapy.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

recombinant, replication incompetent adeno-associated virus (AAV) viral vector platform with a serotype 8 capsid with a complementary DNA (cDNA) of the human GUCY2D gene encoding RetGC (AAV8-RK-RetGC)

gene therapies

FDA

2026-02-11

MeiraGTx UK II Ltd

adeno-associated virus serotype 8 vector containing single-stranded DNA encoding the unmodified human lebercilin transgene

gene therapies

FDA

2024-09-18

Opus Genetics

Adeno-associated viral vector serotype 9 (AAV9) containing human RPE65 gene

gene therapies

FDA

2023-03-30

Cholgene Therapeutics, Inc.

Human Nuclear Hormone Receptor Subfamily 2 Group E Member 3 (hNR2E3)

gene therapies

FDA

2022-12-15

Ocugen, Inc.

Adeno-associated viral vector serotype 5 expressing the human Cone-Rod Homeobox gene

gene therapies

EMA

2021-05-20

Variant

Adeno-associated virus serotype 5 containing the human NR2E3 gene

gene therapies

EMA

2021-02-19

Ocugen Limited

Adeno-Associated Virus containing the gene for human Nuclear Hormone Receptor NR2E3 (AAV-hNR2E3)

gene therapies

FDA

2019-08-20

Ocugen Inc.

a recombinant adeno-associated virus pseudotyped with serotype 5 viral capsid encoding CRISPR/Cas9 (clustered regularly interspaced short palindromic repeats associated protein 9) gene editing constructs

combination

FDA

2019-07-23

Editas Medicine

Adenovirus associated viral vector serotype 8 containing the human AIPL1 gene

gene therapies

EMA

2017-12-12

MeiraGTx Belgium

Brinretigene vesgedparvovec

gene therapies

EMA

2017-10-16

FGK Representative Service GmbH

antisense oligonucleotide complementary to the exonic splicer enhancer sequence at intron 26 of the centrosomal protein 290 pre-mRNA

oligonucleotides

FDA

2016-05-25

Laboratoires Théa

Antisense oligonucleotide complementary to the exonic splicer enhancer sequence at intron 26 of the centrosomal protein 290 pre-mRNA

oligonucleotides

EMA

2016-04-28

Laboratoires Thea

adenovirus associated viral vector serotype 5 containing the human RPE65 gene

gene therapies

FDA

2016-03-10

MeiraGTx Limited

Adenovirus associated viral vector serotype 5 containing the human RPE65 gene

gene therapies

EMA

2015-11-11

MeiraGTx Belgium

Adeno-associated viral vector serotype 8 containing the human GUCY2D gene

gene therapies

EMA

2014-03-26

Fondazione Telethon Ets

Adenovirus associated viral vector serotype 2 containing the human RPE65 gene [Luxturna]

gene therapies

EMA

2012-04-02

2018-12-05

Novartis Europharm Limited

ADENO-ASSOCIATED VIRUS SEROTYPE 8 VECTOR CONTAINING THE HUMAN AIPL1 GENE

gene therapies

EMA

2011-12-09

Fondazione Telethon Ets

9-cis-Retinyl acetate

small molecules

EMA

2011-05-13

Granzer Regulatory Consulting & Services GmbH

Recombinant adeno-associated virus (serotype 2) (rAAV2) gene transfer agent expressing RPE65

gene therapies

FDA

2009-05-11

AmpliPhi Biosciences Corporation

Recombinant adeno-associated virus retinal pigment epithelium gene vector AAV2-hRPE65v2

gene therapies

FDA

2008-06-24

Spark Therapeutics, Inc.

Adenovirus associated viral vector serotype 4 containing the human RPE65 gene

gene therapies

EMA

2007-10-22

Coave Therapeutics

rAAV2-CB-hRPE65

gene therapies

FDA

2005-02-11

Applied Genetic Technologies Corp.

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.