AI Drug Discovery for Pharma and Biotech

Drug discovery

20

drugs

With orphan designations

Overview

Inherited retinal diseases (IRDs) are a genetically heterogeneous group of disorders characterized by progressive photoreceptor or retinal pigment epithelium degeneration, leading to visual impairment and often blindness. Over 300 genes are implicated, with phenotypes ranging from congenital blindness (e.g., Leber congenital amaurosis) to adult-onset conditions (e.g., retinitis pigmentosa). Timely genetic testing enables precise diagnosis, prognostication, and access to emerging therapies [1][6][11].

Population

  • Global prevalence of IRDs is ~1:3,450 individuals, with retinitis pigmentosa (1:4,500), Stargardt disease (1:17,000), and Usher syndrome (1:25,000) among the most common [7][11].

  • Autosomal recessive forms account for ~60% of cases, with carrier rates as high as 1:2.26 in European populations [2][12].

Burden

  • Annual U.S. economic costs range from $13.4–$31.8 billion, with wellbeing losses (e.g., disability-adjusted life years) comprising 63% of total burden [4][15].

  • Pediatric-onset IRDs cause lifelong disability, impacting education, employment, and mental health [4][16].

  • Genetic testing accessibility gaps delay diagnosis and counseling, exacerbating familial and societal impacts [6][15].

Therapies

  • Gene therapy: FDA-approved voretigene neparvovec for RPE65-related IRDs; >30 therapies in clinical trials targeting genes like ABCA4 and USH2A [8][13][18].

  • Supportive care: Low-vision rehabilitation, UV protection, and dietary antioxidants (e.g., vitamin A) [1][8].

  • Emerging approaches: CRISPR-based editing, stem cell therapies, and optogenetics to restore retinal function [3][18].

Categories: rare genetic diseases, rare ophthalmic disorders

Research Papers

2,142 drug discovery papers related to Inherited retinal disorder, with 5 first-in-class and 0 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2,142 drug discovery papers related to Inherited retinal disorder, with 5 first-in-class and 0 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-09 | Characterization of Rcbtb1 Knockout Mice and Evaluation of AAV2-RCBTB1 Gene Replacement Therapy.

Biallelic pathogenic variants in the RCC1 and BTB domain-containing protein 1 (RCBTB1) gene cause an adult-onset retinal dystrophy. Here, we generated a knockout mouse model of RCBTB1 deficiency for the evaluation of RCBTB1 gene therapy. Rcbtb1-knockout (KO) mice were generated with a homozygous deletion removing exons 2 and 3 of Rcbtb1. Wild-type (WT) and Rcbtb1-KO mice were assessed by optical coherence tomography and electroretinography at 3, 8, and 14 months of age. Retinal ultrastructure was assessed by transmission electron microscopy. Subretinal injections of adeno-associated virus 2 (AAV2)-RCBTB1 or AAV2-enhanced green fluorescent protein (EGFP) vector were performed at 2 months, and mice were analyzed at 8 months. Retinal gene expression was assessed by quantitative PCR and immunohistochemistry. Retinal Rcbtb1 expression was absent in Rcbtb1-KO mice. Eight-month-old Rcbtb1-KO mice showed reduced outer retinal thickness compared with WT mice. Ultrastructural analysis demonstrated increased mitochondrial damage in retinal pigment epithelial cells and increased frequencies of mitochondria with oxidative inclusions in photoreceptor inner segments in 8-month-old Rcbtb1-KO mice. Degenerating retinal pigment epithelium (RPE) and photoreceptors were observed in Rcbtb1-KO mice. Bruch's membrane appeared thicker in Rcbtb1-KO mice and contained druse-like deposits. Treatment with AAV2-RCBTB1 induced sustained RCBTB1 expression and preserved outer retinal thickness in 8-month-old Rcbtb1-KO mice. Rcbtb1-KO mice showed accelerated outer retinal thinning, increased mitochondrial damage in the RPE, and photoreceptor apoptosis. AAV2-RCBTB1 vectors induced long-term retinal expression of RCBTB1 and prevented retinal thinning in Rcbtb1-KO mice. Rcbtb1-KO mice provide a useful animal model for modeling RCBTB1 deficiency and preclinical screening of novel treatments.

Open article ↗



2026-07-06 | Bardet-Biedl syndrome in a Chinese patient with a novel homozygous BBS5 variant from paternal uniparental disomy.

Bardet-Biedl syndrome (BBS) is a rare, autosomal recessive genetic disorder with multi-systemic symptoms, including polydactyly, obesity, renal anomalies, retinal dystrophy, and cognitive impairment. Our study reported a previously unreported BBS5 homozygous variant in a Chinese patient with BBS from paternal uniparental disomy. A comprehensive ophthalmologic examination was conducted. Whole-exome sequencing and Sanger sequencing were utilized to detect pathogenic variants. Protein structure prediction and multiple sequence alignment were performed. An 18-year-old female presented with blurry vision and night blindness since childhood. Upon conducting a general assessment, polydactyly, obesity and learning disability were also identified. Ophthalmologic examination revealed severe retinal degeneration. Whole-exome and Sanger sequencing detected a homozygous BBS5 variant (NM_152384.3: exon 3: c.185del; p.L62Wfs*16), with the homozygosity from paternal uniparental disomy. The protein structure prediction showed substantial deletions of amino acid segments caused by the variant. Multiple sequence alignment indicated that the amino acids corresponding to the variant were in a highly conserved region of the BBS5 protein, underscoring their essential role in maintaining protein function. Our study identified a novel homozygous BBS5 variant from paternal uniparental disomy. These findings expand the genotypic and phenotypic spectrum of Bardet-Biedl syndrome.

Open article ↗



2026-06-29 | Retinal network dysfunction precedes structural degeneration in severe GUCA1A cone-rod dystrophy

Abstract Autosomal dominant cone-rod dystrophy caused by GUCA1A mutations is generally viewed as a disorder of phototransduction, yet the mechanisms linking photoreceptor dysfunction to progressive vision loss remain unclear. Here, using a knock-in mouse carrying the severe GCAP1 p.(E111V) variant, we show that retinal network dysfunction precedes structural degeneration. Mutant mice exhibited delayed rod photoresponses, increased light sensitivity, selective visuospatial deficits, and progressive impairment of visually evoked responses in the superior colliculus and visual cortex, demonstrating propagation of functional deficits beyond photoreceptors. Transcriptomic and ultrastructural analyses revealed early synaptic, mitochondrial and inflammatory alterations despite largely preserved retinal architecture. Acute ex vivo delivery of recombinant wild-type GCAP1 partially restored mutant rod photoresponse kinetics, indicating that these early functional deficits remain biochemically modifiable. These findings redefine severe GUCA1A -associated disease as a progressive disorder of retinal network function, identifying an early therapeutic window before structural degeneration. One-Sentence Summary Visual function breaks down long before photoreceptors are lost, opening an early window for intervention.

Open article ↗



2026-07-09 | Characterization of Rcbtb1 Knockout Mice and Evaluation of AAV2-RCBTB1 Gene Replacement Therapy.

Biallelic pathogenic variants in the RCC1 and BTB domain-containing protein 1 (RCBTB1) gene cause an adult-onset retinal dystrophy. Here, we generated a knockout mouse model of RCBTB1 deficiency for the evaluation of RCBTB1 gene therapy. Rcbtb1-knockout (KO) mice were generated with a homozygous deletion removing exons 2 and 3 of Rcbtb1. Wild-type (WT) and Rcbtb1-KO mice were assessed by optical coherence tomography and electroretinography at 3, 8, and 14 months of age. Retinal ultrastructure was assessed by transmission electron microscopy. Subretinal injections of adeno-associated virus 2 (AAV2)-RCBTB1 or AAV2-enhanced green fluorescent protein (EGFP) vector were performed at 2 months, and mice were analyzed at 8 months. Retinal gene expression was assessed by quantitative PCR and immunohistochemistry. Retinal Rcbtb1 expression was absent in Rcbtb1-KO mice. Eight-month-old Rcbtb1-KO mice showed reduced outer retinal thickness compared with WT mice. Ultrastructural analysis demonstrated increased mitochondrial damage in retinal pigment epithelial cells and increased frequencies of mitochondria with oxidative inclusions in photoreceptor inner segments in 8-month-old Rcbtb1-KO mice. Degenerating retinal pigment epithelium (RPE) and photoreceptors were observed in Rcbtb1-KO mice. Bruch's membrane appeared thicker in Rcbtb1-KO mice and contained druse-like deposits. Treatment with AAV2-RCBTB1 induced sustained RCBTB1 expression and preserved outer retinal thickness in 8-month-old Rcbtb1-KO mice. Rcbtb1-KO mice showed accelerated outer retinal thinning, increased mitochondrial damage in the RPE, and photoreceptor apoptosis. AAV2-RCBTB1 vectors induced long-term retinal expression of RCBTB1 and prevented retinal thinning in Rcbtb1-KO mice. Rcbtb1-KO mice provide a useful animal model for modeling RCBTB1 deficiency and preclinical screening of novel treatments.

Open article ↗



2026-07-06 | Bardet-Biedl syndrome in a Chinese patient with a novel homozygous BBS5 variant from paternal uniparental disomy.

Bardet-Biedl syndrome (BBS) is a rare, autosomal recessive genetic disorder with multi-systemic symptoms, including polydactyly, obesity, renal anomalies, retinal dystrophy, and cognitive impairment. Our study reported a previously unreported BBS5 homozygous variant in a Chinese patient with BBS from paternal uniparental disomy. A comprehensive ophthalmologic examination was conducted. Whole-exome sequencing and Sanger sequencing were utilized to detect pathogenic variants. Protein structure prediction and multiple sequence alignment were performed. An 18-year-old female presented with blurry vision and night blindness since childhood. Upon conducting a general assessment, polydactyly, obesity and learning disability were also identified. Ophthalmologic examination revealed severe retinal degeneration. Whole-exome and Sanger sequencing detected a homozygous BBS5 variant (NM_152384.3: exon 3: c.185del; p.L62Wfs*16), with the homozygosity from paternal uniparental disomy. The protein structure prediction showed substantial deletions of amino acid segments caused by the variant. Multiple sequence alignment indicated that the amino acids corresponding to the variant were in a highly conserved region of the BBS5 protein, underscoring their essential role in maintaining protein function. Our study identified a novel homozygous BBS5 variant from paternal uniparental disomy. These findings expand the genotypic and phenotypic spectrum of Bardet-Biedl syndrome.

Open article ↗



2026-06-29 | Retinal network dysfunction precedes structural degeneration in severe GUCA1A cone-rod dystrophy

Abstract Autosomal dominant cone-rod dystrophy caused by GUCA1A mutations is generally viewed as a disorder of phototransduction, yet the mechanisms linking photoreceptor dysfunction to progressive vision loss remain unclear. Here, using a knock-in mouse carrying the severe GCAP1 p.(E111V) variant, we show that retinal network dysfunction precedes structural degeneration. Mutant mice exhibited delayed rod photoresponses, increased light sensitivity, selective visuospatial deficits, and progressive impairment of visually evoked responses in the superior colliculus and visual cortex, demonstrating propagation of functional deficits beyond photoreceptors. Transcriptomic and ultrastructural analyses revealed early synaptic, mitochondrial and inflammatory alterations despite largely preserved retinal architecture. Acute ex vivo delivery of recombinant wild-type GCAP1 partially restored mutant rod photoresponse kinetics, indicating that these early functional deficits remain biochemically modifiable. These findings redefine severe GUCA1A -associated disease as a progressive disorder of retinal network function, identifying an early therapeutic window before structural degeneration. One-Sentence Summary Visual function breaks down long before photoreceptors are lost, opening an early window for intervention.

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

20 orphan drug designations for Inherited retinal disorder.

20 orphan drug designations for Inherited retinal disorder.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

a replication-incompetent recombinant adeno-associated virus (rAAV) vector carrying a gene cassette that can express human Prominin1

gene therapies

FDA

2026-06-08

Langxin Qisheng (Suzhou) Biopharmaceutical Co., Ltd.

Allogeneic human induced pluripotent stem cell-derived photoreceptor precursor cells

cell therapies

EMA

2026-05-20

BlueRock Therapeutics Germany GmbH

Antisense oligonucleotide against USH2A pre-mRNA

oligonucleotides

EMA

2026-05-20

Astherna B.V.

Peptide-oligonucleotide conjugate against CNOT3 mRNA

oligonucleotides

EMA

2026-05-20

Dokumeds SIA

(S)-N-(4-(2-(4-chlorophenyl)but-3-yn-2-yl) thiazol-2-yl)-2,6-difluoro-4-(piperazin-1-yl) benzamide

FDA

2026-03-25

Drug Farm

Non-replicating adeno-associated virus serotype 5 containing the human retinal guanylate cyclase 1 gene

gene therapies

EMA

2026-02-23

Asphalion S.L.

Adeno-associated virus vector serotype 8 containing the human CYP4V2 gene

gene therapies

EMA

2025-12-09

Laura Nae

dual AAV8.ABCA4 gene replacement therapy for the production of human ABCA4 protein

gene therapies

FDA

2025-09-30

AAVantgarde Bio SRL

Sonpiretigene isteparvovec

gene therapies

EMA

2025-08-22

Granzer Regulatory Consulting & Services GmbH

Sonpiretigene isteparvovec

gene therapies

EMA

2025-08-22

Granzer Regulatory Consulting & Services GmbH

Methotrexate

small molecules

EMA

2025-07-18

Helio Vision Germany GmbH

Adeno-associated virus serotype 9 containing the human RPE65 gene

gene therapies

EMA

2025-01-16

Granzer Regulatory Consulting & Services GmbH

Dual, recombinant adeno-associated viral vector-based Prime Editing product targeting USH2A gene mutations

gene editing enzymes

FDA

2024-10-25

Prime Medicine

peptide-oligonucleotide conjugate that targets CNOT3 mRNA

other

FDA

2024-10-18

PYC Therapeutics, LLC

Adeno-associated virus pseudotype 2/5 human Nephrocystin-5 (AAV2/5-NPHP5)

gene therapies

FDA

2024-09-11

National Institutes of Health (NIH), National Center for Advancing Translational Sciences (NCATS)

Adeno-associated virus vector serotype 8 encoding the ABCA4 protein, C-region, adeno-associated virus vector serotype 8 encoding the ABCA4 protein, N-region

gene therapies

EMA

2023-06-20

Splicebio S.L.

Adeno-associated viral 2/5 (AAV2/5) vector expressing the human KCNJ13 gene

gene therapies

FDA

2021-08-09

Hubble Therapeutics

Adeno-associated virus serotype 8 containing the human RdCVF sequence and the human RdCVFL sequence

gene therapies

EMA

2020-02-28

SparingVision

Combination of three adeno-associated viral vectors of serotype 8 containing the 5'-, the body- and the 3'- coding sequences of human CEP290 fused to inteins

gene therapies

EMA

2020-02-28

Fondazione Telethon Ets

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

gene therapies

FDA

2018-09-27

Biogen

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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.