AI Drug Discovery for Pharma and Biotech

Drug discovery

2

drugs

With orphan designations

Overview

CLN3 disease is an autosomal recessive neurodegenerative disorder and the most common neuronal ceroid lipofuscinosis (Batten disease). Caused by CLN3 gene mutations, it manifests with progressive vision loss (4-8 years), cognitive regression, motor decline, seizures, and psychiatric symptoms [1][2][12]. Lysosomal dysfunction leads to neuronal death, with blindness typically occurring by adolescence and survival into early adulthood [1][5][12]. No disease-modifying therapies exist, though experimental gene therapies show preclinical promise [7][15].

Population

  • Onset: 4-8 years with vision impairment, progressing to multisystem decline [1][5]

  • Prevalence: ~1:100,000 globally; >400 documented cases [2][9][12]

  • Inheritance: Autosomal recessive; carrier rate ~1:150 in general population [5][9]

Burden

  • Functional: 100% develop blindness, wheelchair dependence by adolescence, early death (15-35 years) [1][5][12]

  • Care: Requires multidisciplinary teams, adaptive education, and 24/7 support in late stages [6][12]

  • Economic: Lifetime costs exceed $5M/patient; 78% of families report income loss due to care demands [6][12]

Therapies

  • Supportive care: Antiepileptics, physical/occupational therapy, palliative interventions [12][15]

  • Emerging therapies: AAV9-mediated CLN3 gene therapy (reduces lysosomal storage, neuroinflammation) [7][13], phosphodiesterase-4 inhibitors (rolipram/roflumilast) [3], immunomodulators (fingolimod) [3]

  • Trials: 1st CNS-targeted gene therapy trial pending based on murine efficacy [7][13]

Categories: rare genetic diseases, rare inborn errors of metabolism, rare neurological diseases

Research Papers

314 drug discovery papers related to CLN3 disease, with 6 first-in-class and 13 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

314 drug discovery papers related to CLN3 disease, with 6 first-in-class and 13 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-18 | Thapsigargin-induced autophagic flux impairment and inflammation are potentiated by CLN3 deficiency and alleviated by 5-aminoimidazole-4-carboxamide ribonucleoside (AICAR) in human ARPE-19 cells.

Juvenile neuronal lipofuscinosis (JNCL) is a rare disease caused by mutations in the CLN3 gene. It leads to early vision loss mediated by retinal degeneration. Impaired autophagosomal-lysosomal degradation is a major hallmark of JNCL pathology, and neuroinflammation has also been postulated to play a role in its pathogenesis. Thapsigargin, a selective inhibitor of sarco/endoplasmic reticulum Ca2+-ATPase, inhibits autophagy, leading to an accumulation of autophagosomes/autophagophores in cells. Cells with defective CLN3 protein function have been found to be particularly sensitive to the anti-autophagic effects of thapsigargin. Here, we characterized the effects of thapsigargin on inflammatory cytokines and autophagic markers in ARPE-19 cells using ELISA and western blotting. We further examined these effects in cells deficient in CLN3 function by exposing the cells to CLN3 siRNA and testing whether the effects of thapsigargin could be modulated by the well-known autophagy activator 5-aminoimidazole-4-carboxamide ribonucleoside (AICAR). Thapsigargin induced the accumulation of LC3 and p62/SQSTM1, consistent with impaired autophagic flux in ARPE-19 cells. Additionally, we observed that thapsigargin possessed pro-inflammatory potential, as it induced the release of IL-6 in ARPE-19 cells, no inflammasome activation was detected. Both effects were enhanced by CLN3 siRNA and alleviated by AICAR. In conclusion, thapsigargin-induced impaired autophagic flux and the accompanying inflammatory response are more pronounced in CLN3-deficient ARPE-19 cells, indicating that loss of CLN3 function affects both autophagy and inflammatory signaling.

Open article ↗



2026-05-19 | Mania in Juvenile Neuronal Ceroid Lipofuscinosis (CLN3 Disease): A Rare Neuropsychiatric Presentation in an Adolescent.

Juvenile neuronal ceroid lipofuscinosis (JNCL; CLN3 disease) is a rare autosomal recessive neurodegenerative lysosomal storage disorder characterized by childhood-onset progressive visual loss, epilepsy, and cognitive decline. Although behavioral and emotional symptoms are frequently reported, manic episodes remain rarely characterized within a structured diagnostic framework. We present a 16-year-old girl with progressive visual impairment and epilepsy who developed a manic episode with psychotic features meeting Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5) criteria, including decreased need for sleep, increased goal-directed activity, hypersexuality, pressured speech, and hallucinations. Genetic testing using whole exome sequencing identified a homozygous likely pathogenic variant in CLN3 (c.898C>T), which was also identified in her affected sibling, further supporting the diagnosis of JNCL. The patient showed significant clinical improvement with antipsychotic treatment and multidisciplinary follow-up. This report delineates the neuropsychiatric spectrum associated with CLN3 disease and supports the need for systematic mood symptom monitoring in affected adolescents. These findings should be interpreted as hypothesis-generating, and further studies are needed to clarify the underlying mechanisms.

Open article ↗



2026-05-18 | PPARα and RXRα in the regulation of neuronal ceroid lipofuscinosis genes: implications for Batten disease therapy.

Neuronal ceroid lipofuscinosis or Batten disease comprises a category of autosomal recessive neurodegenerative disorders that primarily affect children. Mutations in different genes lead to different forms of neuronal ceroid lipofuscinoses (CLN1-14). At present, there is no established therapy to cure most of the neuronal ceroid lipofuscinoses and the treatments are symptomatic. Enzyme replacement therapy, gene therapy, stem cell transplantation, and pharmacological chaperone therapy are being tested in different animal models and human patients. Peroxisome proliferator-activated receptor alpha (PPARα) is a member of the nuclear hormone receptor superfamily, which along with its transcription partner retinoid X receptor alpha (RXRα) regulates the expression of their target genes. This review highlights the potential role of PPARα and RXRα in the regulation of CLN genes. Here, using the MatInspector program of the Genomatix software, we performed promoter analyses of all CLN genes and observed that most of the CLN genes harbor one or more potential binding sites for PPAR and RXR in their promoter region. We further grouped them according to a binding prediction of the transcription factors to indicate high affinity binding of PPAR to CLN2, CLN3, CLN4, CLN5, CLN7, CLN10, CLN11, CLN12, and CLN14. On the other hand, we observed high affinity binding of RXR to CLN1, CLN3, CLN6, CLN7, CLN8, CLN10, and CLN13. Since PPARα and RXRα have been demonstrated to control the transcription of CLN2 gene, our current promoter analysis findings highlight a possible treatment strategy for neuronal ceroid lipofuscinoses using agonists of PPARα and RXRα.

Open article ↗



2026-06-18 | Thapsigargin-induced autophagic flux impairment and inflammation are potentiated by CLN3 deficiency and alleviated by 5-aminoimidazole-4-carboxamide ribonucleoside (AICAR) in human ARPE-19 cells.

Juvenile neuronal lipofuscinosis (JNCL) is a rare disease caused by mutations in the CLN3 gene. It leads to early vision loss mediated by retinal degeneration. Impaired autophagosomal-lysosomal degradation is a major hallmark of JNCL pathology, and neuroinflammation has also been postulated to play a role in its pathogenesis. Thapsigargin, a selective inhibitor of sarco/endoplasmic reticulum Ca2+-ATPase, inhibits autophagy, leading to an accumulation of autophagosomes/autophagophores in cells. Cells with defective CLN3 protein function have been found to be particularly sensitive to the anti-autophagic effects of thapsigargin. Here, we characterized the effects of thapsigargin on inflammatory cytokines and autophagic markers in ARPE-19 cells using ELISA and western blotting. We further examined these effects in cells deficient in CLN3 function by exposing the cells to CLN3 siRNA and testing whether the effects of thapsigargin could be modulated by the well-known autophagy activator 5-aminoimidazole-4-carboxamide ribonucleoside (AICAR). Thapsigargin induced the accumulation of LC3 and p62/SQSTM1, consistent with impaired autophagic flux in ARPE-19 cells. Additionally, we observed that thapsigargin possessed pro-inflammatory potential, as it induced the release of IL-6 in ARPE-19 cells, no inflammasome activation was detected. Both effects were enhanced by CLN3 siRNA and alleviated by AICAR. In conclusion, thapsigargin-induced impaired autophagic flux and the accompanying inflammatory response are more pronounced in CLN3-deficient ARPE-19 cells, indicating that loss of CLN3 function affects both autophagy and inflammatory signaling.

Open article ↗



2026-05-19 | Mania in Juvenile Neuronal Ceroid Lipofuscinosis (CLN3 Disease): A Rare Neuropsychiatric Presentation in an Adolescent.

Juvenile neuronal ceroid lipofuscinosis (JNCL; CLN3 disease) is a rare autosomal recessive neurodegenerative lysosomal storage disorder characterized by childhood-onset progressive visual loss, epilepsy, and cognitive decline. Although behavioral and emotional symptoms are frequently reported, manic episodes remain rarely characterized within a structured diagnostic framework. We present a 16-year-old girl with progressive visual impairment and epilepsy who developed a manic episode with psychotic features meeting Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5) criteria, including decreased need for sleep, increased goal-directed activity, hypersexuality, pressured speech, and hallucinations. Genetic testing using whole exome sequencing identified a homozygous likely pathogenic variant in CLN3 (c.898C>T), which was also identified in her affected sibling, further supporting the diagnosis of JNCL. The patient showed significant clinical improvement with antipsychotic treatment and multidisciplinary follow-up. This report delineates the neuropsychiatric spectrum associated with CLN3 disease and supports the need for systematic mood symptom monitoring in affected adolescents. These findings should be interpreted as hypothesis-generating, and further studies are needed to clarify the underlying mechanisms.

Open article ↗



2026-05-18 | PPARα and RXRα in the regulation of neuronal ceroid lipofuscinosis genes: implications for Batten disease therapy.

Neuronal ceroid lipofuscinosis or Batten disease comprises a category of autosomal recessive neurodegenerative disorders that primarily affect children. Mutations in different genes lead to different forms of neuronal ceroid lipofuscinoses (CLN1-14). At present, there is no established therapy to cure most of the neuronal ceroid lipofuscinoses and the treatments are symptomatic. Enzyme replacement therapy, gene therapy, stem cell transplantation, and pharmacological chaperone therapy are being tested in different animal models and human patients. Peroxisome proliferator-activated receptor alpha (PPARα) is a member of the nuclear hormone receptor superfamily, which along with its transcription partner retinoid X receptor alpha (RXRα) regulates the expression of their target genes. This review highlights the potential role of PPARα and RXRα in the regulation of CLN genes. Here, using the MatInspector program of the Genomatix software, we performed promoter analyses of all CLN genes and observed that most of the CLN genes harbor one or more potential binding sites for PPAR and RXR in their promoter region. We further grouped them according to a binding prediction of the transcription factors to indicate high affinity binding of PPAR to CLN2, CLN3, CLN4, CLN5, CLN7, CLN10, CLN11, CLN12, and CLN14. On the other hand, we observed high affinity binding of RXR to CLN1, CLN3, CLN6, CLN7, CLN8, CLN10, and CLN13. Since PPARα and RXRα have been demonstrated to control the transcription of CLN2 gene, our current promoter analysis findings highlight a possible treatment strategy for neuronal ceroid lipofuscinoses using agonists of PPARα and RXRα.

Open article ↗



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Drug Discovery Landscape

2 orphan drug designations for CLN3 disease.

2 orphan drug designations for CLN3 disease.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Non-replicating recombinant, self-complementary adeno-associated virus serotype 9 containing the human CLN3 gene

gene therapies

FDA

2019-11-26

Nationwide Children’s Hospital

scAAV9.MeCP2.hCLN3, a self-complementary AAV serotype 9 expressing human CLN3 (hCLN3)

gene therapies

FDA

2017-06-27

UNeMed Corporation

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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.