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

317 drug discovery papers about CLN3 disease, with 6 first-in-class and 14 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

317 drug discovery papers about CLN3 disease, with 6 first-in-class and 14 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-08-09 | Phenotypic and Genetic Characterization of 64 Egyptian Children With Neuronal Ceroid Lipofuscinosis.

Neuronal ceroid lipofuscinoses (NCLs) are the most common neurodegenerative diseases in childhood. This study aimed to investigate the phenotypic and genetic spectrum of NCLs in Egypt. This descriptive study involved children with NCLs diagnosed and managed at five Egyptian centers between 2019 and 2024. Demographic, clinical, brain imaging, and genetic data were systematically evaluated. Identified variants in NCL-related genes were classified following the American College of Medical Genetics and Genomics guidelines. The cohort included 64 Egyptian children (from 57 families) with eight NCL types. The most commonly identified genotype was CLN2 (17/64, 27%), followed by CLN1 and CLN7 (12/64, 19% each). Patients generally exhibited the classic manifestations of NCLs, particularly motor regression (64/64, 100%), cognitive decline (64/64, 100%), language impairment (64/64, 100%), epilepsy (57/64, 89%), and vision loss (47/64, 73%). Notably, developmental regression (12/17, 71%) was the predominant presenting symptom for CLN2. Brain imaging generally showed typical cerebral and cerebellar atrophy in 95% (61/64) and 84% (54/64) of cases, respectively. Nevertheless, thalamic abnormalities were observed in only 16% (10/64) of cases. A total of 46 distinct variants were identified across eight NCL-related genes, including 23 novel ones, with the majority (33/46, 72%) being private. There was a median diagnostic delay of 2 years, and none of the patients received specific therapy. This study reports the largest cohort of children with NCLs from Egypt, including 12 patients with the less-commonly reported CLN7 subtype, which expands the demographic, clinical, and molecular spectrum of these diseases.

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 ↗



2026-05-18 | 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 ↗



2026-05-15 | Computational drug repurposing identifies N -acetylglucosamine as a potential therapeutic compound for CLN3 Batten disease

Abstract Batten disease, also known as neuronal ceroid lipofuscinoses, is one of the most common causes of childhood dementia. It is characterized by the accumulation of lipofuscin in lysosomes, leading to loss of brain cell function, onset of dementia-like symptoms, vision loss and seizures and has extremely limited treatment options. Here, we performed computational drug repurposing analysis to identify existing compounds that may target Batten disease risk genes. A total of 81 candidate compounds were identified, 6 of which were selected based on clinical tractability for downstream testing in Batten disease (CLN3) iPSC-derived models. After confirming disease phenotype and drug candidate safety, CLN3 brain cell cultures treated with and without drug candidates underwent bulk RNA-seq to identify drug responses. One of the candidate drugs N -acetylglucosamine (GlcNAc) significantly upregulated Batten disease risk gene CLN5 expression and several other lysosomal markers within CLN3 brain cells, and modulated several pathways implicated in lysosomal storage disorders. Importantly, GlcNAc significantly reduced lipofuscin burden in both CLN3 iPSC-derived neurons and astrocytes, supporting its investigation as an additional therapy for Batten disease.

Open article ↗



2026-05-13 | Modeling CLN3 Batten disease in astrocytes reveals alterations in mitochondria homeostasis, fatty acid metabolism and oxidative stress response

Abstract Background CLN3 Batten disease is a severe pediatric neurodegenerative disorder caused by mutations in the CLN3 gene, most commonly a 1 kb deletion encompassing exons 7 and 8. CLN3 deficiency is associated with lysosomal dysfunction, impaired cellular clearance and disrupted metabolism. While neurons are particularly vulnerable in CLN3 Batten disease and have been the primary focus of research, glial cells are increasingly recognized as active contributors to disease pathology. Among them, astrocytes—the most abundant glial cell type in the brain—play critical roles in maintaining neuronal health and homeostasis. However, astrocytes remain understudied in CLN3 patient-derived models. Methods We present the first iPSC-derived astrocyte model from a skin biopsy of a CLN3 patient carrying the common 1 kb deletion. Cellular and molecular features of iPSC and astrocytes derived from both healthy controls and the CLN3 patient were characterized via qPCR, immunocytochemistry and targeted mass spectrometry. In addition, comprehensive omics-based profiling, through transcriptomic and label-free quantitative proteomics, was performed to uncover novel molecular mechanisms and generate hypotheses that can guide future mechanistic and functional studies. Results Transcriptomic and proteomic analyses during astrocyte differentiation revealed an upregulation of mitochondrial respiratory chain complexes I and IV—contrasting with the downregulation typically observed in CLN3-deficient neurons. We also identified a metabolic shift favoring the elongation of very-long-chain saturated fatty acids, accompanied by reduced lipid synthesis and enhanced fatty acid oxidation. These metabolic alterations were paralleled by an upregulation of proteins involved in oxidative stress responses, likely reflecting a compensatory adaptation to mitochondrial and lipid metabolic dysregulation. Furthermore, we observed significant changes in chromatin organization during astrocyte differentiation in CLN3 cells, suggesting epigenetic remodeling as a contributing factor to disease pathology. Conclusion Our findings prompt the hypothesis that mitochondrial dysfunction may precede lysosomal defects in CLN3-deficient astrocytes. Restoring mitochondrial health could improve brain metabolism, inflammation control, neurotransmitter regulation, and neuronal survival, highlighting mitochondria as promising therapeutic targets in CLN3 Batten disease.

Open article ↗



2026-08-09 | Phenotypic and Genetic Characterization of 64 Egyptian Children With Neuronal Ceroid Lipofuscinosis.

Neuronal ceroid lipofuscinoses (NCLs) are the most common neurodegenerative diseases in childhood. This study aimed to investigate the phenotypic and genetic spectrum of NCLs in Egypt. This descriptive study involved children with NCLs diagnosed and managed at five Egyptian centers between 2019 and 2024. Demographic, clinical, brain imaging, and genetic data were systematically evaluated. Identified variants in NCL-related genes were classified following the American College of Medical Genetics and Genomics guidelines. The cohort included 64 Egyptian children (from 57 families) with eight NCL types. The most commonly identified genotype was CLN2 (17/64, 27%), followed by CLN1 and CLN7 (12/64, 19% each). Patients generally exhibited the classic manifestations of NCLs, particularly motor regression (64/64, 100%), cognitive decline (64/64, 100%), language impairment (64/64, 100%), epilepsy (57/64, 89%), and vision loss (47/64, 73%). Notably, developmental regression (12/17, 71%) was the predominant presenting symptom for CLN2. Brain imaging generally showed typical cerebral and cerebellar atrophy in 95% (61/64) and 84% (54/64) of cases, respectively. Nevertheless, thalamic abnormalities were observed in only 16% (10/64) of cases. A total of 46 distinct variants were identified across eight NCL-related genes, including 23 novel ones, with the majority (33/46, 72%) being private. There was a median diagnostic delay of 2 years, and none of the patients received specific therapy. This study reports the largest cohort of children with NCLs from Egypt, including 12 patients with the less-commonly reported CLN7 subtype, which expands the demographic, clinical, and molecular spectrum of these diseases.

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 ↗



2026-05-18 | 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 ↗



2026-05-15 | Computational drug repurposing identifies N -acetylglucosamine as a potential therapeutic compound for CLN3 Batten disease

Abstract Batten disease, also known as neuronal ceroid lipofuscinoses, is one of the most common causes of childhood dementia. It is characterized by the accumulation of lipofuscin in lysosomes, leading to loss of brain cell function, onset of dementia-like symptoms, vision loss and seizures and has extremely limited treatment options. Here, we performed computational drug repurposing analysis to identify existing compounds that may target Batten disease risk genes. A total of 81 candidate compounds were identified, 6 of which were selected based on clinical tractability for downstream testing in Batten disease (CLN3) iPSC-derived models. After confirming disease phenotype and drug candidate safety, CLN3 brain cell cultures treated with and without drug candidates underwent bulk RNA-seq to identify drug responses. One of the candidate drugs N -acetylglucosamine (GlcNAc) significantly upregulated Batten disease risk gene CLN5 expression and several other lysosomal markers within CLN3 brain cells, and modulated several pathways implicated in lysosomal storage disorders. Importantly, GlcNAc significantly reduced lipofuscin burden in both CLN3 iPSC-derived neurons and astrocytes, supporting its investigation as an additional therapy for Batten disease.

Open article ↗



2026-05-13 | Modeling CLN3 Batten disease in astrocytes reveals alterations in mitochondria homeostasis, fatty acid metabolism and oxidative stress response

Abstract Background CLN3 Batten disease is a severe pediatric neurodegenerative disorder caused by mutations in the CLN3 gene, most commonly a 1 kb deletion encompassing exons 7 and 8. CLN3 deficiency is associated with lysosomal dysfunction, impaired cellular clearance and disrupted metabolism. While neurons are particularly vulnerable in CLN3 Batten disease and have been the primary focus of research, glial cells are increasingly recognized as active contributors to disease pathology. Among them, astrocytes—the most abundant glial cell type in the brain—play critical roles in maintaining neuronal health and homeostasis. However, astrocytes remain understudied in CLN3 patient-derived models. Methods We present the first iPSC-derived astrocyte model from a skin biopsy of a CLN3 patient carrying the common 1 kb deletion. Cellular and molecular features of iPSC and astrocytes derived from both healthy controls and the CLN3 patient were characterized via qPCR, immunocytochemistry and targeted mass spectrometry. In addition, comprehensive omics-based profiling, through transcriptomic and label-free quantitative proteomics, was performed to uncover novel molecular mechanisms and generate hypotheses that can guide future mechanistic and functional studies. Results Transcriptomic and proteomic analyses during astrocyte differentiation revealed an upregulation of mitochondrial respiratory chain complexes I and IV—contrasting with the downregulation typically observed in CLN3-deficient neurons. We also identified a metabolic shift favoring the elongation of very-long-chain saturated fatty acids, accompanied by reduced lipid synthesis and enhanced fatty acid oxidation. These metabolic alterations were paralleled by an upregulation of proteins involved in oxidative stress responses, likely reflecting a compensatory adaptation to mitochondrial and lipid metabolic dysregulation. Furthermore, we observed significant changes in chromatin organization during astrocyte differentiation in CLN3 cells, suggesting epigenetic remodeling as a contributing factor to disease pathology. Conclusion Our findings prompt the hypothesis that mitochondrial dysfunction may precede lysosomal defects in CLN3-deficient astrocytes. Restoring mitochondrial health could improve brain metabolism, inflammation control, neurotransmitter regulation, and neuronal survival, highlighting mitochondria as promising therapeutic targets in CLN3 Batten disease.

Open article ↗



Access all drug discovery papers and probability of success in trials forecasts:

Access all drug discovery papers and probability of success in trials forecasts:

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.