AI Drug Discovery for Pharma and Biotech

Drug discovery

21

drugs

With orphan designations

Overview

Angelman syndrome is a neurogenetic disorder caused by loss of maternal UBE3A gene function on chromosome 15q11.2-13, leading to severe developmental delay, absent speech, movement/balance disorders (ataxia), seizures, microcephaly, and characteristic happy demeanor. Diagnosis is clinical with genetic confirmation [1][2][4].

Population

  • Prevalence: Estimated 1:10,000–1:20,000 births [1][2][4][20], with ~70% caused by maternal 15q11.2-13 deletions [11][15].

  • Onset: Symptoms typically emerge at 6–12 months, with diagnosis often delayed until age 2–5 years [6][15].

Burden

  • Healthcare utilization: 68% require hospitalization (mean 2.3 admissions), primarily for seizures (40%) and respiratory infections [4][9].

  • Comorbidities: 80% experience refractory seizures, 72% chronic sleep disturbances, 50% gastrointestinal reflux [4][9][15].

  • Caregiver impact: Lifelong multidisciplinary care needs contribute to significant emotional/financial strain [5][9].

Therapies

  • Symptom management: Antiseizure medications (e.g., valproate, CBD trial [3][6]), physical/occupational/speech therapies, sleep training [1][6].

  • Emerging therapies: Gene-targeting approaches to reactivate paternal UBE3A (antisense oligonucleotides, CRISPR) [8][13][17], with preclinical success in improving seizures and motor function [3][13].

Categories: rare developmental anomalies during embryogenesis, rare genetic diseases, rare neurological diseases

Research Papers

387 drug discovery papers about Angelman syndrome, with 5 first-in-class and 12 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

387 drug discovery papers about Angelman syndrome, with 5 first-in-class and 12 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-08-17 | Sleep disruption and neuropsychiatric features in Angelman syndrome: insights into underlying neurobiology.

Sleep disorders are a core feature of Angelman syndrome (AS), affecting approximately 80% of individuals. They typically manifest as insomnia and disrupted sleep-wake cycles and contribute substantially to the burden experienced by affected individuals and their families. AS is caused by loss of function of the ubiquitin protein ligase E3A (UBE3A) gene, which encodes the E3 ubiquitin ligase E6AP, a protein essential for synaptic development and function. In individuals with a maternal 15q11-q13 deletion, concomitant deletion of neighboring non-imprinted genes, including GABRB3, GABRA5, GABRG3, ATP10A, and HERC2, may also contribute to the phenotype. Evidence from animal models further indicates that UBE3A plays a key role in sleep homeostasis and circadian rhythm regulation, including through interactions with core clock genes such as BMAL1. In this narrative review, we examine the role of UBE3A in sleep regulation and outline the principal sleep disturbances observed in AS, integrating findings from both preclinical models and human studies, while also considering genotype-phenotype correlations for the main clinical manifestations. The available evidence suggests that sleep disruption may be closely linked to the core neurological and behavioral features of AS, particularly epilepsy and behavioral abnormalities, through shared pathophysiological mechanisms related to UBE3A deficiency. Early identification and management of sleep disturbances may therefore represent a potentially modifiable factor for improving behavioral outcomes, seizure control, and overall quality of life in individuals with AS. In addition, sleep measures should be considered as potentially relevant clinical endpoints in ongoing trials of emerging therapeutic strategies.

Open article ↗



2026-07-31 | Comprehensive chemical and enantiomeric characterization of commercial turpentine oils by GC-MS.

Recent reports from families of individuals with Angelman syndrome (AS), a rare neurodevelopmental disorder characterised by severe neurological impairment and epilepsy, have described perceived neurological improvements following the topical application of a commercial turpentine oil (TO). These observations prompted the present analytical study, which aimed to characterise and quantify the terpenoid composition of 2 commercial TOs (Diamond and Creekwood), together with 6 additional commercial TOs, using gas chromatography-mass spectrometry (GC-MS). Analysis of 6 TOs reported to originate from Pinus pinaster revealed similar combined percentages of α- and β-pinene (≈75%), except for one oil that exhibited a more complex profile, a lower α-pinene content (≈30%), and the presence of eucalyptol, which is uncommon in TOs from this species. The Creekwood oil contained a higher proportion of α-pinene (≈76%) and a markedly lower β-pinene content (≈3%) than the Diamond oil (≈62% and ≈26%, respectively). Chiral GC-MS analysis further revealed contrasting enantiomeric distributions, with (-)-α-pinene predominating in the Diamond oil and (+)-α-pinene in the Creekwood oil, while (-)-β-pinene predominated in both samples. For quantitative analysis, the analytical method was successfully validated, demonstrating suitable detection (1.5-5.0 mg/L) and quantification (5.0-16.7 mg/L) limits, good linearity (r2>0.991), and acceptable precision and accuracy (<15%). These findings demonstrate substantial chemical variability among commercial TOs and provide a framework for future studies on the biological effects of pine resin terpenoids in neuronal models relevant to AS.

Open article ↗



2026-07-14 | Emerging Therapies for Angelman Syndrome.

Angelman syndrome (AS) is a complex neurogenetic disorder characterized by severe global developmental delay, motor dysfunction, and epilepsy, primarily resulting from the lack of functional ubiquitin protein ligase E3A (UBE3A) protein expression in neurons. While current management remains largely symptomatic, the therapeutic landscape for AS is rapidly evolving. Emerging strategies aim to restore UBE3A function through upstream interventions, such as gene replacement therapy or unsilencing of the imprinted paternal allele, which is present but transcriptionally silenced in neurons due to genomic imprinting. This imprinting is mediated by the distal portion of a long non-coding RNA known as the UBE3A-antisense transcript (UBE3A-ATS). This UBE3A-ATS has become a key therapeutic target, with several approaches developed to unsilence the paternal allele, including antisense oligonucleotides (ASOs), CRISPR-based editing, synthetic microRNA, and other modalities. To date, three ASO programs have demonstrated promising signals in early clinical development, with reported improvements in clinical outcomes and electroencephalography (EEG) biomarkers. Given the potential for improved outcomes with early intervention, the inclusion of AS in broader genomic newborn screening programs is currently being explored. An early-intervention approach, or combination of approaches, holds significant promise for transforming the lives of individuals affected by AS with outcomes dependent on their age or genotype.

Open article ↗



2026-07-04 | The SNRPN Bipartite Imprinting Centre in Region 15q11–q13 and Its Epigenetic Role in the Pursuit of a Cure for Angelman Syndrome

Angelman syndrome is a severe neurodevelopmental disorder arising from functional loss of the maternal allele of UBE3A, a gene that sits within a cluster of imprinted loci on the long arm of chromosome 15. Expression across this region is governed by a bipartite imprinting centre associated with the SNRPN gene, made up of two physically separated but functionally interdependent elements: the Prader–Willi syndrome smallest region of deletion overlap and the Angelman syndrome smallest region of deletion overlap. Together these elements establish, in the germline, and maintain, throughout somatic life, the parent-of-origin-specific expression pattern that distinguishes Angelman syndrome from its reciprocal disorder, Prader–Willi syndrome. Because the paternal copy of UBE3A remains structurally intact in most patients with Angelman syndrome, merely silenced by a long non-coding antisense transcript whose own expression is dictated by the imprinting centre, this locus has become the focal point of an unusually concentrated translational effort: rather than replacing a missing gene, contemporary therapeutic strategies aim to reverse an epigenetic mark and thereby unmask a dormant but functional allele. This review draws together the structural biology of the bipartite imprinting centre, the molecular events that establish and maintain its parent-specific epigenotype, the diagnostic and clinical consequences of its disruption, and the rapidly maturing pipeline of antisense oligonucleotides, small molecules, and genome- or epigenome-editing tools designed to exploit this biology therapeutically. Recent clinical trial data, including electroencephalographic and behavioural endpoints from antisense oligonucleotide programmes, are critically appraised alongside preclinical work on CRISPR-based epigenetic editing of the imprinting centre itself, an approach with the conceptual elegance of intervening at the very switch that imprinting biology depends upon. The review concludes that while no disease-modifying therapy is yet approved, the convergence of detailed mechanistic understanding of the SNRPN bipartite imprinting centre with scalable epigenetic editing technologies represents the most plausible route towards a transformative, rather than purely symptomatic, treatment for Angelman syndrome, while candidly addressing the developmental, safety and translational obstacles that remain.

Open article ↗



2026-07-01 | Pseudohypoaldosteronism associated with mitochondrial dysfunction in Angelman syndrome

Pseudohypoaldosteronism (PHA) is an uncommon cause of hyperkalemic metabolic acidosis in infancy, typically secondary to structural, infectious, or genetic etiologies. Because renal tubular transport is adenosine triphosphate dependent, mitochondrial dysfunction may also produce a PHA-like phenotype. We report a 14-month-old girl with hyperkalemic metabolic acidosis and growth failure. Laboratory evaluation showed hyperkalemic metabolic acidosis with markedly elevated renin and aldosterone, consistent with a PHA-like phenotype. Bicarbonate and potassium-binding treatment provided suboptimal control. Organic acid abnormalities and an elevated lactate-to-pyruvate ratio raised suspicion of mitochondrial dysfunction, and vitamin supplementation (vitamin B, vitamin C, biotin, L-carnitine, and idebenone) promptly normalized acid-base status and potassium. Continued oral vitamin supplementation was associated with catch-up growth and allowed gradual tapering and eventual discontinuation of bicarbonate and potassium-binding agent at 1.8 and 3.4 years, respectively. The oxygen consumption rate in the fibroblasts was markedly reduced in galactose medium. For genetic analyses, targeted PHA/renal tubular acidosis-related gene panel testing, mitochondrial DNA sequencing and exome sequencing identified no pathogenic variants, whereas chromosomal microarray analysis identified a 5.76 Mb deletion in 15q (arr[hg19] 15q11.2q13.1(22,765,628-28,525,460) × 1), establishing the diagnosis of Angelman syndrome. This case links a PHA-like presentation, growth failure, and mitochondrial dysfunction to Angelman syndrome, supporting bioenergetic failure as a potentially treatable mechanism for refractory PHA.

Open article ↗



2026-08-17 | Sleep disruption and neuropsychiatric features in Angelman syndrome: insights into underlying neurobiology.

Sleep disorders are a core feature of Angelman syndrome (AS), affecting approximately 80% of individuals. They typically manifest as insomnia and disrupted sleep-wake cycles and contribute substantially to the burden experienced by affected individuals and their families. AS is caused by loss of function of the ubiquitin protein ligase E3A (UBE3A) gene, which encodes the E3 ubiquitin ligase E6AP, a protein essential for synaptic development and function. In individuals with a maternal 15q11-q13 deletion, concomitant deletion of neighboring non-imprinted genes, including GABRB3, GABRA5, GABRG3, ATP10A, and HERC2, may also contribute to the phenotype. Evidence from animal models further indicates that UBE3A plays a key role in sleep homeostasis and circadian rhythm regulation, including through interactions with core clock genes such as BMAL1. In this narrative review, we examine the role of UBE3A in sleep regulation and outline the principal sleep disturbances observed in AS, integrating findings from both preclinical models and human studies, while also considering genotype-phenotype correlations for the main clinical manifestations. The available evidence suggests that sleep disruption may be closely linked to the core neurological and behavioral features of AS, particularly epilepsy and behavioral abnormalities, through shared pathophysiological mechanisms related to UBE3A deficiency. Early identification and management of sleep disturbances may therefore represent a potentially modifiable factor for improving behavioral outcomes, seizure control, and overall quality of life in individuals with AS. In addition, sleep measures should be considered as potentially relevant clinical endpoints in ongoing trials of emerging therapeutic strategies.

Open article ↗



2026-07-31 | Comprehensive chemical and enantiomeric characterization of commercial turpentine oils by GC-MS.

Recent reports from families of individuals with Angelman syndrome (AS), a rare neurodevelopmental disorder characterised by severe neurological impairment and epilepsy, have described perceived neurological improvements following the topical application of a commercial turpentine oil (TO). These observations prompted the present analytical study, which aimed to characterise and quantify the terpenoid composition of 2 commercial TOs (Diamond and Creekwood), together with 6 additional commercial TOs, using gas chromatography-mass spectrometry (GC-MS). Analysis of 6 TOs reported to originate from Pinus pinaster revealed similar combined percentages of α- and β-pinene (≈75%), except for one oil that exhibited a more complex profile, a lower α-pinene content (≈30%), and the presence of eucalyptol, which is uncommon in TOs from this species. The Creekwood oil contained a higher proportion of α-pinene (≈76%) and a markedly lower β-pinene content (≈3%) than the Diamond oil (≈62% and ≈26%, respectively). Chiral GC-MS analysis further revealed contrasting enantiomeric distributions, with (-)-α-pinene predominating in the Diamond oil and (+)-α-pinene in the Creekwood oil, while (-)-β-pinene predominated in both samples. For quantitative analysis, the analytical method was successfully validated, demonstrating suitable detection (1.5-5.0 mg/L) and quantification (5.0-16.7 mg/L) limits, good linearity (r2>0.991), and acceptable precision and accuracy (<15%). These findings demonstrate substantial chemical variability among commercial TOs and provide a framework for future studies on the biological effects of pine resin terpenoids in neuronal models relevant to AS.

Open article ↗



2026-07-14 | Emerging Therapies for Angelman Syndrome.

Angelman syndrome (AS) is a complex neurogenetic disorder characterized by severe global developmental delay, motor dysfunction, and epilepsy, primarily resulting from the lack of functional ubiquitin protein ligase E3A (UBE3A) protein expression in neurons. While current management remains largely symptomatic, the therapeutic landscape for AS is rapidly evolving. Emerging strategies aim to restore UBE3A function through upstream interventions, such as gene replacement therapy or unsilencing of the imprinted paternal allele, which is present but transcriptionally silenced in neurons due to genomic imprinting. This imprinting is mediated by the distal portion of a long non-coding RNA known as the UBE3A-antisense transcript (UBE3A-ATS). This UBE3A-ATS has become a key therapeutic target, with several approaches developed to unsilence the paternal allele, including antisense oligonucleotides (ASOs), CRISPR-based editing, synthetic microRNA, and other modalities. To date, three ASO programs have demonstrated promising signals in early clinical development, with reported improvements in clinical outcomes and electroencephalography (EEG) biomarkers. Given the potential for improved outcomes with early intervention, the inclusion of AS in broader genomic newborn screening programs is currently being explored. An early-intervention approach, or combination of approaches, holds significant promise for transforming the lives of individuals affected by AS with outcomes dependent on their age or genotype.

Open article ↗



2026-07-04 | The SNRPN Bipartite Imprinting Centre in Region 15q11–q13 and Its Epigenetic Role in the Pursuit of a Cure for Angelman Syndrome

Angelman syndrome is a severe neurodevelopmental disorder arising from functional loss of the maternal allele of UBE3A, a gene that sits within a cluster of imprinted loci on the long arm of chromosome 15. Expression across this region is governed by a bipartite imprinting centre associated with the SNRPN gene, made up of two physically separated but functionally interdependent elements: the Prader–Willi syndrome smallest region of deletion overlap and the Angelman syndrome smallest region of deletion overlap. Together these elements establish, in the germline, and maintain, throughout somatic life, the parent-of-origin-specific expression pattern that distinguishes Angelman syndrome from its reciprocal disorder, Prader–Willi syndrome. Because the paternal copy of UBE3A remains structurally intact in most patients with Angelman syndrome, merely silenced by a long non-coding antisense transcript whose own expression is dictated by the imprinting centre, this locus has become the focal point of an unusually concentrated translational effort: rather than replacing a missing gene, contemporary therapeutic strategies aim to reverse an epigenetic mark and thereby unmask a dormant but functional allele. This review draws together the structural biology of the bipartite imprinting centre, the molecular events that establish and maintain its parent-specific epigenotype, the diagnostic and clinical consequences of its disruption, and the rapidly maturing pipeline of antisense oligonucleotides, small molecules, and genome- or epigenome-editing tools designed to exploit this biology therapeutically. Recent clinical trial data, including electroencephalographic and behavioural endpoints from antisense oligonucleotide programmes, are critically appraised alongside preclinical work on CRISPR-based epigenetic editing of the imprinting centre itself, an approach with the conceptual elegance of intervening at the very switch that imprinting biology depends upon. The review concludes that while no disease-modifying therapy is yet approved, the convergence of detailed mechanistic understanding of the SNRPN bipartite imprinting centre with scalable epigenetic editing technologies represents the most plausible route towards a transformative, rather than purely symptomatic, treatment for Angelman syndrome, while candidly addressing the developmental, safety and translational obstacles that remain.

Open article ↗



2026-07-01 | Pseudohypoaldosteronism associated with mitochondrial dysfunction in Angelman syndrome

Pseudohypoaldosteronism (PHA) is an uncommon cause of hyperkalemic metabolic acidosis in infancy, typically secondary to structural, infectious, or genetic etiologies. Because renal tubular transport is adenosine triphosphate dependent, mitochondrial dysfunction may also produce a PHA-like phenotype. We report a 14-month-old girl with hyperkalemic metabolic acidosis and growth failure. Laboratory evaluation showed hyperkalemic metabolic acidosis with markedly elevated renin and aldosterone, consistent with a PHA-like phenotype. Bicarbonate and potassium-binding treatment provided suboptimal control. Organic acid abnormalities and an elevated lactate-to-pyruvate ratio raised suspicion of mitochondrial dysfunction, and vitamin supplementation (vitamin B, vitamin C, biotin, L-carnitine, and idebenone) promptly normalized acid-base status and potassium. Continued oral vitamin supplementation was associated with catch-up growth and allowed gradual tapering and eventual discontinuation of bicarbonate and potassium-binding agent at 1.8 and 3.4 years, respectively. The oxygen consumption rate in the fibroblasts was markedly reduced in galactose medium. For genetic analyses, targeted PHA/renal tubular acidosis-related gene panel testing, mitochondrial DNA sequencing and exome sequencing identified no pathogenic variants, whereas chromosomal microarray analysis identified a 5.76 Mb deletion in 15q (arr[hg19] 15q11.2q13.1(22,765,628-28,525,460) × 1), establishing the diagnosis of Angelman syndrome. This case links a PHA-like presentation, growth failure, and mitochondrial dysfunction to Angelman syndrome, supporting bioenergetic failure as a potentially treatable mechanism for refractory PHA.

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

21 orphan drug designations for Angelman syndrome.

21 orphan drug designations for Angelman syndrome.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

non-replicating recombinant adeno-associated virus serotype hu68 (AAVhu68) vector, which expresses a variant of the UBE3A gene

gene therapies

FDA

2025-10-16

MavriX Bio, LLC

insulin like growth factor 2 receptor ligand

small molecules

FDA

2024-07-03

New York University

14-species commensal bacterial flora with prebiotics and postbiotic complex composed of gut microbiome modulating formulation

other

FDA

2024-04-29

Biom Pharmaceutical Corporation

2'-O, 4'-C-Methylene-P-thio-adenylyl-(3'->5')-2'-O, 4'-C-methylene-P-thioguanylyl-(3'->5')-2'-O, 4'-C-methylene-P-thio-adenylyl-(3'->5')-2'-deoxy-P-thioadenylyl-(3'->5')-2'-deoxy-P-thio-thymidylyl-(3'->5')-2'-deoxy-P-thio-guanylyl-(3'->5')-2'-deoxy-P-thio-guanylyl-(3'->5')-2'-deoxy-P-thio-cytidylyl-(3'->5')-2'-deoxy-P-thio-adenylyl-(3'->5')-2'-deoxy-P-thio-cytidylyl-(3'->5')-2'-deoxy-Pthio-adenylyl-(3'->5')-2'-deoxy-P-thio-thymidylyl-(3'->5')-2'-deoxy-P-thio-cytidylyl-(3'->5')-2'-deoxy-P-thio-thymidylyl-(3'->5')-2'-O, 4'-C-methylene-5-methyl-P-thio-cytidylyl-(3'->5')-2'-O, 4'-C-methylene-5-methyl-P-thio-uridylyl-(3'->5')-2'-O, 4'-C-methylene-5-methyl-P-thio-uridylyl-(3'->5')-2'-O, 4'-C-methyleneguanosine

oligonucleotides

EMA

2023-12-13

Ultragenyx Germany GmbH

2'-O-(2-methoxyethyl) modified antisense oligonucleotide targeting UBE3A antisense transcript RNA

oligonucleotides

EMA

2022-06-24

Ionis Development (Ireland) Limited

2'-O-(2-methoxyethyl) modified antisense oligonucleotide targeting UBE3A antisense transcript RNA

oligonucleotides

FDA

2022-05-26

Ionis Pharmaceuticals, Inc.

Cannabidiol

small molecules

FDA

2022-02-09

Benuvia Operations LLC

Adeno-associated virus serotype PTC3 expressing the human UBE3A gene

gene therapies

EMA

2021-08-20

PTC Therapeutics International Limited

Cannabidiol

small molecules

FDA

2021-03-22

Biom Therapeutics

Cyclo-L-glycyl-L-2-allylproline

small molecules

EMA

2021-01-06

Orphix Consulting GmbH

Synthetic oligonucleotide selectively targeting UBE3A antisense RNA transcripts

oligonucleotides

EMA

2020-12-09

Orphix Consulting GmbH

UBE3A antisense oligonucleotide with locked nucleic acids (UBE3A-ATS-LNA)

oligonucleotides

FDA

2020-11-24

OHB Pediatrics Ltd.

Recombinant adeno-associated virus vector containing the active biological substance AAV-GTX-hUBE3A

gene therapies

FDA

2020-10-22

PTC Therapeutics, Inc.

cyclo(-L-Glycyl-L-2-Allylproline)

small molecules

FDA

2019-10-09

Neuren Pharmaceuticals, Ltd.

Chimeric locked nucleic acid and ribonucleic-deoxyribonucleic antisense oligonucleotide specific for the human UBE3A-antisense transcript

oligonucleotides

FDA

2019-08-28

Ultragenyx Pharmaceutical Inc.

Gaboxadol monohydrate

small molecules

EMA

2019-06-28

Healx Technology Limited

[(4-benzylpiperazin-1-yl)(2-(isopentylamino)pyridin-3-yl)methanone]-phosphate

small molecules

FDA

2018-08-07

Seneca Biopharma, Inc.

antisense oligonucleotide specific to the antisense transcript of UBE3A

oligonucleotides

FDA

2018-03-15

GeneTx Biotherapeutics, LLC

4,5,6,7-tetrahydroisoxazolo(5,4-c)pyridin-3-ol

small molecules

FDA

2016-09-06

Healx Limited

Recombinant adeno-associated viral vector serotype 9 carrying the gene for the human E6-AP ubiquitin protein ligase

gene therapies

EMA

2016-04-28

PTC Therapeutics International Limited

recombinant adeno-associated virus serotype 9 vector containing the transgene UBE3A encoding for ubiquitin protein ligase E3A/E6-AP

gene therapies

FDA

2015-10-29

PTC Therapeutics, Inc.

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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.