AI Drug Discovery for Pharma and Biotech

Drug discovery

35

drugs

With orphan designations

Overview

Rett syndrome is a rare X-linked neurodevelopmental disorder caused by MECP2 gene mutations, characterized by progressive loss of motor skills, communication abilities, and hand stereotypies after initial normal development (6-18 months). Hallmark features include seizures, breathing irregularities, scoliosis, and autonomic dysfunction. Diagnosis is clinical with genetic confirmation. While incurable, multidisciplinary care focuses on symptom management and quality of life optimization [1][11][16].

Population

Affects ~1 in 10,000 female births globally [7][12], with incidence of 0.23-0.34 cases/10,000 annually [2][4]. Male cases are rare (<1%) and often lethal [6][17].

Burden

Annual healthcare costs average $40,326/patient [4], with 47% of visits Rett-related. 45% require feeding assistance, 55% experience seizures, and 82% develop scoliosis [4][6][14]. Mortality risks include cardiac arrhythmias and aspiration pneumonia [11][16].

Therapies

Multidisciplinary approach with physical/occupational therapy (87% utilization) [8], anti-epileptics (55% use) [4], and FDA-approved trofinetide targeting neuroinflammation [18][20]. Surgical interventions address scoliosis and feeding difficulties [3][11].

Categories: rare genetic diseases, rare neurological diseases

Research Papers

1,192 drug discovery papers related to Rett syndrome, with 5 first-in-class and 54 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

1,192 drug discovery papers related to Rett syndrome, with 5 first-in-class and 54 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-09 | Altered vagus nerve stimulation evoked locus coeruleus activity in a rodent model of Rett syndrome.

Rett syndrome is a neurodevelopmental disorder characterized by seemingly typical development followed by a profound regression, including the loss of language and motor skills and the onset of seizures. Following this regression, intensive intervention is typically ineffective, resulting in the need for novel therapeutics. One potential intervention combines vagus nerve stimulation (VNS) with rehabilitative training, evoking synaptic plasticity and cortical reorganization in an animal model of Rett syndrome. VNS functions by inducing rapid, phasic activation of the locus coeruleus (LC) to facilitate plasticity in circuits engaged by the concurrent rehabilitative training. However, because baseline LC activity is altered in Rett syndrome, it would be valuable to characterize VNS-driven LC activity in Rett models. Here we describe VNS-evoked neural activity in the LC of a rodent model of Rett syndrome (Mecp2+/- rats) and age-matched wild-type (WT) littermate controls across a range of VNS parameters. Mecp2+/- rats demonstrate significant deficits in VNS-evoked LC responses, including an increased activation threshold. LC evoked responses can be increased by changing the parameters of VNS delivery. These data improve the understanding of LC function in the Mecp2+/- rat and provide a baseline to begin optimizing neuromodulator-based therapies for individuals with neurodevelopmental disorders.

Open article ↗



2026-07-06 | Trofinetide Use and Treatment Patterns Among Children Aged 2-4 Years with Rett Syndrome in the United States: A Retrospective Specialty Pharmacy Linked Claims Database Analysis.

Rett syndrome (RTT) is a rare, X-linked neurodevelopmental disorder that primarily affects females. Trofinetide (TROF) was approved for RTT in individuals aged ≥2 years. Although the DAFFODIL trial examined TROF efficacy in children aged 2-4 years, real-world evidence in this age group remains limited. A retrospective cohort study was conducted using linked medical and pharmacy claims from 01/01/2021-09/30/2024 (study period). Individuals aged 2-4 years with RTT who initiated TROF during 04/01/2023-03/31/2024 (identification period) were included (index date=first TROF RX). Outcomes included baseline characteristics, prescriber specialty, TROF persistence (≤90-day allowable gap), dosing patterns based on shipped/dispensed RXs (BID, mg; % target daily dose [%TDD]), time on treatment, and restarts among non-persistent individuals. Variables were summarized descriptively. Kaplan-Meier analyses assessed the time to treatment non-persistence. Among 159 individuals, 65.4% were persistent and 34.6% were non-persistent; 14.5% of non-persistent individuals restarted TROF. Mean±SD age was 3.2±0.8 vs 3.3±0.7 years in persistent vs non-persistent groups. Females comprised 95.2% vs 87.3%, respectively. Child neurology was the most common prescriber specialty (54.8% vs 63.6%). Non-persistent individuals had higher rates of dysphagia (34.5% vs 16.3%), gastrostomy (20.0% vs 3.8%), and breathing irregularities (16.4% vs 1.9%). Mean BID dose and %TDD were similar between groups across shipments. Median (IQR) time on treatment was 13.3 (6.1-17.2) months in the persistent group vs 4.4 (0.8-12.6) months in the non-persistent group. Kaplan-Meier analysis showed >87.5% remained on TROF beyond 3 months and >65.0% remained on TROF through end of available follow-up. In routine US practice, approximately two-thirds of children aged 2-4 years initiating TROF remained persistent during available follow-up, with sustained use beyond 1 year and a subset (14.5% of non-persistent children) restarting after discontinuation. Non-persistent children had significantly higher baseline rates of dysphagia, gastrostomy, and breathing irregularities, suggesting that early disease-related multisystem complications may be associated with reduced treatment continuity. These findings complement DAFFODIL and provide early real-world evidence on TROF persistence, restarts, and dosing patterns in this young RTT population.

Open article ↗



2026-06-30 | Recent advances in epigenetic therapeutics for Rett syndrome: from mechanisms to clinical trials

Rett syndrome (RTT) stands at the forefront of the genetic therapy revolution. This severe X-linked neurodevelopmental disorder, primarily caused by mutations in the MECP2 gene, was historically considered a static condition but is now recognized as a potentially reversible neurodevelopmental disorder. This review synthesizes recent breakthroughs in our understanding of MeCP2’s role in chromatin architecture, including its involvement in liquid-liquid phase separation (LLPS). We critically examine the transition from conventional symptom management to precision epigenetic therapeutics. Key advances discussed include next-generation gene replacement strategies with autoregulatory control to prevent toxicity, programmable epigenetic editing (e.g., CRISPR-off/on) to correct MECP2 expression endogenously, and novel approaches for X-chromosome reactivation (XCI). Furthermore, we propose a stratified therapeutic framework (genotype-guided therapies) based on specific mutation types. Finally, we analyze data from ongoing clinical trials and highlight the remaining hurdles—such as delivery efficiency, immunogenicity, and the urgent need for objective biomarkers—that must be overcome to translate these epigenetic innovations into a cure.

Open article ↗



2026-07-09 | Altered vagus nerve stimulation evoked locus coeruleus activity in a rodent model of Rett syndrome.

Rett syndrome is a neurodevelopmental disorder characterized by seemingly typical development followed by a profound regression, including the loss of language and motor skills and the onset of seizures. Following this regression, intensive intervention is typically ineffective, resulting in the need for novel therapeutics. One potential intervention combines vagus nerve stimulation (VNS) with rehabilitative training, evoking synaptic plasticity and cortical reorganization in an animal model of Rett syndrome. VNS functions by inducing rapid, phasic activation of the locus coeruleus (LC) to facilitate plasticity in circuits engaged by the concurrent rehabilitative training. However, because baseline LC activity is altered in Rett syndrome, it would be valuable to characterize VNS-driven LC activity in Rett models. Here we describe VNS-evoked neural activity in the LC of a rodent model of Rett syndrome (Mecp2+/- rats) and age-matched wild-type (WT) littermate controls across a range of VNS parameters. Mecp2+/- rats demonstrate significant deficits in VNS-evoked LC responses, including an increased activation threshold. LC evoked responses can be increased by changing the parameters of VNS delivery. These data improve the understanding of LC function in the Mecp2+/- rat and provide a baseline to begin optimizing neuromodulator-based therapies for individuals with neurodevelopmental disorders.

Open article ↗



2026-07-06 | Trofinetide Use and Treatment Patterns Among Children Aged 2-4 Years with Rett Syndrome in the United States: A Retrospective Specialty Pharmacy Linked Claims Database Analysis.

Rett syndrome (RTT) is a rare, X-linked neurodevelopmental disorder that primarily affects females. Trofinetide (TROF) was approved for RTT in individuals aged ≥2 years. Although the DAFFODIL trial examined TROF efficacy in children aged 2-4 years, real-world evidence in this age group remains limited. A retrospective cohort study was conducted using linked medical and pharmacy claims from 01/01/2021-09/30/2024 (study period). Individuals aged 2-4 years with RTT who initiated TROF during 04/01/2023-03/31/2024 (identification period) were included (index date=first TROF RX). Outcomes included baseline characteristics, prescriber specialty, TROF persistence (≤90-day allowable gap), dosing patterns based on shipped/dispensed RXs (BID, mg; % target daily dose [%TDD]), time on treatment, and restarts among non-persistent individuals. Variables were summarized descriptively. Kaplan-Meier analyses assessed the time to treatment non-persistence. Among 159 individuals, 65.4% were persistent and 34.6% were non-persistent; 14.5% of non-persistent individuals restarted TROF. Mean±SD age was 3.2±0.8 vs 3.3±0.7 years in persistent vs non-persistent groups. Females comprised 95.2% vs 87.3%, respectively. Child neurology was the most common prescriber specialty (54.8% vs 63.6%). Non-persistent individuals had higher rates of dysphagia (34.5% vs 16.3%), gastrostomy (20.0% vs 3.8%), and breathing irregularities (16.4% vs 1.9%). Mean BID dose and %TDD were similar between groups across shipments. Median (IQR) time on treatment was 13.3 (6.1-17.2) months in the persistent group vs 4.4 (0.8-12.6) months in the non-persistent group. Kaplan-Meier analysis showed >87.5% remained on TROF beyond 3 months and >65.0% remained on TROF through end of available follow-up. In routine US practice, approximately two-thirds of children aged 2-4 years initiating TROF remained persistent during available follow-up, with sustained use beyond 1 year and a subset (14.5% of non-persistent children) restarting after discontinuation. Non-persistent children had significantly higher baseline rates of dysphagia, gastrostomy, and breathing irregularities, suggesting that early disease-related multisystem complications may be associated with reduced treatment continuity. These findings complement DAFFODIL and provide early real-world evidence on TROF persistence, restarts, and dosing patterns in this young RTT population.

Open article ↗



2026-06-30 | Recent advances in epigenetic therapeutics for Rett syndrome: from mechanisms to clinical trials

Rett syndrome (RTT) stands at the forefront of the genetic therapy revolution. This severe X-linked neurodevelopmental disorder, primarily caused by mutations in the MECP2 gene, was historically considered a static condition but is now recognized as a potentially reversible neurodevelopmental disorder. This review synthesizes recent breakthroughs in our understanding of MeCP2’s role in chromatin architecture, including its involvement in liquid-liquid phase separation (LLPS). We critically examine the transition from conventional symptom management to precision epigenetic therapeutics. Key advances discussed include next-generation gene replacement strategies with autoregulatory control to prevent toxicity, programmable epigenetic editing (e.g., CRISPR-off/on) to correct MECP2 expression endogenously, and novel approaches for X-chromosome reactivation (XCI). Furthermore, we propose a stratified therapeutic framework (genotype-guided therapies) based on specific mutation types. Finally, we analyze data from ongoing clinical trials and highlight the remaining hurdles—such as delivery efficiency, immunogenicity, and the urgent need for objective biomarkers—that must be overcome to translate these epigenetic innovations into a cure.

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

35 orphan drug designations for Rett syndrome, including 2 approved therapies.

35 orphan drug designations for Rett syndrome, including 2 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Fenfluramine hydrochloride

small molecules

EMA

2025-10-22

UCB Pharma

2-[[Hydroxy[(R)-2-[((5Z,8Z,11Z,14Z)-eicosa-5,8,11,14-tetraenoyl)oxy]-3-(octadecyloxy)propoxy]phosphoryl]oxy]ethan-1-amine

small molecules

EMA

2025-06-20

3R Pharma Consulting GmbH

Extract from Cannabis flower, containing high levels of cannabidiolic acid and <0.3% of tetrahydrocannabinol, Extraction solvent: olive oil, virgin

small molecules

EMA

2025-03-25

Granzer Regulatory Consulting & Services GmbH

CBDA dominant extract of Cannabis sativa / Low (<0.3% w/w) delta-9-tetrahydrocannabinolic acid (THC-A) and delta 9-tetrahydrocannabinol (THC) extract of Cannabis sativa with major cannabinoid constituent cannabidiolic acid (CBD-A)

small molecules

FDA

2024-11-25

Neurotech International Limited

vorinostat

small molecules

FDA

2024-05-24

Unravel Biosciences, Inc.

Self-complementary Adeno-Associated Virus 9 containing human methyl-CpG binding protein 2

gene therapies

FDA

2024-03-11

Genecombio Ltd.

Adeno-associated viral vector serotype 9 containing the human MECP2 gene, an intron encoding a miRNA generating sequence, and complementary miRNA binding sites

gene therapies

EMA

2024-01-12

Eusme Limited

1-O-octadecyl-2-arachidonoyl-sn-glycerol-3-phosphoethanolamine

small molecules

FDA

2023-03-29

Neurocores Inc.

Recombinant serotype 9 adeno-associated virus (AAV) encoding an intron encoding a miRNA generating sequence, complementary miRNA binding sites and a full-length human methyl cytosine binding protein 2 (MECP2)

gene therapies

FDA

2023-02-27

Neurogene Inc.

Ketamine

small molecules

FDA

2023-02-01

PharmaTher Inc.

Methyl(R)-4-((3S,5R,7R,8R,9S,10S,13R,14S,17R)-7-hydroxy-10,13-dimethyl-3-((4-((pyridin-3-ylmethyl)amino)butyl)amino)hexadecahydro-1H-cyclopenta[a]phenanthren-17-yl)pentanoate

small molecules

EMA

2022-10-11

Maxia Strategies-Europe Limited

methyl (R)-4-((3S,5R,7R,8R,9S,10S,13R,14S,17R)-7-hydroxy-10,13-dimethyl-3-((4-((pyridin-3- ylmethyl)amino)butyl)amino)hexadecahydro-1H-cyclopenta[a]phenanthren-17-yl)pentanoate

small molecules

FDA

2022-04-19

DepYmed, Inc.

Adeno-associated viral vector serotype 9 containing the human MECP2 gene

gene therapies

EMA

2021-08-20

Pharma Gateway AB

Adeno-associated virus serotype 9 expressing the cDNA for human MECP2

gene therapies

EMA

2021-05-20

[INACTIVE] Novartis Gene Therapies EU Limited

recombinant serotype 9 adeno-associated virus encoding a codon-optimized human MECP2 gene

gene therapies

FDA

2020-10-07

Taysha Gene Therapies

1-(2,2-diphenyltetrahydrofuran-3-yl)-N,N-dimethylmethanamine hydrochloride

small molecules

EMA

2019-08-21

Anavex Germany GmbH

a non-replicating, recombinant adeno-associated virus serotype 9 (AAV9) containing the human Methyl CpG Binding Protein 2B (MECP2B) cDNA under the control of a segment of the murine MECP2 promoter.

gene therapies

FDA

2019-04-17

Novartis Institute for BioMedical Research, Inc.

Mercaptamine-pantetheine disulfide

small molecules

EMA

2019-01-11

Thiogenesis Therapeutics S.A.R.L

tianeptine

small molecules

FDA

2018-03-08

AMO Pharma Ltd.

Cannabidivarin

small molecules

EMA

2017-10-16

Jazz Pharmaceuticals Ireland Limited

[(S)-1-(L-valyl)-N_((S)-1-phenyl-2-(pyridin-2-yl)ethyl)pyrrolidine-2-carboxamide fumarate]

small molecules

FDA

2017-06-22

Biohaven Pharmaceutical Holding Company, Ltd.

cannabidivarin

small molecules

FDA

2016-11-30

Jazz Pharmaceuticals Research UK Limited

6'-(R)-Methyl-5-O-(5-amino-5,6-dideoxy-a-L-talofuranosyl)- paromamine sulfate

small molecules

FDA

2016-11-03

Eloxx Pharmaceuticals, Ltd.

(2,2-diphenyl-tetrahydro-furan-3-yl-methyl)-dimethylamine hydrochloride

small molecules

FDA

2016-05-18

Anavex Life Sciences Corporation

mecasermin, recombinant human insulin-like growth factor-1

proteins

FDA

2015-09-21

Keck Graduate Institute of Applied Life Sciences

Glycyl-L-2-methylprolyl-L-glutamic acid

small molecules

EMA

2015-08-10

Acadia Pharmaceuticals (Netherlands) B.V.

Sarizotan hydrochloride

small molecules

EMA

2015-07-28

Newron Pharmaceuticals SpA

sarizotan

small molecules

FDA

2015-07-07

Newron Pharmaceuticals US, Inc.

trofinetide [Daybue Stix]

peptides

FDA

2015-02-11

2025-12-11

ACADIA Pharmaceuticals Inc.

trofinetide [Daybue]

small molecules

FDA

2015-02-11

2023-03-10

ACADIA Pharmaceuticals Inc.

vatiquinone

small molecules

FDA

2014-11-17

PTC Therapeutics, Inc.

3-Chloro-4-fluorophenyl-[4-fluoro-4-{[(5-methylpyrimidin-2-ylmethyl) amino]methyl}piperidin-1-yl]methanone

small molecules

EMA

2014-02-19

Neurolixis SAS

3-chloro-4-fluorophenyl-[4-fluoro-4-[[(5-methylpyrimidin-2-ylmethyl)amino]methyl]piperidin-1yl]methanone

small molecules

FDA

2013-10-25

Neurolixis, Inc.

acetyl-l-carnitine (ALC)

small molecules

FDA

2011-03-18

Leadiant Biosciences, Inc.

Desipramine hydrochloride

small molecules

EMA

2009-06-12

[INACTIVE] Orphelia Pharma

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.

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.

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.