AI Drug Discovery for Pharma and Biotech

Drug discovery

6

drugs

With orphan designations

Overview

CDKL5 deficiency disorder (CDD) is a rare X-linked neurodevelopmental condition caused by pathogenic variants in the CDKL5 gene, characterized by early-onset drug-resistant epilepsy (beginning within weeks of birth) and severe global developmental delays. Key features include hypotonia, cortical visual impairment, motor disabilities, and stereotypic hand movements. Over 90% of patients experience daily seizures refractory to multiple antiseizure medications, with comorbidities including gastrointestinal dysfunction, sleep disturbances, and respiratory issues [1][2][6][7][12].

Population

Prevalence ~1:40,000–60,000 live births, predominantly female (4:1 ratio). Males exhibit more severe phenotypes, often with early mortality [2][7][12]. Most cases result from de novo mutations [6][12].

Burden

Median 5-30 seizures/week, requiring lifelong caregiver support. >75% require enteral feeding due to dysphagia, 40% have suboptimal growth. Hospitalization rates exceed general epilepsy populations, with 22-26% experiencing aspiration pneumonia [4][5][7][9][17]. Caregivers report significant impacts on mental health and employment [5][7].

Therapies

First-line management combines antiseizure medications (e.g., ganaxolone, FDA-approved in 2022) with ketogenic diets and neuromodulation (vagus nerve stimulation). Multidisciplinary care addresses motor, gastrointestinal, and respiratory complications [8][11][15][17].

Categories: rare genetic diseases, rare neurological diseases

Research Papers

176 drug discovery papers about CDKL5-deficiency disorder, with 3 first-in-class and 9 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

176 drug discovery papers about CDKL5-deficiency disorder, with 3 first-in-class and 9 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-05-26 | From Sea to Therapy: Development and Analytical Control of Recombinant Human CDKL5 Production in the Marine Bacterium Pseudoalteromonas haloplanktis TAC125.

Marine bacteria are increasingly explored as alternative microbial platforms for the production of high-value biopharmaceuticals. In this study, we investigate the Antarctic marine bacterium Pseudoalteromonas haloplanktis TAC125 (PhTAC125), an unconventional host capable of yielding soluble and biologically active human cyclin-dependent kinase-like 5 (hCDKL5). This serine/threonine kinase plays a crucial role in neuronal development, and its deficiency causes CDKL5 Deficiency Disorder, a severe and currently untreatable neurodevelopmental disease. Recombinant production of hCDKL5 is a prerequisite for the development of enzyme replacement therapy; however, current manufacturing processes remain insufficient for industrial translation, particularly in terms of product quality and functional consistency. To address these limitations, we developed dedicated analytical strategies: protein accumulation was quantified using a customised sandwich Enzyme-Linked Immunosorbent Assay (ELISA) designed to selectively detect full-length hCDKL5, while protein functionality was assessed by mass spectrometry-based quantification of autophosphorylation, a critical determinant of kinase activation. These complementary tools were applied to characterise hCDKL5 production under different growth conditions. Overall, this work establishes an integrated analytical framework aligned with a Quality by Design approach, enabling the simultaneous assessment of yield, structural integrity, and functional activation, and providing a robust basis for rational process optimisation towards scalable hCDKL5 manufacturing.

Open article ↗



2026-04-11 | Base editing restores CDKL5 expression and rescues neuronal deficits in a patient-derived model of CDKL5 deficiency disorder.

Cyclin-dependent kinase like 5 (CDKL5) deficiency disorder (CDD) is a rare monogenic neurodevelopmental disorder caused by pathogenic mutations in the CDKL5 gene, with approximately 50% of reported variants being point mutations. Base editing presents a promising therapeutic strategy to correct such mutations, restore endogenous CDKL5 expression, and pave the way for novel treatments for CDD. To assess the therapeutic potential of base editing for CDD, we applied adenine base editing (ABE) to correct a CDKL5-R550* (c.1648 C > T) mutation in induced pluripotent stem cells (iPSCs) derived from a CDD patient. Isogenic control, CDKL5-R550* mutant, and ABE-corrected iPSCs were differentiated into neurons and the restoration of CDKL5-related and functional recovery were assessed. In this study, we demonstrated that ABE successfully restored CDKL5 protein levels and CDKL5-dependent signalling pathways in edited iPSC-differentiated neurons to levels comparable to the isogenic control. Morphological deficits, and genes expression were normalized in the ABE-corrected neurons. This study provides evidence that ABE can precisely correct pathogenic mutation and functionally rescue some CDD-associated neuronal phenotypes in patient-derived cells, supporting its potential as a valuable gene therapy for CDD. Moreover, these findings underscore the broader applicability of base editing for treating other monogenic neurodevelopmental disorders caused by point mutations.

Open article ↗



2026-04-04 | nELAVL phosphorylation by CDKL5 regulates RNA metabolism and condensates communication to promote experience-dependent maturation of the visual cortex

Summary Mutations in Cyclin-Dependent Kinase-Like 5 (CDKL5) cause CDKL5 deficiency disorder (CDD), an X-linked neurodevelopmental condition. Through a phosphoproteomic screen, we identified the neuron-specific nELAVL family of RNA-binding proteins as direct activity-dependent substrates of CDKL5. In support of this regulatory axis, single-nuclei transcriptomics of Cdkl5 knockout (KO) cortices revealed an enriched reduction in activity-dependent mRNAs. Mechanistically, we show that nELAVL proteins undergo phase separation to form biomolecular condensates, the size of which is gated by CDKL5 phosphorylation. Loss of CDKL5 leads to enlarged nELAVL condensates, which exhibit reduced binding affinity for the target mRNA Fos , resulting in its accelerated degradation. This disruption extends to inter-condensate communication: phosphodeficient nELAVL show diminished interaction with P-bodies, which themselves become enlarged in CDD mutant iNeurons. Functionally, the absence of nELAVL phosphorylation recapitulates the deficits in experience-dependent visual function observed in Cdkl5 KO mice. Our findings establish a critical molecular mechanism by which CDKL5-mediated phosphorylation governs mRNA metabolism by tuning the properties of nELAVL condensates and their communication with other biomolecular condensates, ultimately promoting experience-dependent maturation of the visual cortex.

Open article ↗



2026-03-28 | Endocannabinoid Enhancement via MAGL Inhibition in CDKL5 Deficiency: Selective Cellular Benefits and Domain-Specific Functional Effects in Adult Cdkl5 KO Mice.

CDKL5 Deficiency Disorder (CDD) is a severe neurodevelopmental encephalopathy characterized by early disruptions of synaptic maturation and network stability, leading to persistent motor, cognitive, and behavioral impairments. Given the role of the endocannabinoid system in synaptic development, neuroinflammation, and neuronal resilience, we investigated whether the sustained enhancement of endogenous 2-arachidonoylglycerol (2-AG) signaling via monoacylglycerol lipase (MAGL) inhibition could mitigate key pathological features in adult Cdkl5 knockout (KO) mice. Using an intermittent 6-week treatment, the MAGL inhibitor JZL184 robustly increased plasma 2-AG levels, reduced MAGL protein levels, and activated CB1-AKT signaling without evidence of receptor desensitization. Despite this clear pharmacodynamic efficacy, behavioral effects were domain-specific: neither dose ameliorated core behavioral deficits, although the higher dose selectively reduced stereotypic jumping and modestly improved cue-dependent associative memory. At the cellular level, JZL184 induced biologically meaningful effects, partially restoring dendritic spine maturation in the primary somatosensory cortex and increasing neuronal survival in the vulnerable CA1 hippocampal region. In contrast, microglial responses were dose-dependent and divergent, with the lower dose exerting anti-inflammatory effects, while the higher dose increased cortical microglial density and Allograft Inflammatory Factor-1 (AIF-1) expression, suggesting engagement of compensatory or off-target mechanisms. Overall, these findings show that MAGL inhibition activates neuroprotective pathways and ameliorates select structural deficits in adult Cdkl5 KO mice, but is insufficient to produce broad behavioral recovery, highlighting the domain-specific effects of selective 2-AG enhancement via MAGL inhibition and the need for developmentally informed or multimodal therapeutic strategies in CDD.

Open article ↗



2026-03-16 | Rescuing functional defects in a zebrafish model of CDKL5 deficiency disorder: Contribution to the identification of new therapeutic compounds

ABSTRACT Mutations in the CDKL5 gene cause CDKL5 deficiency disorder (CDD), a severe neurodevelopmental encephalopathy characterized by a broad range of symptoms, including early-onset seizures, profound motor impairment and dysmorphic facial features. Current treatment options remain limited and largely focus on seizure management, which is often challenging to control, underscoring the critical need for new effective therapies. To identify potential novel candidate molecules for the treatment of CDD, we performed the first in vivo drug screening using a cdkl5 mutant zebrafish model. Recapitulating key features of the human disorder, cdkl5 -/- larvae exhibit reduced locomotor behavior, providing a robust readout to assess therapeutic efficacy. By screening 170 compounds from MAPK Inhibitor and Histone Modification Libraries, both implicated in CDKL5 dysfunction, we identified 18 and 12 small molecules that partially or fully restored locomotor activity, respectively. Among these, fisetin, divalproex, resveratrol, and VX-702 were further evaluated for their capacity to rescue cdkl5 -/- craniofacial defects and altered gene expression. Fisetin demonstrated the most consistent phenotypic improvement, including partial restoration of craniofacial abnormalities and normalization of gene expression levels. Future research aimed at elucidating the molecular mechanisms underlying the observed rescue effects will be critical to understand their mode of action. Overall, our study demonstrates the utility of this rapid and scalable zebrafish-based screening approach for therapeutic discovery in CDD and identifies promising therapeutic molecules that warrant further validation in complementary preclinical systems.

Open article ↗



2026-05-26 | From Sea to Therapy: Development and Analytical Control of Recombinant Human CDKL5 Production in the Marine Bacterium Pseudoalteromonas haloplanktis TAC125.

Marine bacteria are increasingly explored as alternative microbial platforms for the production of high-value biopharmaceuticals. In this study, we investigate the Antarctic marine bacterium Pseudoalteromonas haloplanktis TAC125 (PhTAC125), an unconventional host capable of yielding soluble and biologically active human cyclin-dependent kinase-like 5 (hCDKL5). This serine/threonine kinase plays a crucial role in neuronal development, and its deficiency causes CDKL5 Deficiency Disorder, a severe and currently untreatable neurodevelopmental disease. Recombinant production of hCDKL5 is a prerequisite for the development of enzyme replacement therapy; however, current manufacturing processes remain insufficient for industrial translation, particularly in terms of product quality and functional consistency. To address these limitations, we developed dedicated analytical strategies: protein accumulation was quantified using a customised sandwich Enzyme-Linked Immunosorbent Assay (ELISA) designed to selectively detect full-length hCDKL5, while protein functionality was assessed by mass spectrometry-based quantification of autophosphorylation, a critical determinant of kinase activation. These complementary tools were applied to characterise hCDKL5 production under different growth conditions. Overall, this work establishes an integrated analytical framework aligned with a Quality by Design approach, enabling the simultaneous assessment of yield, structural integrity, and functional activation, and providing a robust basis for rational process optimisation towards scalable hCDKL5 manufacturing.

Open article ↗



2026-04-11 | Base editing restores CDKL5 expression and rescues neuronal deficits in a patient-derived model of CDKL5 deficiency disorder.

Cyclin-dependent kinase like 5 (CDKL5) deficiency disorder (CDD) is a rare monogenic neurodevelopmental disorder caused by pathogenic mutations in the CDKL5 gene, with approximately 50% of reported variants being point mutations. Base editing presents a promising therapeutic strategy to correct such mutations, restore endogenous CDKL5 expression, and pave the way for novel treatments for CDD. To assess the therapeutic potential of base editing for CDD, we applied adenine base editing (ABE) to correct a CDKL5-R550* (c.1648 C > T) mutation in induced pluripotent stem cells (iPSCs) derived from a CDD patient. Isogenic control, CDKL5-R550* mutant, and ABE-corrected iPSCs were differentiated into neurons and the restoration of CDKL5-related and functional recovery were assessed. In this study, we demonstrated that ABE successfully restored CDKL5 protein levels and CDKL5-dependent signalling pathways in edited iPSC-differentiated neurons to levels comparable to the isogenic control. Morphological deficits, and genes expression were normalized in the ABE-corrected neurons. This study provides evidence that ABE can precisely correct pathogenic mutation and functionally rescue some CDD-associated neuronal phenotypes in patient-derived cells, supporting its potential as a valuable gene therapy for CDD. Moreover, these findings underscore the broader applicability of base editing for treating other monogenic neurodevelopmental disorders caused by point mutations.

Open article ↗



2026-04-04 | nELAVL phosphorylation by CDKL5 regulates RNA metabolism and condensates communication to promote experience-dependent maturation of the visual cortex

Summary Mutations in Cyclin-Dependent Kinase-Like 5 (CDKL5) cause CDKL5 deficiency disorder (CDD), an X-linked neurodevelopmental condition. Through a phosphoproteomic screen, we identified the neuron-specific nELAVL family of RNA-binding proteins as direct activity-dependent substrates of CDKL5. In support of this regulatory axis, single-nuclei transcriptomics of Cdkl5 knockout (KO) cortices revealed an enriched reduction in activity-dependent mRNAs. Mechanistically, we show that nELAVL proteins undergo phase separation to form biomolecular condensates, the size of which is gated by CDKL5 phosphorylation. Loss of CDKL5 leads to enlarged nELAVL condensates, which exhibit reduced binding affinity for the target mRNA Fos , resulting in its accelerated degradation. This disruption extends to inter-condensate communication: phosphodeficient nELAVL show diminished interaction with P-bodies, which themselves become enlarged in CDD mutant iNeurons. Functionally, the absence of nELAVL phosphorylation recapitulates the deficits in experience-dependent visual function observed in Cdkl5 KO mice. Our findings establish a critical molecular mechanism by which CDKL5-mediated phosphorylation governs mRNA metabolism by tuning the properties of nELAVL condensates and their communication with other biomolecular condensates, ultimately promoting experience-dependent maturation of the visual cortex.

Open article ↗



2026-03-28 | Endocannabinoid Enhancement via MAGL Inhibition in CDKL5 Deficiency: Selective Cellular Benefits and Domain-Specific Functional Effects in Adult Cdkl5 KO Mice.

CDKL5 Deficiency Disorder (CDD) is a severe neurodevelopmental encephalopathy characterized by early disruptions of synaptic maturation and network stability, leading to persistent motor, cognitive, and behavioral impairments. Given the role of the endocannabinoid system in synaptic development, neuroinflammation, and neuronal resilience, we investigated whether the sustained enhancement of endogenous 2-arachidonoylglycerol (2-AG) signaling via monoacylglycerol lipase (MAGL) inhibition could mitigate key pathological features in adult Cdkl5 knockout (KO) mice. Using an intermittent 6-week treatment, the MAGL inhibitor JZL184 robustly increased plasma 2-AG levels, reduced MAGL protein levels, and activated CB1-AKT signaling without evidence of receptor desensitization. Despite this clear pharmacodynamic efficacy, behavioral effects were domain-specific: neither dose ameliorated core behavioral deficits, although the higher dose selectively reduced stereotypic jumping and modestly improved cue-dependent associative memory. At the cellular level, JZL184 induced biologically meaningful effects, partially restoring dendritic spine maturation in the primary somatosensory cortex and increasing neuronal survival in the vulnerable CA1 hippocampal region. In contrast, microglial responses were dose-dependent and divergent, with the lower dose exerting anti-inflammatory effects, while the higher dose increased cortical microglial density and Allograft Inflammatory Factor-1 (AIF-1) expression, suggesting engagement of compensatory or off-target mechanisms. Overall, these findings show that MAGL inhibition activates neuroprotective pathways and ameliorates select structural deficits in adult Cdkl5 KO mice, but is insufficient to produce broad behavioral recovery, highlighting the domain-specific effects of selective 2-AG enhancement via MAGL inhibition and the need for developmentally informed or multimodal therapeutic strategies in CDD.

Open article ↗



2026-03-16 | Rescuing functional defects in a zebrafish model of CDKL5 deficiency disorder: Contribution to the identification of new therapeutic compounds

ABSTRACT Mutations in the CDKL5 gene cause CDKL5 deficiency disorder (CDD), a severe neurodevelopmental encephalopathy characterized by a broad range of symptoms, including early-onset seizures, profound motor impairment and dysmorphic facial features. Current treatment options remain limited and largely focus on seizure management, which is often challenging to control, underscoring the critical need for new effective therapies. To identify potential novel candidate molecules for the treatment of CDD, we performed the first in vivo drug screening using a cdkl5 mutant zebrafish model. Recapitulating key features of the human disorder, cdkl5 -/- larvae exhibit reduced locomotor behavior, providing a robust readout to assess therapeutic efficacy. By screening 170 compounds from MAPK Inhibitor and Histone Modification Libraries, both implicated in CDKL5 dysfunction, we identified 18 and 12 small molecules that partially or fully restored locomotor activity, respectively. Among these, fisetin, divalproex, resveratrol, and VX-702 were further evaluated for their capacity to rescue cdkl5 -/- craniofacial defects and altered gene expression. Fisetin demonstrated the most consistent phenotypic improvement, including partial restoration of craniofacial abnormalities and normalization of gene expression levels. Future research aimed at elucidating the molecular mechanisms underlying the observed rescue effects will be critical to understand their mode of action. Overall, our study demonstrates the utility of this rapid and scalable zebrafish-based screening approach for therapeutic discovery in CDD and identifies promising therapeutic molecules that warrant further validation in complementary preclinical systems.

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

6 orphan drug designations for CDKL5-deficiency disorder, including 2 approved therapies.

6 orphan drug designations for CDKL5-deficiency disorder, including 2 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

allopurinol

small molecules

FDA

2024-11-12

Jainu Jogani

Fenfluramine hydrochloride

small molecules

EMA

2023-03-20

UCB Pharma

fenfluramine hydrochloride

small molecules

FDA

2022-06-07

UCB, Inc.

Ganaxolone [ZTALMY]

small molecules

EMA

2019-11-13

2023-07-28

Immedica Pharma AB

Balipodect

small molecules

FDA

2019-06-19

Takeda Development Center Americas, Inc.

ganaxolone [Ztalmy]

small molecules

FDA

2017-06-28

2022-06-01

Immedica Pharma AB

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.

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.