AI Drug Discovery for Pharma and Biotech

Drug discovery

1

drug

With orphan designation

Overview

Motor neuron disease (MND) is a fatal, progressive neurodegenerative disorder characterized by degeneration of upper and/or lower motor neurons, leading to muscle weakness, wasting, dysphagia, respiratory compromise, and variable cognitive-behavioral changes [1][3][5]. Also termed amyotrophic lateral sclerosis (ALS) in its most common form, it lacks a cure but benefits from multidisciplinary care to optimize quality of life [1][3][5]. Diagnosis relies on clinical assessment and exclusion of mimics, with riluzole remaining the only disease-modifying therapy with modest survival benefit [5][10].

Population

  • Incidence: 2.64/100,000 person-years (Netherlands study) [2]; global age-standardized prevalence 3.37/100,000 [6]

  • Peak onset 50–75 years, with higher prevalence in males (58.4% vs 41.6% in registries) [2][10]

  • ~10% familial inheritance, with genetic mutations (e.g., SOD1) identified in 60% of familial cases [1][5]

Burden

  • Median survival 3 years post-diagnosis; 10% survive >8 years [1][3]

  • Global DALY rate 12.66/100,000, with 53.2% mortality increase reported in Dutch cohorts (1998–2017) [2][6]

  • Non-motor symptoms (pain, fatigue, cognitive changes) affect >90% of patients, compounding disability [4][13]

Therapies

  • Pharmacologic: Riluzole (extends survival by 2–3 months), edaravone (slows functional decline), and symptom management for sialorrhea, spasticity, and pain [3][5][10]

  • Supportive: Non-invasive ventilation, PEG insertion, and multidisciplinary care (nutrition, physiotherapy, speech therapy) [3][9]

  • Emerging: Terazosin (PGK1 activation in trials) [7], antisense oligonucleotides for SOD1-ALS [10]

Categories: rare neurological diseases

Research Papers

2,517 drug discovery papers related to Motor neuron disease, with 8 first-in-class and 1 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2,517 drug discovery papers related to Motor neuron disease, with 8 first-in-class and 1 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-01 | TDP-43 proteinopathy as a biomarker and therapeutic target in amyotrophic lateral sclerosis.

Amyotrophic lateral sclerosis (ALS) is the most common form of adult-onset motor neuron disease, characterised by the degeneration of upper and lower motor neurons. The cytoplasmic aggregation of TDP-43 (TAR DNA-binding protein 43), an RNA-binding protein, is considered a hallmark of ALS pathology, found in nearly all postmortem cases of ALS. TDP-43 is normally primarily nuclear, where it has a widespread role in gene regulation. Mutations, extrinsic stressors, and alterations in RNA homeostasis in ALS lead to nuclear depletion of TDP-43 and the formation of cytosolic TDP-43 aggregates. This causes multiple downstream effects on neuronal function and degeneration as well as gene expression. TDP-43 is a promising target as a biomarker, as it is found to be elevated in the biofluids of ALS patients, and its cytoplasmic aggregation can also be observed in peripheral tissues; however, methodological variability and technical limitations currently preclude the establishment of TDP-43 as a standalone biomarker. There are also promising therapeutic strategies in development targeting TDP-43 pathology, but a critical challenge that remains is achieving a balance between eliminating toxic aggregates and preserving the essential functions of TDP-43. In summary, with further research, considering TDP-43 pathology in ALS gives hope for finding future novel diagnostics and therapeutics for ALS.

Open article ↗



2026-06-27 | Persistent deficits in the motor unit following mono and dual administration of SMN up-regulators in the SmnΔ7 mouse model of spinal muscular atrophy.

Spinal muscular atrophy (SMA) is characterized by motor neuron loss and neuromuscular junction (NMJ) pathology. Although SMN-upregulating therapies such as Nusinersen markedly improve survival and motor function for many patients, impactful deficits often remain. In order to generate the next generation of therapy for SMA, it is critical that we understand the cellular basis for persistent deficits and find strategies to support and promote motor unit repair. Here we performed a detailed temporal analysis of the distal motor unit following administration of the Smn up-regulator Nusinersen in a range of differentially vulnerable cranial muscles in the SmnΔ7 mouse model. We show that early administration of Nusinersen facilitates progressive recovery of motor endplate innervation, even in the most vulnerable muscles. However, there is a persistent decrease in intramuscular motor axon number and increase in motor unit size, which is most severe in the most vulnerable muscles. We further show that combining Nusinersen with the Risdiplam tool compound SMN-C8 leads to a synergistic increase in Smn levels but does not produce broad improvements in motor unit recovery beyond those achieved with Nusinersen alone. Nevertheless, dual therapy resulted in significant improvement in hindlimb splay score from post-natal day 10 onwards. These effects suggest that enhanced SMN restoration may confer selective functional and structural benefits, although these were insufficient to fully rescue persistent motor unit pathology. Collectively, our findings demonstrate that early Smn restoration enables robust NMJ reinnervation but fails to prevent axon loss and motor unit remodelling. The limited additional benefit observed with dual SMN up-regulation, despite synergistic increases in Smn levels, suggests a potential ceiling effect for SMN-dependent rescue and highlights the need for adjunctive SMN-independent strategies aimed at preserving axons, stabilizing motor units, and promoting neuromuscular regeneration in SMA.

Open article ↗



2026-07-01 | TDP-43 proteinopathy as a biomarker and therapeutic target in amyotrophic lateral sclerosis.

Amyotrophic lateral sclerosis (ALS) is the most common form of adult-onset motor neuron disease, characterised by the degeneration of upper and lower motor neurons. The cytoplasmic aggregation of TDP-43 (TAR DNA-binding protein 43), an RNA-binding protein, is considered a hallmark of ALS pathology, found in nearly all postmortem cases of ALS. TDP-43 is normally primarily nuclear, where it has a widespread role in gene regulation. Mutations, extrinsic stressors, and alterations in RNA homeostasis in ALS lead to nuclear depletion of TDP-43 and the formation of cytosolic TDP-43 aggregates. This causes multiple downstream effects on neuronal function and degeneration as well as gene expression. TDP-43 is a promising target as a biomarker, as it is found to be elevated in the biofluids of ALS patients, and its cytoplasmic aggregation can also be observed in peripheral tissues; however, methodological variability and technical limitations currently preclude the establishment of TDP-43 as a standalone biomarker. There are also promising therapeutic strategies in development targeting TDP-43 pathology, but a critical challenge that remains is achieving a balance between eliminating toxic aggregates and preserving the essential functions of TDP-43. In summary, with further research, considering TDP-43 pathology in ALS gives hope for finding future novel diagnostics and therapeutics for ALS.

Open article ↗



2026-06-27 | Persistent deficits in the motor unit following mono and dual administration of SMN up-regulators in the SmnΔ7 mouse model of spinal muscular atrophy.

Spinal muscular atrophy (SMA) is characterized by motor neuron loss and neuromuscular junction (NMJ) pathology. Although SMN-upregulating therapies such as Nusinersen markedly improve survival and motor function for many patients, impactful deficits often remain. In order to generate the next generation of therapy for SMA, it is critical that we understand the cellular basis for persistent deficits and find strategies to support and promote motor unit repair. Here we performed a detailed temporal analysis of the distal motor unit following administration of the Smn up-regulator Nusinersen in a range of differentially vulnerable cranial muscles in the SmnΔ7 mouse model. We show that early administration of Nusinersen facilitates progressive recovery of motor endplate innervation, even in the most vulnerable muscles. However, there is a persistent decrease in intramuscular motor axon number and increase in motor unit size, which is most severe in the most vulnerable muscles. We further show that combining Nusinersen with the Risdiplam tool compound SMN-C8 leads to a synergistic increase in Smn levels but does not produce broad improvements in motor unit recovery beyond those achieved with Nusinersen alone. Nevertheless, dual therapy resulted in significant improvement in hindlimb splay score from post-natal day 10 onwards. These effects suggest that enhanced SMN restoration may confer selective functional and structural benefits, although these were insufficient to fully rescue persistent motor unit pathology. Collectively, our findings demonstrate that early Smn restoration enables robust NMJ reinnervation but fails to prevent axon loss and motor unit remodelling. The limited additional benefit observed with dual SMN up-regulation, despite synergistic increases in Smn levels, suggests a potential ceiling effect for SMN-dependent rescue and highlights the need for adjunctive SMN-independent strategies aimed at preserving axons, stabilizing motor units, and promoting neuromuscular regeneration in SMA.

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

1 orphan drug designation for Motor neuron disease.

1 orphan drug designation for Motor neuron disease.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Ciliary neurotrophic factor, recombinant human

proteins

FDA

1992-05-08

Syntex-Synergen Neuroscience

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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.