AI Drug Discovery for Pharma and Biotech

Drug discovery

16

drugs

With orphan designations

Overview

Limb-girdle muscular dystrophy (LGMD) encompasses over 30 inherited neuromuscular disorders characterized by progressive proximal muscle weakness affecting hip and shoulder girdles. Caused by autosomal dominant or recessive mutations, it presents with variable onset (childhood to adulthood) and progression [1][7][16]. Cardiac/respiratory involvement occurs in specific subtypes, requiring multidisciplinary care [1][12]. No disease-modifying therapies exist, though emerging molecular treatments are under investigation [3][13][17].

Population

  • Affects both sexes equally, with combined prevalence estimates ranging from 1:14,500 to 1:123,000 [1][5][12]

  • LGMD2A (calpainopathy) accounts for 30% of cases, while sarcoglycanopathies and dysferlinopathies comprise 15-20% each [2][7]

  • Founder mutations increase subtype prevalence regionally (e.g., CAPN3 variants in Spain/Brazil, FKRP in Northern Europe) [2][5]

Burden

  • 99% report mobility limitations, with 98% requiring assistive devices by disease progression [4][19]

  • 20% develop cardiomyopathy; 30% experience respiratory insufficiency requiring ventilation [12][14]

  • 86% report reduced employment capacity, with emotional distress in 78% [4][6]

Therapies

  • Supportive care: Physical/occupational therapy, orthotics, and respiratory/cardiac monitoring [1][14][19]

  • Pharmacologic: Corticosteroids show limited efficacy in LGMD2C-F subtypes [1][17]

  • Experimental: Gene therapy (AAV-mediated hASM for LGMD2B), exon skipping, and CRISPR-Cas9 editing in preclinical stages [3][13][15]

Categories: rare genetic diseases, rare neurological diseases

Research Papers

704 drug discovery papers related to Limb-girdle muscular dystrophy, with 3 first-in-class and 3 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

704 drug discovery papers related to Limb-girdle muscular dystrophy, with 3 first-in-class and 3 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-26 | Regular Aerobic Exercise Can Effectively Ameliorate the Skeletal Muscle and Mitochondrial Function Impairments Caused by bves Deficiency in Zebrafish.

The Popeye domain-containing protein 1 (Popdc1), also known as Bves, plays a crucial role in maintaining skeletal muscle homeostasis, with its variants leading to limb-girdle muscular dystrophy type R25. Skeletal muscles of patients with the homozygous missense variant of Bves exhibit impaired membrane trafficking, while skeletal muscle fibers in bvesS191F homozygous mutant zebrafish are significantly reduced and disorganized. However, the mechanism by which the absence of bves induces skeletal muscle atrophy remains unclear. In this study, we discovered a novel mechanism whereby bves deficiency drives skeletal muscle atrophy by disrupting mitochondrial structure and function. Our findings indicate that bves knockout leads to a significant decrease in zebrafish's ability to swim, atrophy of skeletal muscle tissue, loss of cell membrane localization signals, and abnormalities in mitochondrial structure and function. After an 8-week intervention of regular aerobic exercise, the symptoms of skeletal muscle atrophy in bves knockout zebrafish were significantly alleviated, and the expression levels of genes and proteins related to mitochondrial were effectively rescued. These findings establish a connection between bves deficiency-induced disruption of mitochondrial structure and function and the onset and progression of skeletal muscle tissue atrophy symptoms, thereby laying a molecular foundation for exercise rehabilitation strategies in atrophic myopathy.

Open article ↗



2026-06-21 | Consistent MYORG and STRADB Downregulation in DMD and LGMD: Rationale for Deoxygalactonojirimycin Repurposing in Dystrophic and Aging Muscle

Abstract Background MYORG (myogenesis-regulating glycosidase) and STRADB (STE20-related kinase adapter protein beta) were previously identified as activity-mediated skeletal muscle genes with potential roles in frailty and sarcopenia. We hypothesized that, if these genes are sustained by neuromuscular contractile activity, their expression should be consistently downregulated in muscular dystrophies, conditions defined by progressive muscle degeneration and secondary functional disuse. Methods We performed a systematic cross-dataset transcriptomic analysis of five publicly available GEO microarray datasets of human skeletal muscle. Discovery analysis was conducted in GSE3307 (Affymetrix HG-U133A/B; samples spanning DMD, LGMD2A/B/I, BMD, FSHD, JDM, ALS, AQM versus healthy controls). Independent external validation was performed in GSE38417 (HG-U133 Plus 2.0, DMD; n=16/6), GSE11681 (HG-U133A/B, LGMD2A; n=8-10/9-10), GSE465 (HG-U95Av2/B/C, multi-disease), and GSE1007 (HG-U95B/C/E, DMD; n=10-11/11). Raw CEL files underwent array-level quality assessment using NUSE and RLE diagnostics prior to normalization. Seven poor-quality arrays were excluded (none from Control, DMD, or LGMD groups). Remaining arrays were processed by robust multi-array average (RMA) normalization, and differential expression was assessed by limma with Benjamini-Hochberg FDR correction. Results MYORG was significantly downregulated in DMD (log2 fold-change [logFC] = -0.93, adj.P<0.001), LGMD2A (logFC = -0.82, adj.P<0.01), LGMD2B (logFC = -1.01, adj.P<0.01), and LGMD2I (logFC = -1.03, adj.P<0.01) in GSE3307. STRADB was significantly reduced in DMD (logFC = -0.33, adj.P<0.05) and showed a near-significant trend in LGMD2I (logFC = - 0.42, adj.P = 0.061). MYORG downregulation in DMD was independently replicated in GSE38417 (logFC = -1.40, adj.P<0.001) and GSE1007 (logFC = -0.80, adj.P<0.001). STRADB was also significantly downregulated in GSE38417 DMD (logFC = -0.45, adj.P<0.001). Deoxygalactonojirimycin, an iminosugar and an FDA/EMA-approved pharmacological chaperone (migalastat/Galafold) for Fabry disease, has been reported to be a specific molecular interactor that stabilizes MYORG protein in skeletal muscle. Conclusions This multi-dataset study further supports the role of MYORG and STRADB as activity-sensitive muscle genes that are robustly downregulated in DMD and LGMD. The pharmacological interaction between migalastat and MYORG provides a mechanistically grounded rationale for investigating this approved agent as an adjunct therapy in muscular dystrophies, in combination with the existing standard of care. This also supports active investigation of iminosugar analogs to target MYORG as potential therapeutics for improving skeletal muscle function in dystrophies, frailty, and sarcopenia.

Open article ↗



2026-06-18 | Clinical presentations and pathophysiological mechanisms of dystroglycanopathy: advancing therapeutic strategies.

Dystroglycanopathies are muscular dystrophies with varying clinical severities, ranging from congenital-onset to adult limb-girdle muscular dystrophy. Dystroglycanopathies are caused by a loss of function of the extracellular matrix receptor α-dystroglycan, a widely expressed cell-surface glycoprotein required for the formation and function of various muscle and non-muscle tissues. In severe clinical presentations, individuals with dystroglycanopathy experience, in addition to muscle weakness and cardiac involvement, structural ocular and CNS malformations, leading to intellectual disability and epilepsy. Currently, management is only symptomatic. Advances in the understanding of the pathophysiology and genetics have identified new therapeutic targets. Emerging therapeutic approaches, including adeno-associated virus gene therapy for limb-girdle muscular dystrophy associated with pathogenic variants in FKRP (the most common form of dystroglycanopathy) and ribitol-based therapies, are being evaluated in clinical trials and could expand treatment options.

Open article ↗



2026-06-26 | Regular Aerobic Exercise Can Effectively Ameliorate the Skeletal Muscle and Mitochondrial Function Impairments Caused by bves Deficiency in Zebrafish.

The Popeye domain-containing protein 1 (Popdc1), also known as Bves, plays a crucial role in maintaining skeletal muscle homeostasis, with its variants leading to limb-girdle muscular dystrophy type R25. Skeletal muscles of patients with the homozygous missense variant of Bves exhibit impaired membrane trafficking, while skeletal muscle fibers in bvesS191F homozygous mutant zebrafish are significantly reduced and disorganized. However, the mechanism by which the absence of bves induces skeletal muscle atrophy remains unclear. In this study, we discovered a novel mechanism whereby bves deficiency drives skeletal muscle atrophy by disrupting mitochondrial structure and function. Our findings indicate that bves knockout leads to a significant decrease in zebrafish's ability to swim, atrophy of skeletal muscle tissue, loss of cell membrane localization signals, and abnormalities in mitochondrial structure and function. After an 8-week intervention of regular aerobic exercise, the symptoms of skeletal muscle atrophy in bves knockout zebrafish were significantly alleviated, and the expression levels of genes and proteins related to mitochondrial were effectively rescued. These findings establish a connection between bves deficiency-induced disruption of mitochondrial structure and function and the onset and progression of skeletal muscle tissue atrophy symptoms, thereby laying a molecular foundation for exercise rehabilitation strategies in atrophic myopathy.

Open article ↗



2026-06-21 | Consistent MYORG and STRADB Downregulation in DMD and LGMD: Rationale for Deoxygalactonojirimycin Repurposing in Dystrophic and Aging Muscle

Abstract Background MYORG (myogenesis-regulating glycosidase) and STRADB (STE20-related kinase adapter protein beta) were previously identified as activity-mediated skeletal muscle genes with potential roles in frailty and sarcopenia. We hypothesized that, if these genes are sustained by neuromuscular contractile activity, their expression should be consistently downregulated in muscular dystrophies, conditions defined by progressive muscle degeneration and secondary functional disuse. Methods We performed a systematic cross-dataset transcriptomic analysis of five publicly available GEO microarray datasets of human skeletal muscle. Discovery analysis was conducted in GSE3307 (Affymetrix HG-U133A/B; samples spanning DMD, LGMD2A/B/I, BMD, FSHD, JDM, ALS, AQM versus healthy controls). Independent external validation was performed in GSE38417 (HG-U133 Plus 2.0, DMD; n=16/6), GSE11681 (HG-U133A/B, LGMD2A; n=8-10/9-10), GSE465 (HG-U95Av2/B/C, multi-disease), and GSE1007 (HG-U95B/C/E, DMD; n=10-11/11). Raw CEL files underwent array-level quality assessment using NUSE and RLE diagnostics prior to normalization. Seven poor-quality arrays were excluded (none from Control, DMD, or LGMD groups). Remaining arrays were processed by robust multi-array average (RMA) normalization, and differential expression was assessed by limma with Benjamini-Hochberg FDR correction. Results MYORG was significantly downregulated in DMD (log2 fold-change [logFC] = -0.93, adj.P<0.001), LGMD2A (logFC = -0.82, adj.P<0.01), LGMD2B (logFC = -1.01, adj.P<0.01), and LGMD2I (logFC = -1.03, adj.P<0.01) in GSE3307. STRADB was significantly reduced in DMD (logFC = -0.33, adj.P<0.05) and showed a near-significant trend in LGMD2I (logFC = - 0.42, adj.P = 0.061). MYORG downregulation in DMD was independently replicated in GSE38417 (logFC = -1.40, adj.P<0.001) and GSE1007 (logFC = -0.80, adj.P<0.001). STRADB was also significantly downregulated in GSE38417 DMD (logFC = -0.45, adj.P<0.001). Deoxygalactonojirimycin, an iminosugar and an FDA/EMA-approved pharmacological chaperone (migalastat/Galafold) for Fabry disease, has been reported to be a specific molecular interactor that stabilizes MYORG protein in skeletal muscle. Conclusions This multi-dataset study further supports the role of MYORG and STRADB as activity-sensitive muscle genes that are robustly downregulated in DMD and LGMD. The pharmacological interaction between migalastat and MYORG provides a mechanistically grounded rationale for investigating this approved agent as an adjunct therapy in muscular dystrophies, in combination with the existing standard of care. This also supports active investigation of iminosugar analogs to target MYORG as potential therapeutics for improving skeletal muscle function in dystrophies, frailty, and sarcopenia.

Open article ↗



2026-06-18 | Clinical presentations and pathophysiological mechanisms of dystroglycanopathy: advancing therapeutic strategies.

Dystroglycanopathies are muscular dystrophies with varying clinical severities, ranging from congenital-onset to adult limb-girdle muscular dystrophy. Dystroglycanopathies are caused by a loss of function of the extracellular matrix receptor α-dystroglycan, a widely expressed cell-surface glycoprotein required for the formation and function of various muscle and non-muscle tissues. In severe clinical presentations, individuals with dystroglycanopathy experience, in addition to muscle weakness and cardiac involvement, structural ocular and CNS malformations, leading to intellectual disability and epilepsy. Currently, management is only symptomatic. Advances in the understanding of the pathophysiology and genetics have identified new therapeutic targets. Emerging therapeutic approaches, including adeno-associated virus gene therapy for limb-girdle muscular dystrophy associated with pathogenic variants in FKRP (the most common form of dystroglycanopathy) and ribitol-based therapies, are being evaluated in clinical trials and could expand treatment options.

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

16 orphan drug designations for Limb-girdle muscular dystrophy.

16 orphan drug designations for Limb-girdle muscular dystrophy.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

primary human satellite cell-derived muscle stem cells derived from patients with genetic muscular dystrophy (CAPN3 c.550delA mutation) and engineered with CRISPR-Cas technology to express wild type CAPN3 protein

gene editing enzymes

FDA

2025-11-06

MyoPax GmbH

Adeno-associated virus sector serotype rh74 containing the human SGCG gene

gene therapies

EMA

2025-02-26

Sarepta Therapeutics Ireland Limited

Prednisone

small molecules

FDA

2024-03-05

Sarcomed AB

Adeno-associated virus vector serotype 9/rh74 containing the human CAPN3 gene and a target sequence of cardiac-specific microRNA

gene therapies

EMA

2023-10-13

Atamyo Therapeutics

Adeno-associated viral vector serotype 9 expressing fukutin-related protein

gene therapies

EMA

2023-02-15

AskBio France

Patidistrogene bexoparvovec

gene therapies

EMA

2023-02-15

Sarepta Therapeutics Ireland Limited

Adeno-associated virus serotype 8 expressing the human gamma-sarcoglycan gene

gene therapies

EMA

2022-05-16

Atamyo Therapeutics

Adeno-associated virus serotype 9 expressing the human fukutin related protein and target sequence of the miR-208a

gene therapies

EMA

2022-01-14

Atamyo Therapeutics

Adeno-associated virus serotype rh74 containing the human sarcoglycan beta gene

gene therapies

EMA

2020-12-09

Sarepta Therapeutics Ireland Limited

Ribitol

small molecules

EMA

2020-10-19

Bridge Bio Europe B.V.

nandrolone

small molecules

FDA

2019-12-04

Sarcomed AB

ribitol

small molecules

FDA

2019-01-16

ML Bio Solutions, Inc.

One, two, three, or four antisense oligonucleotides of Phosphorodiamidate morpholino oligomer combination that skips exons 4, 5, 6, and 7 of the gamma sarcoglycan (SGCG) gene

oligonucleotides

FDA

2017-07-18

Kurt+Peter Foundation

Amino acids 2-506 of the wild-type human histidyl-tRNA synthetase [ATYR1940]

proteins

EMA

2017-02-27

Voisin Consulting Life Sciences

Recombinant human histidyl-tRNA synthetase

proteins

FDA

2017-02-23

aTyr Pharma

Angiotensin (1-7)

peptides

FDA

2013-11-26

Constant Therapeutics LLC

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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.