AI Drug Discovery for Pharma and Biotech

Drug discovery

17

drugs

With orphan designations

Overview

Facioscapulohumeral dystrophy (FSHD) is an autosomal dominant muscle disorder characterized by progressive weakness in facial, shoulder, and upper arm muscles, often spreading to other muscle groups. Caused by misexpression of the DUX4 gene due to genetic/epigenetic dysregulation, it typically manifests in adolescence or adulthood (rarely in infancy) with variable severity. Extramuscular features include hearing loss (≤30% in childhood cases), retinal vascular abnormalities, and chronic pain. Respiratory/cardiac involvement is rare but possible in severe cases [1][5][6][11].

Population

  • Prevalence: ~12/100,000 (1:8,333) globally, making it the third most common muscular dystrophy [1][12][17].

  • Age of onset: 90% symptomatic by age 20, with 5–30% undiagnosed due to mild phenotypes [6][12].

Burden

  • Economic: Annual per-patient costs exceed $28,000 (U.S.) and €26,322 (EU), driven by home care, assistive devices, and lost productivity [4][9].

  • Morbidity: 20% require wheelchairs by age 50; chronic pain affects >75% of patients [1][16].

  • Quality of life: Median health utility scores (0.63) reflect significant impairment vs. general populations [9][16].

Therapies

  • Symptomatic management: Physical therapy, scapular fixation surgery, pain management, and low-intensity aerobic exercise [1][6][11].

  • Emerging therapies: DUX4-targeted approaches (e.g., losmapimod [p38 inhibitor], CRISPR, antisense oligonucleotides) [3][13][18].

  • Trials: Anti-inflammatory/antioxidant agents (e.g., FLAVOMEGA, β2-agonists) show modest functional improvements [8][10].

Categories: rare genetic diseases, rare neurological diseases

Research Papers

536 drug discovery papers related to Facioscapulohumeral dystrophy, with 4 first-in-class and 10 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

536 drug discovery papers related to Facioscapulohumeral dystrophy, with 4 first-in-class and 10 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-09 | Epigenetic editing approaches maturity: AI-driven precision design, delivery innovation, and the road to clinical translation.

Epigenetic editing achieves durable gene silencing through targeted modification of chromatin and DNA methylation states without altering the genomic sequence-modifications that remain fundamentally reversible compared with genome editing. Long constrained by transient efficacy, insufficient precision, and delivery bottlenecks, the field reached a critical inflection point in 2024-2025, measurable through three quantifiable criteria: (1) mechanistic durability-silencing maintained across ≥ 450 cell divisions in vitro and ≥ 12 months in vivo without continued editor expression; (2) delivery competence-tissue-selective transduction at > 50% efficiency in liver, muscle, and whole brain via engineered lipid nanoparticle and AAV platforms; and (3) clinical validation-advancement of multiple first-in-human trials. The inaugural trial in epigenetic editing was OTX-2002 (targeting MYC-driven malignancies, MYCHELANGELO study), initiated in October 2022, followed by TUNE-401 for chronic hepatitis B (Phase Ib, November 2024) and EPI-321 for facioscapulohumeral muscular dystrophy (Phase I/II, first patient dosed August 2025). Artificial intelligence contributes at distinct levels: deep learning platforms have directly accelerated clinical-stage LNP formulation screening and AAV capsid prediction; AlphaFold3 has optimized protein-DNA interaction validation without yet entering clinical programs; and the 2025 de novo design of DNA-binding proteins smaller than 65 amino acids represents a proof-of-concept breakthrough with zero clinical precedent. This review comprehensively analyzes epigenetic editing's technological maturation, provides a tiered assessment of AI's realized and anticipated contributions, critically evaluates the emerging clinical landscape, and identifies decisive unresolved challenges-including long-term stability in non-dividing cells, the lack of monitoring systems and intervention protocols needed to implement reversibility in clinical practice, and manufacturing access barriers. We argue that epigenetic editing is progressively establishing itself as a distinctive therapeutic modality characterized by durable efficacy and sequence-independent safety-reversibility as a theoretical safety mechanism has been validated preclinically, but the monitoring and intervention infrastructure required for its clinical implementation remains to be established. Long-term human validation remains the outstanding core question.

Open article ↗



2026-06-19 | BAZ1A promotes expression of DUX4-fl and its lncRNA activator DBE-T in facioscapulohumeral muscular dystrophy

ABSTRACT Facioscapulohumeral muscular dystrophy (FSHD) is caused by incomplete epigenetic silencing of a D4Z4 macrosatellite array, leading to pathogenic misexpression of DUX4 in skeletal muscle. Therapeutic development of small molecule drugs for FSHD has been hampered by screens that yield key myogenic regulators as candidates and a lack of mechanistic knowledge regarding their effects on DUX4 . To uncover more specific targets, we performed a candidate-based screen which identified several epigenetic facilitators of DUX4 expression in primary FSHD myocytes, including the chromatin remodeling factor BAZ1A. Here, we used a compound that we recently identified as a BAZ1A inhibitor and potent DUX4 suppressor to interrogate the role of BAZ1A at the FSHD locus. Our data suggest a model in which BAZ1A binds to D4Z4 in FSHD muscle, changing the chromatin landscape of the array. BAZ1A binding leads to reduced occupancy of the HP1α repressor, increased occupancy of the p300 coactivator, and increased H3K27 acetylation, promoting transcription of both DUX4 and the long non-coding RNA DBE-T from the disease locus. DBE-T, in turn, recruits the histone methyltransferase ASH1L, which establishes H3K36 methylation in cis, further promoting DUX4 transcription. BAZ1A inhibition disrupts this powerful feed-forward loop, supporting the development of more metabolically stable inhibitors. GRAPHICAL ABSTRACT

Open article ↗



2026-06-16 | Nanoparticle therapeutics in FSHD: current research and future perspectives.

Facioscapulohumeral muscular dystrophy (FSHD) is a hereditary neuromuscular disorder characterized by progressive, asymmetric muscle weakness caused by aberrant expression of the DUX4 (double homeobox 4) transcription factor. There are currently no disease-modifying treatments available, and treatment options remain restricted to supportive and symptomatic measures despite advances in understanding its molecular basis. Efforts have been made to develop therapeutic approaches targeting DUX4 silencing, genome editing, and downstream pathogenic pathway modification to address its unmet clinical need. Clinical translation is still hampered by the lack of effective, targeted delivery to skeletal muscle. Nanotechnology-based carriers are promising for overcoming these obstacles, as they improve tissue targeting while reducing off-target distribution and therapeutic payload. In this review, we address the current landscape of FSHD therapeutics and highlight how preclinical data on nanotherapeutics in Duchenne muscular dystrophy and other muscular dystrophies demonstrate the viability of nanoparticle-mediated strategies for muscle-targeted delivery and improved systemic bioavailability, making this an emerging approach in FSHD therapeutics. We also address issues with nanoparticle-based approaches for clinical use, including gaps in long-term safety, scalability, and efficiency. By integrating insights from the molecular genetics of FSHD and advances in nanomedicine in other muscular dystrophies, this review aims to provide a comprehensive perspective on the potential of nanotherapeutics and to outline future directions for their clinical translation in FSHD.

Open article ↗



2026-07-09 | Epigenetic editing approaches maturity: AI-driven precision design, delivery innovation, and the road to clinical translation.

Epigenetic editing achieves durable gene silencing through targeted modification of chromatin and DNA methylation states without altering the genomic sequence-modifications that remain fundamentally reversible compared with genome editing. Long constrained by transient efficacy, insufficient precision, and delivery bottlenecks, the field reached a critical inflection point in 2024-2025, measurable through three quantifiable criteria: (1) mechanistic durability-silencing maintained across ≥ 450 cell divisions in vitro and ≥ 12 months in vivo without continued editor expression; (2) delivery competence-tissue-selective transduction at > 50% efficiency in liver, muscle, and whole brain via engineered lipid nanoparticle and AAV platforms; and (3) clinical validation-advancement of multiple first-in-human trials. The inaugural trial in epigenetic editing was OTX-2002 (targeting MYC-driven malignancies, MYCHELANGELO study), initiated in October 2022, followed by TUNE-401 for chronic hepatitis B (Phase Ib, November 2024) and EPI-321 for facioscapulohumeral muscular dystrophy (Phase I/II, first patient dosed August 2025). Artificial intelligence contributes at distinct levels: deep learning platforms have directly accelerated clinical-stage LNP formulation screening and AAV capsid prediction; AlphaFold3 has optimized protein-DNA interaction validation without yet entering clinical programs; and the 2025 de novo design of DNA-binding proteins smaller than 65 amino acids represents a proof-of-concept breakthrough with zero clinical precedent. This review comprehensively analyzes epigenetic editing's technological maturation, provides a tiered assessment of AI's realized and anticipated contributions, critically evaluates the emerging clinical landscape, and identifies decisive unresolved challenges-including long-term stability in non-dividing cells, the lack of monitoring systems and intervention protocols needed to implement reversibility in clinical practice, and manufacturing access barriers. We argue that epigenetic editing is progressively establishing itself as a distinctive therapeutic modality characterized by durable efficacy and sequence-independent safety-reversibility as a theoretical safety mechanism has been validated preclinically, but the monitoring and intervention infrastructure required for its clinical implementation remains to be established. Long-term human validation remains the outstanding core question.

Open article ↗



2026-06-19 | BAZ1A promotes expression of DUX4-fl and its lncRNA activator DBE-T in facioscapulohumeral muscular dystrophy

ABSTRACT Facioscapulohumeral muscular dystrophy (FSHD) is caused by incomplete epigenetic silencing of a D4Z4 macrosatellite array, leading to pathogenic misexpression of DUX4 in skeletal muscle. Therapeutic development of small molecule drugs for FSHD has been hampered by screens that yield key myogenic regulators as candidates and a lack of mechanistic knowledge regarding their effects on DUX4 . To uncover more specific targets, we performed a candidate-based screen which identified several epigenetic facilitators of DUX4 expression in primary FSHD myocytes, including the chromatin remodeling factor BAZ1A. Here, we used a compound that we recently identified as a BAZ1A inhibitor and potent DUX4 suppressor to interrogate the role of BAZ1A at the FSHD locus. Our data suggest a model in which BAZ1A binds to D4Z4 in FSHD muscle, changing the chromatin landscape of the array. BAZ1A binding leads to reduced occupancy of the HP1α repressor, increased occupancy of the p300 coactivator, and increased H3K27 acetylation, promoting transcription of both DUX4 and the long non-coding RNA DBE-T from the disease locus. DBE-T, in turn, recruits the histone methyltransferase ASH1L, which establishes H3K36 methylation in cis, further promoting DUX4 transcription. BAZ1A inhibition disrupts this powerful feed-forward loop, supporting the development of more metabolically stable inhibitors. GRAPHICAL ABSTRACT

Open article ↗



2026-06-16 | Nanoparticle therapeutics in FSHD: current research and future perspectives.

Facioscapulohumeral muscular dystrophy (FSHD) is a hereditary neuromuscular disorder characterized by progressive, asymmetric muscle weakness caused by aberrant expression of the DUX4 (double homeobox 4) transcription factor. There are currently no disease-modifying treatments available, and treatment options remain restricted to supportive and symptomatic measures despite advances in understanding its molecular basis. Efforts have been made to develop therapeutic approaches targeting DUX4 silencing, genome editing, and downstream pathogenic pathway modification to address its unmet clinical need. Clinical translation is still hampered by the lack of effective, targeted delivery to skeletal muscle. Nanotechnology-based carriers are promising for overcoming these obstacles, as they improve tissue targeting while reducing off-target distribution and therapeutic payload. In this review, we address the current landscape of FSHD therapeutics and highlight how preclinical data on nanotherapeutics in Duchenne muscular dystrophy and other muscular dystrophies demonstrate the viability of nanoparticle-mediated strategies for muscle-targeted delivery and improved systemic bioavailability, making this an emerging approach in FSHD therapeutics. We also address issues with nanoparticle-based approaches for clinical use, including gaps in long-term safety, scalability, and efficiency. By integrating insights from the molecular genetics of FSHD and advances in nanomedicine in other muscular dystrophies, this review aims to provide a comprehensive perspective on the potential of nanotherapeutics and to outline future directions for their clinical translation in FSHD.

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

17 orphan drug designations for Facioscapulohumeral dystrophy.

17 orphan drug designations for Facioscapulohumeral dystrophy.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

double homeobox 4 -anti-sense oligonucleotide

oligonucleotides

FDA

2026-02-02

Solve FSHD

small molecule inhibitor of the DUX4 transcription factor

small molecules

FDA

2025-11-19

Altay Therapeutics

AAV-based gene therapy expressing artificial microRNA targeting the human DUX4 open reading frame

gene therapies

FDA

2024-10-16

Armatus Bio

Adeno-Associated Viral Vector Expressing Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR)/dCas-based Gene Therapy consisting of a Single Guide RNA targeting the Human D4Z4 Locus and a messenger RNA encoding dCasONYX

gene therapies

FDA

2023-11-14

EpiCrispr Biotechnologies, Inc.

Humanised IgG1 monoclonal antibody against TfR1 conjugated to double stranded siRNA oligonucleotide against DUX4 mRNA via a non-cleavable linker

combination

EMA

2023-02-15

MWB Consulting

An antibody oligonucleotide conjugate, comprised of a human transferrin receptor 1 targeting, effector function null, humanized IgG1 antibody, a MCC maleimide linker, and a double-stranded siRNA oligonucleotide targeting DUX4

oligonucleotides

FDA

2023-02-13

Avidity Biosciences, Inc.

nandrolone

small molecules

FDA

2022-01-06

Sarcomed AB

Losmapimod

small molecules

EMA

2020-03-24

Sanofi B.V.

losmapimod

small molecules

FDA

2020-01-27

Fulcrum Therapeutics, Inc.

Follistatin291-IgG2 Fc fusion protein

proteins

FDA

2018-07-03

Acceleron Pharma Inc.

rebastinib

small molecules

FDA

2018-05-23

Genea Biocells US Inc.

Ascorbic acid

small molecules

EMA

2016-11-18

Université de Montpellier

Zinc gluconate

small molecules

EMA

2016-11-18

Université de Montpellier

L-selenomethionine

small molecules

EMA

2016-11-18

Université de Montpellier

Alpha-tocopherol

small molecules

EMA

2016-11-18

Université de Montpellier

recombinant human histidyl tRNA synthetase

proteins

FDA

2015-04-22

aTyr Pharma, Inc.

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

proteins

EMA

2015-02-12

Voisin Consulting Life Sciences

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.