AI Drug Discovery for Pharma and Biotech

Drug discovery

18

drugs

With orphan designations

Overview

Dermatomyositis is a chronic immune-mediated inflammatory disorder characterized by progressive proximal muscle weakness and pathognomonic cutaneous manifestations (e.g., heliotrope rash, Gottron papules). Associated with myositis-specific autoantibodies, it carries increased malignancy risk and may involve interstitial lung disease. Diagnosis combines clinical findings, elevated muscle enzymes, imaging (MRI), electromyography, and biopsy. Treatment focuses on immunosuppression (corticosteroids, IVIG, disease-modifying agents) and multidisciplinary management [1][5][17].

Population

  • Bimodal onset: juveniles (4–14 years) and adults (40–60 years)

  • Female predominance (2:1 ratio) with prevalence ~13–21.4/100,000 [2][4][12]

  • Higher incidence in urban regions with environmental pollution [2][12]

Burden

  • Standardized mortality ratio 3.1× higher in myopathic subtypes due to malignancy, ILD, or cardiac complications [4][7][12]

  • Chronic disability in 66% of patients; 80% require lifelong immunosuppression [6][13][17]

  • Marked psychosocial impact from disfigurement, dysphagia, and reduced mobility [9][14]

Therapies

  • First-line: corticosteroids (prednisone) ± immunosuppressants (methotrexate, azathioprine, mycophenolate) [3][18]

  • FDA-approved IVIG for refractory cases; monoclonal antibodies (rituximab) for severe disease [3][13][18]

  • Adjuncts: hydroxychloroquine (skin-predominant disease), physical therapy, and rigorous sun protection [3][16]

Categories: rare neurological diseases, rare renal diseases, rare skin diseases, rare systemic and rheumatological diseases, rare transplant-related disorders

Research Papers

1,909 drug discovery papers related to Dermatomyositis, with 3 first-in-class and 12 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

1,909 drug discovery papers related to Dermatomyositis, with 3 first-in-class and 12 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-11 | USP18 regulates skeletal muscle regeneration independently of its deISGylation activity.

USP18 is a multifunctional protein that attenuates type I interferon (IFN-I) signalling and regulates ISG15-mediated ISGylation. Although USP18 has been suggested to suppress myogenic differentiation in vitro, its role in muscle regeneration and inflammatory muscle disease remains unclear. This study aimed to define the spatial localization and functional contribution of USP18 and ISG15 in inflamed and regenerating muscle. USP18 function in myogenesis was examined using inducible knockout and catalytic-inactive mutant muscle cell models. Spatial expression of USP18 and ISG15 was analyzed by quantitative imaging in mouse models of muscular dystrophy, cardiotoxin-induced injury, and healthy muscle, with validation in dermatomyositis patient biopsies. USP18 depletion enhanced myogenesis and mitochondrial activity in vitro. Importantly, a catalytic-inactive USP18 mutant regulated myogenesis comparably to the wild-type protein, demonstrating that USP18 acts independently of its deISGylation activity. In vivo, USP18 and ISG15 expression diverged in low-inflammatory regions but colocalized in highly inflamed regenerative areas, highlighting context-dependent regulation. Regenerating myofibres exhibited high USP18 expression in the absence of ISG15, whereas fibrotic regions displayed persistent ISG15 with reduced USP18 levels. In vitro, USP18 increased MYOG expression during early differentiation while suppressing mature myosin heavy chain expression, indicating that USP18 promotes early myogenic commitment but limits myofibre maturation. USP18 acts as a context-dependent regulator of muscle regeneration independent of its deISGylation function. These findings identify USP18 as a dual modulator of myogenesis and highlight its potential as a therapeutic target in inflammatory muscle disease.

Open article ↗



2026-07-08 | Off-Label Uses of Deucravacitinib for Inflammatory Skin Conditions: Cases and Literature Review.

Deucravacitinib is an oral, selective, allosteric tyrosine kinase 2 (TYK2) inhibitor approved for the treatment of moderate-to-severe plaque psoriasis and psoriatic arthritis. Deucravacitinib may offer a more selective approach compared to traditional Janus kinase (JAK) inhibitors. Emerging data support the use of deucravacitinib in inflammatory dermatoses beyond psoriatic disease. We present our clinical experience using deucravacitinib off-label in patients with challenging inflammatory skin disease and contextualize our findings within the current literature. We report three female patients aged 31-63 years with refractory inflammatory skin conditions, including two with dermatomyositis and one with pityriasis rubra pilaris (PRP). All patients had persistent disease despite multiple systemic therapies, such as oral corticosteroids (OCS), acitretin, azathioprine, mycophenolate mofetil (MMF), JAK inhibitors, intravenous immunoglobulin (IVIG), and/or rituximab. Deucravacitinib 6 mg daily was initiated as adjunctive or alternative therapy. Both patients with dermatomyositis experienced meaningful cutaneous improvement; one also demonstrated improved proximal muscle strength and a sustained response over 2 years without adverse events. The other showed gradual resolution of facial erythema but developed a mild acneiform eruption. The patient with PRP achieved marked improvement by 6 months and near-complete remission by 10 months, without reported adverse events. This case report supports the potential efficacy and adequate tolerability of deucravacitinib as an off-label option for refractory inflammatory dermatoses, specifically dermatomyositis and PRP. Larger prospective studies are needed to better define its long-term safety and therapeutic role beyond psoriasis.

Open article ↗



2026-07-08 | Dermatomyositis is characterized by TYK2-dependent STAT3 activation.

Dermatomyositis (DM) is characterized by activation of cytokine pathways that signal through the Janus kinase/signal transducer and activator of transcription (JAK/STAT) axis, although the relative contribution of individual JAK family members remains unclear. Peripheral blood mononuclear cells were isolated from patients with active DM (n = 5), rheumatoid arthritis (RA, n = 7), systemic sclerosis (SSc, n = 7), and healthy donors (HD, n = 5). Phosphorylated STAT3 (pSTAT3) levels were assessed by flow cytometry in CD4+ and CD14+ cells under basal conditions and following selective inhibition of JAK1 (abrocitinib), JAK2 (gandotinib), JAK3 (decernotinib), or TYK2 (deucravacitinib). Under basal conditions, DM displayed the highest pSTAT3 levels in CD4+ cells (median 38.3%), significantly exceeding those observed in HDs (0.9%, P < 0.05) and SSc (8.6%, P < 0.05), while RA showed intermediate levels (17.7%). CD14+ cells from DM patients also demonstrated increased pSTAT3 compared with HDs (9.7% vs 1.4%, P < 0.05), without significant differences versus RA or SSc. Selective JAK inhibition revealed distinct disease-specific patterns. In DM, only TYK2 inhibition significantly reduced pSTAT3 levels in both CD4+ and CD14+ cells (P < 0.05), whereas in RA, pSTAT3 was modulated by inhibition of multiple JAK family members. No significant effects were observed in HDs or SSc patients. These findings identify a selective TYK2-dependent STAT3 activation signature in circulating immune cells from patients with DM, distinguishing this disease from other autoimmune conditions and supporting TYK2 as a potential therapeutic target in DM.

Open article ↗



2026-07-11 | USP18 regulates skeletal muscle regeneration independently of its deISGylation activity.

USP18 is a multifunctional protein that attenuates type I interferon (IFN-I) signalling and regulates ISG15-mediated ISGylation. Although USP18 has been suggested to suppress myogenic differentiation in vitro, its role in muscle regeneration and inflammatory muscle disease remains unclear. This study aimed to define the spatial localization and functional contribution of USP18 and ISG15 in inflamed and regenerating muscle. USP18 function in myogenesis was examined using inducible knockout and catalytic-inactive mutant muscle cell models. Spatial expression of USP18 and ISG15 was analyzed by quantitative imaging in mouse models of muscular dystrophy, cardiotoxin-induced injury, and healthy muscle, with validation in dermatomyositis patient biopsies. USP18 depletion enhanced myogenesis and mitochondrial activity in vitro. Importantly, a catalytic-inactive USP18 mutant regulated myogenesis comparably to the wild-type protein, demonstrating that USP18 acts independently of its deISGylation activity. In vivo, USP18 and ISG15 expression diverged in low-inflammatory regions but colocalized in highly inflamed regenerative areas, highlighting context-dependent regulation. Regenerating myofibres exhibited high USP18 expression in the absence of ISG15, whereas fibrotic regions displayed persistent ISG15 with reduced USP18 levels. In vitro, USP18 increased MYOG expression during early differentiation while suppressing mature myosin heavy chain expression, indicating that USP18 promotes early myogenic commitment but limits myofibre maturation. USP18 acts as a context-dependent regulator of muscle regeneration independent of its deISGylation function. These findings identify USP18 as a dual modulator of myogenesis and highlight its potential as a therapeutic target in inflammatory muscle disease.

Open article ↗



2026-07-08 | Off-Label Uses of Deucravacitinib for Inflammatory Skin Conditions: Cases and Literature Review.

Deucravacitinib is an oral, selective, allosteric tyrosine kinase 2 (TYK2) inhibitor approved for the treatment of moderate-to-severe plaque psoriasis and psoriatic arthritis. Deucravacitinib may offer a more selective approach compared to traditional Janus kinase (JAK) inhibitors. Emerging data support the use of deucravacitinib in inflammatory dermatoses beyond psoriatic disease. We present our clinical experience using deucravacitinib off-label in patients with challenging inflammatory skin disease and contextualize our findings within the current literature. We report three female patients aged 31-63 years with refractory inflammatory skin conditions, including two with dermatomyositis and one with pityriasis rubra pilaris (PRP). All patients had persistent disease despite multiple systemic therapies, such as oral corticosteroids (OCS), acitretin, azathioprine, mycophenolate mofetil (MMF), JAK inhibitors, intravenous immunoglobulin (IVIG), and/or rituximab. Deucravacitinib 6 mg daily was initiated as adjunctive or alternative therapy. Both patients with dermatomyositis experienced meaningful cutaneous improvement; one also demonstrated improved proximal muscle strength and a sustained response over 2 years without adverse events. The other showed gradual resolution of facial erythema but developed a mild acneiform eruption. The patient with PRP achieved marked improvement by 6 months and near-complete remission by 10 months, without reported adverse events. This case report supports the potential efficacy and adequate tolerability of deucravacitinib as an off-label option for refractory inflammatory dermatoses, specifically dermatomyositis and PRP. Larger prospective studies are needed to better define its long-term safety and therapeutic role beyond psoriasis.

Open article ↗



2026-07-08 | Dermatomyositis is characterized by TYK2-dependent STAT3 activation.

Dermatomyositis (DM) is characterized by activation of cytokine pathways that signal through the Janus kinase/signal transducer and activator of transcription (JAK/STAT) axis, although the relative contribution of individual JAK family members remains unclear. Peripheral blood mononuclear cells were isolated from patients with active DM (n = 5), rheumatoid arthritis (RA, n = 7), systemic sclerosis (SSc, n = 7), and healthy donors (HD, n = 5). Phosphorylated STAT3 (pSTAT3) levels were assessed by flow cytometry in CD4+ and CD14+ cells under basal conditions and following selective inhibition of JAK1 (abrocitinib), JAK2 (gandotinib), JAK3 (decernotinib), or TYK2 (deucravacitinib). Under basal conditions, DM displayed the highest pSTAT3 levels in CD4+ cells (median 38.3%), significantly exceeding those observed in HDs (0.9%, P < 0.05) and SSc (8.6%, P < 0.05), while RA showed intermediate levels (17.7%). CD14+ cells from DM patients also demonstrated increased pSTAT3 compared with HDs (9.7% vs 1.4%, P < 0.05), without significant differences versus RA or SSc. Selective JAK inhibition revealed distinct disease-specific patterns. In DM, only TYK2 inhibition significantly reduced pSTAT3 levels in both CD4+ and CD14+ cells (P < 0.05), whereas in RA, pSTAT3 was modulated by inhibition of multiple JAK family members. No significant effects were observed in HDs or SSc patients. These findings identify a selective TYK2-dependent STAT3 activation signature in circulating immune cells from patients with DM, distinguishing this disease from other autoimmune conditions and supporting TYK2 as a potential therapeutic target in DM.

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

18 orphan drug designations for Dermatomyositis, including 1 approved therapy.

18 orphan drug designations for Dermatomyositis, including 1 approved therapy.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

reversible and selective small molecule TYK2 inhibitor

small molecules

FDA

2026-06-16

Galapagos NV

brepocitinib

small molecules

FDA

2025-05-25

Priovant Therapeutics, Inc.

Glucagon like peptide-1 (GLP-1) Elastin like peptide (ELP)-120 fusion protein

proteins

FDA

2023-03-29

ImmunoForge Co., Ltd.

begelomab

antibodies

FDA

2021-08-20

ADIENNE SA

Begelomab

antibodies

EMA

2021-05-20

Adienne S.r.l.

Humanised IgG1K monoclonal antibody against interferon beta

antibodies

EMA

2021-01-06

Pfizer Europe MA EEIG

Recombinant humanized monoclonal antibody (immunoglobulin gamma-1 with kappa light chains, IgG1kappa) directed against human soluble cytokine interferon beta.

antibodies

FDA

2020-11-05

Pfizer Inc.

(2S,3R)-N-[(2S)-3-(cyclopent-1-en-1-yl)-1-[(2R)-2-methyloxiran-2-yl]-1-oxopropan-2-yl]-3-hydroxy-3-(4-methoxyphenyl)-2-[(2S)-2-[2-(morpholin-4-yl)acetamido]propanamido]propanamide maleate

small molecules

FDA

2020-10-22

Kezar Life Sciences, Inc.

humanized anti CD20 monoclonal antibody

antibodies

FDA

2019-06-11

Biocon Limited

Lenabasum

small molecules

EMA

2018-10-26

Pharma Gateway AB

immune globulin subcutaneous (Human)

proteins

FDA

2018-09-12

CSL Behring

lenabasum

small molecules

FDA

2018-07-18

Corbus Pharmaceuticals, Inc.

Immune Globulin Intravenous (Human) [Octagam 10%]

antibodies

FDA

2017-04-19

2021-07-15

OCTAPHARMA USA, Inc.

Siponimod [BAF312]

small molecules

EMA

2014-11-19

Novartis Europharm Limited

sodium thiosulfate

small molecules

FDA

2014-10-28

Hope Pharmaceuticals

siponimod

small molecules

FDA

2014-07-10

Novartis Pharmaceuticals Corporation

Human normal immunoglobulin [Gammagen]

antibodies

EMA

2003-10-20

[INACTIVE] Orfagen

Eculizumab

antibodies

FDA

2000-09-21

Alexion Pharmaceuticals, 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.

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.