AI Drug Discovery for Pharma and Biotech

Drug discovery

21

drugs

With orphan designations

Overview

Juvenile idiopathic arthritis (JIA) is a chronic autoimmune disease characterized by persistent joint inflammation (≥6 weeks) in children <16 years, with subtypes classified by clinical features. Diagnosis requires exclusion of alternative causes and may involve elevated inflammatory markers (ESR/CRP) or imaging. Early aggressive therapy with DMARDs/biologics improves remission rates, while untreated cases risk joint damage, growth impairment, and uveitis (15-30% risk) [1][6][11][17]. Management requires multidisciplinary care to address physical, ocular, and psychosocial impacts [1][16].

Population

Annual incidence ranges 2-20/100,000, peaking at 11-15 years (female:male ratio 2:1) [2][17]. Prevalence is 44.7/100,000 [2], with racial disparities: 571/100,000 in non-Hispanic Black children vs 260 in White children [12]. Systemic JIA (5-15% of cases) carries the highest morbidity [4][17].

Burden

  • 25% of adults with JIA require biologics; 44% use glucocorticoids long-term [10][14]

  • Systemic JIA caregivers lose 25 workdays/year; patients miss 12% of school yearly [4][9]

  • 31% with JIA have concurrent anxiety/depression; 19-20% higher risk of sustained high disease activity with comorbid joint hypermobility [12][15]

Therapies

  • First-line: Methotrexate ± intra-articular steroids (65% remission in oligoarticular JIA) [8][18]

  • Biologic escalation: Anti-IL1 (anakinra) or anti-IL6 (tocilizumab) for systemic JIA; TNF inhibitors for polyarticular forms [3][6][13]

  • Treat-to-target protocols achieve clinical inactivity in 66% within 12 months when initiated early [3][18]

Categories: rare respiratory diseases, rare systemic and rheumatological diseases, rare systemic or rheumatologic diseases of childhood, rare transplant-related disorders

Research Papers

2,847 drug discovery papers related to Juvenile idiopathic arthritis, with 4 first-in-class and 18 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2,847 drug discovery papers related to Juvenile idiopathic arthritis, with 4 first-in-class and 18 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-12 | Janus kinase inhibitors are of limited use in refractory JIA-associated uveitis: retrospective data from a tertiary uveitis center.

Juvenile idiopathic arthritis-associated uveitis (JIAU) frequently follows a chronic and complicated course. Janus kinase inhibitors (JAKi) represent a promising new therapeutic option. Retrospective monocentric analysis of 20 children with chronic anterior JIAU treated with tofacitinib (n = 18), baricitinib (n = 1) or upadacitinib (n = 1). uveitis or arthritis inactivity at any time during follow-up, recurrences after achieving inactivity, sparing of medication, occurrence of new ocular complications, resolution of preexisting macular edema. All patients had received methotrexate prior to baseline, and at least two biologics had been ineffective in 18/20 patients. Whilst receiving JAKi medication, uveitis was inactive in eight patients (anterior chamber cell count < 0.5+) at any time during follow-up (mean 9.2 ± 3.3 months), but uveitis relapsed in 6 of them subsequently. In 7 patients, treatment was terminated after ≤ 1 year due to inadequate response of ocular inflammation. During follow-up, new uveitis-related complications occurred in 7 patients (9 eyes), the most frequent were macular edema (8 eyes of 7 patients), and ocular hypertension (5 eyes of 3 patients). Reduction of concomitant systemic medication was possible in 3/14 patients. Any reduction of topical steroids during follow-up was possible in 24/30 eyes, and 23/30 eyes received a lower dose at the last follow-up than they did at baseline. Our data show limited effectiveness of JAKi treatment in patients with chronic DMARD-refractory JIAU. The number of patients in whom uveitis quiescence could be observed was low, as was the possibility for reduction of concomitant medication, and the relapse rate was high. Not applicable.

Open article ↗



2026-07-08 | Exchange of Ahmed glaucoma valve for a Paul glaucoma implant and management of postoperative hypotony: a case report.

Glaucoma can manifest in several forms, and some, such as uveitic glaucoma, are refractory to standard treatment. Glaucoma drainage devices (GDDs) play a crucial role in managing these diseases. The Paul glaucoma implant (PGI) is a relatively new addition to the array of available GDDs. We present the case of a 20-year-old woman with a history of juvenile idiopathic arthritis and uveitic glaucoma. The glaucoma was previously managed with an Ahmed Glaucoma Valve (AGV) in the left eye. Despite initial control of the intraocular pressure (IOP), it increased to 36 mmHg two years after AGV implantation, necessitating AGV removal and same-quadrant replacement with a PGI. At 2.5 months postoperatively, the patient experienced persistent IOP elevation despite maximum topical and systemic treatment for glaucoma. Ripcord removal was performed to prevent glaucomatous progression. One day later, the patient developed severe hypotony with 360° choroidal detachment within a week. The hypotony was managed with external tube ligation, resulting in resolution of choroidal detachment and improvement in visual acuity. PGI was selected because of its small design, which may reduce the risk of hypotony. Ripcord removal should be avoided in uveitic glaucoma, as previous studies have suggested a higher incidence of hypotony. Tube ligation could be utilized for managing severe hypotony and its associated complications. Same-quadrant exchange with PGI may be viable after failed GDD surgery. Eyes with uveitis may have a higher risk of hypotony, especially after ripcord removal. Tube ligation effectively manages severe hypotony and maintains IOP and visual acuity.

Open article ↗



2026-07-06 | From EBV-Induced Hemophagocytic Lymphohistiocytosis to COVID-19 triggered Sweet Syndrome: A Polyphasic Clinical Journey.

Hemophagocytic Lymphohistiocytosis (HLH) and Sweet Syndrome are two hyperinflammatory conditions, which can be genetic or precipitated by infections, primary immunodeficiencies, autoimmune conditions, or certain therapies and transplants. HLH results because of a exaggerated response by the dysregulated CD+ T cells, leading to widespread activation of macrophages, resulting in hemophagocytosis and excessive, organ-damaging inflammation. Sweet syndrome is another uncommon condition, presenting as sudden onset of painful, edematous, and erythematous papules, plaques, or nodules on the skin, precipitated by the same. It is unusual for them to present sequentially, so herein we present a case of two distinct hyperinflammatory syndromes, Epstein Bar Virus-triggered HLH followed by COVID-19 triggered necrotizing Sweet Syndrome, both occurring in a 53-year-old patient with history of remote history of juvenile idiopathic arthritis within a short time span.

Open article ↗



2026-07-12 | Janus kinase inhibitors are of limited use in refractory JIA-associated uveitis: retrospective data from a tertiary uveitis center.

Juvenile idiopathic arthritis-associated uveitis (JIAU) frequently follows a chronic and complicated course. Janus kinase inhibitors (JAKi) represent a promising new therapeutic option. Retrospective monocentric analysis of 20 children with chronic anterior JIAU treated with tofacitinib (n = 18), baricitinib (n = 1) or upadacitinib (n = 1). uveitis or arthritis inactivity at any time during follow-up, recurrences after achieving inactivity, sparing of medication, occurrence of new ocular complications, resolution of preexisting macular edema. All patients had received methotrexate prior to baseline, and at least two biologics had been ineffective in 18/20 patients. Whilst receiving JAKi medication, uveitis was inactive in eight patients (anterior chamber cell count < 0.5+) at any time during follow-up (mean 9.2 ± 3.3 months), but uveitis relapsed in 6 of them subsequently. In 7 patients, treatment was terminated after ≤ 1 year due to inadequate response of ocular inflammation. During follow-up, new uveitis-related complications occurred in 7 patients (9 eyes), the most frequent were macular edema (8 eyes of 7 patients), and ocular hypertension (5 eyes of 3 patients). Reduction of concomitant systemic medication was possible in 3/14 patients. Any reduction of topical steroids during follow-up was possible in 24/30 eyes, and 23/30 eyes received a lower dose at the last follow-up than they did at baseline. Our data show limited effectiveness of JAKi treatment in patients with chronic DMARD-refractory JIAU. The number of patients in whom uveitis quiescence could be observed was low, as was the possibility for reduction of concomitant medication, and the relapse rate was high. Not applicable.

Open article ↗



2026-07-08 | Exchange of Ahmed glaucoma valve for a Paul glaucoma implant and management of postoperative hypotony: a case report.

Glaucoma can manifest in several forms, and some, such as uveitic glaucoma, are refractory to standard treatment. Glaucoma drainage devices (GDDs) play a crucial role in managing these diseases. The Paul glaucoma implant (PGI) is a relatively new addition to the array of available GDDs. We present the case of a 20-year-old woman with a history of juvenile idiopathic arthritis and uveitic glaucoma. The glaucoma was previously managed with an Ahmed Glaucoma Valve (AGV) in the left eye. Despite initial control of the intraocular pressure (IOP), it increased to 36 mmHg two years after AGV implantation, necessitating AGV removal and same-quadrant replacement with a PGI. At 2.5 months postoperatively, the patient experienced persistent IOP elevation despite maximum topical and systemic treatment for glaucoma. Ripcord removal was performed to prevent glaucomatous progression. One day later, the patient developed severe hypotony with 360° choroidal detachment within a week. The hypotony was managed with external tube ligation, resulting in resolution of choroidal detachment and improvement in visual acuity. PGI was selected because of its small design, which may reduce the risk of hypotony. Ripcord removal should be avoided in uveitic glaucoma, as previous studies have suggested a higher incidence of hypotony. Tube ligation could be utilized for managing severe hypotony and its associated complications. Same-quadrant exchange with PGI may be viable after failed GDD surgery. Eyes with uveitis may have a higher risk of hypotony, especially after ripcord removal. Tube ligation effectively manages severe hypotony and maintains IOP and visual acuity.

Open article ↗



2026-07-06 | From EBV-Induced Hemophagocytic Lymphohistiocytosis to COVID-19 triggered Sweet Syndrome: A Polyphasic Clinical Journey.

Hemophagocytic Lymphohistiocytosis (HLH) and Sweet Syndrome are two hyperinflammatory conditions, which can be genetic or precipitated by infections, primary immunodeficiencies, autoimmune conditions, or certain therapies and transplants. HLH results because of a exaggerated response by the dysregulated CD+ T cells, leading to widespread activation of macrophages, resulting in hemophagocytosis and excessive, organ-damaging inflammation. Sweet syndrome is another uncommon condition, presenting as sudden onset of painful, edematous, and erythematous papules, plaques, or nodules on the skin, precipitated by the same. It is unusual for them to present sequentially, so herein we present a case of two distinct hyperinflammatory syndromes, Epstein Bar Virus-triggered HLH followed by COVID-19 triggered necrotizing Sweet Syndrome, both occurring in a 53-year-old patient with history of remote history of juvenile idiopathic arthritis within a short time span.

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

21 orphan drug designations for Juvenile idiopathic arthritis, including 5 approved therapies.

21 orphan drug designations for Juvenile idiopathic arthritis, including 5 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

sirukumab

antibodies

FDA

2017-07-03

Janssen Research & Development, LLC

protoplasmic protein matrix, omega-3 fatty oils, vitamins, minerals and trace elements, cell membrane matrix phospholipid, entracellular matrix, lipids, medium chain triglycerides, longer chain triglycerides, carbohydrates, probiotic, and phytonutrients

other

FDA

2017-01-11

Leonard S. Girsh, MD

Celecoxib oral liquid suspension

small molecules

FDA

2017-01-05

NuBioPharma, LLC

deflazacort

small molecules

FDA

2015-10-22

PTC Therapeutics, Inc.

upadacitinib [Rinvoq]

small molecules

FDA

2015-09-18

2024-04-26

AbbVie, Inc.

Kre-Celazine

small molecules

FDA

2013-04-01

All American Pharmaceutical & Natural Foods Corpor

Givinostat

small molecules

EMA

2010-01-28

Italfarmaco S.p.A.

canakinumab [ILARIS]

antibodies

FDA

2008-09-30

2013-05-09

Novartis Pharmaceuticals Corporation

nabumetone

small molecules

FDA

2008-05-05

Cook Pharma

adalimumab [Humira]

antibodies

FDA

2005-03-21

2008-02-21

AbbVie Inc.

rofecoxib

small molecules

FDA

2004-03-16

MERCK & Co., Inc.

meloxicam [Mobic]

small molecules

FDA

2002-11-22

2005-08-11

Avondale Pharmaceuticals

infliximab

antibodies

FDA

2002-10-23

Centocor, Inc.

human gammaglobulin

antibodies

FDA

2001-05-25

Latona Life Sciences, Inc.

etanercept [Enbrel]

proteins

FDA

1998-10-27

1999-05-27

Immunex Corporation

interferon Beta-1a

proteins

FDA

1998-10-14

Biogen, Inc.

Purified type II collagen

proteins

FDA

1995-02-09

AutoImmune, Inc.

Gammalinolenic acid

small molecules

FDA

1994-07-27

Zurier, Robert B. M.D.

methotrexate

small molecules

FDA

1993-08-23

Wyeth-Ayerst Laboratories

Immune globulin intravenous (human)

antibodies

FDA

1992-12-16

Immuno Clinical Research Corp.

Interleukin-1 receptor antagonist, human recombinant

proteins

FDA

1991-09-23

Swedish Orphan Biovitrum AB (publ) (SOBI)

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.