AI Drug Discovery for Pharma and Biotech

Drug discovery

18

drugs

With orphan designations

Overview

Osteogenesis imperfecta (OI) is a genetic disorder caused by defective collagen production or processing, leading to bone fragility, recurrent fractures, and systemic manifestations like blue sclerae, dentinogenesis imperfecta, hearing loss, and joint hypermobility. Severity ranges from mild (Type I) to perinatal lethality (Type II), with autosomal dominant COL1A1/2 mutations accounting for 90% of cases [1][2][7]. Diagnosis combines clinical evaluation, imaging, and genetic testing [6][14].

Population

Affects 1 in 15,000–20,000 live births globally [2][17], with ~25,000–50,000 cases in the U.S. [1][11]. Types I (mild) and IV (moderate) are most common, comprising ~85% of cases [2][14].

Burden

Hospitalization rates are 2.9× higher than the general population, peaking in ages 0–19 (8.4×) [4][9]. Mortality risks include respiratory insufficiency (severe OI) and cardiovascular complications (moderate/mild OI) [4][9]. Families report significant financial strain (29.6% spending >10% income on OI-related costs) [19].

Therapies

  • Pharmacologic: Bisphosphonates (e.g., zoledronate) to reduce fracture risk [5][13][18]; emerging therapies include anti-RANKL agents (denosumab) and TGF-β inhibitors [18].

  • Surgical/Rehabilitative: Intramedullary rodding for long-bone stabilization [5][13]; physiotherapy to enhance mobility and prevent deconditioning [3][8][16].

  • Multidisciplinary care: Dental interventions, hearing aids, and cardiopulmonary monitoring [5][6][14].

Categories: rare bone diseases, rare developmental anomalies during embryogenesis, rare genetic diseases

Research Papers

1,859 drug discovery papers related to Osteogenesis imperfecta, with 5 first-in-class and 17 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

1,859 drug discovery papers related to Osteogenesis imperfecta, with 5 first-in-class and 17 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-06-29 | Serum sclerostin levels in children with osteogenesis imperfecta.

ContextSclerostin inhibits bone formation via the WNT/β-catenin pathway and is a therapeutic target in osteoporosis. Antibodies against sclerostin are currently under investigation for the treatment of osteogenesis imperfecta (OI), a rare, genetically and clinically heterogeneous bone fragility disorder. However, data on serum sclerostin levels in pediatric and adolescent patients with OI remain limited.DesignThis is a retrospective, cross-sectional analysis of serum sclerostin levels in a genetically heterogeneous cohort of children and adolescents with OI.Patients and methods80 serum samples from 74 OI patients (median age 8.9 years, range 0.1-20.7 years), classified by clinical severity and affected gene, were collected. Serum levels of sclerostin, osteoprotegerin (OPG), parathyroid hormone (PTH), alkaline phosphatase (AP) and 25-Hydroxy Vitamin D (25(OH)D) were measured and analyzed according to genotype and OI severity.ResultsThe median serum sclerostin level in this cohort was 0.35 ng/mL (IQR 0.28-0.52). Disease severity showed an inverse correlation with serum sclerostin levels (Spearman ρ = -0.4547, 95% CI [-0.62, -0.25], P < 0.0001). Multivariable linear regression analysis revealed genotype-specific differences in sclerostin levels, particularly in patients with BMP1 or WNT1 mutations compared with other mutation subgroups. No significant correlations were found between sclerostin and OPG, PTH, 25(OH)D, or AP.ConclusionsIn this cohort of children and adolescents with OI, disease severity was inversely associated with serum sclerostin levels, and genotype-specific differences may reflect distinct pathophysiological mechanisms of bone metabolism. These findings may contribute identifying patient subgroups most likely to benefit from targeted anti-sclerostin therapies.

Open article ↗



2026-06-19 | FKBP10 mitigates osteoporosis by restraining the HSPA5-coupled ERS-pyroptosis axis to enhance osteogenic differentiation in BMSCs.

Osteoporosis is characterized by progressive bone deterioration and is closely associated with impaired osteogenic differentiation of bone marrow mesenchymal stem cells (BMSCs). Mutations in FK506-binding protein 10 (FKBP10) are linked to osteogenesis imperfecta. However, the role of FKBP10 in osteoporosis and osteogenic differentiation of BMSCs remains unclear. Serum FKBP10 levels were examined in individuals with different bone mineral density. An ovariectomized (OVX) mouse model was established to mimic osteoporosis, and adeno-associated virus serotype 9 (AAV9) was used to achieve FKBP10 overexpression in vivo. Osteoporotic bone phenotypes were assessed by Micro-CT, hematoxylin and eosin staining, and Masson staining. Loss- and gain-of-function experiments were performed in BMSCs using siRNA and overexpression plasmids. Osteogenic differentiation was assessed by alkaline phosphatase staining and Alizarin red S staining. The underlying mechanism was investigated by RNA sequencing, immunofluorescence, co-immunoprecipitation, and protein degradation assays. FKBP10 levels were reduced in the serum of patients with osteoporosis, as well as in bone tissue and primary BMSCs from OVX mice. AAV9-mediated FKBP10 overexpression attenuated OVX-induced bone loss. FKBP10 knockdown impaired osteogenic differentiation of BMSCs, whereas FKBP10 overexpression enhanced osteogenic differentiation. Mechanistically, FKBP10 knockdown activated Caspase-1-mediated pyroptosis in BMSCs. Further investigation confirmed that FKBP10 directly interacted with heat-shock-protein family A member 5 (HSPA5) and promoted HSPA5 lysosomal degradation, thereby alleviating HSPA5-associated sustained endoplasmic reticulum stress (ERS) and subsequent pyroptosis. Our findings identify FKBP10 as a protective regulator that preserves the osteogenic differentiation capacity of BMSCs and attenuates osteoporosis progression by restraining the HSPA5-associated ERS-pyroptosis pathway.

Open article ↗



2026-06-17 | Transcriptional profiling of otic capsule and femur in the oim mouse model of osteogenesis imperfecta.

Hearing loss is a common and debilitating complication of the brittle bone disorder osteogenesis imperfecta (OI). Existing treatments that are designed to address age-related hearing loss in the broader population do not meet the needs of OI patients, who exhibit skeletal fragility and begin to lose their hearing when they are young-adults. The biologic mechanisms responsible for hearing loss in OI are unknown, hindering the development of preventative therapies. To identify potential mechanisms that drive this condition, we performed transcriptome profiling on femoral and otic capsule specimens obtained from the Col1a2oim mouse model at 12- and 25-wk of age. We found that the bulk transcriptomes of femora and otic capsules were markedly different, regardless of mouse genotype. Further, bone formation-associated transcripts were reduced at 25-wk, compared to 12-wk. Mice homozygous for the oim mutation exhibited increased abundance of transcripts associated with osteoblast activity and type I collagen production compared to WT mice in both femoral and otic capsule specimens. The most notable difference between oim and WT mouse otic capsules was the depletion of the transcripts that encode mucin and keratin, suggesting dysregulation of epithelial cells, which has been previously linked to hearing loss. Our data offer new insights into the mechanisms that disrupt the middle ear in OI. Analysis of epithelial cells obtained from OI patients and additional models of OI could suggest novel strategies to prevent and/or treat hearing loss.

Open article ↗



2026-06-29 | Serum sclerostin levels in children with osteogenesis imperfecta.

ContextSclerostin inhibits bone formation via the WNT/β-catenin pathway and is a therapeutic target in osteoporosis. Antibodies against sclerostin are currently under investigation for the treatment of osteogenesis imperfecta (OI), a rare, genetically and clinically heterogeneous bone fragility disorder. However, data on serum sclerostin levels in pediatric and adolescent patients with OI remain limited.DesignThis is a retrospective, cross-sectional analysis of serum sclerostin levels in a genetically heterogeneous cohort of children and adolescents with OI.Patients and methods80 serum samples from 74 OI patients (median age 8.9 years, range 0.1-20.7 years), classified by clinical severity and affected gene, were collected. Serum levels of sclerostin, osteoprotegerin (OPG), parathyroid hormone (PTH), alkaline phosphatase (AP) and 25-Hydroxy Vitamin D (25(OH)D) were measured and analyzed according to genotype and OI severity.ResultsThe median serum sclerostin level in this cohort was 0.35 ng/mL (IQR 0.28-0.52). Disease severity showed an inverse correlation with serum sclerostin levels (Spearman ρ = -0.4547, 95% CI [-0.62, -0.25], P < 0.0001). Multivariable linear regression analysis revealed genotype-specific differences in sclerostin levels, particularly in patients with BMP1 or WNT1 mutations compared with other mutation subgroups. No significant correlations were found between sclerostin and OPG, PTH, 25(OH)D, or AP.ConclusionsIn this cohort of children and adolescents with OI, disease severity was inversely associated with serum sclerostin levels, and genotype-specific differences may reflect distinct pathophysiological mechanisms of bone metabolism. These findings may contribute identifying patient subgroups most likely to benefit from targeted anti-sclerostin therapies.

Open article ↗



2026-06-19 | FKBP10 mitigates osteoporosis by restraining the HSPA5-coupled ERS-pyroptosis axis to enhance osteogenic differentiation in BMSCs.

Osteoporosis is characterized by progressive bone deterioration and is closely associated with impaired osteogenic differentiation of bone marrow mesenchymal stem cells (BMSCs). Mutations in FK506-binding protein 10 (FKBP10) are linked to osteogenesis imperfecta. However, the role of FKBP10 in osteoporosis and osteogenic differentiation of BMSCs remains unclear. Serum FKBP10 levels were examined in individuals with different bone mineral density. An ovariectomized (OVX) mouse model was established to mimic osteoporosis, and adeno-associated virus serotype 9 (AAV9) was used to achieve FKBP10 overexpression in vivo. Osteoporotic bone phenotypes were assessed by Micro-CT, hematoxylin and eosin staining, and Masson staining. Loss- and gain-of-function experiments were performed in BMSCs using siRNA and overexpression plasmids. Osteogenic differentiation was assessed by alkaline phosphatase staining and Alizarin red S staining. The underlying mechanism was investigated by RNA sequencing, immunofluorescence, co-immunoprecipitation, and protein degradation assays. FKBP10 levels were reduced in the serum of patients with osteoporosis, as well as in bone tissue and primary BMSCs from OVX mice. AAV9-mediated FKBP10 overexpression attenuated OVX-induced bone loss. FKBP10 knockdown impaired osteogenic differentiation of BMSCs, whereas FKBP10 overexpression enhanced osteogenic differentiation. Mechanistically, FKBP10 knockdown activated Caspase-1-mediated pyroptosis in BMSCs. Further investigation confirmed that FKBP10 directly interacted with heat-shock-protein family A member 5 (HSPA5) and promoted HSPA5 lysosomal degradation, thereby alleviating HSPA5-associated sustained endoplasmic reticulum stress (ERS) and subsequent pyroptosis. Our findings identify FKBP10 as a protective regulator that preserves the osteogenic differentiation capacity of BMSCs and attenuates osteoporosis progression by restraining the HSPA5-associated ERS-pyroptosis pathway.

Open article ↗



2026-06-17 | Transcriptional profiling of otic capsule and femur in the oim mouse model of osteogenesis imperfecta.

Hearing loss is a common and debilitating complication of the brittle bone disorder osteogenesis imperfecta (OI). Existing treatments that are designed to address age-related hearing loss in the broader population do not meet the needs of OI patients, who exhibit skeletal fragility and begin to lose their hearing when they are young-adults. The biologic mechanisms responsible for hearing loss in OI are unknown, hindering the development of preventative therapies. To identify potential mechanisms that drive this condition, we performed transcriptome profiling on femoral and otic capsule specimens obtained from the Col1a2oim mouse model at 12- and 25-wk of age. We found that the bulk transcriptomes of femora and otic capsules were markedly different, regardless of mouse genotype. Further, bone formation-associated transcripts were reduced at 25-wk, compared to 12-wk. Mice homozygous for the oim mutation exhibited increased abundance of transcripts associated with osteoblast activity and type I collagen production compared to WT mice in both femoral and otic capsule specimens. The most notable difference between oim and WT mouse otic capsules was the depletion of the transcripts that encode mucin and keratin, suggesting dysregulation of epithelial cells, which has been previously linked to hearing loss. Our data offer new insights into the mechanisms that disrupt the middle ear in OI. Analysis of epithelial cells obtained from OI patients and additional models of OI could suggest novel strategies to prevent and/or treat hearing loss.

Open article ↗



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Drug Discovery Landscape

18 orphan drug designations for Osteogenesis imperfecta.

18 orphan drug designations for Osteogenesis imperfecta.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

N-[(2S)-1-[(3aS,6R,6aR)-6-Ethynyl-3-oxohexahydro-2H-furo[3,2-b]pyrrol-4-yl]-4-methyl-1-oxopentan-2-yl]-4-[5-fluoro-2-(4-methylpiperazin-1-yl)-1,3-thiazol-4-yl]benzamide hydrochloride

small molecules

FDA

2025-11-25

OsteoCat Therapeutics AB

Humanised IgG4 bispecific monoclonal antibody against sclerostin and dickkopf-related protein 1

antibodies

EMA

2025-06-20

Worldwide Clinical Trials

anti-Siglec-15 monoclonal antibody on a human IgG1-Fc-silenced backbone

antibodies

FDA

2024-05-29

NextCure, Inc.

DNA, (Cm-Gm-Gm-Gm-G-T-G-T-G-G-G-T-T-C-G-T-C-G-T-T-A-G-C-T-T-G-A-T-T-T-G-G-C-A-G-C-Um-Gm-Cm-Cm-(5'->3')-dT), 5'-ester with (29S)-29-(tert-butoxycarbonyl)-1-((hydroxyphosphoryl)oxy)-8,17,26,31-tetraoxo-10,13,19,22-tetraoxa-7,16,25,30-tetraazaoctatetracontan-48-oic acid

oligonucleotides

FDA

2022-11-03

Aptacure Therapeutics Limited

A Humanized Bispecific Antibody Neutralizing Both Sclerostin and Dickkopf-1

antibodies

FDA

2022-10-20

Angitia Biopharmaceuticals Guangzhou Limited

anti-human transforming growth factor beta (TGF-Beta) monoclonal antibody (mAb), based on the amino acid sequence of the human monoclonal antibody fresolimumab (GC1008) with the exception of one serine to proline substitution

antibodies

FDA

2022-10-15

Sanofi Genzyme, A Sanofi Company

Losartan

small molecules

EMA

2022-06-21

3R Pharma Consulting GmbH

allogenic fetal mesenchymal stem cells

cell therapies

FDA

2022-05-06

BOOST Pharma Aps

Allogeneic fetal mesenchymal stem cells

cell therapies

EMA

2021-12-10

Boost Pharma ApS

romosozumab

antibodies

FDA

2021-05-10

Amgen Inc.

denosumab

antibodies

FDA

2021-02-02

Amgen Inc.

DNA, (Cm-Gm-Gm-Gm-G-T-G-T-G-G-G-T-T-C-G-T-C-G-T-T-A-G-C-T-T-G-A-T-T-T-G-G-C-A-G-C-Um-Gm-Cm-Cm-(3'¿3')-dT), 5'-ester with [[5-(phosphoonoxy) pentyl] amino] carbonyl-oxy-1, 2-ethanediyl, sodium salt

oligonucleotides

FDA

2019-08-19

Aptacure Therapeutics Limited

Recombinant humanised monoclonal IgG2 lambda antibody against human sclerostin

antibodies

EMA

2016-06-27

Mereo BioPharma Europe B.V.

human monoclonal antibody targeting human sclerostin

antibodies

FDA

2016-02-29

Ultragenyx Pharmaceutical, Inc.

human allogeneic bone marrow derived osteoblastic cells

cell therapies

FDA

2015-11-09

Biosenic SA

Human allogeneic bone-marrow-derived osteoblastic cells

cell therapies

EMA

2015-08-10

BioSenic

risedronate sodium

small molecules

FDA

2006-12-18

Warner Chilcott Pharmaceuticals

alendronate

small molecules

FDA

2003-03-31

Merck, Sharpe & Dohme Corp.

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.

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.

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.