AI Drug Discovery for Pharma and Biotech

Drug discovery

3

drugs

With orphan designations

Overview

Endophthalmitis is a vision-threatening infection involving intraocular fluids (vitreous/aqueous), typically caused by bacteria (e.g., Staphylococcus spp.) or fungi. It manifests as acute-onset pain, vision loss, hypopyon, and vitreous haze, requiring immediate intervention to prevent irreversible damage. Most cases occur postoperatively (e.g., cataract surgery, intravitreal injections) or via trauma, though endogenous spread from systemic infections occurs in high-risk patients [1][3][16].

Population

  • Most prevalent after cataract surgery (0.08–0.68%) and intravitreal injections (0.008–1.4%) [1][2].

  • Higher risk in older adults, males, and those with diabetes, renal disease, or immunocompromise [2][4][12].

  • Endogenous cases often linked to bacteremia/fungemia (e.g., Klebsiella liver abscess, candidemia) [9][12].

Burden

  • Incidence: 0.09% post-intraocular surgery in Medicare populations [2]; mortality 0.97% in inpatients [4].

  • Visual outcomes: 53% experience major vision loss despite treatment; worse prognosis with virulent pathogens (e.g., Bacillus) [14][16].

  • Economic impact: Prolonged hospital stays, repeated procedures, and high costs of intravitreal therapies [3][10].

  • Prompt diagnosis and aggressive treatment are critical to optimizing outcomes [1][6].

Therapies

  • Intravitreal antibiotics (vancomycin + ceftazidime) ± corticosteroids; systemic antifungals (echinocandins/fluconazole) for endogenous cases [3][5][8].

  • Vitrectomy for severe cases (e.g., light perception vision, intraocular foreign bodies) to reduce microbial load [3][13].

  • Adjunctive topical antibiotics, vigilant monitoring, and early surgical intervention for trauma-related or refractory infections [1][9].

Categories: rare ophthalmic disorders

Research Papers

3,212 drug discovery papers about Endophthalmitis, with 2 first-in-class and 5 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

3,212 drug discovery papers about Endophthalmitis, with 2 first-in-class and 5 next-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-08 | TACTIC: A transfer learning framework to predict drug interactions in emerging pathogens.

Machine learning (ML) is necessary to efficiently identify potent drug combinations within a large candidate space to combat drug resistance. However, existing ML approaches cannot be applied to emerging and understudied pathogens with limited training data. Hence, we developed a computational framework (TACTIC [transfer-learning and cross-species training to infer combination therapies]) to train ML models on data from multiple model bacteria. TACTIC was built using 2,965 drug interactions from 12 bacterial strains and outperformed traditional ML models in predicting drug interaction outcomes for species with limited training data. Upon analyzing ∼600,000 predicted drug interactions across 18 pathogenic and commensal strains, we identified interactions that are selectively synergistic against Gram-negative and mycobacterial pathogens. We experimentally validated synergistic drug combinations containing clarithromycin, ampicillin, and mecillinam, against clinical strains of M. abscessus, an emerging drug-resistant pathogen. We also confirmed 11 synergistic combinations against Pseudomonas aeruginosa and Staphylococcus aureus strains that cause endophthalmitis.

Open article ↗



2026-06-30 | Comment on: Use of intracameral antibiotics prophylaxis in patients with posterior capsule rupture during cataract surgery: systemic review and meta-analysis.

A valuable meta-analysis was performed by the authors to investigate the prophylactic efficacy of several antibiotics to prevent postoperative endophthalmitis (PE) in case of a posterior capsule rupture (PCR) during cataract surgery. It is of interest that the authors found a superior effect of moxifloxacin in the reduction of the incidence of endophthalmitis in the event of a PCR. This in addition to the better safety profile could make a call for preference of this antibiotic for use as antibiotic intra-ocular prophylaxis during cataract surgery. The authors also argue that there are arguments to use intra-ocular antibiotic prophylaxis only in case of a PCR, which is in line with data we published on this subject.

Open article ↗



2026-06-27 | Dropless after cataract surgery (DACS): concepts, evidence and clinical potential.

Cataract surgery is one of the most commonly performed surgeries worldwide, and is traditionally followed by a postoperative regimen of eyedrops to reduce the risk of infection and inflammation. However, variable adherence to treatment and the burden of administering drops pose significant challenges. "Dropless after cataract surgery" (DACS) has emerged as an approach where intraoperative delivery may eliminate the need for postoperative drops. DACS offers a simplified alternative to eyedrop therapy, with the potential to improve patient-related quality of life, lower healthcare costs, and promote sustainable practices by reducing medical waste. Multiple studies over the past few decades have demonstrated the effectiveness of intraoperative intracameral antibiotics alone in reducing endophthalmitis rates, thus eliminating the need for topical antibiotic drops. Sustained-release steroid formulations have demonstrated reliable control of postoperative inflammation, similar to those achieved with standard topical regimens, but their adoption remains limited. Realising the full benefits of DACS will require systemic barriers to be addressed, and dropless regimens should be considered within a holistic value-based healthcare approach. As the global burden of cataract surgery continues to grow, embracing dropless techniques may represent a forward-looking step in modernising postoperative management to optimise patient-centred care.

Open article ↗



2026-07-08 | TACTIC: A transfer learning framework to predict drug interactions in emerging pathogens.

Machine learning (ML) is necessary to efficiently identify potent drug combinations within a large candidate space to combat drug resistance. However, existing ML approaches cannot be applied to emerging and understudied pathogens with limited training data. Hence, we developed a computational framework (TACTIC [transfer-learning and cross-species training to infer combination therapies]) to train ML models on data from multiple model bacteria. TACTIC was built using 2,965 drug interactions from 12 bacterial strains and outperformed traditional ML models in predicting drug interaction outcomes for species with limited training data. Upon analyzing ∼600,000 predicted drug interactions across 18 pathogenic and commensal strains, we identified interactions that are selectively synergistic against Gram-negative and mycobacterial pathogens. We experimentally validated synergistic drug combinations containing clarithromycin, ampicillin, and mecillinam, against clinical strains of M. abscessus, an emerging drug-resistant pathogen. We also confirmed 11 synergistic combinations against Pseudomonas aeruginosa and Staphylococcus aureus strains that cause endophthalmitis.

Open article ↗



2026-06-30 | Comment on: Use of intracameral antibiotics prophylaxis in patients with posterior capsule rupture during cataract surgery: systemic review and meta-analysis.

A valuable meta-analysis was performed by the authors to investigate the prophylactic efficacy of several antibiotics to prevent postoperative endophthalmitis (PE) in case of a posterior capsule rupture (PCR) during cataract surgery. It is of interest that the authors found a superior effect of moxifloxacin in the reduction of the incidence of endophthalmitis in the event of a PCR. This in addition to the better safety profile could make a call for preference of this antibiotic for use as antibiotic intra-ocular prophylaxis during cataract surgery. The authors also argue that there are arguments to use intra-ocular antibiotic prophylaxis only in case of a PCR, which is in line with data we published on this subject.

Open article ↗



2026-06-27 | Dropless after cataract surgery (DACS): concepts, evidence and clinical potential.

Cataract surgery is one of the most commonly performed surgeries worldwide, and is traditionally followed by a postoperative regimen of eyedrops to reduce the risk of infection and inflammation. However, variable adherence to treatment and the burden of administering drops pose significant challenges. "Dropless after cataract surgery" (DACS) has emerged as an approach where intraoperative delivery may eliminate the need for postoperative drops. DACS offers a simplified alternative to eyedrop therapy, with the potential to improve patient-related quality of life, lower healthcare costs, and promote sustainable practices by reducing medical waste. Multiple studies over the past few decades have demonstrated the effectiveness of intraoperative intracameral antibiotics alone in reducing endophthalmitis rates, thus eliminating the need for topical antibiotic drops. Sustained-release steroid formulations have demonstrated reliable control of postoperative inflammation, similar to those achieved with standard topical regimens, but their adoption remains limited. Realising the full benefits of DACS will require systemic barriers to be addressed, and dropless regimens should be considered within a holistic value-based healthcare approach. As the global burden of cataract surgery continues to grow, embracing dropless techniques may represent a forward-looking step in modernising postoperative management to optimise patient-centred care.

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

3 orphan drug designations for Endophthalmitis.

3 orphan drug designations for Endophthalmitis.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

povidone iodine

small molecules

FDA

2018-11-30

Cumulus Pharmaceutical LLC

povidone iodine

small molecules

FDA

2017-11-27

Veloce BioPharma LLC

vancomycin

small molecules

FDA

2012-12-27

Fera Pharmaceuticals, LLC

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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.