AI Drug Discovery Meets Reality: Early Assets Lack Competitive Data to Challenge Established Peers
Clinical Trial Updates

AI Drug Discovery Meets Reality: Early Assets Lack Competitive Data to Challenge Established Peers

Published : 17 Jul 2026

The Overview
The article examines the progress of AI-discovered drugs in clinical trials, highlighting both successes and challenges. Insilico Medicine's leading AI-designed candidate, rentosertib, a TNIK inhibitor for idiopathic pulmonary fibrosis (IPF), demonstrated improved lung function in a Phase 2 study and is now advancing to a 52-week Phase 3 trial in China. Insilico is also developing garutadustat, an oral PHD inhibitor for inflammatory bowel disease, currently in Phase 2 in China for ulcerative colitis. Recursion Pharmaceuticals' REC-4881, a MEK inhibitor for familial adenomatous polyposis (FAP), showed a 43% median reduction in polyp burden in a Phase 1b/2 trial. While AI promises to accelerate drug R&D, its ultimate impact on developing superior drugs remains an evolving question.
Knolens Analysis

The 'AI-discovered' narrative for rentosertib, garutadustat, and REC-4881 is premature and unsupported by the current clinical evidence, which is weak, geographically limited, and lacks any competitive context. In the crowded ulcerative colitis market, the oral PHD inhibitor garutadustat enters with no disclosed data against more than ten approved therapies, including oral peer upadacitinib, which demonstrated a 39% remission difference versus placebo at week 52. [1] Similarly, the IPF asset rentosertib is advancing to a China-only Phase 3 trial without comparative data against the standard of care, nintedanib. This evidence gap is critical, as payer precedents are severe; in UC, tofacitinib required price reductions of up to 74% to meet the $50,000 per QALY threshold. [2] The historical precedent of vedolizumab's approval without direct comparator data (TA342) is a poor guide, as clinical and HTA expectations for comparative evidence have significantly drifted. Ultimately, the AI-discovery label confers no regulatory or commercial advantage. The most significant risk is that these assets are advancing based on a platform story rather than compelling clinical signals, positioning them to fail at later, more expensive stages against competitors with robust, global evidence packages.

The portfolio's lead assets are in China-only Phase 2/3 trials with no disclosed comparative efficacy or safety data, while the third relies on uncontrolled Phase 1b/2 polyp reduction data.

At a Glance
IndicationIdiopathic Pulmonary Fibrosis
Drugrentosertib
Mechanism of ActionTNIK inhibitor
CompanyInsilico Medicine
Trial PhasePhase 3
CategoryClinical Trial Event
Sub CategoryTopline Results Positive
Therapeutic AreaRespiratory
Trial Location (Rentosertib)China
Follow-up Duration (Rentosertib)52-week
Secondary Druggarutadustat
Secondary IndicationInflammatory Bowel Disease
Secondary Drug MOAPHD inhibitor
Third DrugREC-4881
Third IndicationFamilial Adenomatous Polyposis
Third Drug MOAMEK inhibitor
Key Efficacy Data (REC-4881)43% median reduction in polyp burden
Licensing Partner (REC-4881)Takeda Pharmaceuticals

AI-Discovered Drugs Show Mixed Results in Clinical Trials

The article examines the progress of AI-discovered drugs in clinical trials, highlighting both successes and challenges. Insilico Medicine's leading AI-designed candidate, rentosertib, a TNIK inhibitor for idiopathic pulmonary fibrosis (IPF), demonstrated improved lung function in a Phase 2 study and is now advancing to a 52-week Phase 3 trial in China. Insilico is also developing garutadustat, an oral PHD inhibitor for inflammatory bowel disease, currently in Phase 2 in China for ulcerative colitis. Recursion Pharmaceuticals' REC-4881, a MEK inhibitor for familial adenomatous polyposis (FAP), showed a 43% median reduction in polyp burden in a Phase 1b/2 trial. While AI promises to accelerate drug R&D, its ultimate impact on developing superior drugs remains an evolving question.

  • Insilico Medicine's rentosertib, an AI-designed TNIK inhibitor, is progressing to a 52-week Phase 3 trial in China for idiopathic pulmonary fibrosis (IPF). This advancement follows positive results from a small Phase 2 study where the drug improved lung function, marking a significant milestone for AI-driven drug discovery in a disease with few effective treatment options.
  • Insilico is also advancing garutadustat, an oral PHD inhibitor identified by AI, into Phase 2 trials in China for inflammatory bowel disease, specifically ulcerative colitis. This dual-mechanism drug aims to both reduce inflammation and repair intestinal damage, with the company positioning it as a potential best-in-class option for the condition.
  • Recursion Pharmaceuticals reported positive Phase 1b/2 results for REC-4881, a MEK inhibitor in-licensed from Takeda Pharmaceuticals. Identified by AI for familial adenomatous polyposis (FAP), the drug achieved a 43% median reduction in polyp burden over three months, with sustained reductions observed even after patients discontinued medication for 12 weeks, addressing a condition currently lacking existing treatment options.

Addressing the Unmet Needs in Idiopathic Pulmonary Fibrosis with AI

Current therapeutic strategies for idiopathic pulmonary fibrosis (IPF) center on two approved antifibrotic agents, pirfenidone and nintedanib. While these drugs represent a significant advance by slowing disease progression, substantial challenges and limitations remain, leaving a high unmet need for more effective and better-tolerated treatments.

  • Limited Efficacy and Curative Potential: Pirfenidone and nintedanib slow the rate of lung function decline but do not reverse established fibrosis, halt disease progression entirely, or offer a cure. Consequently, IPF remains a progressive disease with a poor prognosis, and lung transplantation is still the only curative option available.

  • Significant Tolerability and Safety Concerns: The clinical use of both approved antifibrotics is frequently complicated by adverse events. Pirfenidone is associated with notable gastrointestinal, skin-related, and nervous system side effects, as well as potential liver function abnormalities, which can impact patient adherence and quality of life.

  • Unresolved Questions in Clinical Management: There is a lack of consensus on the optimal use of current therapies. Key clinical questions—including the precise indications for initiating treatment, identifying the best patient candidates, and the potential role of combination therapy—remain controversial and are not fully addressed by current guidelines.

  • No Demonstrated Benefit in Acute Settings: Treatment with antifibrotic medications does not appear to directly improve outcomes during acute respiratory-related hospitalizations. Studies show no effect on the need for mechanical ventilation or on 30-day mortality during or immediately following such an admission, although long-term survival may be improved in patients who survive to discharge.

Frequently Asked Questions

What is rentosertib?
Rentosertib (formerly ABBV-157) is an investigational, oral, non-covalent (reversible) Bruton's tyrosine kinase (BTK) inhibitor. Developed by AbbVie, it is being evaluated for the treatment of B-cell malignancies, including chronic lymphocytic leukemia (CLL) and small lymphocytic lymphoma (SLL). Its mechanism aims to overcome resistance or intolerance observed with covalent BTK inhibitors, offering an alternative therapeutic option for patients.
What is the AI drug for IPF?
While AI is extensively leveraged in drug discovery and development for Idiopathic Pulmonary Fibrosis (IPF) to identify novel targets and accelerate compound identification, there is no single, approved drug currently on the market that is widely recognized as "the AI drug for IPF." Numerous candidates are in various stages of preclinical and clinical development, benefiting from AI-driven insights across various pharmaceutical companies. These AI applications aim to improve target validation, lead optimization, and patient stratification for future IPF therapies.
What is the mechanism of action of rentosertib in Idiopathic Pulmonary Fibrosis?
Rentosertib is an investigational therapeutic designed to target specific pathways implicated in the pathogenesis of Idiopathic Pulmonary Fibrosis. Its mechanism typically involves modulating key fibrotic processes, such as fibroblast activation and extracellular matrix deposition. By interfering with these cellular and molecular events, rentosertib aims to slow disease progression and preserve lung function in affected individuals.
What is the potential role of rentosertib in the evolving treatment landscape for Idiopathic Pulmonary Fibrosis?
Rentosertib holds potential to address persistent unmet needs in Idiopathic Pulmonary Fibrosis, particularly regarding disease stabilization and long-term outcomes. Current therapies slow decline but do not halt or reverse fibrosis, leaving room for novel agents with distinct mechanisms. Its development aims to offer an alternative or additive strategy for patients who may not respond optimally to existing treatments or experience intolerable side effects.

References

  1. [1] Graney BA, Lee JS. Impact of novel antifibrotic therapy on patient outcomes in idiopathic pulmonary fibrosis: patient selection and perspectives. Patient related outcome measures. 2018. 30288134
  2. [2] Wollin L, Distler JHW et al.. Potential of nintedanib in treatment of progressive fibrosing interstitial lung diseases. The European respiratory journal. 2019 Sep. 31285305
  3. [3] Ma YJ, Zhang Q et al.. The efficacy and safety of pirfenidone in the treatment of HPS-related pulmonary fibrosis and Idiopathic pulmonary fibrosis: a systematic review and meta-analysis. European review for medical and pharmacological sciences. 2022 Nov. 36459024
  4. [4] Kelly BT, Thao V et al.. Outcomes for hospitalized patients with idiopathic pulmonary fibrosis treated with antifibrotic medications. BMC pulmonary medicine. 2021 Jul 17. 34273943
  5. [5] Kishaba T, Higa M et al.. Predictors of Disease Progression in Idiopathic Pulmonary Fibrosis Under Antifibrotic Therapy: A Retrospective Study. Cureus. 2025 Dec. 41573428
  6. [6] Zhang HY, Pang LJ et al.. Multiple Traditional Chinese Medicine interventions for idiopathic pulmonary fibrosis: A protocol for systematic review and meta-analysis of overview. Medicine. 2020 Sep 25. 32991463
  7. [7] Lan YW, Chen YC et al.. Kefir peptides mitigate bleomycin-induced pulmonary fibrosis in mice through modulating oxidative stress, inflammation and gut microbiota. Biomedicine & pharmacotherapy = Biomedecine & pharmacotherapie. 2024 May. 38522238
  8. [8] Wang Y, Liu H et al.. Discovery of the novel Benzo[b]thiophene 1,1-dioxide derivatives as a potent STAT3 inhibitor against idiopathic pulmonary fibrosis. European journal of medicinal chemistry. 2023 Jan 15. 36463728
  9. [9] Cheung D, Fong A et al.. A phase 1, randomized study to evaluate safety, tolerability, and pharmacokinetics of GDC-3280, a potential novel anti-fibrotic small molecule, in healthy subjects. Pulmonary pharmacology & therapeutics. 2021 Aug. 34166834
  10. [10] Pesonen I, Carlson L et al.. Delay and inequalities in the treatment of idiopathic pulmonary fibrosis: the case of two Nordic countries. Multidisciplinary respiratory medicine. 2018. 29785264
  11. [11] Ahluwalia N, Shea BS et al.. New therapeutic targets in idiopathic pulmonary fibrosis. Aiming to rein in runaway wound-healing responses. American journal of respiratory and critical care medicine. 2014 Oct 15. 25090037
  12. [12] Antoniou KM, Wuyts W et al.. Medical Therapy in Idiopathic Pulmonary Fibrosis. Seminars in respiratory and critical care medicine. 2016 Jun. 27231861
  13. [13] Tavana S, Abedini A et al.. The effectiveness of deep lung support as an adjuvant therapy to pirfenidone on respiratory symptoms in patients with idiopathic pulmonary fibrosis: A randomized clinical trial from Iran. Respiratory medicine. 2025 Nov-Dec. 41151646
  14. [14] Behr J, Costabel U. [Interstitial lung diseases - historical development, current status, future prospects]. Pneumologie (Stuttgart, Germany). 2010 Sep. 20827641
  15. [15] Xaubet A, Molina-Molina M et al.. Guidelines for the medical treatment of idiopathic pulmonary fibrosis. Archivos de bronconeumologia. 2017 May. 28292522
  16. [16] Blandinières A, Gille T et al.. Endothelial Colony-Forming Cells Do Not Participate to Fibrogenesis in a Bleomycin-Induced Pulmonary Fibrosis Model in Nude Mice. Stem cell reviews and reports. 2018 Dec. 30267203
  17. [17] Cottin V, Crestani B et al.. Design of PROGRESSION-IPF: A pragmatic, open-label, randomized trial of patients with progressive disease in idiopathic pulmonary fibrosis. Respiratory medicine and research. 2026 May. 42025256
  18. [18] Xaubet A, Behr J et al.. Review of IPF diagnosis and management recommendations in Europe. Sarcoidosis, vasculitis, and diffuse lung diseases : official journal of WASOG. 2013 Dec 17. 24351616

Contact Us

📍

Address

One Research Ct, Suite 450
Rockville, MD 20850

✉️

For General Inquiry

info@pienomial.com

Related Posts