Translational modeling-based evidence for enhanced efficacy of standard-of-care drugs in combination with anti-microRNA-155 in non-small-cell lung cancer.
Prashant DograVrushaly ShinglotJavier Ruiz-RamírezJoseph CaveJoseph D ButnerCarmine SchiavoneDan G DudaAhmed O KasebCaroline ChungEugene J KoayVittorio CristiniBulent OzpolatGeorge A CalinZhihui WangPublished in: medRxiv : the preprint server for health sciences (2024)
Elevated microRNA-155 (miR-155) expression in non-small-cell lung cancer (NSCLC) promotes cisplatin resistance and negatively impacts treatment outcomes. However, miR-155 can also boost anti-tumor immunity by suppressing PD-L1 expression. We developed a multiscale mechanistic model, calibrated with in vivo data and then extrapolated to humans, to investigate the therapeutic effects of nanoparticle-delivered anti-miR-155 in NSCLC, alone or in combination with standard-of-care drugs. Model simulations and analyses of the clinical scenario revealed that monotherapy with anti-miR-155 at a dose of 2.5 mg/kg administered once every three weeks has substantial anti-cancer activity. It led to a median progression-free survival (PFS) of 6.7 months, which compared favorably to cisplatin and immune checkpoint inhibitors. Further, we explored the combinations of anti-miR-155 with standard-of-care drugs, and found strongly synergistic two- and three-drug combinations. A three-drug combination of anti-miR-155, cisplatin, and pembrolizumab resulted in a median PFS of 13.1 months, while a two-drug combination of anti-miR-155 and cisplatin resulted in a median PFS of 11.3 months, which emerged as a more practical option due to its simple design and cost-effectiveness. Our analyses also provided valuable insights into unfavorable dose ratios for drug combinations, highlighting the need for optimizing dose regimen to prevent antagonistic effects. Thus, this work bridges the gap between preclinical development and clinical translation of anti-miR-155 and unravels the potential of anti-miR-155 combination therapies in NSCLC.
Keyphrases
- cell proliferation
- long non coding rna
- long noncoding rna
- healthcare
- poor prognosis
- small cell lung cancer
- palliative care
- emergency department
- stem cells
- clinical trial
- advanced non small cell lung cancer
- machine learning
- pain management
- drug delivery
- mesenchymal stem cells
- drug induced
- free survival
- electronic health record
- cancer therapy
- open label
- chronic pain
- climate change
- study protocol
- combination therapy