ArticleScientific reports2025
Mechanistic insights into synergistic effects using coupled PK-PD modeling.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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Who cites it
13 citing papers in PubMed, 1 synthesis or guideline pooled it.
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- Deciphering the Combined Effects of Hydroxysafflor Yellow A and Calycosin Through Coupled PK-PD Modeling.Biology · 2026Article
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- Therapeutic potential and synergistic effects of antifungal and off target drugs against clinical isolates of Cryptococcus laurentii.Scientific reports · 2026Article
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- Article
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Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
Develop a novel coupled PK-PD model and apply it to quantitatively evaluate the synergistic effects of Hydroxysafflor Yellow A (HSYA) combined with Calycosin (CA) in the treatment of ischemic stroke. A total of 6 rats were modelled for middle cerebral artery occlusion (MCAO). Plasma was collected from the submandibular venous plexus of rats after the administration of HSYA and CA, and was detected and analyzed by LC-MS method. The plasma expression levels of Caspase-9, IL-1β and SOD in rats were also determined by ELISA kit. Meanwhile, a coupled PK-PD model was proposed, incorporating interaction terms between drugs and coupling of pharmacodynamic effects, to quantitatively reveal their interactions. Moreover, a numerical solution technique based on optimization methods was proposed, enabling the model to be effectively applied to experimental data. Based on the coupled PK model, HSYA and CA significantly increased each other's metabolic rates. The model also showed that CA had a larger apparent volume of distribution and clearance in rats, while HSYA had a shorter mean retention time and elimination half-life. The coupled PK-PD model indicated a synergistic effect between HSYA and CA on all three pharmacodynamic markers, with HSYA contributing more significantly. Despite individual variability among the six rats, the parameter interpretations remained consistent. The proposed coupled PK-PD model and its numerical solution algorithm successfully revealed the synergistic effects of HSYA and CA in the treatment of ischemic stroke. This model lays the foundation for future models with more complex interactions and effects.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.