Evidence map›Paper›PMID 40325033›Full record

ArticleScientific reports2025

Mechanistic insights into synergistic effects using coupled PK-PD modeling.

Jinzhou Sun, Qianqian Chen, Chumeng Zhuang, Xiaohong Li, Li Yu, Weifeng Jin

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Jinzhou Sun *School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Qianqian Chen *School of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Chumeng ZhuangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Xiaohong LiSchool of Pharmaceutical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Li YuSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China. yuli9119@126.com.
Weifeng JinSchool of Pharmaceutical Sciences, Zhejiang Chinese Medical University, Hangzhou, 310053, China. jin_weifeng@126.com.

Funding

Natural Science Foundation of Zhejiang Province LY22H270002Postdoctoral research projects merit-based funding in Zhejiang province (First-class funding) ZJ2023021
6 · The paper itself

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.

Indexed as

AnthraquinonesInfarction, Middle Cerebral ArteryIsoflavonesModels, BiologicalQuinonesAnimalsChalconeDisease Models, AnimalDrug SynergismInterleukin-1betaMaleRatsRats, Sprague-DawleyAnthraquinonesChalconehydroxysafflor yellow AInterleukin-1betaIsoflavonesQuinonesCalycosinCoupled PK-PDHydroxysafflor yellow ASynergistic effects

Identifiers

PMID40325033
PMCPMC12053634

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Registered trials

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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.