Evidence map›Paper›PMID 41002452›Full record

ArticleGels (Basel, Switzerland)2025

Optimization of Laponite Nanogel with Curcumin Incorporation: A Quality by Design Approach.

Jing Li, Xiangfeng Kong, Hongxia Chen, Mengqiu Lu, Xiaochang Liu, Lijie Wang

Abstract read
In one paragraph

Article in Gels (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Jing LiSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.
Xiangfeng KongSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.
Hongxia ChenSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.
Mengqiu LuSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.
Xiaochang LiuSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.
Lijie WangSchool of Pharmacy, Shenyang Medical College, No. 146 Huanghe North Street, Shenyang 110034, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nanogel is administered via various routes to overcome physiological barriers and achieve the desired therapeutic effect in vivo. However, developing a stable nanogel system is required to retain its therapeutic efficacy after storage. Therefore, a nanogel system composed of inorganic material (Laponite) was developed using Quality by Design (QbD) and Design of Experiments (DoE), using curcumin (CUR) as a model drug. Through a comprehensive literature review, single-factor experiments and Box-Behnken Design (BBD) experiments, we identified the CQAs and critical process parameters (CPPs), ultimately obtaining the optimal formulation. The DL, EE, Ps and PDI were determined as the CQAs and the optimal formulation was successfully prepared (LAP:CUR:TPGS = 6:2:36.6; mg;10 mL). FTIR, DSC and TEM analyses confirmed the successful loading of CUR, with a Ps in100nm, exhibiting biphasic drug release characteristics and maintaining stability for 28 days at 4 °C. QbD combined with DOE successfully facilitated stable CUR-TPGS-LAP nanogels. This study helps to better understand the critical factors in the development of nanogels and lays the foundation for the future integration of AI technology to promote a "first-time-right" drug formulation for future AI-promoted 'one-stop' drug formulation development model.

Indexed as

curcumindesign of experimentlaponite nanogeloptimal formulationquality by designstability

Identifiers

PMID41002452
PMCPMC12469730

What Socratic holds

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LicenceCC BY
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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 Socratic graph.