Evidence map›Paper›PMID 42514737›Full record

ArticlePolymers2026

Molecular Dynamics and Experimental Investigation on Biological Properties of Polyetheretherketone/Graphene Oxide/Hydroxyapatite Composites.

Jin Liu, Long Chen, Ge Gao, Fei Ren, Yukui Cai, Zhanqiang Liu

Abstract read
In one paragraph

Article in Polymers, 2026. 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.

Jin LiuKey Laboratory of High Efficiency and Clean Mechanical Manufacture, Ministry of Education, Jinan 250061, China.
Long ChenKey Laboratory of High Efficiency and Clean Mechanical Manufacture, Ministry of Education, Jinan 250061, China.ORCID 0000-0001-6553-1572
Ge GaoNational Key Laboratory of New Pharmaceutical Preparations and Excipients, School of Pharmacy, Hebei Medical University, Shijiazhuang 050017, China.
Fei RenShandong Luxing Intelligent Technology Co., Ltd.; Jinan 250000, China.
Yukui CaiKey Laboratory of High Efficiency and Clean Mechanical Manufacture, Ministry of Education, Jinan 250061, China.
Zhanqiang LiuKey Laboratory of High Efficiency and Clean Mechanical Manufacture, Ministry of Education, Jinan 250061, China.ORCID 0000-0002-4790-0052

Funding

Department of Science and Technology of Shandong Province 2024KJHZ031Guangdong Greater Bay Area Institute of Integrated Circuit and System 2025A1515011782National Natural Science Foundation of China 52475268Open Project Program of Ministry of Education Key Laboratory for Advanced Textile Composite Materials MATC 2025-Z03Shandong Institute of Advanced Technology SDCX-ZG-202400231
6 · The paper itself

Abstract

Polyetheretherketone (PEEK) is a favorable material in bone tissue engineering due to its excellent mechanical properties and biocompatibility. However, as PEEK is biologically inert, this study introduced hydroxyapatite (HA) and graphene oxide (GO) to modify PEEK, and PEEK/GO/HA composites were prepared via compression molding and sintering. Molecular dynamics simulation results indicated that the Young's modulus of the composite increased with rising HA content. The trends in the bulk modulus and shear modulus suggested a possible downward trend around HA contents of 10 wt% and 20 wt%; this may be attributed to the polarity mismatch between HA and PEEK, as well as the composite preparation process. The thermal conductivity of the composites exhibited a similar trend, with the thermal conductivity decreasing until the HA content reached 30 wt% due to interfacial thermal resistance between PEEK and HA. Concurrently, in vitro cell culture experiments were conducted on the precursor powder mixture to investigate the effect of the composition ratio on biological properties. The results indicated that cell viability was higher when the HA content was 30 wt%. This demonstrates the significant potential of PEEK/GO/HA composites in the field of bone tissue engineering.

Indexed as

graphene oxidehydroxyapatitemolecular dynamics simulationpolyetheretherketone

Identifiers

PMID42514737
PMCPMC13417386

What Socratic holds

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LicenceCC BY
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Registered trials

None linked

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.