Evidence map›Paper›PMID 41532660›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Mathematical Prediction for Geometry-Mediated Cell 3D In-Growth on Bone Tissue Engineering Scaffolds.

Xiang Gao, Zhijun Yu, Yu Yan, Jiamin Ding, Wangsiyuan Teng, Chenhe Zhou, Minjun Yao, Wenkan Zhang, Shenzhi Zhao, Fangqian Wang and 6 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

16 authors.

Xiang GaoDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Zhijun YuDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Yu YanDepartment of Otolaryngology Head and Neck Surgery, Children's Hospital of Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Jiamin DingRenji College, Wenzhou Medical University, Wenzhou City, Zhejiang Province, P. R. China.
Wangsiyuan TengDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Chenhe ZhouDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Minjun YaoDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Wenkan ZhangDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Shenzhi ZhaoDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Fangqian WangDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Zhenxuan ShaoDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Jinfeng ZhouDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Xiaoyong WuDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Chengcheng YuDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Liang ChenDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.
Xiaoqiang JinDepartment of Orthopedic Surgery, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou City, Zhejiang Province, P. R. China.ORCID https://orcid.org/0000-0001-9802-4999

Funding

5510 Project of the Second Affiliated Hospital of Zhejiang University 551005322022Central Guidance on Local Science and Technology Development Fund of Zhejiang Province 2024ZY01033Key R&D Program of Zhejiang 2022C01076National Natural Science Foundation of China 82202661Natural Science Foundation of Zhejiang Province LY21H070001Zhejiang Administration of Traditional Chinese Medicine bureau and province co-building major project GZY-ZJ-KJ-23080
6 · The paper itself

Abstract

3D cell infiltration into porous scaffolds constitutes a fundamental prerequisite for bone tissue engineering. Though pore size and curvature are known to dictate this process, their mathematical coupling remains elusive. Herein, we identified a size-dependent bone marrow-derived mesenchymal stem cells 3D in-growth pattern in which small pores promoted horizontal bridging, while large pores favored vertical cellular migration into the scaffold core. An analytical framework of Porous-Fisher model was developed using a superposition approach tailored to boundary-specific solutions. This approach not only enabled quantitative prediction of coverage rates through examination of grid dimensions and diffusion coefficients but also mathematically elucidated curvature and strategic geometric design. Furthermore, the prediction of cellular diffusion patterns on porous scaffolds was achieved through the alteration of boundary conditions and diffusion coefficients. Convex topological configurations were shown to accelerate cellular infiltration, whereas concave geometries permitted spatiotemporal modulation of tissue growth. Additionally, lower diffusion environments delayed coverage, suggesting scaffold designs with reduced pore sizes might benefit elderly patients. Consequently, the accuracy of model was in vivo validated by a rat cranial defect model. Overall, the mathematical model provided an effective way for ideal pore structure prediction in advance and propel the application of porous scaffolds in tissue engineering.

Indexed as

Bone and BonesMesenchymal Stem CellsTissue EngineeringTissue ScaffoldsAnimalsHumansModels, TheoreticalPorosityRatsBone defect regenerationGeometryMathematical predictionPorous‐Fisher modelTissue engineering scaffolds

Identifiers

PMID41532660
PMCPMC12970258

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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.