Evidence map›Paper›PMID 41203643›Full record

ArticleScientific reports2025

Advanced optimization of dopant profiles in bismuth-enhanced bioactive glass through response surface methodology.

Dheeraj Kumar Gara, Raghavendra Gujjala, Syam Prasad P, Narayanan Srinivasan Madaboosi, Shakuntala Ojha, Aswani Kumar Bandaru

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Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Dheeraj Kumar GaraDepartment of Aerospace Engineering, IIAEM, Jain University, Bengaluru, Karnataka, India. dheeru498@gmail.com.
Raghavendra GujjalaDepartment of Mechanical Engineering, NIT Warangal, Hanamkonda, Telangana, India. raghavendra.gujjala@nitw.ac.in.
Syam Prasad PDepartment of Physics, NIT Warangal, Hanamkonda, Telangana, India.
Narayanan Srinivasan MadaboosiDepartment of Biomedical Engineering, IIT Madras, Chennai, India.
Shakuntala OjhaDepartment of Mechanical Engineering, Pace Institute of Technology and Sciences, Ongole, AP, India.
Aswani Kumar BandaruBernal Institute, School of Engineering, University of Limerick, Limerick, Ireland. aswani.bandaru@ul.ie.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The composition of constituent elements in bioactive glasses is critical for achieving properties suitable for biological applications. Even minor compositional variations can significantly alter the system's response. This study investigated silica-based bioactive glasses doped with 2, 4, and 6 wt% bismuth (Bi), utilizing an Analysis of Variance (ANOVA) model with a Central Composite Design (CCD) to examine the influence of compositional changes on structure and properties. Physical properties were characterized using Zeta potential measurements for stability, Scanning Electron Microscopy (SEM) for nanoparticle size, and Brunauer-Emmett-Teller (BET) analysis for porosity. Post-Simulated Body Fluid (SBF) investigations included transmission electron microscopy (TEM) with Selected Area Electron Diffraction (SAED) to observe hydroxyapatite (HA) formation, Energy-Dispersive X-ray (EDX) spectroscopy for compositional analysis, Fourier Transform Infrared (FTIR) spectroscopy to evaluate nanoparticle functional characteristics, and X-ray Photoelectron Spectroscopy (XPS) to determine the oxidation state of Bi. A correlation between physical properties and constituent composition was established through ANOVA. The predicted and actual values were consistent with the selected optimization model. In vitro assays confirmed the bioactivity of the synthesized samples, which were found to be biocompatible and non-cytotoxic for the intended applications.

Indexed as

Biocompatible MaterialsBismuthGlassDurapatiteHumansMaterials TestingNanoparticlesPhotoelectron SpectroscopySilicon DioxideSpectroscopy, Fourier Transform InfraredSurface PropertiesBiocompatible MaterialsBismuthDurapatiteSilicon DioxideANOVABioactive glassBismuthResponse surface methodologySol–gel

Identifiers

PMID41203643
PMCPMC12594883

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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.