Exploring Global Interest in Propolis, Nanosilver, and Biomaterials: Insights and Implications for Dentistry from Big Data Analytics

<b>Background</b>: The growing demand for innovative biomaterials with antimicrobial properties has driven research into natural and synthetic compounds, such as propolis and nanosilver, known for their antimicrobial efficacy. <b>Methods</b>: This study uses Google Trends data to analyze global search interest in five key terms-<i>propolis</i>, <i>antimicrobial</i>, <i>antibacterial</i>, <i>nanosilver</i>, and <i>biomaterials</i>-over a ten-year period (starting November 2014). The objective is to evaluate temporal variations, quantify correlations between the terms, and explore how external events, such as the COVID-19 pandemic, have influenced public and clinical interest in these topics. Search data were extracted, normalized, and analyzed using multivariate time series methods, including vector autoregression (VAR) modeling, Impulse Response Function (IRF) analysis, and forecast error variance decomposition (FEVD). Stability, causality, and inter-period relationships were assessed using statistical analysis, with results visualized through time series plots and impulse response coefficients. <b>Results</b>: Key findings reveal significant interdependencies between search terms, with surges in one often resulting in immediate or short-term increases in others. Notable trends include a marked increase in COVID-19 interest for <i>nanosilver</i>, <i>propolis</i>, and <i>antibacterial</i>, followed by a return to baseline levels, while <i>antimicrobial</i> maintained a sustained upward trajectory. <i>Biomaterials</i> experienced initial declines but later stabilized at elevated levels. <b>Conclusions</b>: These findings underscore the oscillating nature of public interest in antimicrobial and biomaterial innovations, highlighting opportunities for targeted research and commercialization. By adapting future material development to emerging trends and clinical needs, dentistry can use these insights to develop infection control strategies, improve restorative materials, and deal with persistent challenges such as antimicrobial resistance, peri-implantitis, and tooth caries treatment.

Authors

Institutions

Publication Details

Journal
Dentistry Journal
Published
2025-06-06
DOI
https://doi.org/10.3390/dj13060253
Primary Topic
Data-Driven Disease Surveillance
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exploring Global Interest in Propolis, Nanosilver, and Biomaterials: Insights and Implications for Dentistry from Big Data Analytics

Gianrico Spagnuolo, Magdalena Sycińska-Dziarnowska, Liliana Szyszka‐Sommerfeld, Krzysztof Woźniak
Dentistry Journal
Data-Driven Disease Surveillance
article

Exploring Global Interest in Propolis, Nanosilver, and Biomaterials: Insights and Implications for Dentistry from Big Data Analytics

Gianrico Spagnuolo, Magdalena Sycińska-Dziarnowska, Liliana Szyszka‐Sommerfeld, Krzysztof Woźniak
article en

Abstract

<b>Background</b>: The growing demand for innovative biomaterials with antimicrobial properties has driven research into natural and synthetic compounds, such as propolis and nanosilver, known for their antimicrobial efficacy. <b>Methods</b>: This study uses Google Trends data to analyze global search interest in five key terms-<i>propolis</i>, <i>antimicrobial</i>, <i>antibacterial</i>, <i>nanosilver</i>, and <i>biomaterials</i>-over a ten-year period (starting November 2014). The objective is to evaluate temporal variations, quantify correlations between the terms, and explore how external events, such as the COVID-19 pandemic, have influenced public and clinical interest in these topics. Search data were extracted, normalized, and analyzed using multivariate time series methods, including vector autoregression (VAR) modeling, Impulse Response Function (IRF) analysis, and forecast error variance decomposition (FEVD). Stability, causality, and inter-period relationships were assessed using statistical analysis, with results visualized through time series plots and impulse response coefficients. <b>Results</b>: Key findings reveal significant interdependencies between search terms, with surges in one often resulting in immediate or short-term increases in others. Notable trends include a marked increase in COVID-19 interest for <i>nanosilver</i>, <i>propolis</i>, and <i>antibacterial</i>, followed by a return to baseline levels, while <i>antimicrobial</i> maintained a sustained upward trajectory. <i>Biomaterials</i> experienced initial declines but later stabilized at elevated levels. <b>Conclusions</b>: These findings underscore the oscillating nature of public interest in antimicrobial and biomaterial innovations, highlighting opportunities for targeted research and commercialization. By adapting future material development to emerging trends and clinical needs, dentistry can use these insights to develop infection control strategies, improve restorative materials, and deal with persistent challenges such as antimicrobial resistance, peri-implantitis, and tooth caries treatment.

Dentistry JournalVol. 13(6)
Kaohsiung Medical University (TW), University of Naples Federico II (IT), Pomeranian Medical University (PL)
Openalex Percentile: Top 81%
Data-Driven Disease Surveillance
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.