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Santangelo OE, Provenzano S, Vella C, Firenze A, Stacchini L, Cedrone F, Gianfredi V. Infodemiology and Infoveillance of the Four Most Widespread Arbovirus Diseases in Italy. EPIDEMIOLOGIA 2024; 5:340-352. [PMID: 39051204 PMCID: PMC11270390 DOI: 10.3390/epidemiologia5030024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 06/25/2024] [Accepted: 07/01/2024] [Indexed: 07/27/2024] Open
Abstract
The purpose of this observational study was to evaluate the potential epidemiological trend of arboviral diseases most reported in Italy by the dedicated national surveillance system (ISS data) compared to searches on the internet, assessing whether a correlation/association between users' searches in Google and Wikipedia and real cases exists. The study considers a time interval from June 2012 to December 2023. We used the following Italian search terms: "Virus Toscana", "Virus del Nilo occidentale" (West Nile Virus in English), "Encefalite trasmessa da zecche" (Tick Borne encephalitis in English), and "Dengue". We overlapped Google Trends and Wikipedia data to perform a linear regression and correlation analysis. Statistical analyses were performed using Pearson's correlation coefficient (r) or Spearman's rank correlation coefficient (rho) as appropriate. All the correlations between the ISS data and Wikipedia or GT exhibited statistical significance. The correlations were strong for Dengue GT and ISS (rho = 0.71) and TBE GT and ISS (rho = 0.71), while the remaining correlations had values of r and rho between 0.32 and 0.67, showing a moderate temporal correlation. The observed correlations and regression models provide a foundation for future research, encouraging a more nuanced exploration of the dynamics between digital information-seeking behavior and disease prevalence.
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Affiliation(s)
- Omar Enzo Santangelo
- Regional Health Care and Social Agency of Lodi, ASST Lodi, 26900 Lodi, Italy; (O.E.S.); (C.V.)
- Faculty of Medicine, University of Milan, 20133 Milan, Italy
| | | | - Carlotta Vella
- Regional Health Care and Social Agency of Lodi, ASST Lodi, 26900 Lodi, Italy; (O.E.S.); (C.V.)
| | - Alberto Firenze
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, 90133 Palermo, Italy;
| | - Lorenzo Stacchini
- Department of Health Science, University of Florence, 50134 Florence, Italy;
| | - Fabrizio Cedrone
- Local Health Unit of Pescara, Hospital Management, 65122 Pescara, Italy;
| | - Vincenza Gianfredi
- Department of Biomedical Sciences for Health, University of Milan, Via Pascal, 36, 20133 Milan, Italy;
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Martínez-Aguilar L, Sanz-Lorente M, Martínez-Martínez F, Faus MJ, Sanz-Valero J. Public interest in drug-related problems reflected in information search trends: an infodemiological study. Daru 2024:10.1007/s40199-024-00519-w. [PMID: 38888730 DOI: 10.1007/s40199-024-00519-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 05/12/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND The analysis of how people search and "navigate" the internet to obtain health-related information and how they communicate and share this information can provide valuable knowledge about the disease patterns behaviour and health habits of populations. OBJECTIVE To determine the population's interest in drug-related problems through information search trends. METHOD A descriptive ecological correlational study, based on obtaining Google Trends data. VARIABLES STUDIED relative search volume (RSV), evolution over time, milestones and seasonality. RESULTS The most searched topic was drug overdose, with mean RSV of 56.25 ± 0.65. The highest increase occurred in the contraindication topic (R2 = 0.87, p < 0.001). The main milestone was observed in the drug overdose topic in July 2018 (RSV = 100). A very close relationship was found between adverse drug reaction and contraindication (R = 0.89, p < 0.001). Slight seasonality was noted in the adverse drug reaction (augmented Dickey-Fuller test [ADF] = -1.96), contraindication (ADF = -2.66) and drug interaction (ADF = -1.67) topics, but did not show an epidemiological trend. CONCLUSIONS The greatest public interest was found in the drug overdose and contraindication topics, which showed a stronger upward trend, although the seasonality study did not show any very notable data or demonstrate epidemiological information search behaviour. The main milestone observed was due to media factors related to the consumption of narcotics. There was a clear difference in English-speaking countries in the use of the drug overdose topic. A correlation between the adverse drug reaction and contraindication topics was confirmed.
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Affiliation(s)
- Laura Martínez-Aguilar
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - María Sanz-Lorente
- Center of Public Health, Consellería of Universal Health and Public Health, Valencia, Manises, Spain
| | - Fernando Martínez-Martínez
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - María J Faus
- Pharmaceutical Research Group of the University of Granada, Faculty of Pharmacy, University of Granada, Granada, Spain
| | - Javier Sanz-Valero
- Carlos III Health Institute, National School of Occupational Medicine, Madrid, Spain.
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Melián-Fleitas L, Franco-Pérez Á, Sanz-Valero J, Wanden-Berghe C. Population Interest in Information on Obesity, Nutrition, and Occupational Health and Its Relationship with the Prevalence of Obesity: An Infodemiological Study. Nutrients 2023; 15:3773. [PMID: 37686805 PMCID: PMC10489826 DOI: 10.3390/nu15173773] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 08/24/2023] [Accepted: 08/28/2023] [Indexed: 09/10/2023] Open
Abstract
OBJECTIVE To identify and analyze population interest in obesity, nutrition, and occupational health and safety and its relationship with the worldwide prevalence of obesity through information search trends. METHOD In this ecological study, data were obtained through online access to Google Trends using the topics "obesity", "nutrition", and "occupational health and safety". Obesity data were obtained from the World Health Organization (WHO) website for crude adult prevalence and estimates by region. The variables studied were relative search volume (RSV), temporal evolution, milestone, trend, and seasonality. The temporal evolution of the search trends was examined by regression analysis (R2). To assess the relationship between quantitative variables, the Spearman correlation coefficient (Rho) was used. Seasonality was verified using the augmented Dickey-Fuller (ADF) test. RESULTS The RSV trends were as follows: obesity (R2 = 0.04, p = 0.004); nutrition (R2 = 0.42, p < 0.001); and occupational health and safety (R2 = 0.45, p < 0.001). The analysis of seasonality showed the absence of a temporal pattern (p < 0.05 for all terms). The associations between world obesity prevalence (WOP) and the different RSVs were as follows: WOP versus RSV obesity, Rho = -0.79, p = 0.003; WOP versus RSV nutrition, Rho = 0.57, p = 0.044; and WOP versus RSV occupational health and safety, Rho = -0.93, p = 0.001. CONCLUSIONS Population interest in obesity continues to be a trend in countries with the highest prevalence, although there are clear signs popularity loss in favor of searches focused on possible solutions and treatments, with a notable increase in searches related to nutrition and diet. Despite the fact that most people spend a large part of their time in the workplace and that interventions including various strategies have been shown to be useful in combating overweight and obesity, there has been a decrease in the population's interest in information related to obesity in the workplace. This information can be used as a guide for public health approaches to obesity and its relationship to nutrition and a healthy diet, approaches that are of equal utility and applicability in occupational health.
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Affiliation(s)
- Liliana Melián-Fleitas
- Nutrition Department, University of Granada, 18012 Granada, Spain;
- Geriatric Service, Insular Hospital, Health Services Management of the Health Area of Lanzarote, 35500 Arrecife, Spain
| | - Álvaro Franco-Pérez
- Playa Blanca Health Center, Health Services Management of the Health Area of Lanzarote, 35580 Playa Blanca, Spain
| | - Javier Sanz-Valero
- National School of Occupational Medicine, Carlos III Health Institute, 28029 Madrid, Spain;
| | - Carmina Wanden-Berghe
- Health and Biomedical Research Institute of Alicante (ISABIAL), University General Hospital, 03010 Alicante, Spain;
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Palomo-Llinares R, Sánchez-Tormo J, Wanden-Berghe C, Sanz-Valero J. Occupational Health Applied Infodemiological Studies of Nutritional Diseases and Disorders: Scoping Review with Meta-Analysis. Nutrients 2023; 15:3575. [PMID: 37630765 PMCID: PMC10457772 DOI: 10.3390/nu15163575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 08/09/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023] Open
Abstract
(1) Objective: to identify and review existing infodemiological studies on nutritional disorders applied to occupational health and to analyse the effect of the intervention on body mass index (BMI) or alternatively body weight (BW); (2) Methods: This study involved a critical analysis of articles retrieved from MEDLINE (via PubMed), Embase, Cochrane Library, PsycINFO, Scopus, Web of Science, Latin American, and Caribbean Health Sciences Literature (LILACS) and Medicina en Español (MEDES) using the descriptors "Nutrition Disorders, "Occupational Health" and "Infodemiology", applying the filters "Humans" and "Adult: 19+ years". The search was conducted on 29 May 2021; (3) Results: a total of 357 references were identified from the bibliographic database searches; after applying the inclusion and exclusion criteria, a total of 11 valid studies were obtained for the review. Interventions could be categorised into (1) interventions related to lifestyle, physical activity, and dietary changes through education programmes, (2) interventions associated with lifestyle, physical activity, and dietary changes through the use of telemonitoring systems or self-help applications, (3) interventions tied to lifestyle, physical activity, and dietary changes through control and/or social network support groups, and (4) interventions linked to changes in the work environment, including behavioural change training and work environment training tasks. The meta-analysis demonstrated that the heterogeneity present when analysing the results for BMI was 72% (p < 0.01), which decreased to 0% (p = 0.57) when analysing the outcomes for weight, in which case the null hypothesis of homogeneity could be accepted. In all instances, the final summary of the effect was on the decreasing side for both BMI and BW; (4) Conclusions: Despite the high heterogeneity of the results reported, the trend shown in all cases indicates that the intervention methodologies implemented by empowering individuals through Web 2.0 technologies are positive in terms of the problem of overweight. Further implementation of novel strategies to support individuals is needed to overcome obesity, and, at least in the early studies, these strategies seem to be making the necessary change.
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Affiliation(s)
- Ruben Palomo-Llinares
- Department of Public Health and History of Science, School of Medicine, Miguel Hernandez University, 03550 Sant Joan d’Alacant, Spain;
| | - Julia Sánchez-Tormo
- Health and Biomedical Research Institute of Alicante (ISABIAL), Foundation for the Promotion of Health and Biomedical Research in the Valencian Region (FISABIO), 30010 Alicante, Spain; (J.S.-T.); (C.W.-B.)
| | - Carmina Wanden-Berghe
- Health and Biomedical Research Institute of Alicante (ISABIAL), Foundation for the Promotion of Health and Biomedical Research in the Valencian Region (FISABIO), 30010 Alicante, Spain; (J.S.-T.); (C.W.-B.)
| | - Javier Sanz-Valero
- Department of Public Health and History of Science, School of Medicine, Miguel Hernandez University, 03550 Sant Joan d’Alacant, Spain;
- National School of Occupational Medicine, Carlos III Health Institute, 28029 Madrid, Spain
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Aksakallı Bayraktar Z, Oral S, Bulut SH, Bayraktar Y. Effect of perception of sustainability in local food experiences on healthy eating tendency: mediator and moderator effects. Front Nutr 2023; 10:1150277. [PMID: 37351192 PMCID: PMC10283074 DOI: 10.3389/fnut.2023.1150277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 05/02/2023] [Indexed: 06/24/2023] Open
Abstract
Tourists who favor local food typically care about healthy food choices. Their view of locally produced food as healthy is related to perceptions of sustainability. This relationship can be explained by tourists' personality traits and tendency to eat local food. This study aimed to establish the effect of tourists' perceptions of sustainability in the context of local food experiences on healthy eating tendencies. In addition, we aimed to determine the role of tourists' personality traits and local eating tendencies and elucidate the moderating role of searching online for information on food choices. An online questionnaire (via e-mail and WhatsApp) was used to obtain data from 379 research participants, recruited using a non-probabilistic sampling technique. A research model and hypotheses were formed based on Hayes PROCESS Macro models 90 and 6, and moderator and mediator effects were analyzed using these models. Healthy eating was well-explained by the model, and the perception of social and environmental sustainability in local food experiences (LFE-SES) positively affected food-related personality traits (FRPT), local food eating tendencies (LFET), and healthy eating (HE). While food-related personality traits did not mediate the relationship between the perception of sustainability and healthy eating, local food eating tended to mediate this relationship. In addition, when food-related personality traits and local food eating tendencies were evaluated together, they had a mediating role between the perception of sustainability and healthy eating. Searching online for information had an insignificant moderating effect. These findings help promote an understanding of healthy eating tendencies. Within the context of local food, they suggest critical theoretical and practical implications for the relationship between the perception of sustainability, food-related personality traits, local food eating tendencies, and healthy eating.
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Affiliation(s)
- Zühal Aksakallı Bayraktar
- Faculty of Tourism, Department of Gastronomy and Culinary Arts, Atatürk University, Erzurum, Türkiye
| | - Serhan Oral
- Faculty of Tourism, Department of Tourism Management, Atatürk University, Erzurum, Türkiye
| | - Samuray Hakan Bulut
- Faculty of Tourism, Department of Gastronomy and Culinary Arts, Atatürk University, Erzurum, Türkiye
| | - Yusuf Bayraktar
- Faculty of Tourism, Department of Tourism Management, Atatürk University, Erzurum, Türkiye
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Portugal-Nunes C, Nunes FM, Saraiva C, Gonçalves C. Public interest in food sustainability: an infodemiology study of Google trends data in Europe from 2010-2021. Int J Food Sci Nutr 2023; 74:95-106. [PMID: 36475446 DOI: 10.1080/09637486.2022.2151988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Understanding food sustainability and healthy diets public awareness is of utmost importance since consumers are the main drivers of global consumption patterns. Using Google Trends data, from 2010 to 2021, we aim to explore the temporal dynamics of food sustainability public interest across Europe and its association with interest in sustainability, healthy diet, Mediterranean diet (MedDiet), and flexitarianism. Public interest in food sustainability has increased and is positively associated with the interest in the topic of sustainability. With few exceptions, no general association between food sustainability and healthy diet or MedDiet interest were found. Consistent associations between food sustainability and flexitarianism were found across most of the European regions and countries. Despite the growing interest, only flexitarianism seems to be associated with food sustainability. Understanding consumers' interest in food sustainability is crucial for the transition towards healthy and sustainable diets and to define educational and behavioural interventions.
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Affiliation(s)
- Carlos Portugal-Nunes
- CECAV - Veterinary and Animal Science Research Centre, Vila Real, Portugal.,Biology and Environment Department, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - Fernando M Nunes
- CQ-VR - Chemistry Research Centre-Vila Real, Food and Wine Chemistry Lab, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.,Chemistry Department, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - Cristina Saraiva
- CECAV - Veterinary and Animal Science Research Centre, Vila Real, Portugal.,Department of Veterinary Sciences, School of Agrarian and Veterinary Sciences, University of Trás-os-Montes e Alto Douro, Vila Real, Portugal
| | - Carla Gonçalves
- Biology and Environment Department, School of Life Sciences and Environment, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.,CITAB - Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.,Inov4Agro - Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
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Ramadhani ID, Latifah L, Prasetyo A, Khairunnisa M, Wardhani YF, Yunitawati D, Fahlevi M. Infodemiology on diet and weight loss behavior before and during COVID-19 pandemic in Indonesia: Implication for public health promotion. Front Nutr 2022; 9:981204. [PMID: 36245536 PMCID: PMC9555344 DOI: 10.3389/fnut.2022.981204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 08/01/2022] [Indexed: 11/30/2022] Open
Abstract
Objective This study set out to explore public interest through information search trends on diet and weight loss before and during the COVID-19 pandemic in Indonesia. Methods The Google Trends database was evaluated for the relative internet search popularity on diet-related search terms, including top and rising diet-related terms. The search range was before and during the COVID-19 pandemic (April 2018 to January 2022) in the Indonesia region. We analyzed the Relative Search Volume (RSV) data using line charts, correlation, and comparison tests. Results Search queries of “lose weight” was higher during the pandemic (58.34 ± 9.70 vs. 68.69 ± 7.72; p<0.05). No difference was found in diet-related searches before and after the pandemic. Public interest in the diet was higher after Eid al-Fitr (Muslims break fasting celebration day) and after the new year. Many fad diet (FD) terms were found on the top and rising terms. Conclusion After Eid al-Fitr and the new year were susceptible times for promoting a healthy diet in Indonesia. Potential need found before those times for education in inserting healthy food among fatty and sugary menus related to holidays and celebrations. Higher interest in “lose weight” was relevant to heightened obesity risk during the social restriction and heightened COVID-19 morbidity and mortality due to obesity. The high interest for rapid weight loss through FD needs to be resolved by promoting healthy diets with a more captivating message and messenger, like consistently using top terms in the keywords of the official healthy diet guidance. Future research could explore the relationship between diet and other behavior or with non-communicable diseases.
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Affiliation(s)
| | - Leny Latifah
- Research Center for Public Health and Nutrition, National Research and Innovation Agency Republic of Indonesia, Jakarta, Indonesia
| | - Andjar Prasetyo
- Regional Development Planning Agency, Magelang, Indonesia
- *Correspondence: Andjar Prasetyo
| | - Marizka Khairunnisa
- Research Center for Public Health and Nutrition, National Research and Innovation Agency Republic of Indonesia, Jakarta, Indonesia
| | - Yurika Fauzia Wardhani
- Research Center for Public Health and Nutrition, National Research and Innovation Agency Republic of Indonesia, Jakarta, Indonesia
| | - Diah Yunitawati
- Research Center for Public Health and Nutrition, National Research and Innovation Agency Republic of Indonesia, Jakarta, Indonesia
| | - Mochammad Fahlevi
- Department of Management, BINUS Online Learning, Bina Nusantara University, Jakarta, Indonesia
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Yu H, Zeng W, Zhang M, Zhao G, Wu W, Feng Y. Utilizing Baidu Index to Investigate Seasonality, Spatial Distribution and Public Attention of Dry Eye Diseases in Chinese Mainland. Front Public Health 2022; 10:834926. [PMID: 35875014 PMCID: PMC9298962 DOI: 10.3389/fpubh.2022.834926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 06/15/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose To explore the characteristics of spatial-temporal prevalence and public attention of dry eye diseases (DED) through Baidu Index (BI) based on infodemiology method. Methods The data about BI of DED were collected from Baidu search engine using "Dry eye diseases" as keyword. The spatial and temporal distribution of DED were analyzed through timeseries data decomposition as well as spatial autocorrelation and hotspot detection of BI about DED. The most popular related words and demographic characteristics were recorded to determine the public attention of DED. Results The trends of BI about DED in Chinese mainland had gradually increased over time with a rapid increase from 2012 to 2014 and in 2018. The results of timeseries decomposition indicated that there was seasonality in the distribution of BI about DED with the peak in winter, especially in northern regions. The geographic distribution demonstrated the search activities of DED was highest in the east of Chinese mainland while lowest in the west. The vast majority of people searching for DED were teenagers (20-29 years), with a predominance of females. Glaucoma, keratitis and conjunctivitis were the diseases most often confused with DED, and the artificial tears were the most common treatment for DED in Chinese mainland according to the BI about DED. Conclusions The analysis revealed the seasonality, geographic hotspots and public concern of DED through BI in Chinese mainland, which provided new insights into the epidemiology of DED.
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Affiliation(s)
- Haozhe Yu
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
| | - Weizhen Zeng
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
| | - Mengyao Zhang
- Department of Ophthalmology, Peking University Third Hospital Yanqing Hospital, Beijing, China
| | - Gezheng Zhao
- School of Nursing, Peking University, Beijing, China
| | - Wenyu Wu
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
| | - Yun Feng
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
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