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Study Letter
88 (
5
); 675-677
doi:
10.25259/IJDVL_845_2021
pmid:
35841361

Melasma: Trends in worldwide Internet searches (2000-2019)

Medicina, Universidade Federal de São Carlos, Rodovia Washington Luis, São Carlos, SP, Brazil
Dermatologia, Departamento de Dermatologia, FMB-Unesp, Distrito de Rubião Júnior, sem número, Botucatu, SP, Brazil
Engenharia de Produção, Faculdade de Engenharia de Bauru, UNESP, Av. Eng. Luís Edmundo Carrijo Coube, Bauru, SP, Brazil

Corresponding author: Mrs Ana Cláudia Cavalcante Espósito, Dermatologia, Departamento de Dermatologia, FMB–Unesp, Distrito de Rubião Júnior, sem número, Botucatu, SP, Brazil. anaclaudiaesposito@gmail.com

Licence
This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-Share Alike 4.0 License, which allows others to remix, transform, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms.

How to cite this article: Espósito MCC, Espósito ACC, Lemos FK, Jorge MFS, D'Elia MPB, Miot HA. Melasma: Trends in worldwide Internet searches (2000–2019). Indian J Dermatol Venereol Leprol 2022;88:675-7.

Sir,

The wide use of research tools on the Internet allows the exploration of patterns of interest in specific topics, and the behaviour related to searches for terms linked to diseases may reflect characteristics of local epidemiology.1 Google Trends is a free tool that allows the quantification of the search interest of a specific population for specific terms. This has been used to analyse the population’s interest in other medical conditions, however, there is no research on the infodemiology of melasma. The incidence of melasma is thought to be increasing, but the reasons associated with this phenomenon are not understood.

We aimed to investigate the characteristics of worldwide Internet search behaviour related to melasma in the past 10 years. An ecological study was performed based on the global interest in searching melasma on the Internet. Data was collected through the Google Trends tool from January 2010 to December 2019. The selected research terms were “melasma,” “cloasma” and “chloasma.” The outcome is the relative search volume, which scales, from 0 to 100, the search for the term relative to the total volume of searches in the period in a country.

Countries with more than 10% of missing values in the time series were excluded, as well as countries whose languages do not refer to the disease by the selected terms. The monthly relative search volume through the period and its seasonality for each country were registered, and the temporal variation was assessed by the seasonal Mann-Kendall trend test. The seasonality of interest was calculated as the standard deviation of the mean monthly seasonality coefficients, defined as the ratio of a given data point and the average interest for that year. The growth of interest through the period is represented as the slope of the relative search volume regression line from each country.

Factors explored as potential determinants to these outcomes were country data related to sun exposure, oral contraceptive use, female gender proportion, fertility rate, socioeconomic data and CO2 emissions. The LASSO (least absolute shrinkage and selection operator) method was used to identify the relevant measures in variable selection. Multiple regression was used to determine the significance and intensity of each independent variable on the outcomes. Significance was set as a P-value <0.05.

Google Trends identified interest in melasma in 29 countries. The increase in relative search volume from the countries analysed is presented in Table 1, revealing a mean 54.4% increase in global interest in melasma in the last decade. The group of countries with more expressive growth includes those that have a high rate of miscegenation, either due to their previous population formation or more recent migratory movements.2 Melasma has a higher prevalence among more pigmented phenotypes and among the admixed population (which includes Hispanic-Americans and Brazilian population, in Americas).2

Table 1: Rate of RSV increase and seasonality for the search of melasma among the 29 main countries, through the period (2010-2019). The Seasonal Mann-Kendall test is a nonparametric test for trends applicable to data sets with seasonality. The seasonality of interest is annual, in a monthly fashion (12 seasons per cycle)
Country Increase of RSV (2010-2019) Kendall τ P-value
Brazil 69.3% 0.950 <0.001
Philippines 45.7% 0.672 <0.001
Australia 41.0% 0.585 <0.001
France 37.9% 0.461 <0.001
Portugal 36.7% 0.472 <0.001
United Kingdom 34.3% 0.587 <0.001
Canada 34.1% 0.672 <0.001
Spain 33.4% 0.556 <0.001
India 32.5% 0.631 <0.001
United States 27.6% 0.791 <0.001
Singapore 22.4% 0.241 0.001
Mexico 20.7% 0.369 <0.001
Peru 18.4% 0.233 0.001
United Arab Emirates 14.5% 0.257 <0.001
Colombia 14.3% 0.322 <0.001
Italy 13.0% 0.346 <0.001
Ireland 9.6% 0.137 0.059
Venezuela 9.3% 0.091 0.213
Netherlands 6.4% 0.104 0.154
Germany 2.6% 0.067 0.366
Argentina 2.5% 0.196 0.006
Switzerland 1.9% 0.065 0.379
New Zealand 1.3% 0.015 0.856
Poland -0.7% 0.028 0.716
Chile -1.7% 0.022 0.776
South Africa -4.7% 0.011 0.897
Romania -5.5% 0.020 0.795
Turkey -6.5% -0.102 0.161
Ecuador -15.3% -0.096 0.185
World 54.4% 0.954 0.000

RSV: Relatives Search Volumes

Searches for melasma on the Internet exhibit significant seasonality, especially among countries with high latitudes. The growth in interest in melasma through the period is independently associated with three variables [Table 2]: solar exposure (average theoretical photovoltaic potential in kWh/m2/day; World Bank), oral contraceptive use (percentage of female population usage; World Contraceptive Use, United Nations Development Programme) and average CO2 emissions by country (amount of emissions in Gt of CO2 equivalent per km2; Emissions Database for Global Atmospheric Research of the European Commission Joint Research Centre).

Table 2: Multivariate analysis on the RSV for the search according to the main variables related to the 29 countries, through the period (2010-2019)
Standardized β Coefficient P-value
Solar exposure 0.651 0.004
Use of oral contraceptive (2019) 0.630 0.002
Average CO2 emissions per area (2010-2019) 0.390 0.022
Gross Domestic Product (2019) 0.483 0.059
Average female proportion on population (2010-2019) 11.125 0.081
Female proportion on population (2017) -10.944 0.086
Fertility rate (2018) -0.129 0.542

P (model) = 0.006; R2 = 0.611; RSV: Relatives Search Volumes

Ultraviolet A, B and visible light (blue-violet) are the main types of radiation that induce melanogenesis. They act directly on melanocytes and induce the production of dermal mediators, which indirectly stimulate melanogenesis3 Sunlight radiation exposure generates 6-Formylindolo[3,2-b]carbazole, a tryptophan derivate which is an endogenous activator of the transcription factor aryl hydrocarbon receptor. The aryl hydrocarbon receptor is a cytoplasmic receptor present in many cell types (including melanocytes, keratinocytes, mast cells and fibroblasts) that sheds its chaperoning proteins when activated and starts a nuclear translocation signal (including the pathway of upregulation of tyrosinase in melanocytes).4

The aryl hydrocarbon receptor is also a well-known pleiotropic sensor of xenobiotics, such as particulate matter and other Polycyclic Aromatic Hydrocarbons.5 There is accumulating evidence that air pollution plays an important role in extrinsic ageing and pigmentation. Pollution may be a risk factor for melasma due to airborne particulate matter and polycyclic aromatic hydrocarbons exposure, which can enter the skin via nanoparticles and activate the aryl hydrocarbon receptor.4

The study has limitations related to the limited access to the Internet by the global population. Furthermore, China is a large country in which access to Google is restricted.

In conclusion, the interest in searching melasma on the Internet is increasing globally. In the last decade, a greater increase in melasma searches was found in countries with greater solar exposure, air pollution and oral contraceptive use.

Declaration of patient consent

Patient’s consent is not required as there are no patients in this study.

Financial support and sponsorship

Nil.

Conflicts of interest

There are no conflicts of interest.

References

  1. . Infodemiology and infoveillance: Scoping review. J Med Internet Res. 2020;22:e16206.
    [CrossRef] [PubMed] [Google Scholar]
  2. , , , , , , et al. African ancestry is associated with facial melasma in women: A cross-sectional study. BMC Med Genet. 2017;18:17.
    [CrossRef] [PubMed] [Google Scholar]
  3. , , , . Heterogeneous pathology of melasma and its clinical implications. Int J Mol Sci. 2016;17:824.
    [CrossRef] [PubMed] [PubMed Central] [Google Scholar]
  4. , , , , . Functions of the aryl hydrocarbon receptor in the skin. Semin Immunopathol. 2013;35:677-91.
    [CrossRef] [PubMed] [Google Scholar]
  5. . Polycyclic aromatic hydrocarbons. A review. Cogent Environ Sci. 2017;3:1339841.
    [CrossRef] [Google Scholar]

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