Seasonal Correlations Between UV Exposure and Search Trends for Mites and Rosacea in Shanghai

IF 2.3 4区 医学 Q2 DERMATOLOGY
Sitong Li, Jiacheng Lin, Jiaqi Li, Xiaohui Mo, Qiang Ju
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By analyzing the correlations between these search trends and UV exposure, we aim to uncover seasonal patterns and explore how UV radiation influences public interest in these skin concerns.</p><p>We extracted Baidu Index data on mites and rosacea from https://index.baidu.com/v2/index.html, and erythemal UV dose (UVD) data, as a measure of UV radiation levels, from the Tropospheric Emission Monitoring Internet Service (TEMIS) at https://www.temis.nl/uvradiation/UVdose.php. The dataset spans from January 1, 2015, to December 31, 2019.</p><p>Seasonal decomposition analysis with a 365-day cycle reveals strong seasonal patterns in both mite searches and UVD data. Rosacea searches trends exhibit weaker seasonality, consistent with previously reported rosacea consultation pattern [<span>4</span>]. The steady annual increase in rosacea-related searches reflects growing public awareness and concern (Figure 1).</p><p>This study used Pearson correlation analysis to assess the linear relationship between two variables; however, this method does not reveal causal relationships. Therefore, the Granger causality test was applied to explore causal relationships in the time series data. Pearson correlation analysis of seasonal components revealed a strong positive correlation between UVD and mite search queries (<i>r</i> = 0.787, <i>p</i> &lt; 0.05), indicating that both may be influenced by similar seasonal factors. A moderate positive correlation was observed between UVD and rosacea searches (<i>r</i> = 0.295, <i>p</i> &lt; 0.05), suggesting an association between UV exposure and rosacea. However, the correlation between mite and rosacea queries was very weak (<i>r</i> = 0.052, <i>p</i> &lt; 0.05), likely due to distinct influencing factors, nonlinear relationships, or potential lag effects.</p><p>Granger causality tests showed that diff_UVD significantly Granger-causes diff_mite (<i>F</i> [28, 3480] = 2.5609, <i>p</i> = 1.246 × 10<sup>−5</sup>), indicating that UV exposure changes predict fluctuations in public interest in mites. Additionally, diff_mite significantly Granger-causes rosacea (<i>F</i> [14, 3564] = 5.2993, <i>p</i> = 4.358 × 10<sup>−10</sup>), demonstrating a strong temporal association between interest in mites and subsequent interest in rosacea. Although diff_UVD also Granger-causes rosacea (<i>F</i> [30, 3468] = 1.487, <i>p</i> = 0.04291), the <i>p</i>-value is close to 0.05, suggesting a weaker predictive relationship, likely due to the mediator effects of mites, other environmental factors, or individual differences in rosacea patients' UV responses. Instantaneous causality was found only between mite and rosacea queries (<i>p</i> = 5.255 × 10<sup>−5</sup>), with no significant instantaneous effects observed between other pairs.</p><p>UV radiation impacts skin conditions [<span>5</span>], with studies showing that demodex mite infestations tend to worsen in summer [<span>6</span>]. One possible explanation is that increased UV exposure alters the skin microbiome or immune environment, indirectly affecting mite proliferation. A clinical study has shown that patients undergoing phototherapy have a significantly higher prevalence of Demodex folliculorum infestation compared to healthy controls, particularly those receiving PUVA treatment, suggesting that phototherapy may facilitate Demodex proliferation [<span>7</span>]. We hypothesize that UV exposure may exacerbate mite-related pathogenesis, leading to increased public interest in mites and, subsequently, rosacea. A key biological factor may be the absence of UV-protection genes in Demodex mites, making them particularly vulnerable to increased UV radiation [<span>8</span>]. This vulnerability might drive them to migrate deeper into hair follicles, triggering inflammatory responses in susceptible individuals. Moreover, UV exposure can impact mite embryonic development, influencing their population dynamics [<span>9</span>]. 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引用次数: 0

Abstract

Online search data, such as Google Trends and Baidu Index, offer valuable insights into skin conditions, including seasonal trends in itch and the links with air pollution [1, 2]. Mites, microscopic arthropods in the subclass Acari, are associated with various skin diseases, with demodex mites linked to rosacea [3]. Given the influence of UV radiation on skin conditions, this study examines the relationship between Baidu search queries for mites, rosacea, and UV radiation levels in Shanghai, China. By analyzing the correlations between these search trends and UV exposure, we aim to uncover seasonal patterns and explore how UV radiation influences public interest in these skin concerns.

We extracted Baidu Index data on mites and rosacea from https://index.baidu.com/v2/index.html, and erythemal UV dose (UVD) data, as a measure of UV radiation levels, from the Tropospheric Emission Monitoring Internet Service (TEMIS) at https://www.temis.nl/uvradiation/UVdose.php. The dataset spans from January 1, 2015, to December 31, 2019.

Seasonal decomposition analysis with a 365-day cycle reveals strong seasonal patterns in both mite searches and UVD data. Rosacea searches trends exhibit weaker seasonality, consistent with previously reported rosacea consultation pattern [4]. The steady annual increase in rosacea-related searches reflects growing public awareness and concern (Figure 1).

This study used Pearson correlation analysis to assess the linear relationship between two variables; however, this method does not reveal causal relationships. Therefore, the Granger causality test was applied to explore causal relationships in the time series data. Pearson correlation analysis of seasonal components revealed a strong positive correlation between UVD and mite search queries (r = 0.787, p < 0.05), indicating that both may be influenced by similar seasonal factors. A moderate positive correlation was observed between UVD and rosacea searches (r = 0.295, p < 0.05), suggesting an association between UV exposure and rosacea. However, the correlation between mite and rosacea queries was very weak (r = 0.052, p < 0.05), likely due to distinct influencing factors, nonlinear relationships, or potential lag effects.

Granger causality tests showed that diff_UVD significantly Granger-causes diff_mite (F [28, 3480] = 2.5609, p = 1.246 × 10−5), indicating that UV exposure changes predict fluctuations in public interest in mites. Additionally, diff_mite significantly Granger-causes rosacea (F [14, 3564] = 5.2993, p = 4.358 × 10−10), demonstrating a strong temporal association between interest in mites and subsequent interest in rosacea. Although diff_UVD also Granger-causes rosacea (F [30, 3468] = 1.487, p = 0.04291), the p-value is close to 0.05, suggesting a weaker predictive relationship, likely due to the mediator effects of mites, other environmental factors, or individual differences in rosacea patients' UV responses. Instantaneous causality was found only between mite and rosacea queries (p = 5.255 × 10−5), with no significant instantaneous effects observed between other pairs.

UV radiation impacts skin conditions [5], with studies showing that demodex mite infestations tend to worsen in summer [6]. One possible explanation is that increased UV exposure alters the skin microbiome or immune environment, indirectly affecting mite proliferation. A clinical study has shown that patients undergoing phototherapy have a significantly higher prevalence of Demodex folliculorum infestation compared to healthy controls, particularly those receiving PUVA treatment, suggesting that phototherapy may facilitate Demodex proliferation [7]. We hypothesize that UV exposure may exacerbate mite-related pathogenesis, leading to increased public interest in mites and, subsequently, rosacea. A key biological factor may be the absence of UV-protection genes in Demodex mites, making them particularly vulnerable to increased UV radiation [8]. This vulnerability might drive them to migrate deeper into hair follicles, triggering inflammatory responses in susceptible individuals. Moreover, UV exposure can impact mite embryonic development, influencing their population dynamics [9]. Given UV exposure's potential to worsen mite-related skin conditions, proactive screening, sun protection, and mite management may be beneficial. Individuals prone to mite infestations, such as those with papulopustular rosacea (PPR), should adopt stricter UV protection measures.

The Baidu Index is a valuable tool for analyzing public interest in health issues. However, varying public awareness about different types of mites results in low search volumes for specific mites (e.g., Demodex mites). Therefore, this study used the broader keyword “mites”, providing a more comprehensive reflection of public interest in mite-related issues. Despite its utility, public search trends as a proxy for disease prevalence have inherent limitations. Search volumes are influenced by media coverage, public awareness, and seasonal behavioral patterns, which should be considered when interpreting results. Future research should incorporate clinical data or surveys to validate these trends more robustly.

Sitong Li designed the study, conducted data analysis, and drafted the manuscript. Jiacheng Lin and Jiaqi Li assisted with data visualization. Xiaohui Mo and Qiang Ju supervised the study, provided statistical advice, and offered language support.

The authors have nothing to report.

The authors declare no conflicts of interest.

Abstract Image

上海地区紫外线照射与螨虫和酒渣鼻的季节相关性研究
谷歌趋势和百度指数等在线搜索数据提供了有关皮肤病的宝贵信息,包括瘙痒的季节性趋势以及与空气污染的联系[1, 2]。螨虫是螨亚纲(Acari)中的微小节肢动物,与多种皮肤病有关,其中脱虱螨与酒渣鼻有关[3]。鉴于紫外线辐射对皮肤病的影响,本研究探讨了百度搜索螨虫、酒糟鼻和中国上海紫外线辐射水平之间的关系。通过分析这些搜索趋势与紫外线照射之间的相关性,我们旨在揭示季节性模式,并探讨紫外线辐射如何影响公众对这些皮肤问题的关注。我们从 https://index.baidu.com/v2/index.html 中提取了有关螨虫和酒渣鼻的百度指数数据,并从 https://www.temis.nl/uvradiation/UVdose.php 的对流层发射监测互联网服务(TEMIS)中提取了红斑紫外线剂量(UVD)数据,作为紫外线辐射水平的衡量标准。数据集的时间跨度为 2015 年 1 月 1 日至 2019 年 12 月 31 日。以 365 天为周期进行的季节分解分析显示,螨虫搜索和 UVD 数据都具有很强的季节性。酒糟鼻搜索趋势表现出较弱的季节性,与之前报道的酒糟鼻咨询模式一致[4]。与酒糟鼻相关的搜索量每年都在稳步增长,这反映出公众对酒糟鼻的认识和关注在不断提高(图 1)。因此,本研究采用格兰杰因果检验法来探讨时间序列数据中的因果关系。季节成分的皮尔逊相关分析显示,UVD 与螨虫搜索查询之间存在很强的正相关性(r = 0.787,p &lt;0.05),表明两者可能受到类似季节因素的影响。在紫外线辐射量和酒糟鼻搜索之间观察到中等程度的正相关(r = 0.295,p &lt; 0.05),表明紫外线辐射和酒糟鼻之间存在关联。格兰杰因果关系检验表明,diff_UVD 与 diff_mite 之间存在显著的格兰杰因果关系(F [28, 3480] = 2.5609, p = 1.246 × 10-5),表明紫外线照射的变化预示着公众对螨虫兴趣的波动。此外,diff_mite 显著地格兰杰引起红斑痤疮(F [14, 3564] = 5.2993, p = 4.358 × 10-10),表明对螨虫的兴趣与随后对红斑痤疮的兴趣之间存在很强的时间关联。虽然 diff_UVD 也与酒糟鼻有格兰杰因果关系(F [30, 3468] = 1.487, p = 0.04291),但 p 值接近 0.05,表明预测关系较弱,可能是由于螨虫、其他环境因素或酒糟鼻患者紫外线反应的个体差异的中介效应。紫外线辐射会影响皮肤状况[5],研究表明,除螨螨虫感染往往在夏季加重[6]。一种可能的解释是,紫外线照射增加会改变皮肤微生物群或免疫环境,间接影响螨虫的繁殖。一项临床研究表明,与健康对照组相比,接受光疗的患者,尤其是接受 PUVA 治疗的患者,其毛囊 Demodex 感染率明显更高,这表明光疗可能会促进 Demodex 的增殖[7]。我们推测,紫外线照射可能会加剧与螨虫相关的发病机制,导致公众对螨虫的兴趣增加,进而引发酒渣鼻。一个关键的生物因素可能是螨虫体内缺乏紫外线保护基因,使其特别容易受到紫外线辐射的影响[8]。这种脆弱性可能会促使它们深入毛囊,引发易感人群的炎症反应。此外,紫外线照射还会影响螨虫的胚胎发育,从而影响其种群动态[9]。鉴于紫外线照射可能会加重与螨虫相关的皮肤病,因此主动筛查、防晒和螨虫管理可能是有益的。易受螨虫侵扰的人,如患有丘疹脓疱型酒渣鼻(PPR)的人,应采取更严格的紫外线防护措施。然而,由于公众对不同类型螨虫的认识不同,导致特定螨虫(如螨虫)的搜索量较低。因此,本研究使用了更广泛的关键词 "螨虫",以更全面地反映公众对螨虫相关问题的兴趣。公众搜索趋势作为疾病流行率的代表,尽管很有用,但也有其固有的局限性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.30
自引率
13.00%
发文量
818
审稿时长
>12 weeks
期刊介绍: The Journal of Cosmetic Dermatology publishes high quality, peer-reviewed articles on all aspects of cosmetic dermatology with the aim to foster the highest standards of patient care in cosmetic dermatology. Published quarterly, the Journal of Cosmetic Dermatology facilitates continuing professional development and provides a forum for the exchange of scientific research and innovative techniques. The scope of coverage includes, but will not be limited to: healthy skin; skin maintenance; ageing skin; photodamage and photoprotection; rejuvenation; biochemistry, endocrinology and neuroimmunology of healthy skin; imaging; skin measurement; quality of life; skin types; sensitive skin; rosacea and acne; sebum; sweat; fat; phlebology; hair conservation, restoration and removal; nails and nail surgery; pigment; psychological and medicolegal issues; retinoids; cosmetic chemistry; dermopharmacy; cosmeceuticals; toiletries; striae; cellulite; cosmetic dermatological surgery; blepharoplasty; liposuction; surgical complications; botulinum; fillers, peels and dermabrasion; local and tumescent anaesthesia; electrosurgery; lasers, including laser physics, laser research and safety, vascular lasers, pigment lasers, hair removal lasers, tattoo removal lasers, resurfacing lasers, dermal remodelling lasers and laser complications.
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