| Literature DB >> 35897306 |
Krzysztof Bartosz Klimiuk1, Dawid Krefta2, Karol Kołkowski3, Karol Flisikowski4, Małgorzata Sokołowska-Wojdyło5, Łukasz Balwicki6.
Abstract
BACKGROUND: The amount of data available online is constantly increasing, including search behavior and tracking trends in domains such as Google. Analyzing the data helps to predict patient needs and epidemiological events more accurately. Our study aimed to identify dermatology-related terms that occur seasonally and any search anomalies during the SARS-CoV-2 pandemic.Entities:
Keywords: Google Trends; STD; dermatoses; infodemiology; seasonality; trends
Mesh:
Year: 2022 PMID: 35897306 PMCID: PMC9330858 DOI: 10.3390/ijerph19158934
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Time series analysis of dermatologic disease/symptom searches in Google.
| Disease/Symptom/Dermatologically Related Term (Polish Translation—Searched Term) | Slope [RSV/Year] | Seasonal Mann–Kendal Test | TBATS Seasonal Periods | Month with the Highest Seasonal Component [RSV] | Month with the Lowest Seasonal Component [RSV] |
|---|---|---|---|---|---|
| acne (trądzik) | −0.2 | tau = −0.03 | 12 | August [7.22] | December [−10.68] |
| allergy (alergia) | 1.59 *** | tau = 0.62 *** | 12 | April [22.37] | September [−13.39] |
| asthma (astma) | −0.66 | tau = −0.13 * | 12 | February [12.65] | August [−20.47] |
| atopic dematitis (atopowe zapalenie skóry) | 0.73 | tau = 0.14 * | 12 | January [18.01] | September [−21.12] |
| AD (AZS) | −4.15 *** | tau = −0.85 *** | 12 | October [19.81] | July [−15.63] |
| alopecia hair loss (łysienie) | −0.7 * | tau = −0.11 | NO | - | - |
| blister bubble (bąbel) | 2.09 *** | tau = 0.38 *** | 12 | July [7.89] | March [−4.91] |
| borreliosis Lyme disease (borelioza) | 1.9 *** | tau = 0.42 *** | 12 | July [21.68] | February [−17.83] |
| bulla blister (pęcherz) | 1.5 *** | tau = 0.33 *** | 12 | August [9.06] | May [−7.33] |
| candida (candida) | −0.46 | tau = −0.05 | 12 | January [11.55] | December [−11.10] |
| chickenpox (ospa) | 0.04 | tau = 0.24 *** | 12 | January [18.64] | September [−28.88] |
| chlamydia (chlamydia) | −1.72 *** | tau = −0.31 *** | 12 | January [12.30] | August [−9.85] |
| common cold (przeziębienie) | 2.23 *** | tau = 0.48 *** | 12 | September [24.53] | July [−27.00] |
| crusta scab (strup) | 2.68 *** | tau = 0.44 *** | 12 | August [16.57] | December [−9.42] |
| dermatologist (dermatology) | 3.32 *** | tau = 0.76 *** | 12 | January [7.68] | December [−14.22] |
| diabetes (cukrzyca) | 1.05 *** | tau = 0.38 *** | 12 | January [13.00] | August [−8.70] |
| eczema (egzema) | 1.17 *** | tau = 0.21 ** | 12 | February [13.88] | September [−8.83] |
| erythema (rumień) | 1.9 *** | tau = 0.50 *** | 12 | June [21.93] | November [−12.18] |
| freckle (piegi) | −1.06 * | tau = −0.14 * | 12 | June [22.46] | November [−17.53] |
| furuncle (czyrak) | 0.9 ** | tau = 0.27 *** | NO | - | - |
| gonorrhea (rzeżączka) | −1.72 *** | tau = −0.30 *** | 12 | January [9.08] | October [−7.34] |
| herpes (opryszczka) | 1.13 *** | tau = 0.33 *** | 12 | January [14.15] | June [−10.39] |
| urticaria hives (pokrzywka) | 2.33 *** | tau = 0.50 *** | 12 | July [11.27] | November [−9.29] |
| hyperhidrosis excessive sweating (nadpotliwość) | −0.71 | tau = −0.16 * | 12 | July [22.38] | December [−17.59] |
| impetigo (liszajec) | 0.68 | tau = 0.10 | NO | - | - |
| itchiness (swędzenie) | 2.2 *** | tau = 0.50 *** | 12 | January [12.08] | September [−5.97] |
| pruritus (świąd) | 1.29 *** | tau = 0.22 ** | NO | - | - |
| juvenile acne (trądzik młodzieńczy) | −1.55 *** | tau = −0.24 *** | 12 | March [11.36] | July [−8.82] |
| lichen planus (liszaj) | 1.86 *** | tau = 0.41 *** | 12 | January [11.90] | September [−6.97] |
| loss of hair (wypadanie włosów) | −0.23 | tau = −0.11 | 12 | August [24.64] | December [−14.50] |
| lupus (toczeń) | −0.07 | tau = 0.00 | NO | - | - |
| melanoma (czerniak) | 3.27 *** | tau = 0.50 *** | 12 | May [9.17] | December [−7.62] |
| nodulus lump, small (guzek) | 2.96 *** | tau = 0.58 *** | NO | - | - |
| nodus, lump, large (guz) | 2.2 *** | tau = 0.61 *** | 12 | November [4.70] | December [−4.36] |
| onychomycosis fungal nail infection (grzybica paznokci) | 0.95 * | tau = 0.16 * | 12 | May [17.88] | December [−16.45] |
| osteoarthritis (zwyrodnienie stawów) | 0.3 | tau = 0.01 | NO | - | - |
| papule (grudka) | 3.73 *** | tau = 0.43 *** | NO | - | - |
| petechia (wybroczyny) | 3.51 *** | tau = 0.44 *** | 12 | June [10.63] | September [−14.58] |
| pustule (krosta) | 3.45 *** | tau = 0.50 *** | NO | - | - |
| pustules (krosty) | −1.12 *** | tau = −0.31 *** | 12 | August [12.92] | March [−5.70] |
| dandruff (łupież) | 1.51 *** | tau = 0.41 *** | 12 | February [11.15] | December [−10.92] |
| psoriasis (łuszczyca) | −1.17 *** | tau = −0.20 ** | 12 | February [10.99] | September [−8.96] |
| rubella (różyczka) | −2.7 *** | tau = −0.65 *** | 12 | February [5.04] | September [−4.77] |
| scabies (świerzb) | −1.36 ** | tau = −0.25 *** | 12 | January [13.69] | July [−17.46] |
| scar (blizna) | 2.01 *** | tau = 0.40 *** | 12 | July [10.67] | December [−7.64] |
| seborrheic dermatitis (łojotokowe zapalenie skóry) | 2.22 *** | tau = 0.29 *** | NO | - | - |
| herpes zoster shingles (półpasiec) | −0.22 | tau = −0.08 | 12 | August [3.89] | May [−8.05] |
| skin cancer (rak skóry) | −0.97 * | tau = −0.16 * | 12 | June [18.75] | September [−9.83] |
| squama (łuska) | 1.18 *** | tau = 0.28 *** | NO | - | - |
| sunburn (oparzenie) | 2.65 *** | tau = 0.62 *** | 12 | June [20.76] | March [−7.91] |
| syphilis (kiła) | −1.14 ** | tau = −0.33 *** | 12 | June [7.39] | July [−7.18] |
| tinea pedis fungal foot infection, athlete’s foot (grzybica stóp) | −0.88 ** | tau = −0.23 *** | 12 | July [11.06] | December [−12.59] |
| ulcus ulcers (owrzodzenie) | 1.75 *** | tau = 0.30 *** | NO | - | - |
| vesicula (pęcherzyk) | 0.06 | tau = −0.01 | NO | - | - |
| vitiligo (bielactwo) | −0.28 | tau = −0.03 | 12 | August [24.77] | December [−14.97] |
| wart (brodawka) | 2.35 *** | tau = 0.46 *** | 12 | July [11.99] | December [−14.81] |
Note: *, ** and *** denote statistical significance at the 0.05, 0.01 and 0.001 levels.
Figure 1Time series plots for relative search volumes on dermatological topics. The horizontal axis is the date (January-2010–December-2020) and the vertical axis is the value of relative search volume.
Figure 2Calendar representation of seasonal components of relative search volumes on dermatological diseases/symptoms. The darkest color corresponds to the highest value of the seasonal component (the month when symptoms are most searched for) and the lightest color corresponds to the lowest value of the seasonal component. Vertical orange lines indicate the division of months into seasons: spring (March, April, May), summer (June, July, August), autumn (September, October, November, December), winter (December, January, February).
Comparison of the clinical symptoms of the common dermatoses worldwide, their seasonality and related searched terms in Polish Google Trends.
| Common Dermatological Diseases Worldwide * | Clinical Symptoms of Common Dermatoses | Seasonality of Common Dermatological Diseases | Related Terms Searched in Google Trends in Poland | Significant Seasonality of Searched Terms in Poland (Month with the Highest Seasonal Component) ^ |
|---|---|---|---|---|
| Acne vulgaris [ | Papule, pustule, nodulus, scarring [ | Various results of the studies (an exacerbation during summer and/or winter months is prominent), difficult to reach a consensus [ | acne (trądzik) | No |
| juvenile acne (trądzik młodzieńczy) | ||||
| nodulus (guzek) | No | |||
| nodus (guz) | ||||
| papule (grudka) | No | |||
| pustule (krosta) | No | |||
| pustules (krosty) | ||||
| scar (blizna) | ||||
| Androgenic alopecia [ | Loss of hair, scarring [ | Seasonality of the types of alopecia—a predilection for colder months [ | alopecia (łysienie) | No |
| crusta (strup) | ||||
| loss of hair (wypadanie włosów) | No | |||
| lupus (toczeń) | No | |||
| scar (blizna) | ||||
| Atopic dermatitis [ | Crusted scales, eczema, pruritus, dry skin, lichenification [ | Disease is more severe in winter (more admissions) [ | allergy (alergia) | |
| asthma (astma) | ||||
| atopic dematitis (atopowe zapalenie skóry) | ||||
| AD (AZS) | ||||
| crusta (strup) | ||||
| eczema (egzema) | ||||
| erythema (rumień) | ||||
| itchiness (swędzenie) | ||||
| pruritus (świąd) | No | |||
| Onychomycosis/Tinea pedis [ | Onychomycosis—hyperkeratinization, change in color of the plate to brown/yellow, onychodystrophy [ | Admissions more often in non-winter months [ | candida (candida) | No |
| erythema (rumień) | ||||
| itchiness (swędzenie) | ||||
| pruritus (świąd) | No | |||
| loss of hair (wypadanie włosów) | No | |||
| hyperhidrosis (nadpotliwość) | ||||
| onychomycosis (grzybica paznokci) | ||||
| tinea pedis (grzybica stóp) | ||||
| Psoriasis [ | Well-defined, sharply demarcated erythematous plaques, erythrodermic, pustules, guttate, psoriatic onychodystrophy, psoriatic arthritis [ | Seasonal variability in approximately 50% patients, some studies report significantly more admissions during winter [ | erythema (rumień) | |
| papule (grudka) | No | |||
| pustule (krosta) | No | |||
| pustules (pryszcze) | ||||
| psoriasis (łuszczyca) | ||||
| squama (łuska) | No | |||
| Rosacea [ | Frequent flushing, persistent erythema and telangiectasia, | May be aggravated in summer [ | eczema (egzema) | |
| erythema (rumień) | ||||
| lupus (toczeń) | No | |||
| Skin cancer (NMSC + melanoma) [ | NMSC—nodule (erythematous, keratinizing, crusted), hyperkeratosis, ulceration, scarring [ | NMSC may be more commonly detected in summer [ | crusta (strup) | |
| melanoma (czerniak) | ||||
| nodulus (guzek) | No | |||
| nodus (guz) | ||||
| papule (grudka) | No | |||
| scar (blizna) | ||||
| skin cancer (rak skóry) | ||||
| sunburn (oparzenie) | ||||
| Staphylococcus aureus infections [ | A thin-walled vesicle -> rapidly ruptures -> superficial erosion covered with yellowish-brown or honey-colored crusts. The crusts may dry, separate and disappear, leaving a red mark that heals without scarring [ | More common in summer and autumn [ | blister (bąbel) | |
| bulla (pęcherz) | ||||
| crusta (strup) | ||||
| diabetes (cukrzyca) | ||||
| furuncle (czyrak) | No | |||
| impetigo (liszajec) | No | |||
| squama (łuska) | No | |||
| ulcus (owrzodzenie) | No | |||
| vesicula (pęcherzyk) | No | |||
| Seborrheic dermatitis [ | Skin flakes (dandruff) on scalp, hair, eyebrows, beard or mustache | More common in winter, but not according to all studies [ | crusta (strup) | |
| erythema (rumień) | ||||
| itchiness (swędzenie) | ||||
| dandruff (łupież) | ||||
| pruritus (świąd) | No | |||
| seborrheic dermatitis (łojotokowe zapalenie skóry) | No | |||
| squama (łuska) | No | |||
| Sexually transmitted diseases (STDs) [ | Mostly asymptomatic, | More common in summer [ | chlamydia (chlamydia) | |
| gonorrhea (rzeżączka) | ||||
| itchiness (swędzenie) | ||||
| pruritus (świąd) | No | |||
| scabies (świerzb) | ||||
| syphilis (kiła) | ||||
| warts (brodawki) | ||||
| Viral infections [ | HPV—genital warts—flat lesions, small cauliflower-like bumps or tiny stem-like protrusions, common warts appear as rough, raised bumps and usually occur on the hands and fingers [ | We did not manage to find any data | chickenpox (ospa) | |
| herpes (opryszczka) | ||||
| rubella (różyczka) | ||||
| herpes zoster (półpasiec) | No | |||
| vesicula (pęcherzyk) | No | |||
| warts (brodawka) |
* According to prevalence, prevalence rates and incidence rates. ** Prevalence rates. *** Incidence rates. § Excluding androgenic alopecia. ^ Measured with Seasonal Mann–Kendal Test. Searches that were not related to the most common diseases—borreliosis (bolerioza), common cold (przeziębienie), dermatologist (dermatolog), freckle (piegi), urticaria (pokrzywka), lichen planus (liszaj), osteoarthritis (zwyrodnienie stawów), petechia (wybroczyny), vitiligo (bielactwo).