Key PointsQuestionÌý
Does the ratio of basal cell carcinoma (BCC) to cutaneous squamous cell carcinoma (cSCC) differ with age, sex, race, and geographic region in the United States?
FindingsÌý
In this cross-sectional study including 985 317 insurance claims, BCCs were especially more common than cSCCs in young women; age and sex interacted to modify this risk, with the difference between men and women decreasing in older patients. Ratios of BCC to cSCC of greater than 1.00 were seen in all races, including Black patients.
MeaningÌý
Understanding shifts in the BCC:cSCC ratio based on demographics may inform tailored strategies to educate patients and detect and treat keratinocytic skin cancers.
ImportanceÌý
Defining which populations are affected by basal cell carcinoma (BCC) vs cutaneous squamous cell carcinoma (cSCC) may inform targeted public health strategies. Incidence of BCC and cSCC is not reported to national cancer registries, but claims data for the treatment of BCC and cSCC provide insights into the epidemiology of keratinocyte carcinoma.
ObjectiveÌý
To define differences in the ratio of BCC to cSCC in adults (age, ≥18 years) in a large database of patients with commercial insurance and Medicare Advantage coverage.
Design, Setting, and ParticipantsÌý
This cross-sectional analysis used deidentified data derived from the Optum Clinformatics Data Mart to perform a retrospective evaluation of a large commercially insured cohort based on treatment claims from January 1, 2012, to December 31, 2016. Patients with a diagnosed and treated BCC or cSCC as determined by codes from the International Classification of Diseases, Ninth Revision, International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, and Current Procedural Terminology were included. Data were analyzed from November 30, 2019, to March 20, 2020.
ExposureÌý
Diagnosis and treatment of BCC or cSCC.
Main Outcomes and MeasuresÌý
The ratio of BCC to cSCC based on age, sex, race, and geographic location. Multivariable logistic regression was used to assess how demographics were associated with the odds of a treated keratinocyte carcinoma being a BCC.
ResultsÌý
Among the 985 317 claims for patients included in the analysis (61.59% for men; mean [SD] age, 69.82 [12.58] years), BCCs were 1.69 (95% CI, 1.6899-1.6901) times more likely than cSCCs to be treated in the United States from 2012 to 2016. Basal cell carcinomas were significantly more prevalent than cSCCs in younger patients (18-39 years, 9.63 [95% CI, 9.6088-9.6574] BCCs per cSCC; 40-64 years, 2.92 [95% CI, 2.9171-2.9187] BCCs per cSCC; and ≥65 years, 1.33 [95% CI, 1.3289-1.3291] BCCs per cSCC; P < .001). Basal cell carcinomas were significantly more prevalent than cSCCs in women vs men, except in adults 65 years or older (odds ratios [ORs], 0.98 [95% CI, 0.97-0.99] vs 1.67 [95% CI, 1.47-1.88] for those aged 18-39 and 1.15 [95% CI, 1.12-1.19] for those aged 40-64 years; P < .001). The difference in BCC:cSCC ratios between men and women diminished with increasing age (OR, 1.67 for 18-39 years, 1.15 for 40-64 years, and 0.98 for 65 years or older). Basal cell carcinoma was more prevalent than cSCC in all races, including Black patients (BCC:SCC ratios, 1.60 for Asian patients, 1.45 for Black patients, 2.00 for Hispanic patients, and 1.69 for White patients of all ages). The BCC:cSCC ratio varied based on geography, with the highest ratio in the West North Central census division (2.12) and the lowest ratio in the South Atlantic census division (1.35).
Conclusions and RelevanceÌý
In the absence of a national registry, claims data can improve our understanding of the epidemiology of keratinocyte carcinomas. In this cross-sectional study, basal cell carcinomas were more common than cSCCs for all demographics, including in Black patients. In populations younger than 40 years, BCCs were 12.6 times more likely for women and 7.2 times more likely for men. These demographic groups may benefit from public health education focused on the presentation and management of BCCs.
Epidemiological studies shape our understanding of cancer etiology and pathogenesis and inform the way we counsel and care for patients. For skin cancer in the United States, there is a sharp contrast between the high-quality data available for melanoma from cancer registries and the lack of such information for keratinocyte carcinomas (KCs). Because registry data do not exist for KCs, our understanding of KC epidemiology in the United States derives from claims data from an age-restricted cohort,1 from data on female patients only,2 or from relatively small samples of data from geographically restricted regions within the United States.2-4
Varied conclusions on the relative burden imposed by basal cell carcinoma (BCC) and cutaneous squamous cell carcinoma (cSCC) have been drawn from these restricted study populations. According to Medicare claims data in 2012, the number of treated BCCs and cSCCs was nearly equivalent, and a similar conclusion was drawn from an analysis in northern California.3 However, older data from small studies of geographically restricted populations have demonstrated BCC:cSCC ratios of 9:1.4 Studies outside the Medicare population have often noted a predominance of BCC in younger patients but with widely varying point estimates of the relative burden of BCC to cSCC.3-5 Finally, data on KCs in patients with skin of color in the United States are limited, mostly to regional6,7 or single-center8-15 data. Importantly, none of these prior analyses have attempted to simultaneously analyze and adjust their estimates for age, sex, and race; and given that they derive from geographically restricted populations, the geographic variation in the BCC:cSCC ratio is poorly understood.
The aim of this study is to provide insight into the epidemiology of KCs in the United States by analyzing a large insurance claims database with similar sex, regional, and racial demographics to the US population. We evaluated the relative burden of procedurally treated BCC to cSCC in the United States and analyzed how this varied according to age, sex, race, and geographic census division. Defining how demographics shift the BCC:cSCC ratio in the United States could inform targeted public health messaging across different demographic groups.
This study was deemed exempt from approval and informed consent by the institutional review board at the University of Pennsylvania secondary to the retrospective nature of the study and the use of deidentified data. This repeated cross-sectional study examined paid insurance claims for KCs treated in the United States from January 1, 2012, to December 31, 2016. Data were sourced from the Optum Clinformatics Data Mart (CDM). The Optum CDM is a deidentified, Health Insurance Portability and Accountability Act–compliant insurance claims database collected from both affiliated commercial and Medicare Advantage members of a single national insurance provider. The Optum CDM data compare favorably with 2010 US census data in respect to sex, age, race/ethnicity, and geographical representation (eTable 1 in the Supplement). With respect to age, adults 65 years or older represent 14% of claims available in the Optum CDM and constitute approximately 13% of the overall US population.16 Diagnosis and procedure codes, the year the claim was filed, US geographic census division (Pacific, Mountain, West North Central, West South Central, East North Central, East South Central, New England, Middle Atlantic, and South Atlantic), race/ethnicity (Asian, Black, Hispanic, and White), sex, and year of birth were determined from each claim. This study followed the Strengthening the Reporting of Observational Studies in Epidemiology () reporting guideline.
The inclusion criteria encompassed all claims with a diagnosis of BCC or cSCC (invasive and in situ) by codes 173.X1, 173.X2, and 232.X from the International Classification of Diseases, Ninth Revision (ICD-9), codes C44.X1, C44.X2, and D04.X from the International Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10), and treatment codes from Current Procedural Terminology (CPT). The CPT codes for destruction (17260-17268), Mohs micrographic surgery (17311 and 17313), and excision (11600-11646) were included. The exclusion criteria were claims in patients younger than 18 years or of an unknown sex and for more than 1 cutaneous neoplasm at the same time. Therefore, claims with both BCC and cSCC, BCC or cSCC with melanoma (ICD-9 code 172.X or ICD-10 codes C43.X and D05.X), BCC or cSCC with unspecified malignant neoplasm of the skin (ICD-9 code 173.X0 or ICD-10 code C44.X0), and BCC or cSCC with other specified malignant neoplasm of the skin (ICD-9 code 173.X9 or ICD-10 code C44.X9) present were all excluded. The primary outcome was to describe KC ratios by age, sex, race, and geographic census division. Claims were stratified by sex, age, race, and geographic census division. Three age groupings were prespecified before analysis as 18 to 39, 40 to 64, and 65 years or older and were selected to facilitate data comparison across existing studies. The secondary outcome was to statistically evaluate via multivariable logistic regression how odds of a procedurally treated KC being a BCC varied by age, sex, race, and geographic census division, including an interaction term between age and sex after analyzing the stratified primary data.
Data were analyzed from November 30, 2019, to March 20, 2020. Two cohorts were generated for statistical analysis. The main cohort consisted of claims meeting the study’s inclusion and exclusion criteria. Descriptive statistics were generated based on claims data available in this cohort. The BCC:cSCC ratios were also calculated from this main cohort. The second cohort contained only claims with complete information for all variables of interest (sex, age, US census division, and ethnicity). This cohort was used for multivariable logistic regression. As previously stated, the logistic regression model included all variables (age, sex, race, and geographic census division) and an interaction term between sex and age. Age was included in the model as a categorical variable according to the age groupings used in the study. Stata, version 16 (StataCorp LLC), was used to extract relevant ICD-9, ICD-10, and CPT codes from the Optum CDM master files and to perform the statistical analysis. Two-sided P < .05 calculated using multivariable logistic regression indicated significance.
We identified 1 070 319 paid insurance claims for procedurally treated BCCs or cSCCs from 2012 to 2016. Of these claims, 85 002 (7.94%) contained a diagnosis of BCC and cSCC together, BCC or cSCC with melanoma, or BCC or cSCC with unspecified cutaneous malignant neoplasm on the same claim and were excluded from the main cohort, thereby leaving 985 317 claims in 485 479 patients included in this study (606 853 claims for male patients [61.59%] and 378 464 for female patients [38.41%]; mean [SD] patient age, 69.82 [12.58] years). Table 1 contains demographic information for the KC claims identified.
A total of 618 516 claims (62.77%) were for BCC and 366 801 (37.23%) for cSCC. The overall ratio of procedurally treated BCCs to cSCCs was 1.69 (95% CI, 1.6899-1.6901). Most claims (951 026 [96.52%]) contained complete information and were included in the multivariable regression analysis.
Age and Biological Sex Differences in Ratio of Treated BCCs to cSCCs
For patients aged 18 to 39 years, the mean ratio of BCC to cSCC was 9.63 (95% CI, 9.6088-9.6574); for those aged 40 to 64 years, 2.92 (95% CI, 2.9171-2.9187); and for those 65 years or older, 1.33 (95% CI, 1.3289-1.3291) (Table 2). The odds of a KC being a BCC decreased with increasing age in both sexes.
The association between sex and the ratio of procedurally treated BCC to cSCC was modified by age. Women aged 18 to 39 years were more likely than men to have a treated KC be a BCC (ratio, 12.56 vs 7.22; odds ratio [OR], 1.67; 95% CI, 1.47-1.88; P < .001), but differences when comparing women with men diminished with increasing age (OR for ≥65 years, 0.98; 95% CI, 0.97-0.99; P < .001) (eTable 2 in the Supplement).
Racial Differences in Ratio of Treated BCCs to cSCCs
After excluding claims of unknown race, 92.89% of claims were from White patients (556 716 BCCs and 330 285 cSCCs), 4.13% from Black patients (23 315 BCCs and 16 070 cSCCs), 2.32% from Hispanic patients (14 810 BCCs and 7423 cSCCs), and 0.66% from Asian patients (3876 BCCs and 2419 cSCCs). The highest BCC:cSCC ratios were in White women aged 18 to 39 years, at 12.75, and Black women aged 18 to 39 years, at 12.48. Black adults 65 years or older had the lowest ratios at 1.16 overall, 1.17 for men, and 1.15 for women. In all races, the ratio of BCC:cSCC declined successively in older age groups, with the exception of Asian men (BCC:SCC ratio of 1.69 for Asian males aged 18-39 years vs 2.51 for Asian males aged 40-64 years) (Table 3).
Geographical Variation in the Ratio of Treated BCCs to cSCCs
The highest BCC:cSCC ratios were seen in the West North Central (2.12) and East North Central (2.04) census divisions, and the lowest ratios were seen in the East South Central (1.50) and South Atlantic (1.35) census divisions (eTable 3 in the Supplement). This geographical difference was significant (P < .001), with adults in the West North Central region 1.6 times more likely to have a treated KC be a BCC than adults in the South Atlantic region (OR, 1.60; 95% CI, 1.54-1.59). In every region, the BCC:cSCC ratio was higher for women than men aged 18 to 39 and 40 to 64 years. In all regions, the BCC:cSCC ratio declined successively in older groups (eTable 3 in the Supplement). The Figure depicts the changing BCC:cSCC ratios across the country.
The estimated BCC:cSCC ratio in the United States from 2012 to 2016 based on data from a large commercially insured claims database was 1.69. Our analysis expands on prior KC ratio estimates1-5 and demonstrates how demographics significantly alter the ratio of procedurally treated BCCs to cSCCs. Young women were particularly prone to BCC relative to cSCC, and BCCs were more common than cSCCs, even in Black patients.
The ratio of procedurally treated BCC to cSCC has been noted to vary widely across studies.1-5 The overall estimated ratio from this study is higher than the 1:1 ratio reported by Rogers et al1 from 2012 Medicare data. Differences in the populations studied, especially in their age ranges, likely account for the incongruence in the reported ratios between these studies. However, even in the subset of patients 65 years or older, these data indicate a ratio of 1.33, which remains higher than the ratio reported by Rogers et al.1
Similar to prior small, geographically restricted studies,2-4 these data support the assertion that BCC is more likely than cSCC to be a reason for surgery or local tissue destruction in younger populations.3-5 Basal cell carcinoma was an estimated 9.63 times more common than cSCC in patients aged 18 to 39 years. Keratinocyte carcinomas are rare in young adults, but the relative index of suspicion among clinicians for a concerning lesion to be a BCC or cSCC should be adjusted according to the age of the patient, and age-adjusted counseling could be considered when talking to patients about how to self-surveil their skin for KC.
In addition to younger age, female sex was associated with a higher estimated ratio of procedurally treated BCC to cSCC in adults younger than 64 years. The difference between women and men is striking in younger groups. In patients aged 18 to 39 years, the BCC:cSCC ratio was 12.56 in female compared with 7.22 in male patients. In patients 65 years and older, there was a clinically negligible difference of 1.31 in women compared with 1.34 in men in the BCC:cSCC ratio (Table 2). This difference illustrates the significant interaction between age and sex seen in this study.
Why women have a much higher estimated BCC:cSCC ratio than men at younger but not at older ages is an intriguing question. Although this study was not designed to answer this question, a few plausible mechanisms, behavioral and biological, merit mention. From a behavioral perspective, indoor tanning, which is more prevalent in young women, is a possibility.17,18 Results from a case-control study19 have shown a significantly increased risk of early-onset (defined as age <40 years) BCC development in those who ever tanned compared with those who never tanned. Second, excess estrogen levels in women, which are especially pronounced in the premenopausal time frame, provide a biologically plausible mechanism for the increased BCC risk in young women that dissipates with age. However, this analysis is speculative, because hormonal effects on KC development in young women are incompletely characterized. Additional research is warranted to properly address declining BCC:cSCC ratios in women as they age.
Basal cell carcinoma was more common than cSCC across all racial subgroups. This is particularly noteworthy in Black patients, in whom prior literature from single-center or regional studies6,7,20,21 indicated that cSCC was more common than BCC. This finding may reflect selection bias in prior studies or differences between the populations studied in this vs prior reports.
Finally, consistent geographical variations in the ratios of procedurally treated BCC to cSCC were observed. The highest ratios were identified in the West North Central (2.12) and East North Central (2.04) census divisions, whereas the lowest ratios were found in the East South Central (1.50) and South Atlantic (1.35) census divisions. Higher UV exposure has been reported to increase risk for BCC2,22 and cSCC2 in the United States. However, the increased relative risk of KC with higher levels of UV exposure is greater for cSCC (2.05; 95% CI, 1.54-2.73) than for BCC (1.30; 95% CI, 1.18-1.43).2 The differential effect of UV exposure on cSCC and BCC may partially account for the generally lower BCC:cSCC ratios seen in more southern regions in our data, especially in the southeastern United States (Figure).
These findings are not without limitations. The Optum CDM data are collected from patients with private insurance and Medicare Advantage, who likely differ from patients without insurance or with Medicare/Medicaid.23 How these differences in insurance status could alter the BCC:cSCC ratio is uncertain, but these data are more comprehensive than prior analyses relying on regional2-4 or Medicare-only1 populations. Second, subclassifications of BCC (eg, nodular, superficial) and cSCC (eg, invasive vs in situ) were not evaluated. A claims database cannot distinguish between BCC tumor subtypes. Although these data include a small amount of ICD-10 data (2015q4 and 2016) where in situ and invasive cSCC can be delineated, we did not believe that we could rely on data from the introduction of a new coding system. These data could be considered in future studies. Third, we were unable to confirm KC diagnoses with pathology reports. However, in their regional study evaluating KC incidence in patients younger than 40 years, Christenson et al5 reported no difference in results when limiting cases to only those confirmed by pathology reports. Fourth, to make our study comparable to prior literature, we did not capture KCs treated with topical medications or with radiotherapy. Inclusion of these cases could alter the ratios seen, but the direction of bias is difficult to estimate because, although the treatment of both superficial BCC and cSCC in situ with topical medications has been described,24,25 the relative frequency of this practice for BCC and cSCC in situ is unknown. Finally, this study excluded patients with diagnoses of both BCC and cSCC and of BCC or cSCC with melanoma, unspecified malignant neoplasm of the skin, or other specified malignant neoplasm of the skin on the same claim (7.94% of total claims) because treatment could not be definitively attributed to a single diagnosis.
In this cross-sectional study, the estimated ratio of treated BCC to cSCC in the United States, based on data from a large commercially insured claims database, varied across different demographic groups. These data suggest that BCC is especially prevalent relative to cSCC in young women, and this demographic may benefit from public health education focused on the presentation and management of BCCs. In addition, these findings do not support prior literature suggesting that Black patients have higher risk for cSCC than BCC. These data underscore that extrapolating KC epidemiology data derived from age-restricted or regional cohorts can be problematic when generalizing those data to the entire US population.
Accepted for Publication: May 28, 2020.
Corresponding Author: Tess M. Lukowiak, BS, Drexel University College of Medicine, 2229 Catharine St, Philadelphia, PA 19146 (TML77@drexel.edu).
Published Online: August 26, 2020. doi:10.1001/jamadermatol.2020.2571
Author Contributions: Ms Lukowiak and Dr Etzkorn had full access to the data in the study and take responsibility for the integrity of the data and accuracy of the data analysis.
Concept and design: Lukowiak, Aizman, Miller, Higgins, Etzkorn.
Acquisition, analysis, or interpretation of data: Lukowiak, Perz, Sobanko, Shin, Giordano, Higgins, Etzkorn.
Drafting of the manuscript: Lukowiak, Aizman, Etzkorn.
Critical revision of the manuscript for important intellectual content: Lukowiak, Perz, Miller, Sobanko, Shin, Giordano, Higgins, Etzkorn.
Statistical analysis: Lukowiak, Aizman, Higgins, Etzkorn.
Administrative, technical, or material support: Aizman, Perz.
Supervision: Miller, Sobanko, Giordano, Higgins, Etzkorn.
Conflict of Interest Disclosures: Dr Shin reported receiving grants from Regeneron Pharmaceuticals outside the submitted work. Dr Etzkorn reported receiving a Dermatology Foundation Career Development Award in Dermatologic Surgery. No other disclosures were reported.
Disclaimer: Dr Etzkorn is an Associate Editor of JAMA Dermatology, but he was not involved in any of the decisions regarding review of the manuscript or its acceptance.
Meeting Presentation: An abstract with preliminary data from this project was submitted and accepted for presentation at the Society for Investigative Dermatology 2020 Annual Meeting. The annual meeting was cancelled owing to the coronavirus disease 2019 pandemic, but the abstract was published in the July 2020 installment of the Journal of Investigative Dermatology.26
1.Rogers
ÌýHW, Weinstock
ÌýMA, Feldman
ÌýSR, Coldiron
ÌýBM. ÌýIncidence estimate of nonmelanoma skin cancer (keratinocyte carcinomas) in the US population, 2012.Ìý Ìý´³´¡²Ñ´¡ Dermatol. 2015;151(10):1081-1086. doi:
2.Qureshi
ÌýAA, Laden
ÌýF, Colditz
ÌýGA, Hunter
ÌýDJ. ÌýGeographic variation and risk of skin cancer in US women: differences between melanoma, squamous cell carcinoma, and basal cell carcinoma.Ìý ÌýArch Intern Med. 2008;168(5):501-507. doi:
3.Chahal
ÌýHS, Rieger
ÌýKE, Sarin
ÌýKY. ÌýIncidence ratio of basal cell carcinoma to squamous cell carcinoma equalizes with age.Ìý ÌýJ Am Acad Dermatol. 2017;76(2):353-354. doi:
4.Yiannias
ÌýJA, Goldberg
ÌýLH, Carter-Campbell
ÌýS, Reddick
ÌýM, Chamberlain
ÌýRM. ÌýThe ratio of basal cell carcinoma to squamous cell carcinoma in Houston, Texas.Ìý ÌýJ Dermatol Surg Oncol. 1988;14(8):886-889. doi:
5.Christenson
ÌýLJ, Borrowman
ÌýTA, Vachon
ÌýCM,
Ìýet al. ÌýIncidence of basal cell and squamous cell carcinomas in a population younger than 40 years.Ìý Ìý´³´¡²Ñ´¡. 2005;294(6):681-690. doi:
6.Mora
ÌýRG, Burris
ÌýR. Ìý°ä²¹²Ô³¦±ð°ù of the skin in Blacks: a review of 128 patients with basal-cell carcinoma.Ìý Ìý°ä²¹²Ô³¦±ð°ù. 1981;47(6):1436-1438. doi:
7.Mora
ÌýRG, Perniciaro
ÌýC. Ìý°ä²¹²Ô³¦±ð°ù of the skin in Blacks, I: a review of 163 Black patients with cutaneous squamous cell carcinoma.Ìý ÌýJ Am Acad Dermatol. 1981;5(5):535-543. doi:
8.Halder
ÌýRM, Bang
ÌýKM. ÌýSkin cancer in Blacks in the United States.Ìý ÌýDermatol Clin. 1988;6(3):397-405. doi:
9.Chorun
ÌýL, Norris
ÌýJE, Gupta
ÌýM. ÌýBasal cell carcinoma in Blacks: a report of 15 cases.Ìý ÌýAnn Plast Surg. 1994;33(1):90-95. doi:
10.Bigler
ÌýC, Feldman
ÌýJ, Hall
ÌýE, Padilla
ÌýRS. ÌýPigmented basal cell carcinoma in Hispanics.Ìý ÌýJ Am Acad Dermatol. 1996;34(5, pt 1):751-752. doi:
11.Hoy
ÌýWE. ÌýNonmelanoma skin carcinoma in Albuquerque, New Mexico: experience of a major health care provider.Ìý Ìý°ä²¹²Ô³¦±ð°ù. 1996;77(12):2489-2495. doi:
12.Cheng
ÌýJ, Rajanala
ÌýS, Widjajahakim
ÌýR, Maymone
ÌýMBC, Vashi
ÌýNA. ÌýCharacteristics of keratinocyte carcinomas in Hispanics compared to non-Hispanic whites: a retrospective 5-year study.Ìý ÌýPhotodermatol Photoimmunol Photomed. 2020;36(1):53-57. doi:
13.Perper
ÌýM, Shah
ÌýV, Tsatalis
ÌýJ, Eber
ÌýAE, Zheng
ÌýC, Nouri
ÌýK. ÌýKeratinocyte carcinoma data for Hispanic patients undergoing Mohs micrographic surgery in Miami, Florida from 2011 to 2014.Ìý ÌýJ Am Acad Dermatol. 2017;77(3):580-582. doi:
14.Nadhan
ÌýKS, Chung
ÌýCL, Buchanan
ÌýEM,
Ìýet al. ÌýRisk factors for keratinocyte carcinoma skin cancer in nonwhite individuals: a retrospective analysis.Ìý ÌýJ Am Acad Dermatol. 2019;81(2):373-378. doi:
15.Loh
ÌýTY, Ortiz
ÌýA, Goldenberg
ÌýA, Jiang
ÌýB, Shang
ÌýI. ÌýPrevalence and clinical characteristics of nonmelanoma skin cancers among Hispanic and Asian patients compared with White patients in the United States: a 5-year, single-institution retrospective review.Ìý ÌýDermatol Surg. 2016;42(5):639-645. doi:
16.Howden
ÌýLM, Meyer
ÌýJA. Age and sex composition: 2010. US Census Bureau. Issued May 2011. Accessed April 24, 2020.
17.Heaton
ÌýH, Lawrence
ÌýN. ÌýNonmelanoma skin cancer in women.Ìý ÌýInt J Womens Dermatol. 2018;5(1):2-7. doi:
18.Gambla
ÌýWC, Fernandez
ÌýAM, Gassman
ÌýNR, Tan
ÌýMCB, Daniel
ÌýCL. ÌýCollege tanning behaviors, attitudes, beliefs, and intentions: a systematic review of the literature.Ìý ÌýPrev Med. 2017;105:77-87. doi:
19.Ferrucci
ÌýLM, Cartmel
ÌýB, Molinaro
ÌýAM, Leffell
ÌýDJ, Bale
ÌýAE, Mayne
ÌýST. ÌýIndoor tanning and risk of early-onset basal cell carcinoma.Ìý ÌýJ Am Acad Dermatol. 2012;67(4):552-562. doi:
20.Fleming
ÌýID, Barnawell
ÌýJR, Burlison
ÌýPE, Rankin
ÌýJS. ÌýSkin cancer in Black patients.Ìý Ìý°ä²¹²Ô³¦±ð°ù. 1975;35(3):600-605. doi:
21.Bang
ÌýKM, Halder
ÌýRM, White
ÌýJE, Sampson
ÌýCC, Wilson
ÌýJ. ÌýSkin cancer in Black Americans: a review of 126 cases.Ìý ÌýJ Natl Med Assoc. 1987;79(1):51-58.
22.Little
ÌýMP, Linet
ÌýMS, Kimlin
ÌýMG,
Ìýet al. ÌýCumulative solar ultraviolet radiation exposure and basal cell carcinoma of the skin in a nationwide US cohort using satellite and ground-based measures.Ìý ÌýEnviron Health. 2019;18(1):114. doi:
23.Rogers
ÌýH, Beveridge
ÌýM, Puente
ÌýJ, Wixson
ÌýS, Loy
ÌýB, Happe
ÌýLE. ÌýIncidence of non-melanoma skin cancer in the US population aged 65 years and older, 2014.Ìý ÌýJ Am Acad Dermatol. 2019;S0190-9622(19):32687-32688. doi:
24.Kim
ÌýJYS, Kozlow
ÌýJH, Mittal
ÌýB, Moyer
ÌýJ, Olenecki
ÌýT, Rodgers
ÌýP; Work Group; Invited Reviewers. ÌýGuidelines of care for the management of cutaneous squamous cell carcinoma.Ìý ÌýJ Am Acad Dermatol. 2018;78(3):560-578. doi:
25.Kim
ÌýJYS, Kozlow
ÌýJH, Mittal
ÌýB, Moyer
ÌýJ, Olencki
ÌýT, Rodgers
ÌýP. ÌýGuidelines of care for the management of basal cell carcinoma.Ìý ÌýJ Am Acad Dermatol. 2018;78(3):540-559. doi:
26.Lukowiak
ÌýTM, Aizman
ÌýL, Perz
ÌýA,
Ìýet al. Ìý400 Rates of BCC relative to SCC are higher in younger patients, especially females.Ìý ÌýJ Invest Dermatol. 2020;140(7):(suppl S52). doi: