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United States Food and Drug Administration, Center for Radiological Devices and Health, Rockville, Maryland 20850 [G. P.], and National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, Maryland 20892 [S. D., M. G.].
| Abstract |
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| Introduction |
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Some previous work suggests that sunlight exposure and low level of skin pigmentation are risk factors for skin cancer in blacks as well as whites. A Howard University Hospital study of 23 blacks with BCC and 291 blacks chosen randomly found that 60% of the former but only 10% of the latter had fair or olive skin (Ref. 10 ; P < 0.0001 for the difference). A survey of NMSC incidence at nine United States locations in 19771980 recorded 68 cases among blacks that suggest that NMSC rates increased with decreasing latitude (7) . Telephone interview data from cases and controls at these locations indicate that the risk of NMSC was lower for dark-skinned whites than fair-skinned whites, but that NMSC rates increased with increasing UVB radiation level for both groups (3) .
The present analysis was motivated by indications that United States geographical variation of relative skin cancer rates in blacks approaches that in whites (11 , 12) . After this discovery, we sought additional evidence linking skin cancer risk for blacks to potential UVB radiation exposure.
| Materials and Methods |
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We calculated age-adjusted rates for incident cases and deaths using corresponding person-years at risk tabulated from the United States Bureau of the Census as sums of annual population estimates. We age-adjusted the rates to the 1970 United States population using the direct method of standardization (16) on 18 age groups: 17 5-year intervals beginning with a group 04 years of age and a final interval of 85-plus years of age.
To estimate the effect of UVB radiation exposure on the rates, we used
available SEER area and state estimates (Ref. 4
, Tables 17-3a and 17-2 therein) of average annual UVB radiation reaching the earths surface
(Table 1)
. The estimates are based on surface-level readings from
meters developed by Robertson (17)
and Berger et
al. (18)
that were placed at ground level at various
National Weather Service stations. The meters were calibrated to an
action spectrum that parallels that for human skin erythema and provide
a single reading that weights the UVB wavelengths by their relative
erythema response. The estimates are given in Robertson-Berger (R-B)
counts x 10-4.
The UVB levels used for the SEER areas were averages of UVB readings taken from 19771980 as part of a special survey on NMSC (4) , except for Connecticut, Iowa, and Hawaii, which were not included in the survey. For Connecticut and Iowa, we appropriated the UVB levels used for the states. The state UVB levels were based on predictions from a regression model that linearly related the log of UVB to latitude, altitude, and sky cover; the regression model is based on UVB meter readings from 19741987 and explains up to 97% of the variation in the readings (4) . For Hawaii, meter readings were available only for Mauna Loa, a volcano on which no one lives, and a state estimate was not readily available. We, therefore, predicted the value for Honolulu from the regression model log(UVB) = 15.545 - 0.039(L) - 0.0001038 (A) [given in Ref. 4 ], where, for Honolulu, L = latitude = 21.32 degrees and A = altitude in meters = 4.0 meters; this model explains up to 91% of the variation in meter readings (4) .
For SEAs, we used the corresponding state levels of UVB. The states
include DC and separate areas for northern and southern California
(Table 1)
. The SEAs assigned to northern
California were San Francisco, San Jose, Sacramento, Eureka, Santa
Rosa, Santa Cruz, Chico, Modesto, and Woodland.
Geographic Variation.
Before undertaking this paper, we estimated geographical variation in
relative melanoma and NMSC mortality rates for blacks and whites as
part of a United States cancer mortality atlas (11)
. We
used the methods derived in Ref. 12
to estimate the RRSD among
geographical areas and its SE. These are computed under a Poisson model
on age-specific counts with means multiplicative in fixed-age effects
and random-area effects. The random-area effects represent relative
risks and are assumed to be independently gamma distributed with mean
one and SD RRSD. We applied the same methods to the time periods
considered here.
Poisson Regression on UVB Level.
We assumed that age-specific counts within areas are independently
Poisson-distributed with the log of the Poisson mean additive in the
log of the person-years at risk, an age effect, and ß(log
x), where ß is the coefficient of the log of UVB level
x. In this model, the relative risk of skin cancer for a
proportional increase in UVB level from x to cx
is eß(log cx) ÷
eß(log x) = cß. We
estimated cß with
c
, where
is the MLE of ß,
and we obtained an approximate 95% CI as
c[
±1.96se(
)], where
se(
) is the asymptotic SE of
. We chose
c = 1.5 for a 50% increase in UVB level, and we call
1.5ß the RR50. For example, a 50% increase corresponds
to living in Texas versus Indiana or in San Francisco
versus Michigan (Table 1)
.
The fractional decrease in relative risk for a proportional decrease in
UVB level from cx to x is
(cß - 1) ÷ cß =
1 - c-ß. We estimated this quantity with
1 - c-
and obtained an
approximate 95% CI as 1 -
c-[
±1.96se(
)]. We chose
c = 1.5 to indicate a 50% decrease in UVB level, and
we call the percentage decrease in relative risk, 100 x (1 - 1.5-ß), the PDRR50.
Correction for Overdispersion.
To account for possible overdispersion in the counts relative to
Poisson variation, we assumed the commonly used quasilikelihood model
that the variance of the counts equals the Poisson variance times a
scale factor (19)
. We estimated the scale factor by the
Pearson statistic divided by the degrees of freedom of the model. When
the scale factor estimate was >1, indicating overdispersion, we
adjusted se(
) by multiplying by the square root of
this estimate. When the scale factor estimate was <1, indicating
underdispersion, to be conservative, we made no adjustment.
Underdispersion occurred only in the analyses of black counts (see
"Results" section), which were sparse, and we were concerned that
the scale factor estimates might be unreliable in these cases.
To check the reliability of the scale factor estimate, we computed the score statistic P'A derived in (20) to test for overdispersion due to unmodeled random effects that are additive in the log of the Poisson mean. When there are no unmodeled random effects, P'A converges quickly to the standard normal distribution. If P'A is positive and large compared with the standard normal distribution, then it indicates overdispersion. If P'A is negative and large in magnitude compared with the standard normal distribution, then it indicates underdispersion.
| Results |
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Rates.
Age-adjusted rates for groups of geographical areas defined by tertiles
of UVB level give preliminary indications of UVB gradients in skin
cancer incidence (Table 3)
and mortality (Table 4)
. Rates of melanoma incidence (all sites combined), melanoma mortality,
and NMSC mortality indicate patterns of increase with UVB tertile in
white males, white females, and black males. The rates of these skin
cancers in black females, however, did not increase consistently.
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Relative Risk of Melanoma Incidence.
According to Poisson regressions, the relative risk of melanoma
incidence, all sites combined, at the nine SEER areas, 19731994,
increased significantly with increasing UVB radiation level for white
males and white females (Table 3)
. These significant increases are
indicated by 95% confidence lower bounds greater than one on RR50. The
RR50 MLE was 1.22 for white males and 1.17 for white females. The MLE
of PDRR50 was 18.2% for white males and 14.5% for white females.
RR50 MLEs were >1 for black males and black females, but the counts were too sparse to demonstrate significantly increased rates with increasing UVB radiation level. The RR50 and PDRR50 MLEs were, respectively, 1.04 and 4.2% for black males and 1.08 and 7.5% for black females; these values were smaller than the corresponding values for white males and white females. Site-specific analyses reveal large but insignificant RR50 MLEs of 1.27 for black males and 1.51 for black females at the combined face, head, and neck sites, and 1.27 for black males and 1.13 for black females at the combined lower limb and hip sites. The first pair of estimates was based on 14 and 12 cases, respectively, and the second pair on 66 and 108 cases, respectively. The only other RR50 MLEs for blacks that were >1 were 1.76 for black females at unspecified sites based on 14 cases, and 1.11 for black females at the trunk site based on 18 cases.
For each of the site-specific and combined analyses for white males and
white females, the RR50 and PDRR50 CIs were adjusted for Pearson
scale-factor estimates that were >1, which indicates overdispersion
relative to Poisson variation (Table 3)
. The resulting wider intervals
were justified because, in each case except one (white females, site
not specified), the score statistic for overdispersion
(P'A) was much greater than 1.645, the
95th percentile point of the standard normal distribution. For black
males and females, RR50 and PDRR50 CIs were adjusted only for black
females, trunk, because, in all of the other cases, the scale factor
estimates were <1; in all cases, P'A was
between -1.645 and 1.645, which indicated no adjustment was needed.
Relative Risks of Melanoma and NMSC Mortality.
For melanoma mortality at the 506 SEAs in the coterminous United
States, 19701994, relative risks increased significantly with UVB
radiation level for white males, white females, and black males (Table 4)
. The RR50 MLEs were 1.19 for white males, 1.12 for white females,
and 1.16 for black males. Corresponding PDRR50 MLEs were 15.9, 10.5,
and 13.6%, respectively. For both whites and blacks, the RR50 MLE was
significantly greater in males than in females (P =
0.0001 for whites and 0.0439 for blacks), which indicated greater
increased risk in males than in females for the same increase in UVB
radiation level.
For NMSC mortality at the 506 SEAs, 19701981, relative risks
increased significantly with UVB radiation level for white males and
white females and nearly so for black males (Table 4)
, the same groups
for which significant increases in relative risk were found for
melanoma mortality. The RR50 MLEs were 1.37 for white males, 1.19 for
white females, and 1.18 for black males. The corresponding PDRR50 MLEs
were 27.2, 15.9, and 15.1%. For whites, the RR50 MLE was significantly
greater in males than in females (P = 0.0001),
indicating greater increased risk in males than in females for the same
increase in UVB radiation level. For blacks, the RR50 MLE was greater
in males than in females, but not significantly (P =
0.3251).
For white males (P = 0.0001) and white females (P = 0.0241), the RR50 MLE was significantly greater for NMSC than for melanoma, which indicated greater increased risk of NMSC than melanoma for the same increase in UVB radiation level. For black males (P = 0.8682) and black females (P = 0.5220), the RR50 MLE was also greater for NMSC than melanoma, but not significantly.
For each of the mortality analyses for white males and white females,
the RR50 and PDRR50 CIs were adjusted for overdispersion by
scale-factor estimates that were >1, and the corresponding score
statistics P'A were much greater than
1.645, which indicated the need for adjustment (Table 4)
. For black
males and black females, the CIs were not adjusted because the scale
factor estimates were <1, and P'As were
between -1.645 and 1.645.
For NMSC mortality for the time periods 19701981 and 19871994
combined (the latter period excluding AIDS-related deaths) RR50 MLEs
for white males and white females were slightly smaller than they were
for 19701981 considered alone but still significant, which indicated
increased relative risk (results not shown). However, the RR50 MLE for
black males was only 1.00, indicating no increase in relative risk, in
stark contrast to its nearly significant value of 1.18 for the
19701981 data considered alone (Table 4)
.
For comparison with the skin cancer mortality analyses, we obtained RR50s for mortality from all cancers combined for each of the time periods 19701981 and 19701994. For each time period and each of the four race-gender groups, the RR50 was significantly less than one, which indicated decreased risk with increasing UVB level (results not shown).
| Discussion |
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The nearly significant increase in NMSC mortality in black males disappeared, however, when the data for 19701981 were combined with the data for 19871994 that supposedly excluded AIDS-related deaths. In 19821986, the incidence of Kaposis sarcoma rapidly rose in association with increased cases of AIDS (Ref. 13 , p. 215), which make NMSC incidence and mortality data difficult to interpret. Beginning in 1987, AIDS-related Kaposis sarcoma deaths were supposed to be coded to the human immunodeficiency virus infection if AIDS was mentioned on the death certificate, and to NMSC otherwise (14) . Perhaps some of the AIDS-related NMSC deaths after 1986 were reported as skin cancer without specifying AIDS on the death certificate, diluting the potential observable association with UVB radiation. The relative impact of misclassifying AIDS-related NMSC is much greater for blacks than for whites because non-AIDS-related NMSC is much more frequent among whites than blacks.
Melanoma incidence and mortality rates have increased significantly over time for whites but not for blacks. Estimated annual percent changes in rates for 19731996 indicate, for melanoma mortality, a 1.0% significant decrease for black males and a 0.0% increase for black females; for melanoma incidence, they indicate an increase for black males and a decrease for black females, neither of which is significant (21) . At the same time, melanoma mortality and incidence rates for white males and white females have increased significantly from 0.6 to 4.4% (21) . Melanoma survival rates are poorer for blacks than whites (13) , and the significant decrease in black-male melanoma mortality could indicate an improvement in timely diagnosis and treatment. Detection of a consistent time trend for melanoma incidence among blacks is hampered by lack of power due to very low rates for blacks.
The UVB measurements that were used were not representative of individual cumulative exposure to UVB but rather were average annual surface levels in geographical areas corresponding to residence at the date of diagnosis. Furthermore, our use of average annual surface levels for 197780 and 19741987 does not reflect UVB levels from 1970 to 1994, during which skin cancer data were collected, nor do they reflect yearly changes in UVB levels due to changes in industrialization, motoring, the ozone hole, sunspot activity, and other factors. Therefore, the effects of UVB exposure on skin cancer rates are probably diluted by our use of this surrogate measure. One possible explanation for our failure to link melanoma and NMSC mortality with UVB level for black females is that the UVB measurements are less representative of actual exposure in females than in males, who have been estimated to spend 1.52 times more time outdoors (3) . Other factors that could explain individual variation in UVB exposure within geographical areas include outdoor recreational habits and the mobility of the United States population. In particular, the migration of blacks from the South to other parts of the United States during this century could lead to the underestimation of the lifetime cumulative exposure of blacks outside the South.
Nonetheless, the same UVB measurements that we used for SEER areas have been used to associate UVB exposure with NMSC incidence (3 , 4) . As a reviewer has pointed out, we could have used theoretical UVB levels based on applying radiative transfer models to satellite-based measurements of ozone. Such theoretical measurements have indicated increases in UVB levels over time because of ozone depletion (22) , although Robertson-Berger meter readings have not indicated increases over a similar time period (23) . A possible explanation for the discrepancy is that ozone-based measurements do not account for possible increases in air pollution. Although the time trends are different, the area-specific UVB levels for each method could be proportional, in which case, the use of either of the two sets of levels would lead to essentially the same results.
Our study can be compared with other melanoma incidence studies that
report the biological amplification factor (BAF), which is the limit of
the ratio of the percent increase in skin cancer to the percent
increase in UVB as the latter approaches zero. In symbols, for a model
relating rate R to UVB level x, the BAF
is
![]() |
The estimated relative risk of mortality was greater for NMSC than for
melanoma for the same increase in UVB level for white males, white
females, black males, and black females. Although the differences were
significant only for white males and white females, the overall pattern
suggests that the etiological role that sunlight plays may be more
direct for NMSC than for melanoma for both whites and blacks. The
anatomical site distribution of NMSC in whites is weighted towards the
frequently sun-exposed face, head, and neck sites (4
, 7
, 27
, 28)
, which suggests that it is associated primarily with chronic
sun exposure (29)
. In contrast, the distribution of
melanoma in whites is weighted towards the face, head, and neck in
older age groups but towards the infrequently sun-exposed trunk in
males and the trunk and leg in females in younger age groups
(30, 31, 32)
, which suggests that part of it is associated
with chronic sun exposure, and part by recreational sun exposure
(29)
. In contrast, the distributions of NMSC
(7)
and melanoma (6)
in blacks are weighted
more towards infrequently sun-exposed sites than frequently sun-exposed
sites, probably because of the protection from sunlight afforded by
melanin. A special review of medical documents revealed that on the
sole of the foot, where sun exposure has presumably little effect,
United States whites and blacks have similar melanoma incidence rates
(33)
. Routinely coded data on melanoma incidence are
available at five general site combinations, which we studied
individually for UVB effects. For black males and black females,
melanoma incidence rates increased (insignificantly) with increasing
UVB level at the face, head, and neck sites combined and at the lower
limb and hip sites combined, suggesting that both recreational and
chronic sun exposure may contribute to the risk of melanoma in blacks.
However, the site-specific rates for blacks were not consistent with
those for whites in that at the trunk site, rates were much higher for
white males than for white females, and, at the lower limb and hip
sites, rates were much lower for white males than for white females, in
accordance with other studies; yet, at both of these site combinations,
the rates for black males and black females were about equal (Table 3)
.
Possible explanations include melanin protection from sunlight and the
lack of power to detect differences between very low black male and
black female rates.
The major limitation of a study of skin cancer mortality rates is that early treatment may prevent death from melanoma and from NMSC, especially the common BCC and SCC forms of NMSC. Thus, factors such as low socioeconomic status that inhibit access to timely diagnosis and treatment could influence skin cancer mortality rates. In order for such factors to confound the association between UVB radiation exposure and skin cancer mortality, poor access to treatment would also need to be associated with latitude. Treatment of prostate (34) and breast cancer (35) has been found to vary geographically in the United States, although not in a consistent north-to-south fashion. It is possible that access to treatment of skin cancer is poorer in more southern latitudes, resulting in higher mortality rates in such locations, but it seems more likely that the latitude effects on mortality reflect biological effects of UVB radiation exposure. If poorer access to treatment were associated with latitude, then one might expect mortality rates for all cancers combined to increase with UVB radiation level, but these rates decreased significantly for all of the four race-gender groups. One might also expect the risk increase in males and females to be about the same for the same increase in UVB level, but it was significantly smaller for black females than black males for melanoma.
Another factor that could confound associations of UVB radiation exposure with skin cancer is geographical variation of skin color. Light skin color has been associated with increased risk of NMSC among whites (1, 2, 3, 4, 5) and with BCC among blacks (10) . Therefore, our geographical associations of UVB radiation exposure with skin cancer rates among black males could be explained by a higher prevalence of lighter-skinned blacks in more southern latitudes. We are unaware, however, of empirical data demonstrating that the proportion of admixture of blacks and whites varies by latitude or that the migration of blacks from the South to the rest of the United States during this century varied by skin color.
A reviewer pointed out that since the end, centuries ago, of the trans-Atlantic importation of slaves, a gradual depigmentation of North American blacks may have occurred because of the lack of an environmental basis for skin pigmentation, leading to increased risk of skin cancer caused by UV radiation exposure. We are unaware of studies that compare the skin color of African-Americans to that of native-African blacks. An extensive review of evolutionary theories of skin color is given in Robins (36) .
Future case-control studies of incident skin cancer could help to
clarify the role of UVB radiation exposure on the risk of melanoma and
NMSC in blacks. However, even if increases in risk are confirmed for
blacks and other nonwhites, the absolute increases in risk for these
population groups will be much smaller than for whites, because these
groups have incidence rates much lower than whites (Table 3
; Refs. 6
, 7
). For example, based on the incidence rates in Ref. 7
, an increase in
UVB radiation exposure that doubles the incident risk of BCC increases
the incidence rate in blacks from 2 to only 4 cases per 100,000
person-years at risk, whereas it increases the incident rate in whites
from 360 to 720. Thus, care would be required to fashion
recommendations for prevention, such as sun-blocking agents, that are
warranted and acceptable for blacks and other nonwhite populations.
| Footnotes |
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1 To whom requests for reprints should be
addressed, at United States Food and Drug Administration, Center for
Radiological Devices and Health, OSB/DBS HFZ-542, 1350 Piccard Drive,
Rockville, MD 20850. ![]()
2 The abbreviations used are: NMSC, nonmelanoma
skin cancer; BAF, biological amplification factor; CI, confidence
interval; MLE, maximum likelihood estimate; PDRR50, percentage decrease
in relative risk of skin cancer for a 50% decrease in surface UVB
radiation level; RR50, relative risk of skin cancer for a 50% increase
in surface UVB radiation; RRSD, relative risk SD; SEA, state economic
area; SEER, Surveillance, Epidemiology, and End Results (Program); UVB,
ultraviolet B (radiation); BCC, basal cell carcinoma; SCC, squamous
cell carcinoma. ![]()
Received 8/10/99; revised 11/26/99; accepted 12/23/99.
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