The Role of Geographical Ecological Studies in Identifying Diseases Linked to UVB Exposure and/or Vitamin D
Dermato-Endocrinology DOI:10.1080/19381980.2015.1137400
William B. Grant Ph.D.a*
Received: 22 Dec 2015, Accepted: 28 Dec 2015, Accepted author version posted online: 08 Jan 2016
Using a variety of approaches, researchers have studied the health effects of solar ultraviolet (UV) radiation exposure and vitamin D. This review compares the contributions from geographical ecological studies with those of observational studies and clinical trials. Health outcomes discussed were based on the author's knowledge and include anaphylaxis/food allergy, atopic dermatitis and eczema, attention deficit hyperactivity disorder, autism, back pain, cancer, dental caries, diabetes mellitus type 1, hypertension, inflammatory bowel disease, lupus, mononucleosis, multiple sclerosis, Parkinson's disease, pneumonia, rheumatoid arthritis, and sepsis. Important interactions have taken place between study types; sometimes ecological studies were the first to report an inverse correlation between solar UVB doses and health outcomes such as for cancer, leading to both observational studies and clinical trials. In other cases, ecological studies added to the knowledge base. Many ecological studies include other important risk-modifying factors, thereby minimizing the chance of reporting the wrong link. Laboratory studies of mechanisms generally support the role of vitamin D in the outcomes discussed. Indications exist that for some outcomes, UVB effects may be independent of vitamin D. This paper discusses the concept of the ecological fallacy, noting that it applies to all epidemiological studies.
- Sun and UV
- Opinion: sun better than UV better than vitamin D by Henry Lahore
- IBD more likely in areas with low UV ( and thus low vitamin D) – June 2014
- A review of the evidence regarding the solar ultraviolet-B-vitamin D-cancer hypothesis - Oct 2012 Grant
- 2200X more problems from no UVB than too much UVB - WHO 2006
and - list of health problems at the bottom of this page
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Table of contents
- 1. Introduction
- 2. Methods and Data
- 3. Results
- 3.1.a. Dental Caries
- 3.1.b. Mononucleosis
- 3.1.c. Pneumonia
- 3.1.d. Respiratory Syncytial Virus
- 3.1.e. Sepsis
- 3.2.a. Cancers with Increased Risk from UV Exposure
- 3.2. b. Cancer with UVB as a Risk-Reduction Factor
- Table 1 Key papers supporting beneficial roles of UVB and/or vitamin D in reducing risk of cancer
- Table 2 Key papers reporting null or adverse effects of UVB and/or vitamin D on cancer incidence
- 3.3.a. Diabetes Mellitus Type 1
- 3.3.b. Inflammatory Bowel Disease: Crohn's Disease and Ulcerative Colitis
- 3.3.c. Lupus Erythematosus, Cutaneous and Systemic
- 3.3.d. Multiple Sclerosis
- 3.3.e. Rheumatoid Arthritis
- 3.4.a. Anaphylaxis/Food Allergy
- 3.4.b. Atopic Dermatitis and Eczema
- 3.4.c. Attention Deficit Hyperactivity Disorder
- 3.4.d. Autism
- 3.4.e. Lower Back Pain
- 3.4.f. Hypertension
- 3.4.g. Parkinson's Disease
- 3.4.h. Rickets
- Table 3 Pioneering studies regarding ecological and observational studies and clinical trials for diseases reviewed in this paper.
- 3.21. Ecological Fallacy
- 4. Discussion
- 5. Conclusion
- References
- See Health Problems in VitaminDWiki
1. Introduction
By now a large body of journal literature describes the health benefits of ultraviolet-B (UVB) exposure and vitamin D. The classical role of vitamin D is to help regulate calcium absorption and metabolism. Rickets was the first disease linked to inadequate sun exposure and vitamin D, with highest rates in the early 20thcentury among those living in crowded and polluted cities where people had little sun exposure 1. This paper reviews the history of discovery of the role of UVB exposure and/or vitamin D in health outcomes for which geographical ecological studies have been reported, especially those in which such studies played an important role in understanding the role of vitamin D. The goal is to examine the relative contributions of all types of studies in establishing the links as well as to assess the current understanding of the robustness of the links. The motivation is to see whether geographical ecological studies should be given more credit than is generally the case.
Four methods exist to determine whether UVB exposure and vitamin D affect disease outcomes: ecological studies, observational studies, laboratory studies, and clinical trials.
Ecological studies can be of two types:
• Geographical. Health outcomes and risk-modifying factors are averaged for populations divided along geographical lines.
• Temporal. Health outcomes are examined for seasonal variations or trends.
Observational studies come in several forms:
• Case–control. Risk-modifying factors measured at the time of disease diagnosis.
• Cohort and nested case–control. Subjects are enrolled in a study, risk-modifying factors are assessed, and then the cohort is monitored (for up to many years). Those who develop diseases are compared with like individuals who did not.
• Cross-sectional. An entire population is sampled, with health status and health parameters and risk-modifying factors measured.
Laboratory studies are generally of three types:
• Animal studies. Animal models of various diseases are challenged with various agents.
• Detailed cell and tissue analysis. Cells and tissues from patients can be examined for genetic variations, etc.
In clinical trials, people are enrolled and randomly assigned to take a substance or a placebo for a specified time. The object is to see whether taking the agent yields a better result for the outcome of interest.
Health policy is generally based on clinical trials; however, observational study results are used if, for example, clinical trial results are not available—perhaps due to ethical concerns, such as was the case for linking smoking to lung cancer and other diseases 2.
Ecological studies have played important roles in understanding how diet affects risk of disease. A 1975 multicountry ecological study linked dietary factors to cancer incidence rates in 23 countries and mortality rates in 32 countries 3. Meat and animal protein generally had the highest correlation with many cancers common in Western developed countries. This finding was preceded by similar findings such as a study of cancer rates in ethnic groups living in or near Chicago in the early 1900s. People from countries that ate large amounts of meat had high cancer rates, whereas people from countries such as Italy, where people favored pasta, or China, where people ate rice, had low rates of cancer 4. However, it took many years before the findings of the 1975 study were generally accepted since observational studies involving older people did not confirm the findings. However, researchers eventually realized that diet's effect might be more strongly linked to diet in early life. Therefore, when younger women were used in a study of diet and breast cancer, meat was considered an important risk factor 5. Observational studies in Uruguay offers strong support for meat as an important risk factor for many cancers 6. A recent multi-country study involving 157 countries generally confirmed the findings of the 1975 study and added some other factors such as smoking and per capita gross domestic product 7.
Another example of the value of ecological studies is for Alzheimer's disease (AD). The first study linking diet to risk of AD was an ecological one. That study strongly correlated total fat and total energy supply with risk, with fish and cereals/grains inversely correlated 8. Those results led to observational studies that confirmed the basic findings 9, 10. More recently, I used the ecologic study approach to link the dramatic rise in AD rates in Japan to the nutrition transition from the traditional Japanese diet to the Western diet with a lag of about 25 years 11. Also, national diets with a greater proportion of foods cooked at high temperature such that they have high levels of advanced glycation end products 12 also correlate with AD rates 13. Two recent reviews underscored the importance of diet in affecting risk of AD 14, 15.
2. Methods and Data
This is a narrative review, with papers chosen to show how different study types ascertain the role of UVB exposure and vitamin D in reducing risk of adverse health outcomes. The papers cited here were generally found by searching the National Library of Medicine's PubMed database (pubmed.gov) with terms including the name of the condition or disease along with geographical, latitude, vitamin D, 25-hydroxyvitamin D, ecologic, ecological, and mechanisms.
3. Results
3.1.a. Dental Caries
An account of a latitudinal gradient in missing teeth was reported for those exempted from service in the Union Army during the Civil War, with much higher rates in northern states 16. It was first demonstrated that vitamin D could reduce the risk of dental caries in the 1920. Mellanby and Pattison reviewed their work on dietary vitamin D and vitamin D2 supplementation on reducing development and spread of dental caries 17. They attributed the beneficial effects of vitamin D to higher calcium content of the teeth, but they noted that in the arrested dental caries, the microorganisms appeared “inactive.” Vitamin D's role in killing bacteria had, of course, not been identified then, but as good scientists they reported what they saw. Only recently was it realized that vitamin D induced production of cathelicidin, which has antibiotic properties and plays an important role in killing bacteria that cause dental caries 18. Several ecological studies reported on the relation between dental caries and solar UVB doses in the 1930s (e.g., 19) and in Oregon in the 1950s (e.g., 20), reviewed in 18. One paper reported dental rank by state for dental disease (higher rank for greater incidence of dental disease) for three groups of U.S. servicemen from 1918 to 1943 21. A scatter plot of average rank versus solar UVB doses for July 1992 showed a rapid decrease in rank from solar UVB doses of 3.5 to 7.0 kJ/m2 followed by little change thereafter 18. In the 1920s–1940s, controlled clinical trials of vitamin D to reduce dental caries took place; those studies showed significant beneficial results 22. Unfortunately, modern dentistry has forgotten these studies.
3.1.b. Mononucleosis
Risk of infectious mononucleosis (IM) has long been known to be linked to that of multiple sclerosis (MS) 23, 24. A study in England found that the geographical variation of hospital admissions for IM was similar to that for MS 25. In addition, incidence of IM was highest in spring in Italy and Norway 26. Epstein–Barr virus is a risk factor for IM 27. Vitamin D is very likely to reduce risk of Epstein–Barr virus diseases 28.
3.1.c. Pneumonia
A 1997 paper proposed that pneumonia incidence among children with rickets in Ethiopia was due to low 25(OH)D concentrations 29. An ecological study found that solar UVB doses from either summertime or wintertime reduced the fatality rate of influenza during the 1918–1919 pandemic influenza in the U.S. 30. The mechanisms proposed were that vitamin D induced production of cathelicidin, which has antibiotic properties, and that vitamin D reduced the cytokine storm associated with influenza, thereby reducing damage to the epithelial layer of the lung and reducing risk of bacterial infection. Vitamin D reduces risk of community-acquired pneumonia 31. However, 1,25-dihydroxyvitamin D [1,25(OH)2D] is the important metabolite of vitamin D in combating community-acquired pneumonia, and some people cannot convert 25(OH)D to 1,25(OH)2D efficiently 32.
3.1.d. Respiratory Syncytial Virus
A study of weekly incidence of respiratory syncytial virus (RSV) with respect to meteorological conditions found that a 13% reduction in incidence rates could be attributed to UVB doses in Miami, 5% in Buffalo, and 0.5% in Winnipeg, Manitoba 33. A laboratory study using RSV-infected epithelial cells found that vitamin D decreases the inflammatory response to viral infections in airway epithelium by reducing production of proinflammatory cytokines and chemokines 34. Cord blood 25(OH)D deficiency was associated with RSV bronchiolitis 35.
3.1.e. Sepsis
Cathelicidin, which has antibiotic and antiendotoxin effects and is induced by 1,25(OH)2D 36, has been called an antisepsis molecule 37. A paper reporting that the seasonal chance of sepsis was highest in the northeastern U.S. 38 was the inspiration for the UVB–vitamin D–sepsis hypothesis 39. Additional evidence cited included higher rates for black Americans than white Americans, comorbid diseases linked to low 25(OH)D concentrations, and higher rates in urban than in rural regions. A study in Georgia found directly correlated concentrations of cathelicidin with 25(OH)D concentrations for people with sepsis 40. Low 25(OH)D concentration is now considered causally linked to risk of sepsis 41. A study in Boston associated 25(OH)D concentrations <25 nmol/L with a multifactor adjusted odds ratio of 1.95 (95% CI =1.22–3.12) for hospital-acquired bloodstream infection 42. A study in Utah found that having 25(OH)D concentration <37 nmol/L was associated with an odds ratio of 1.89 (95% CI = 1.09–3.31) of developing sepsis 43. Similar results were found in Graz, Austria 44.
3.2.a. Cancers with Increased Risk from UV Exposure
Researchers generally consider UV exposure to be the primary risk factor for melanoma and nonmelanoma skin cancer (basal cell carcinoma and squamous cell carcinoma). Because conducting trials on humans with UV radiation to see whether they develop skin cancer would be unethical, researchers must use other types of studies—in general, observational studies and ecological studies. Ecological studies have several advantages over observational studies. Those advantages include involving more cases and the use of UV exposure indices that are generally more reliable than those of personal recall. However, occupational exposure to UV is also a good measure.
The first ecological study linking skin cancer to latitude in the U.S. was based on data collected from 10 large metropolitan areas in 1937–1938 45. The study was repeated, using data from 1947–1948 46. In that study, age-adjusted skin cancer incidence rates varied from 130 cases/100,000people/yr for females and 190/100,000/yr for males in Birmingham (33.3° N) to 22/100,000/yr for females and 30/100,000/yr for males in Chicago (41.9° N). Skin cancer rates have been inversely correlated with latitude in Chile 47. Nonmelanoma skin cancer incidence rates were directly correlated with long-term mean daily sunshine hours but not with environmental arsenic or mean household radon levels 48.
One interesting use of the ecological approach regarding skin cancer was to investigate in various countries how latitude varied among light-skinned people. From the slope of incidence and mortality rates, that study deduced that UVA radiation is more important for melanoma, whereas UVB is clinically more important for basal cell carcinoma and squamous cell carcinoma 49.
A 1988 ecological study linked salivary gland cancer to UV exposure 50. Those same authors extended the link to lip cancer by comparing incidence of lip cancer and melanoma for people diagnosed with salivary gland cancer 51.
An occupational study in Sweden found increased risk of myeloid leukemia (relative risk [RR] = 2.0, 95% confidence interval [95% CI] = 1.1–3.6) and lymphocytic leukemia (RR = 1.7, 95% CI = 0.9–3.2) in the high–UV exposure group; the risk of non-Hodgkin's lymphoma increased nonsignificantly (RR = 1.3, 95% CI = 0.9–1.9) 52. Recently I proposed that UVA may increase the risk of lymphoma by impairing the immune system response, whereas UVB reduces risk; in high-latitude countries the UVA to UVB ratio is higher than that in low-latitude countries 53.
Both cervical and pharyngeal cancer rates were directly correlated with UV doses for white people in the United States 54. Both cancers are linked to human papillomavirus. An observational study involved >900,000 consecutive, serially independent, interpretable screening Pap smears obtained by a single cervical cancer screening laboratory in Leiden, Holland, over 16 years from 1983 through 1998. Human papillomavirus activity peaked in August 55. Those authors later attributed the finding to reduced immune function due to UV exposure 56.
3.2. b. Cancer with UVB as a Risk-Reduction Factor
Several ecological studies have assessed cancer incidence and/or mortality rates with respect to indices of solar UVB doses. Studies in single midlatitude countries have yielded the best results, in part since the populations are relatively homogeneous or, if not, the variations in ethnic background can be modeled as in the U.S. 57. Ecological studies reporting inverse correlations between incidence and/or mortality rates for several types of cancer with respect to indices of solar UVB doses, generally with other risk-modifying factors included in the analysis, have been reported for Australia 58, 59, China 60, France 61, Spain 62, and the U.S. 57, 63, 64. In addition, a study based on UV exposure by occupation found inverse correlations with the UVB index (lip cancer less lung cancer) for 14 cancers for males and four for females 65.
Ecological studies of cancer incidence and/or mortality rates with respect to geographical variations in solar UVB doses have been crucial to understanding how UVB exposure and vitamin D affect risk for and survival of many cancers. For example, Garland and Garland's 1980 ecological study of colon cancer and annual sunlight 66 led to their dietary vitamin D study in 1985 67 and their serum 25(OH)D concentration study in 1989 68. One test of a good scientific hypothesis is whether predictions based on it prove correct, and the three papers by the Garland brothers and colleagues serve as an example of prediction and confirmation. In addition, the ecological study extending the UVB–vitamin D–cancer hypothesis to 15 cancers 63 led to an observational study that used “predicted vitamin D” in the Health Professionals Follow-Up Study 69 and analysis of a clinical trial originally designed to study the effect of vitamin D and calcium on risk of osteoporosis 70. A meta-analysis shows that breast cancer incidence rates are reduced for higher 25(OH)D concentrations as long as follow-up time is considered 71. For colorectal cancer, a gradual reduction in the effect occurs with increasing follow-up time, whereas for breast cancer, most studies with follow-up times longer than 3 years do not find significant inverse correlations with respect to 25(OH)D concentration. The dichotomy is explained in terms of the much more rapid progression of breast cancer to the point of being detectable. Few other cancers exist for which observational studies based on 25(OH)D concentrations found significant inverse correlations; bladder cancer is one such example 72. Cancer survival rates are higher for higher 25(OH)D concentrations at time of diagnosis for breast cancer, colorectal cancer, lung cancer, and lymphoma 73, 74.
The mechanisms whereby vitamin D reduces risk of cancer and increases survival are largely known and include effects on cellular differentiation, proliferation and apoptosis, angiogenesis, metastasis, and inflammation 75, 76.
Some reports find higher risk of cancer at higher 25(OH)D concentrations. The most notable example is prostate cancer, for which a U-shaped relation with 25(OH)D concentration was first reported in 2004 77. Pancreatic cancer, with direct correlations at high latitudes 78, 79, is another example. The U-shaped 25(OH)D concentration–prostate cancer incidence relation has been confirmed in many studies since 2004 80 as well as a direct correlation with UVB dose in a study in a high–UVB dose region of Australia 81. Although the first suggestion that UVB reduced the risk of prostate cancer mortality came from an ecological study 82, a more recent investigation found that the geographical variation of prostate cancer mortality rate in the U.S. 83 is linked primarily to life expectancy, with rates directly correlated with life expectancy 84. As for pancreatic cancer, analysis of results from two U.S. cohort studies shows that pancreatic cancer incidence rate is inversely correlated with 25(OH)D concentration 85. Also, ecological studies show inverse correlations between solar UVB doses and pancreatic cancer rates 76. The likely explanation for the finding of a direct correlation between 25(OH)D concentration and incidence of pancreatic cancer at higher latitudes is that since UVB doses are low, some people started taking vitamin D supplements shortly before enrolling in the study. Support for this hypothesis comes from two studies of frailty with respect to 25(OH)D concentration in the U.S.: for women, the relation is U-shaped 86, whereas for men an inverse relation occurs 87. Elderly women in the U.S. are much more likely to be advised to take vitamin D supplements than are elderly men. In addition, an analysis of 3.8 million laboratory analyses of 25(OH)D concentration in the U.S. found that for those with 25(OH)Dtotal >125 nmol/L, the percentages with 25(OH)D2 >10 nmol/L were 76% in the north, 15% in the center, and 9% in the south 88.
Some disagreement persists over whether vitamin D reduces risk of diseases in general and cancer in particular. The primary reason stated is that clinical trials offer little support for observational studies 89,90,91,92,93. Such findings led some to suggest that low 25(OH)D concentration is a result of poor health, rather than a cause of it 89. The primary reason that clinical trials do not provide much support seems to be that they have not been properly designed. Heaney recently outlined guidelines for nutritional trials that apply to vitamin D trials 94. The key points are as follows:
- 1.Start with an understanding of the 25(OH)D concentration–health outcome relation.
- 2.Measure 25(OH)D concentration for prospective participants.
- 3.Enroll only those with concentrations near the low end of the relation.
- 4.Supplement with enough vitamin D3 to raise concentrations to the upper region.
- 5.Remeasure 25(OH)D concentrations.
- 6.Make sure that conutrient status is optimized.
A recent review concluded that clinical trials with baseline 25(OH)D concentration <48 nmol/L had a 50% chance of finding a significant reduction in biomarkers of inflammation but that trials with baseline 25(OH)D concentration >50 nmol/L had only a 26% chance 95. In fact, one vitamin D-plus-calcium clinical trial did show significant reductions in breast and all-cancer incidence rates and nonsignificant reductions in colorectal cancer incidence for people who had not taken vitamin D or calcium supplements before entering the study 96.
Another way to assess the strength of the UVB–vitamin D–cancer hypothesis is to use results of geographical ecological studies. Ecological studies in midlatitude countries and an occupational study in Nordic countries find significant inverse correlations between indices of solar UVB doses or exposure and cancer incidence and/or mortality rates for 15–20 types of cancer, often after considering other cancer risk–modifying factors. Therefore, it has to be concluded that UVB exposure reduces the risk of many cancers. UVB exposure is the most important source of vitamin D, which has many cancer-reducing mechanisms 76. An alternative hypothesis would be that UVB reduces cancer risk through non–vitamin D mechanisms. One animal study found that such mechanisms related to cancer progression might exist, but not those related to cancer incidence 97. Thus, the UVB–cancer hypothesis does not work without vitamin D.
Table 1 lists key papers supporting beneficial roles of UVB and/or vitamin D, and risk of cancer in historical order. Ecological studies have played key roles since 1941.
Table 1 Key papers supporting beneficial roles of UVB and/or vitamin D in reducing risk of cancer
Year | Type of study | Finding | Reference | ||
1937 | Observational | “Skin irritation” associated with reduced risk of internal cancers | 98 | ||
1941 | Ecological | Inverse correlation of cancer with respect to solar radiation | 99 | ||
1980 | Ecological | Colon cancer morality rate inversely correlated with annual solar radiation; vitamin D suggested as mechanism | 66 | ||
1981 | Laboratory | Differentiation of mouse leukemia cells induced by 1,25-dihydroxyvitamin D | 100 | ||
1981 | Laboratory | 1,25-dihydroxivitamin D interacted with vitamin D receptors to reduce melanoma cell growth | 101 | ||
1985 | Observational | Dietary vitamin D and calcium associated with reduced risk of colon cancer | 67 | ||
1985 | Ecological | Direct correlation of latitude with pancreatic cancer mortality rates in Japan | 102 | ||
1989 | Observational | Colon cancer incidence inversely correlated with 25(OH)D concentration in the U.S. | 68 | ||
1990 | Ecological | Breast cancer mortality rate inversely correlated with solar radiation in the U.S. | 103 | ||
1992 | Ecological | Prostate cancer mortality rate found inversely correlated with prostate cancer mortality rate in the U.S. | 104 | ||
2002 | Ecological | 15 cancers in the U.S. inversely correlated with July UVB doses | 63 | ||
2004 | Observational | U-shaped 25(OH)D-prostate cancer incidence relation found | 77 | ||
2006 | Ecological | 15 cancers in the U.S. inversely correlated with July UVB doses; other risk-modifying factors included | 57 | ||
2006 | Observational | Many cancers inversely correlated with “predicted 25(OH)D concentration” | 69 | ||
2007 | Clinical trial | All-cancer incidence rates significantly reduced with 1100 IU/d of vitamin D3 and 1500 mg/d of calcium | 70 | ||
2011 | Clinical trial | In women who were not taking personal calcium or vitamin D supplements at randomization, taking calcium plus vitamin D significantly decreased the risk of total, breast, and invasive breast cancers by 14%–20% and nonsignificantly reduced the risk of colorectal cancer by 17% | 96 | ||
2012 | Observational | Better survival rates for cancers of the breast, colon, lung, and lymphoma for higher 25(OH)D concentration at time of diagnosis | 73 | ||
2012 | Ecological? | Outdoor occupation inversely correlated with 15 cancers in Nordic countries | 65 | ||
2013 | Ecological | Review of single-country ecological mechanisms | 76 | ||
2015 | Observational | Meta-analyses of breast and colorectal cancer with respect to 25(OH)D concentration and follow-up time | 105 |
There are, of course, a number of studies that reported null or adverse effects of UVB exposure, vitamin D intake, or 25(OH)D concentrations on cancer incidence. A few such key papers are listed in Table 2 along with suggested reasons why they failed to find a beneficial effect.
Table 2 Key papers reporting null or adverse effects of UVB and/or vitamin D on cancer incidence
Year | Type of Study | Finding | Reference | Reason | Reference |
2006 | Observational | Direct correlation between 25(OH)D concentration and incidence of pancreatic cancer | 78 | Likely that those with the highest 25(OH)D concentrations had only recently begun supplementing with vitamin D | |
2006 | Randomized controlled trial | No effect of 400 IU/d vitamin D3 plus 1500 mg/d calcium on risk of colorectal cancer | 106 | Too little vitamin D3 for those already taking vitamin D or calcium prior to enrolling in study | 96 |
2009 | Observational | Direct correlation between 25(OH)D concentration and incidence of pancreatic cancer at higher U.S. latitudes | 79 | Those with high 25OHD concentrations had only begun supplementation with vitamin D shortly before entering the study | 88 |
2010 | Observational | No inverse correlation between 25(OH)D concentration and incidence of rarer types of cancer | 107 | Long (˜9 year follow up); too few cases at higher 25(OH)D concentrations | 108 |
2011 | Observational | Direct correlation of 25(OH)D concentration with incidence of colon cancer | 109 | At odds with nearly all other studies on colon cancer; possibly due to long follow-up time | 108 |
2014 | Meta-analysis of observational studies | Non-significant effect of 25(OH)D concentrations on incidence of breast cancer | 110 | Breast cancer develops so rapidly that for follow-up times >3 year no significant inverse correlation is found | 108 |
3.3.a. Diabetes Mellitus Type 1
In the 1980s and 1990s it was realized that prevalence of type 1 diabetes mellitus (T1DM) had a latitudinal gradient, with highest rates in Europe in the Nordic countries 111, lower rates in Italy 112, and a significant increase with latitude in Sweden 113. A seven-country study in Europe found that “Vitamin D supplementation was associated with a decreased risk of Type I diabetes without indication of heterogeneity. The Mantel–Haenszel combined odds ratio was 0.67 (95% confidence limits: 0.53, 0.86)” 114. The case was made that vitamin D deficiency was a risk factor for autoimmune diseases, including T1DM, partly on the basis of the geographical variation in prevalence 115. Shortly thereafter, a study reported that infants at age 1 year in Finland who received 2000 IU/d of vitamin D had a very low risk of developing T1DM compared with the risk of those who did not take vitamin D supplements, whereas those with rickets had a risk of T1DM by age 31 years increased by a factor of three 116. Another ecological study in Australia also found a direct correlation between latitude and prevalence of T1DM 117. A later study in Western Australia found that “There was a strong latitudinal gradient of 3.5% (95% CI, 0.2–7.2) increased risk of T1DM per degree south of the Equator, as averaged across the range 15–35° south. This pattern is consistent with the hypothesis of vitamin D deficiency at higher latitudes. In addition there was a 2.4% (95% CI, 1.3–3.6) average increase in T1DM incidence per year” 118. The observed increase is probably due to the success of the campaign to reduce UV exposure in Australia to try to reduce the incidence of skin cancer and melanoma 119. A prospective 5.4-year study of U.S. military personnel associated serum 25(OH)D concentrations >100 nmol/L with a 44% reduced incidence rate of T1DM, compared with concentrations<75 nmol/L 120. A meta-analysis associated vitamin D supplementation in infancy with reduced risk of T1DM, but no such association existed for maternal vitamin D supplementation during pregnancy 121.
3.3.b. Inflammatory Bowel Disease: Crohn's Disease and Ulcerative Colitis
An animal model study showed that 1,25(OH)2D prevents and ameliorates symptoms of experimental murine inflammatory bowel disease (IBD) 115. Vitamin D's role in reducing risk of autoimmune disorders, including IBD, was outlined in 2001 122. Its role in reducing risk of IBD was outlined in 2005 123. In the United States, rates for Crohn's disease (CD) and ulcerative colitis are highest in the northeast and lowest in the south for children and lowest in the south for adults 124, 125, 126. Colitis caused by the bacterium Clostridium difficileis highly correlated with both prevalence and mortality rates by state for CD and ulcerative colitis in the United States, suggesting a pathological link 126, 127. A clinical study found a reduced relapse rate with vitamin D supplementation for those with CD 128. Predicted 25(OH)D concentration was inversely correlated with incidence of CD 127. A study in France inversely correlated residential sun exposure with incidence of CD 129. A meta-analysis found that IBD patients generally have low 25(OH)D concentrations 130.
3.3.c. Lupus Erythematosus, Cutaneous and Systemic
Systemic lupus erythematosus (SLE) is an autoimmune disease in which the body's immune system mistakenly attacks healthy tissue. SLE can affect the skin, joints, kidneys, brain, and other organs 131. Cutaneous lupus erythematosus (CLE) manifests as reddening of the skin but may also involve organs and may be associated with SLE 132. It was known before 1965 that peoplewith lupus had adverse reactions to UV radiation 133. A U.S. ecological study reported that in 10 selected clusters, lupus mortality rates were higher in northern states than southern states and that Hispanic heritage and poverty explained much of the additional variance 134. A letter to the editor pointed out that the north–south difference was related to solar UVB doses 135. The ecological study was later extended with the finding that UVB radiation doses, Hispanic population, and poverty explained more than half of the geographical variation of lupus mortality rates in the 10 clusters 136. Incidence of lupus nephritis decreases with latitude in China by approximately a factor of three from 20° N to 45° N 137. A study in Hefei, China (32° N) found that SLE activity was lowest in autumn and correlated most strongly with sunshine duration 138. A recent paper reported that people with SLE have increased risk for many types of cancer 139. The likely explanation was that people with SLE tend to avoid sun exposure and, as a result, have lower 25(OH)D concentrations.
In addition, 25(OH)D concentration has been inversely correlated with disease activity of CLE 140 and SLE 141. Thus, supplementing people with lupus with vitamin D would seem sensible 142. In fact, vitamin D was used to treat lupus as early as 1950 143. Recent clinical trials have found beneficial effects on disease activity of vitamin D supplementation in CLE patients 144, in SLE patients in restoring regulatory and effector T-cell balance and B-cell homeostasis 145, and on inflammatory and hemostatic markers and disease activity 146.
3.3.d. Multiple Sclerosis
The increase in MS prevalence with latitude has been known for many years 147, 148. The first suggestion that vitamin D deficiency was a possible cause of MS appears to have been made in 1960 by Acheson 147. Wintertime UVB exposure was more important than summertime UVB exposure in reducing risk of MS in Australia 149. Vitamin D supplementation reduced MS relapse rates 150. Munger and colleagues linked low 25(OH)D concentrations to risk of MS 151. More recently, a Mendelian randomization study involving a Canadian and an international cohort, only single nucleotide polymorphisms (SNPs) involved in 25(OH)D synthesis or metabolism were strongly inversely correlated with MS susceptibility 152. Animal studies have found that UV exposure reduces risk of MS in an animal model independently of vitamin D production 153. Some support exists for an independent role of UVB in human studies in Australia, although it cannot be ruled out that the effects attributed to UVB were not, in fact, due to vitamin D production 154. A more recent paper from Australia associated reported sun exposure, not 25(OH)D concentration, with reduced depressive symptoms and fatigue for people with MS 155.
3.3.e. Rheumatoid Arthritis
High-dose vitamin D was used to treat rheumatoid arthritis (RA) in the 1940s 156. Unfortunately, the dose was often too high, up to 200,000 IU/d for a year, such that hypercalcemia developed 157. A later study found that oral high-dose 1,25(OH)2D3had a positive effect on disease activity for 89% of patients 158. The Iowa Women's Health Study associated higher oral intake of vitamin D with incidence of RA 159. Several studies have found an inverse correlation between 25(OH)D concentrations and RA activity levels 160, 161, 162. A study in Rome found that people with hypovitaminosis D responded less well to treatment than others, suggesting that vitamin D supplementation would help 163.
No latitudinal gradient was found for RA prevalence in Australia in 1995 117. In France, “The highest regional rates of RA were observed in the south (range 0.59–0.66%), and the lowest in the north (range 0.14–0.24%), with a national rate of 0.31% (95% CI 0.18–0.48%).” 164. However, the Nurses' Health Study found a significantly increased risk of incident RA for women living in the northeast U.S. for women aged 30–55 years in 1976 165 and again based on location in 1988 at an older age 166. The Nurses' Health Study also associated higher ambient UVB doses with a 21% lower risk of incident RA for women aged 30–55 years in 1976, but not in women aged 25–42 years in 1989 167. The lack of association for the later study was attributed to increased sun-protective behaviors. Thus, evidence appears to exist for an inverse correlation between incidence or prevalence of RA and solar UVB doses only in the U.S. Evidently, factors other than UVB exposure and vitamin D play important roles in the etiology of RA and, since the risk factors for RA are not well known, may not have been included in the studies.
3.4.a. Anaphylaxis/Food Allergy
The epidemiological evidence for a role of vitamin D comes largely from studies of the geographical variations in anaphylactic symptoms and seasonality of births among children with food allergies. The first epidemiological study was ecology-based on regional differences in U.S. EpiPen prescriptions in 2004 168. The highest rates were in the northeast (8–12 prescriptions/1000 people), whereas the lowest rates were in the southwest (2–3 prescriptions/1000 people). Anaphylaxis rates are inversely correlated with solar UVB doses in the U.S., which is highest in the southwest and lowest in the northeast 169, 170. The distribution is highly asymmetric for three reasons: higher surface elevations and thinner stratospheric ozone layer in the west and higher aerosol and cloud loading in the northeast. The thin ozone layer is due to the prevailing westerly winds crossing the Rocky Mountains and pushing the tropopause higher.
A similar study in Australia found a significant increase in EpiPen prescription rates going from 20° S to 45° S 171. Because Australia has no mountain ranges, solar UVB doses decrease with increasing latitude. Other factors did not significantly affect the finding. A related study in Australia also found higher use rates of hypoallergenic formula for infants in the southern and eastern regions 171. A study of visits to U.S. emergency departmentsfor acute allergic reactions found the highest rates in the northeast, with a stronger association seen when the reactions were limited to those caused by food allergy 172. More recently, a study in Chile also associated increasing latitude and decreasing solar UVB doses with increased risk of anaphylaxis in children 173. A recent paper reviewed how vitamin D's immune-modulatory actions on food allergy are related to “the vitamin D receptor and enzymes in monocytes, dendritic cells, epithelial cells, T lymphocytes and B lymphocytes” 174.
3.4.b. Atopic Dermatitis and Eczema
Eczema is an inflammatory condition of the skin characterized by redness, itching, and oozing vesicular lesions which become scaly, crusted, or hardened (www.merriam-webster.com/dictionary/eczema). Atopic dermatitis is the most common of the many types of eczema.
Phototherapy using UVA radiation treated atopic dermatitis in the 1970s 175, and combination UVA–UVB phototherapy was used in the 1980s 176. Evidently the search for the risk factors related to UV exposure did not begin until much later. A study in 12 European countries found that the prevalence of eczema symptoms increased with latitude and decreased with mean annual temperature 177. A study in Italy found that seaside holidays led to complete resolution of atopic dermatitis in 91% of patients, supporting the hypothesis that UV exposure benefited those with the disease 178. A study of children living on Australia's eastern seaboard found significant higher incidence of eczema in the central and southern regions than in the northern region 179. A U.S. study involving 91,642 children found significantly increased prevalence of eczema associated with several measures of lower solar UVB dose 180.
At least three clinical trials have examined vitamin D supplementation and atopic dermatitis in adults. Although the two conducted in Iran found beneficial effects 181, 182, the one conducted in the U.S. did not 183. A clinical trial in children in Mongolia found that taking 1000 IU/d of vitamin D3 for a month in winter reduced the eczema score by about 50% 44. The successful trials were conducted on populations with low 25-hydroxyvitamin D [25(OH)D] concentration, whereas the unsuccessful trial was conducted on a population with a baseline 25(OH)D concentration of 71 nmol/L. As a study of vitamin D trials on biomarkers of inflammation showed, baseline 25(OH)D concentrations should be below 50 nmol/L to yield a 50% chance of significant effects 184.
A recent review found that the evidence was inconclusive whether vitamin D status affects the development of atopic eczema 185. The evidence regarding maternal 25(OH)D concentration and development of infant eczema were considered inconsistent. However, two studies did find inverse correlations between cord blood 25(OH)D concentration and infant eczema—one with a mean 25(OH)D concentration of 58.4 nmol/L 186 and the other with 44.5 nmol/L 187. However, cord blood 25(OH)D concentrations were similar in the studies that did not find an inverse correlation (Table 1 in Ref. 185).
In summary, UV exposure is inversely correlated with risk of atopic dermatitis and eczema and is used to treat these diseases. Vitamin D trials involving people with low baseline 25(OH)D concentrations reduce the symptoms. Incidence of atopic eczema with respect to cord blood 25(OH)D concentration is mixed, but 25(OH)D concentration after birth might have a greater influence on risk. It cannot be ruled out that non–vitamin D effects of UV exposure can reduce risk and symptoms. However, a search of pubmed.gov found no mechanisms other than vitamin D production that might explain UV phototherapy's mechanism of action.
3.4.c. Attention Deficit Hyperactivity Disorder
The first study reporting a possible relation between attention hyperactivity disorder (ADHD) and vitamin D was a 2013 ecological study 188. Figure 1 in that paper showed lowest rates of ADHD in the southwest and highest rates in the southeast. It also showed solar radiation for the U.S. with highest intensity in the southwest and lowest in the northeast. The authors considered vitamin D an explanation, but they could not find supporting evidence in the journal literature for either ADHD or autism. Instead, they suggested that bright sunlight disturbed sleep. I pointed out my paper showing that autism prevalence was inversely correlated with solar UVB 189. The evidence regarding vitamin D was published after that study. A case–control study in Qatar found that children with ADHD had a mean 25(OH)D concentration of 41.5 nmol/L, compared with 58.8 nmol/L for controls 190. A similar study in Turkey found that children with ADHD had a mean 25(OH)D concentration of 52.3 nmol/L, compared with 87.3 nmol/L for controls 191. A study in Spain of mother–child pairs found significant inverse correlations between maternal 25(OH)D concentration at 13 weeks' gestation and ADHD symptoms at age 4–5 years 192. Another birth-related study found a greatly increased risk of ADHD for extremely preterm birth in Australia 193. Maternal vitamin D deficiency is a risk factor for preterm birth 194. A study in China found that children with ADHD had a mean 25(OH)D concentration of 42.5 nmol/L, compared with 57.5 nmol/L for controls 195. Finally, a recent paper proposed a model “whereby insufficient levels of vitamin D, EPA, or DHA, in combination with genetic factors and at key periods during development, would lead to dysfunctional serotonin activation and function and may be one underlying mechanism that contributes to neuropsychiatric disorders and depression” 196. Thus, strong observational evidence indicates that low 25(OH)D concentration is a risk factor for ADHD, along with a model to explain why. However, since most of the studies were cross-sectional, having ADHD may have led to actions that resulted in lower 25(OH)D concentrations. Thus, having clinical trials to show that vitamin D reduces risk of ADHD would be helpful.
3.4.d. Autism
John Cannell proposed that vitamin D reduced risk of autism. He based that assertion in part on higher prevalence of autism in regions with lower sunlight, whether due to latitude or clouds 197. A later paper reported higher autism rates in regions of the U.S. West Coast with higher precipitation rates 198. Children with autism generally have lower 25(OH)D concentrations 199. Reviews of vitamin D and autism have been published 200, 201. A recent ecological study of autism prevalence among those aged 6–17 years found significant inverse correlations with respect to solar UVB doses 189. A study in Australia found that maternal 25(OH)D concentration <49 nmol/L at 18 weeks of pregnancy was associated with a significantly increased risk of the offspring being diagnosed with autism 202. In 2013, Cannell raised the question, Will vitamin D treat the core symptoms of autism? 203. Several papers have reported that the answer is yes 80, 204. A recent paper reported that parental and child alleles of the vitamin D receptor were significantly correlated with risk of autism, as was, in children, an allele of CYP2R1. That gene encodes production of 25-hydroxylase, the enzyme that converts vitamin D to 25(OH)D 205. A recent paper analyzed how vitamin D could affect risk of autism through its effects on tryptophan and serotonin production 206.
3.4.e. Lower Back Pain
A study in Great Britain first reported an increase in lower back pain with increasing latitude 207. Vitamin D deficiency was reported as a risk factor for nonspecific lower back pain in 2003 208, 209. In a study in Saudi Arabia, those with lower back pain treated with vitamin D reported significant reductions in back pain 208. Data on lumbar pain in Southeast Asian countries indicates an increasing rate from Malaysia (5° N) (8.8%) through 23° N (13%), 32° N (15.8%) to Beijing (40° N) (35%) 210. A letter to the editor linked the findings of the recent global survey of lower back pain 211 to overweight/obesity and vitamin D deficiency 212. A clinical trial conducted in Israel found that taking 4000 IU/d of vitamin D3 significantly reduced inflammatory and pain-related cytokines for patients with musculoskeletal pain 213.
3.4.f. Hypertension
An ecological study found a significant inverse correlation between latitude and hypertension, suggesting that UV radiation reduced blood pressure 214. Risk of developing hypertension has been found inversely correlated with 25(OH)D concentration 215, 216. Many prospective and cross-sectional studies found that 25(OH)D concentrations were inversely correlated with incidence and prevalence of hypertension for younger, but not elderly, participants 217. A Mendelian randomization study found a minor effect of vitamin D genes on blood pressure and a 10% reduced risk of hypertension 218. However, clinical trials offer little support for vitamin D in reducing blood pressure 219.
An alternative hypothesis is that long-wave UV (UVA) reduces blood pressure, evidently through release of nitric oxide from endothelial nitric oxide synthase 6, 220 as well as through other mechanisms 221. If one combines the findings from the two approaches, low 25(OH)D concentrations may be due to UVB exposure, with nitric oxide actually reducing blood pressure.
3.4.g. Parkinson's Disease
Using age-adjusted death rate data from1959–1961, Kurtzke and Goldberg found that both white and black Americans had higher Parkinson's disease (PD) death rates in northern U.S. states than in southern states 222. Using mortality rate data for 1988, that study found that the north–south pattern for whites persisted, but not for blacks 223. What had happened is that black Americans worked less on farms in the south in the latter generation, with many moving north to work in automobile and other factories. The UVB–vitamin D–PD hypothesis was apparently proposed in part on the basis of the higher rate of PD in the northern states 224. Outdoor work has also been associated with reduced risk of PD 225. A 29-year follow-up study in Finland involving 3173 men and women, among whom 50 developed PD, found a relative risk between highest and lowest 25(OH)D quartiles of 0.33 (95% CI = 0.14–0.80) 226. A U.S. study found that people with early-stage PD have lower 25(OH)D concentrations 227. A study in China found a significant inverse correlation between 25(OH)D concentration and severity of PD 221.
3.4.h. Rickets
The history of the understanding of rickets was reviewed in 228. In the 17th century, rickets was due to lack of sunshine caused by living in cities with heavy smog 229. However, whether this fact was understood then is unclear. The first study of the geographical variation of rickets rates was published in 1890230. By 1921, research showed that sunlight and artificial UV could cure rickets 231—and in 1922, vitamin D was identified as the active agent in preventing rickets 232.
Table 3 summarizes the major findings regarding geographical variations in disease rates, correlations with 25(OH)D concentrations, clinical trials, and hypotheses regarding UV exposure and vitamin D in keeping with the discussion to this point. In some cases, ecological studies preceded observational studies, such as for autism, several cancers, MS, and RSV, whereas in other cases observational studies came first but ecological studies offered more support for the role of solar UVB and vitamin D in reducing risk of disease. The studies identified are thought to be correct, but there may be some inadvertent omissions.
Table 3 Pioneering studies regarding ecological and observational studies and clinical trials for diseases reviewed in this paper.
Disease | Latitude but vitamin D not identified | Geographical due to UVB and vitamin D | Hypothesis | 25(OH)D | Clinical trial |
Infectious | |||||
Dental caries | 1965 (233) | 1939 (19) | 1928 (17) | 1928 (17) | |
Mononucleosis | 2011 (25) | ||||
Pneumonia | 2009 (30) | 1997 (29) | |||
Respiratory syncytial virus | 2007 (33) | 2011 (35) | |||
Sepsis | 2009 (39) | 1987 (234) | |||
Cancer | |||||
UV as risk factor; skin | 1944 (45) | ||||
Lip and salivary gland | 1988 (50)) | ||||
Cervical and pharyngeal cancer | 2104 (54) | ||||
Cancer | 1941 (99) | 1980 (66) | 2007 (70) | ||
Breast | 1990 (103) | 1989 (235) | 2005 (236) | 2011 (96) | |
Colon | 1980 (66) | 1980 (66) | 1989 (68) | 2011(96) | |
Ovarian | 1994 (237) | 1994 (237) | 2010 (238) | ||
Pancreatic | 1985 (102) | 2002 (63) | 2006 (69) | ||
Prostate | 1990 (82) | 1990 (82) | 1993 (239) | ||
Non-Hodgkin's lymphoma | 1996(240,241) | 2002 (63) | |||
Autoimmune | |||||
Crohn's disease | 2007 (124) | 2005 (123) | |||
Diabetes mellitus type 1 | 1985 (111) | 20001 (15) | 1997(242) | ||
Lupus | 2001 (134) | 2003 (135) | 1995 (243) | 2014 (144) | |
Multiple sclerosis | 1960 (147) | 1978 (244) | 2006 (151) | ||
Rheumatoid arthritis | 2008 (165) | 2004 (159) | |||
Other | |||||
Anaphylaxis | 2007 (168) | 2007 (168) | |||
Attention deficit hyperactivity disorder | 2013 (188) | 2013 (245) | 2014 (190) | ||
Atopic dermatitis | 2004 (177) | 2011 (181) | |||
Autism | 2008 (197) | 2008 (197) | 2012 (199) | 2015(80, 204) | |
Hypertension | 1997 (214) | ||||
Lower back pain | 1992 (207) | 2003 (208, 209) | 2003 (208, 209) | 2015 (213) | |
Parkinson's disease | 1988 (222) | 2007 (224) | 2010 (226) | ||
Rickets | 1890 (230) | 1922 (232) |
3.21. Ecological Fallacy
Critics often use the term ecological fallacy to disparage ecological studies. However, linking that term solely to ecological studies is incorrect. According to the Web Center for Social Research Methods, “The ecological fallacy occurs when you make conclusions about individuals based only on analyses of group data. For instance, assume that you measured the math scores of a particular classroom and found that they had the highest average score in the district.” [http://www.socialresearchmethods.net/kb/fallacy.php]. Other examples exist, such as assuming that various pharmaceutical drugs, which were found to have a significant beneficial effect for the group tested may, in fact, have detrimental effects for some individuals. For example, taking aspirin can reduce the risk of cancer and cardiovascular disease, but doing so entails the risk of internal bleeding 246. Also, there are about 20 genes that affect about 80 medications or about 7% of FDA-approved medications 247. The choice of population for any type of epidemiological study may substantially affect the outcome, which could be due to differences in religious practices, diet, lifestyle, and/or genetics. For example, a study recently linked the fact that the Inuit thrive on a high-fat diet to the genetic adaptation of living in a cold environment 248. Several papers have discussed multilevel analyses, that is, results based on studies of groups and individuals, and how to assess the findings as the basis for public health policies 249, 250, 251.
4. Discussion
4.1. UVB Exposure Benefits Independent of Vitamin D Production
A few recent papers suggest that health benefits of UVB exposure may be independent of or in addition to those from vitamin D production. Some such studies were discussed with respect to outcomes such as MS. While reviewing that body of literature is not the intention, a few of these reviews appear in the following papers: 252,253, 254, 255,256.
4.2. Vitamin D–Sensitive Diseases with Temporal but not Geographical Variations
Some vitamin D–sensitive diseases such as influenza 257 and cardiovascular disease (CVD) 258 have pronounced seasonal variations, generally higher in winter 257,130, but do not exhibit geographical variations related to solar UVB doses. For influenza, the seasonal variation is due to seasonal variations not only in solar UVB doses 257 but also in temperature and relative humidity 259. For CVD, significant associations are present with PM2.5 particular matter concentrations in the U.S. 260,261. Although 25(OH)D concentration is inversely correlated with incidence of CVD 262, the geographical variation of many other CVD-modifying risk factors (such as smoking, diet, physical activity, body mass index, blood pressure, total cholesterol, and fasting glucose) evidently plays a more important role in determining the geographical variation 263.
4.3. Future Applications of the Ecological Approach
Given the advantages of the ecological approach, such as large number of cases and ready availability of public-access data sets for both health outcomes and risk-modifying factors, it should be used more widely. One application might be to identify additional health outcomes related to geographic variations in solar UVB doses. However, a more important application might be to monitor trends in health conditions linked to UV exposure and vitamin D. For example, breast cancer incidence and/or mortality rate patterns in the U.S. have changed dramatically since the 1950s 83, (http://ratecalc.cancer.gov/), with the characteristic inverse relation to solar UVB dose in July being less pronounced in recent years (http://ratecalc.cancer.gov/). Although some of the factors responsible for changes include mammographic screening and changes in hormone replacement therapy 264, 25(OH)D concentrations may also have decreased owing to spending more time indoors and using sunscreen when outdoors 265.
Ecological studies have been used in cancer prevention research for many years, identifying both dietary factors 3,7 and solar UVB/vitamin D 66,76 as important risk-modifying factors and providing estimates of the effects. Although clinical trials are the most appropriate approach for assessing the benefits—if not the risks—of pharmaceutical drugs, they may not be for both diet and UVB/vitamin D. Alan Kristal outlined the problems with clinical trials for cancer prevention. Those problems include appropriate doses, compliance, the long durations required, and personal choice changes due to widely publicized health findings 266. To his list should also be added the small number of cases due to the costs of large trials, as well as the fact that the population chosen may not be appropriate for assessing the effects on other populations.
5. Conclusion
Geographical ecological studies of health outcomes with respect to solar UVB doses have made important contributions to the understanding of the roles of UVB exposure and vitamin D in reducing risk of many types of disease. In many cases, ecological studies were the first to make such connections and leading to other types of studies that confirmed and extended the findings. Such ecological studies will continue to provide useful information such as regarding trends in diseases with respect to changes in UVB exposures and the relative contributions of UVB exposure and other risk-modifying factors in health outcomes.
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