Abstract
It has been hypothesized that ultraviolet (UV) radiation can lead to depletion of plasma folate and B12 vitamin, but few studies have investigated effects of other parameters of solar and geomagnetic activity (SGA). We investigated the association between four SGA parameters—interplanetary magnetic field (IMF), sunspot number (SSN), Kp index, and ground shortwave solar radiation (SWR)—and three plasma B-complex vitamins—folate, B6, and B12—in 910 participants from the Normative Aging Study (NAS) between 1998 and 2017. Mixed-effects regression models were used for 1- to 28-moving day averages of SGA exposure, adjusted for covariates. We compared the impact of SGA in individuals under higher and lower B-complex supplementation (> or < 50th quartile). Our findings show that increases in solar activity variables IMF and SSN were found to be significantly associated with decreases in B12 vitamin. IMF and SSN were associated with decrease in folate levels, especially in individuals under higher levels of B-complex supplementation. No associations were found for SWR and Kp index. To our knowledge, this is the first study that demonstrated the detrimental impact of solar activity on plasma B12 and folate in a large cohort. These findings have clinical implications during periods of high solar activity.
Keywords: Solar activity, Geomagnetic disturbance, Folate, B6, B12, B-complex vitamins, Air pollution
Subject terms: Biomarkers, Endocrinology, Risk factors
Introduction
Solar activity oscillates over ~ 11-year cycles, in which activity levels rise and fall, affecting life on Earth1. Directly, the broad range of solar electromagnetic radiation—including visible light, ultraviolet (UV) light, infrared, radio waves, X-rays, and gamma rays—can modulate the circadian rhythm in humans and other organisms2. Indirectly, solar activity modulate short-term fluctuations in the Earth’s magnetic field, called geomagnetic disturbances (GMDs), which influence human physiology and standard metabolism, enhancing the risk of mortality3,4 and morbidity such as hypertension5,6 and cardiovascular diseases (CVD)3,7. Studies have reported the association between solar UV-radiation and reduced folate8,9 and B12 vitamin10, which is linked to several adverse health outcomes.
B-complex vitamins, i.e., folate, B6, and B12 vitamins, are an important group of micronutrients in the human body, essential for normal growth, development, and physiological function. In the human body, B-complex vitamins play an important role in mediating DNA methylation, and breaking down homocysteine, an amino acid that leads to increased metabolic risk if present in high concentrations. B-complex vitamin deficiency has long been studied as a risk factor for CVD11–13, cognitive impairment14,15, adverse birth outcomes16,17, osteopenia18,19, skeletal muscle malfunction20,21, and birth defects22. B-complex vitamin deficiency can also cause megaloblastic anemia23, affect lipid profile, and induce cholesterol synthesis24. In vitro25–28 and in vivo8–10 studies have reported folate and B12 depletion as a result of exposure to UV radiation, and one study has shown solar activity parameter sunspot number (SSN) to potentially modify the relationship between folate deficiency and neonatal developmental disorders29. Nevertheless, there have been no studies that investigated the role of solar activity, beyond UV radiation, and GMD on the risk factor for B-complex vitamin depletion in adult population.
To provide insight into this research gap, the aim of this study is to investigate the impact of solar and geomagnetic activity (SGA) on the levels of plasma folate, B6, and B12 vitamins in a cohort of healthy elderly men in the Greater Boston, MA region. We also assessed the impact of short-wave solar radiation (SWR) and levels of B-complex supplementation. To our knowledge, this is the first longitudinal cohort study aiming to assess the association of SGA and plasma B-complex vitamin levels.
Results
Descriptive statistics
All subjects were male, and at baseline, had a mean age of 71.62 ± 7.09 years, mean BMI of 28.20 ± 4.02 kg/m2, and mean eGFR of 73.05 ± 15.67 ml/min/1.73 m2 at the first visit. Most of the cohort is white (97.50%) (Table 1). Approximately, thirteen percent of participants had physician-diagnosed diabetes, and almost twenty percent used to have two or more alcoholic drinks per day. In the first visit, regarding smoking status, 64.30% of subjects were former smokers, 30.40% were never smokers, 5.10% were current smokers; the mean pack-years of the population was 21.97 ± 26.76 pack-years. Plasma levels of folate, B6, and B12 vitamin in our population presented high variability in the first visit, with mean values of 16.27 ± 12.87 ng/ml, 100.68 ± 97.06 nmol/l, and 494.46 ± 241.70 pg/ml, respectively (Table 1).
Table 1.
Characteristics of the NAS cohort from 1998 to 2017 at baseline and over all follow-up visits.
| First visit | Overall | |
|---|---|---|
| n | 910 | 3019 |
| Age (mean (SD)) | 71.62 (7.09) | 75.55 (7.36) |
| Race (%) | ||
| Non-white | 22 (2.40) | 86 (2.80) |
| White | 887 (97.50) | 2932 (97.10) |
| BMI (mean (SD)) | 28.20 (4.02) | 27.97 (4.07) |
| Diabetes mellitus (n (%)) | 118 (13.00) | 474 (15.70) |
| Glomerular Filtration Rate—eGFR (mean (SD)) | 73.05 (15.67) | 66.91 (16.13) |
| Smoking habits (%) | ||
| Never | 277 (30.40) | 948 (31.40) |
| Current | 46 (5.10) | 127 (4.20) |
| Former | 585 (64.30) | 1939 (64.20) |
| Package of cigarettes in years (mean (SD)) | 21.97 (26.76) | 19.95 (24.11) |
| Alcohol consumption n (%)) | 178 (19.60) | 556 (18.40) |
| Plasma levels | ||
| Folate ng/ml—(mean (SD)) | 16.27 (12.87) | 18.18 (16.17) |
| Vitamin 6—nmol/ml (mean (SD)) | 100.68 (97.06) | 109.44 (108.52) |
| Vitamin 12—pg/ml (mean (SD)) | 494.46 (241.70) | 533.93 (306.87) |
| Supplement taking | ||
| Folate mcg/day (mean (SD)) | 537.40 (321.81) | 643.3 (361.70) |
| B6 mg (mean (SD)) | 12.91 (33.58) | 12.61 (31.62) |
| B12 mcg (mean (SD)) | 17.74 (23.19) | 18.50 (23.87) |
Summary statistics of meteorological conditions and SGA variables on the day of visit are displayed in Table 2. Over the study period, the average outdoor temperature during a visit was 13.36 ± 8.86 °C and the average relative humidity was 67.29 ± 17.59%.
Table 2.
Meteorological and space weather conditions on the day of plasma B-complex vitamins measurement in NAS cohort from 1998 to 2017.
| Space-weather parameters | n | Mean (SD) | Median | 25th | 75th |
|---|---|---|---|---|---|
| Sunspot number (SSN) | 3019 | 73.35 (67.62) | 55 | 16.50 | 114 |
| Kp index | 3019 | 18.56 (12.14) | 16.04 | 9.04 | 25.46 |
| Interplanetary magnetic field (IMF) | 3019 | 5.76 (2.85) | 5.20 | 1.82 | 6.84 |
| Short-wave solar radiation (SWR) | 3019 | 313.32 (120.45) | 322.24 | 42.56 | 410.94 |
| Meteorological conditions | |||||
| Temperature | 3019 | 13.36 (8.86) | 13.94 | − 14.50 | 20.44 |
| Relative humidity | 3019 | 67.04 (18.3) | 68.05 | 6.66 | 81.38 |
Association between SGA and plasma B-complex vitamins
Overall, we found a negative association of solar activity variables IMF and SSN with B12 vitamin (Fig. 1). There were no significant associations between SWR and Kp Index to B-complex vitamins (Fig. 1) for most exposure windows. The effect estimates of IMF on B12 vitamin were generally stronger for longer exposure windows, with significant negative associations. For example, an IQR of 3.1 nT of IMF for a 20 days moving average prior to the sample collection was associated with − 94.8 pg/ml (95% CI − 135.9, − 53.7; p-value: 7.2E−06) in plasma B12 vitamin levels, while, in the same moving average, an IQR of 130.6 SSN was associated with -71.8 pg/ml (95% CI − 103.4; − 40.1; p-value: 1.00E−05) in B12. Although for folate we observed a negative trend with IMF and SSN, the associations were not significant. For IMF, we observed significant negative effects on vitamin B12 in all exposure windows. Whereas the impact of SSN on B12 was similar across all exposure windows, SSN was not associated with folate or B6 levels in the primary analysis. The results were similar when we adjusted the models for solar radiation (SWR) (supplementary material).
Figure 1.
Effects of SGA on plasma folate, B6, and B12 vitamins in NAS cohort from 1998 – 2017.
In the secondary analysis, the impact of solar activity was strongly associated in individuals under higher levels of B-complex supplementation (> 50th quartile), while for most subjects with lower supplementation the associations were not meaningful (Fig. 2). In these subjects, IMF and SSN were significantly associated with reduced B12, and only SSN with reduced folate for the most moving day averages (Fig. 2 and supplementary material). For example, an IQR of 3.1 nT IMF was associated with a − 116.7 pg/ml (− 221.1, − 10.9; p-value < 0.000001) in B12, and an IQR of 117.3 SSN was associated with − 97 pg/ml (− 174.8, − 19.2; p-value < 0.000001) for the period of 20 days moving average prior the sample collection. For the same moving day average, and IQR of 112.9 SSN was associated with − 2.7 ng/ml (− 4.9, − 0.6; p-value: 0.0285) in folate (Fig. 2 and supplementary material). IMF was associated with increased B6 levels in some moving day averages (Fig. 2 and supplementary material). The results were similar when the models were adjusted for SWR. There was a significant association between SWR and reduced B6 in individuals with higher levels of B6 [− 156.5 nmol/l (− 298.6; − 14.4; p-value: 0.03)] over the 22-moving day average period.
Figure 2.
Effects of SGA on plasma folate, B6, and B12 vitamins in NAS cohort from 1998 – 2017 under higher versus lower B-complex supplementation (> or < 50th quartile of B-complex supplementation).
In the IPW analyses, the associations between SGA and B-complex were stronger than in the primary models, which validate our findings (supplementary material).
Discussion
To the best of our knowledge, this is the first study to demonstrate associations between solar activity and B-complex in a large cohort study. Increases in solar activity were found to be significantly associated with decreases in plasma B12 vitamin and folate, but not with depletion of B6 vitamin, among elderly men enrolled in the VA NAS study. There were no significant associations between SWR or the geomagnetic activity (Kp Index) and any of the B-complex vitamins. The associations with IMF and SSN were similar when the models were adjusted for SWR. Subjects with higher supplementation of B-complex seems to be more susceptible to detrimental impact of solar activity. We hypothesize that increased levels of B-complex vitamins, especially from supplements, may increase the photosensitivity and photodegradation of these vitamins under solar activity-related electromagnetic radiation exposures.
The biological mechanisms through which solar activity can affect plasma B-complex vitamin levels have not yet been investigated. While we found no meaningful associations between B12 and folate and SWR and geomagnetic activity (Kp index), SSN was significantly associated with reduced folate and reduced B6 was associated with SWR in subjects under higher folate supplementation. Although there is a significant association between SWR exposures and reduced B6, the effects of UV radiation on B6 and B12 vitamins are not yet well understood. Most previous studies investigated the effects of UV-radiation on plasma B-vitamins focused on the detrimental impact of UV radiation on plasma folate. In vitro studies have shown folate in blood and skin can be directly degraded when exposed to UV radiation25–28. More recent studies have shown that folate can also be indirectly degraded by UV radiation through the generation of reactive oxygen species (ROS) that can oxidize 5-Methyltetrahydrofolate (5MTHF), the main active form of folate found in blood30. Valencia-Vera et al. studied seasonal folate degradation associated with UV radiation in a cohort in Spain and found that the risk of folate deficiency was 1.37 times (95% CI 1.29–1.46) greater in summer than in winter, with a correlation to increase in global UV daily dose in study location8. Borrandale et al. studied a cohort of childbearing age women and found that, over a 7-day period, women with higher personal exposure to UV radiation had significant decreases in plasma folate, reducing the effectiveness of folate supplementation9. Cabrera et al. studied plasma B12 vitamin levels in a cohort of elderly Chileans and found significant negative associations for geographical latitude and solar radiation10. Skjærvø et al. investigated the effects of solar activity on infant survival using individual-based demographic data in Norway from 1676 to 1878 and found that the average lifespan of individuals born in solar maximum years (i.e., years of high solar activity determined using SSN) was 5.2 years shorter than those born in solar minimum years after controlling for socioeconomic status and ecology, hypothesized to be due to degradation of folate during pregnancy31. Lucock et al. studied a cohort of 379 neonates in the UK and reported that SSN predicted two folate-sensitive, epigenomic-related genotypes during the first trimester of pregnancy, shedding light on the effect modification mechanism of solar activity and seasonality on folate-related developmental disorders29. Reduced levels of B12 vitamin or folate affect the production of red blood cells that can evolve to anemia and to detrimental impact on the nervous system health. In periods of intense solar activity, solar ionizing radiation such as UVB and UVC, X-rays, gamma and solar energetic particles are emitted from the Sun, reaching the Earth systems, modifying the homeostasis of the living beings which may include detrimental B12 and folate oscillations. There are indications that higher levels of B-complex increase the individual sensitivity to light exposures, however, further experimental studies are necessary to explain the physiological mechanisms related to the increased susceptibility of individuals with higher levels of B-complex supplementation to detrimental impact of solar activity-related electromagnetic radiation and vice-versa.
In addition, recent studies have shown that the general population has similar adverse health symptoms related to solar activity oscillations to those observed in astronauts, although less acute and intense. Similarly, B-complex deficiencies have been observed in astronauts32. The adverse impact of space weather radiation exposures on B-complex levels in astronauts is also linked to a decrease in mitogen proliferation that reduces immune-inflammatory cells such as Peripheral Blood Mononuclear Cells (PBMCs) and lymphocytes (type of white blood cells), and thus weakens the immunological system33,34. Interestingly, Tracy et al.35 attributed the solar activity-related decreased white blood cells to the disruption of the circadian rhythm and autonomic nervous system dysregulation in the same elderly cohort of our study35. Indeed, studies have suggested a link between B12 vitamin levels, the 24 h circadian rhythm modulation, and melatonin levels. When there is B12 vitamin deficiency, there is a prolonged phagocytized lamellar structure in the retinal pigment epithelium (RPE) that is also under circadian clock control and melatonin regulation34,36. Melatonin is a potent nocturnal antioxidant that can protect human RPE via reducing oxidative stress36, possibly mitigating the adverse effects of the dysregulation of the circadian rhythm. Solar activity- related B12 deficiency, reduced melatonin levels, and circadian rhythm disruption may have bidirectional relationships. Consequently, these mechanisms should be further investigated.
Our study has several limitations. It is uncertain whether dietary B vitamin supplementation was adequately assessed for our study, since dietary information was only self-reported from participants. Moreover, our study focused on the short to medium exposure windows for SGA. For B12, effects of IMF and SSN were still strong at day 28 of exposure, and future assessments may focus on longer-term effects of solar activity. Lastly, our study population was predominantly white and elderly men (97.5%) living in Boston area, which makes our results not generalizable to women and populations with a more diverse racial/ethnic demographics. Moreover, the impact of SGA may have gender and age differences. It is important for future studies to include populations more vulnerable to decreases in plasma B-complex vitamins, particularly pregnant women. Nevertheless, our study has many strengths. This is the first longitudinal cohort study to investigate the effects of SGA on plasma B-complex vitamins in elderly men. The investigation of three different SGA variables, rather than just UV radiation or SSN, provides a more comprehensive understanding of how solar activity can affect plasma B-complex vitamins. The study period ranging from 1998 to 2017 coincided with a period of solar cycle 22 and 2337.
Conclusions
We found that increases in solar activity were significantly associated with decreases in B12 vitamin and folate, but not with B6 vitamin among elderly men enrolled in the VA NAS study. These findings shed light on the current research gap, implying a more complex effect of solar activity on serum B-complex vitamins beyond effects due to ultraviolet radiation. We show that even short oscillations in solar activity can decrease plasma B-complex vitamins despite supplementation. Our study also has important clinical implications, especially in terms of optimal levels of B12 and folate supplementation for vulnerable populations such as elderly populations during years of intense solar activity. Still, further research is needed to better understand the magnitude of B-complex vitamin depletion due to long-term exposure to solar activity and the biological pathways.
Materials and methods
Study population
The study population consisted of men enrolled in the Normative Aging Study (NAS), a cohort established in 1963 by the U.S. Department of Veterans Affairs to study the effects of aging38. NAS recruited men from the Greater Boston Area and all participants were free of chronic diseases at baseline and underwent routine examinations every 3–5 years consisting of physical evaluations, laboratory tests, and standardized questionnaires to collect information on social status, medical history, smoking history, alcohol consumption, food intake and other factors that can influence health. From 1998 to 2017, plasma folate, B6, and B12 were measured for the NAS cohort. The final sample size for analysis comprised of 910 participants, and 910 with 3019 clinical visits. Each subject had between 1 and 8 visits. The study was approved by the Institutional Review Boards of the Harvard T.H. Chan School of Public Health and the Department of Veterans Affairs. All subjects signed the informed consent to participate in this research.
Plasma folate, B6, and B12 and dietary intake
Fasting plasma samples were collected at the Veterans Administration field site, stored at -80˚C, and subsequently measured at the U.S. Department of Agriculture Human Nutrition Research Center on Aging at Tufts University. Plasma folate and B12 vitamin were measured by radio assay using a commercial kit from Bio-Rad (Hercules, CA). B6 vitamin as pyridoxal-5′-phosphate, was measured with an enzymatic method using tyrosine decarboxylase. The Coefficients of Variation (CVs) for assays used were 4.3% for folate, 4.7% for B12 vitamin, and 4.0% for B6 vitamin.
Dietary intake of B-vitamins was assessed through a version of the Willet semiquantitative Food Frequency Questionnaire, mailed to NAS participants before their examination visit, and analyzed using a nutrient database at the Channing Laboratory of Brigham and Women’s Hospital to obtain estimates of daily vitamin intake. More details can be found elsewhere15,39.
Weather parameters
The 24-h average ambient temperature (°C) and relative humidity data were obtained from the National Climatic Data Center at the National Oceanic Atmospheric Administration (NOAA)40.
Solar and geomagnetic activity assessment
To assess SGA exposures, four proxy variables were used: Interplanetary Magnetic Field (IMF) intensity, Sunspot Number (SSN), Short Wavelength Radiation (SWR), and Kp Index. IMF is part of the solar magnetic field that is carried into interplanetary space by the solar wind, it represents the intensity of the solar magnetic field and is a component of solar activity. SSN is an indicator that measures the quantity of spots on the surface of the Sun that rises and falls during the 11-year solar cycle and is another component of solar activity1. Ground SWR includes solar visible light (400–780 nm), UVA (315–400 nm), UVB (280–315 nm), and UVC (100–280 nm), representing environmental electromagnetic radiation produced by solar activity. Kp Index is an indicator that characterizes the magnitude of geomagnetic disturbances caused by solar wind. While IMF, SSN, and SWR are parameters for solar activity, Kp Index is a parameter for geomagnetic activity. Together, these four variables depict the interactions between the Sun and the Earth, which potentially have impacts on human health.
The data on IMF, SSN, and Kp Index were obtained from NASA Goddard Space Flight Center’s OMNIWeb website41. Data on SWR [including visible light, near-ultraviolet (UV), and near-infrared (NIR) spectra] at 1-km grid-level were obtained from NASA’s Daymet database, which uses a collection of algorithms to interpolate and extrapolate daily meteorological data42. Total IMF intensity data, expressed in nanotesla (nT), measures the combined IMF strength in all directions and were collected using direct measurement in numerous spacecraft. SSN is measured as the number of dark areas on the Sun’s surface, with diameters ranging from 3500 to 6000 km. SWR is a modeled data obtained from measurements of solar radiation in Watts/m2 at ground level during daylight periods, defined as the time of day in seconds when the Sun is above a hypothetical flat horizon. Kp Index quantifies geomagnetic activity and is measured on a 0 to 9 scale (*10), where 0 represents very little activity and 9 represents extreme geomagnetic storms.
To quantify short and medium-term exposure effects, moving averages for day 0 (day of the visit) through day 28 before the visit were calculated for IMF, SSN, Kp Index, and SWR. This was done to study the potential lag between the solar event occurrence and the exposure effects, combined with the lag between exposure and response effects. The exposure window was limited to 28 moving day averages (day of blood collection -day zero- to 28 days prior to the sample collections) to avoid potential confounding by seasonal changes in SGA exposures. Moving day averages are calculated by averaging the exposure parameter over a specific period to establish exposure–response relationships.
Statistical analysis
A mixed-effects linear model with a random intercept for each study subject was used to estimate the impact of SGA parameters on plasma B-complex vitamins. The random intercept for each subject accounted for the longitudinal correlation of measurements of each subject at different visits. The general equation for the model is:
For subject i at visit j, is the outcome of interest (plasma folate, B6 or B12 vitamin), is the exposure of interest (1- to 28-day moving average of IMF, SSN, SWR, or Kp Index), to are covariates of interest, is the subject-specific random intercept that allows for correlation of measurements between different visits.
All models were adjusted for 24-h average ambient temperature, relative humidity, and seasonality, represented as follows:
Additionally, the primary model included the following individual predictors: age at the time of visit (continuous), race (white/black), BMI (continuous), estimated glomerular filtration rate (eGFR) (continuous) based on the chronic kidney disease epidemiology collaboration equation (CKD-EPI 2009)43, dietary B vitamin supplementation (continuous), diabetes mellitus (yes/no), smoking history (current/former/never), pack-years of cigarette smoking (continuous), two or more alcoholic drinks per day (yes/no). We additionally adjusted the models for SWR to check if the impact of SGA was related to the SWR spectra (which represent spectra from infrared to ultraviolet).
In our secondary analysis, we analyzed the impact of SGA on quartiles of B complex supplement (individuals under higher 50th versus lower 50th levels of B-complex supplementation). We established for B6 supplement cutoff as > or < 50th = 3.7 mg; B12 supplement as > or < 50th =11.3 mg; and folate as > or < 50th = 611.8 mcg. These models were not adjusted for B-complex supplementation.
Furthermore, we applied the inverse probability weights (IPW) to analyze the impact of potential bias as healthier men are more likely to return for follow-up visits44. The estimates of the association of SGA with plasma B-complex vitamins were reported for an interquartile range (IQR) increase in exposure, where IQR was calculated as the difference between the 25th and 75th quantiles of the exposure measured. This was done to enable a comparison of the effect sizes of SGA and air pollution variables.
Ethical approval
All methods were carried out in accordance with relevant guidelines and regulations.
Supplementary Information
Acknowledgements
The VA Normative Aging Study is supported by the Cooperative Studies Program/Epidemiology Research and Information Center of the U.S. Department of Veterans Affairs and is a component of the Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Boston, Massachusetts. This study was also supported by NIH National Institute of Environmental Health Sciences R21-ES029637 and P30-ES000002, and resources and use of facilities at the Veterans Affairs Boston Healthcare System. The views expressed in this article are those of the authors and do not reflect the position or policy of the Department of Veterans Affairs or the United States Government. This publication was made possible by U.S. EPA grant RD-835872. Its contents are solely the responsibility of the grantee and do not necessarily represent the official views of the U.S. EPA. Further, U.S. EPA does not endorse the purchase of any commercial products or services mentioned in the publication. The views expressed in this article are those of the authors and do not reflect the position or policy of the Department of Veterans Affairs or the United States government.
Abbreviations
- BMI
Body mass index
- B6
B6 vitamin
- B12
B12 vitamin
- CI
Confidence intervals
- GMD
Geomagnetic disturbance
- IMF
Interplanetary magnetic field
- IQR
Interquartile range
- Kp Index
Planetary K index
- NAS
Normative ageing study
- SD
Standard deviation
- SGA
Solar and geomagnetic activity
- SSN
Sunspot number
- SWR
Short wave solar radiation (infrared, visible light, UV radiation)
- UV
Ultraviolet
Author contributions
P.K. and C.L.Z.V. were involved in conceptualization, developing methodology and supervision. C.L.Z.V. and C.S.L. conducted the formal analysis, visualization and wrote the original draft. A.R., Y.W. and V.W. provided software related assistance. All authors edited and approved the final version of the manuscript.
Data availability
All data generated or analyzed during this study are included in this published article [and its supplementary information files]. The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
The online version contains supplementary material available at 10.1038/s41598-024-56916-3.
References
- 1.Hathaway,. The solar cycle. Living Rev. Sol. Phys.12, 4 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Woelders, T., Wams, E. J., Gordijn, M. C. M., Beersma, D. G. M. & Hut, R. A. Integration of color and intensity increases time signal stability for the human circadian system when sunlight is obscured by clouds. Sci. Rep.8, 15214 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Zilli Vieira, C. L. et al. Geomagnetic disturbances driven by solar activity enhance total and cardiovascular mortality risk in 263 U.S. cities. Environ. Health18, 83 (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Caswell, J. M., Carniello, T. N. & Murugan, N. J. Annual incidence of mortality related to hypertensive disease in Canada and associations with heliophysical parameters. Int. J. Biometeorol.60, 9–20 (2016). [DOI] [PubMed] [Google Scholar]
- 5.Wang, V. A. et al. Solar activity is associated with diastolic and systolic blood pressure in elderly adults. JAHA10, e021006 (2021). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Azcárate, T., Mendoza, B. & Levi, J. R. Influence of geomagnetic activity and atmospheric pressure on human arterial pressure during the solar cycle 24. Adv. Space Res.58, 2116–2125 (2016). [Google Scholar]
- 7.Palmer, S. J., Rycroft, M. J. & Cermack, M. Solar and geomagnetic activity, extremely low frequency magnetic and electric fields and human health at the Earth’s surface. Surv. Geophys.27, 557–595 (2006). [Google Scholar]
- 8.Valencia-Vera, E. et al. Association between seasonal serum folate levels and ultraviolet radiation. J. Photochem. Photobiol. B: Biol.190, 66–71 (2019). [DOI] [PubMed] [Google Scholar]
- 9.Borradale, D., Isenring, E., Hacker, E. & Kimlin, M. G. Exposure to solar ultraviolet radiation is associated with a decreased folate status in women of childbearing age. J. Photochem. Photobiol. B: Biol.131, 90–95 (2014). [DOI] [PubMed] [Google Scholar]
- 10.Cabrera, S., Benavente, D., Alvo, M., de Pablo, P. & Ferro, C. J. Vitamin B12 deficiency is associated with geographical latitude and solar radiation in the older population. J. Photochem. Photobiol. B: Biol.140, 8–13 (2014). [DOI] [PubMed] [Google Scholar]
- 11.Strain, J. J., Dowey, L., Ward, M., Pentieva, K. & McNulty, H. B-vitamins, homocysteine metabolism and CVD. Proc. Nutr. Soc.63, 597–603 (2004). [DOI] [PubMed] [Google Scholar]
- 12.Wierzbicki, A. S. Homocysteine and cardiovascular disease: A review of the evidence. Diabet. Vasc. Dis. Res.4, 143–149 (2007). [DOI] [PubMed] [Google Scholar]
- 13.Weikert, C. et al. B vitamin plasma levels and the risk of ischemic stroke and transient ischemic attack in a German cohort. Stroke38, 2912–2918 (2007). [DOI] [PubMed] [Google Scholar]
- 14.Kennedy, D. B Vitamins and the brain: Mechanisms, dose and efficacy—a review. Nutrients8, 68 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Tucker, K. L., Qiao, N., Scott, T., Rosenberg, I. & Spiro, A. High homocysteine and low B vitamins predict cognitive decline in aging men: The veterans affairs normative aging study. Am. J. Clin. Nutr.82, 627–635 (2005). [DOI] [PubMed] [Google Scholar]
- 16.Scholl, T. O. & Johnson, W. G. Folic acid: Influence on the outcome of pregnancy. Am. J. Clin. Nutr.71, 1295S-1303S (2000). [DOI] [PubMed] [Google Scholar]
- 17.Cheng, G. et al. The associations between the duration of folic acid supplementation, gestational diabetes mellitus, and adverse birth outcomes based on a birth cohort. IJERPH16, 4511 (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Fratoni, V., Brandi, M. & Vitamins, B. Homocysteine and bone health. Nutrients7, 2176–2192 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Dai, Z. & Koh, W.-P. B-Vitamins and bone health: A review of the current evidence. Nutrients7, 3322–3346 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Hwang, S. Y., Sung, B. & Kim, N. D. Roles of folate in skeletal muscle cell development and functions. Arch. Pharm. Res.42, 319–325 (2019). [DOI] [PubMed] [Google Scholar]
- 21.Veeranki, S. & Tyagi, S. Defective homocysteine metabolism: Potential implications for skeletal muscle malfunction. IJMS14, 15074–15091 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Finkelstein, J. L., Layden, A. J. & Stover, P. J. Vitamin B-12 and perinatal health. Adv. Nutr.6, 552–563 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Green, R. Vitamin B12 deficiency from the perspective of a practicing hematologist. Blood129, 2603–2611 (2017). [DOI] [PubMed] [Google Scholar]
- 24.Adaikalakoteswari, A. et al. Vitamin B12 insufficiency induces cholesterol biosynthesis by limiting s-adenosylmethionine and modulating the methylation of SREBF1 and LDLR genes. Clin. Epigenet7, 14 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Williams, J. D. & Jacobson, M. K. Photobiological implications of folate depletion and repletion in cultured human keratinocytes. J. Photochem. Photobiol. B: Biol.99, 49–61 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Lucock, M. Folic acid: Beyond metabolism. J. Evid. Based Complement. Altern. Med.16, 102–113 (2011). [Google Scholar]
- 27.Off, M. K. et al. Ultraviolet photodegradation of folic acid. J. Photochem. Photobiol. B: Biol.80, 47–55 (2005). [DOI] [PubMed] [Google Scholar]
- 28.Borradale, D. C. & Kimlin, M. G. Folate degradation due to ultraviolet radiation: possible implications for human health and nutrition. Nutr. Rev.70, 414–422 (2012). [DOI] [PubMed] [Google Scholar]
- 29.Lucock, M. et al. Solar cycle predicts folate-sensitive neonatal genotypes at discrete phases of the first trimester of pregnancy: A novel folate-related human embryo loss hypothesis. Med. Hypotheses79, 210–215 (2012). [DOI] [PubMed] [Google Scholar]
- 30.Pfeiffer, C. M. et al. Estimation of trends in serum and RBC folate in the U.S. population from pre- to postfortification using assay-adjusted data from the NHANES 1988–2010. J. Nutr.142, 886–893 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Skjærvø, G. R., Fossøy, F. & Røskaft, E. Solar activity at birth predicted infant survival and women’s fertility in historical Norway. Proc. Biol. Sci.2015(282), 20142032. 10.1098/rspb.2014.2032 (1801). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Tang, H., Rising, H. H., Majji, M. & Brown, R. D. Long-term space nutrition: A scoping review. Nutrients.14(1), 194 (2021). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Imamura, N., Dake, Y. & Amemiya, T. Circadian rhythm in the retinal pigment epithelium related to vitamin B12. Life Sci.57(13), 1317–1323 (1995). [DOI] [PubMed] [Google Scholar]
- 34.DeVera, C. et al. The circadian clock in the retinal pigment epithelium controls the diurnal rhythm of phagocytic activity. Int. J. Mol. Sci.23(10), 5302 (2022). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Tracy, S. M. et al. Associations between solar and geomagnetic activity and peripheral white blood cells in the normative aging study. Environ. Res.204(Pt B), 112066. 10.1016/j.envres.2021.112066 (2022). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Liang, F. Q., Green, L., Wang, C., Alssadi, R. & Godley, B. F. Melatonin protects human retinal pigment epithelial (RPE) cells against oxidative stress. Exp. Eye Res.78(6), 1069–1075 (2004). [DOI] [PubMed] [Google Scholar]
- 37.Zerbo, J.-L., Amory-Mazaudier, C. & Ouattara, F. Geomagnetism during solar cycle 23: Characteristics. J. Adv. Res.4, 265–274 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Bell, B., Rose, C. L. & Damon, A. The veterans administration longitudinal study of healthy aging. Gerontol.6, 179–184 (1966). [DOI] [PubMed] [Google Scholar]
- 39.Bakulski, K. M. et al. Lead exposure, B vitamins, and plasma homocysteine in men 55 years of age and older: The VA normative aging study. Environ. Health Perspect.122, 1066–1074 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.NOAA, National Centers for Environmental Information (NCEI).
- 41.NASA, OMNIWeb Data Explorer.
- 42.P. E. Thornton, et al., Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 2. 315612.646437 MB (2014).
- 43.Levey, A. S. et al. A new equation to estimate glomerular filtration rate. Ann. Intern. Med.150, 604 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Narduzzi, S., Golini, M. N., Porta, D., Stafoggia, M. & Forastiere, F. L’uso dell’Inverse probability weighting (IPW) nella valutazione e “correzione” del selection bias [Inverse probability weighting (IPW) for evaluating and “correcting” selection bias]. Epidemiol. Prev.38(5), 335–341 (2014). [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data generated or analyzed during this study are included in this published article [and its supplementary information files]. The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.


