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Published in: Endocrine 1/2017

01-01-2017 | Endocrine Methods and Techniques

Development of an algorithm to predict serum vitamin D levels using a simple questionnaire based on sunlight exposure

Authors: Edda Vignali, Enrico Macchia, Filomena Cetani, Giorgio Reggiardo, Luisella Cianferotti, Federica Saponaro, Claudio Marcocci

Published in: Endocrine | Issue 1/2017

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Abstract

Sun exposure is the main determinant of vitamin D production. The aim of this study was to develop an algorithm to assess individual vitamin D status, independently of serum 25(OHD) measurement, using a simple questionnaire, mostly relying upon sunlight exposure, which might help select subjects requiring serum 25(OHD) measurement. Six hundred and twenty adult subjects living in a mountain village in Southern Italy, located at 954 m above the sea level and at a latitude of 40°50′11″76N, were asked to fill the questionnaire in two different periods of the year: August 2010 and March 2011. Seven predictors were considered: month of investigation, age, sex, BMI, average daily sunlight exposure, beach holidays in the past 12 months, and frequency of going outdoors. The statistical model assumes four classes of serum 25(OHD) concentrations: ≤10, 10–19.9, 20–29.9, and ≥30 ng/ml. The algorithm was developed using a two-step procedure. In Step 1, the linear regression equation was defined in 385 randomly selected subjects. In Step 2, the predictive ability of the regression model was tested in the remaining 235 subjects. Seasonality, daily sunlight exposure and beach holidays in the past 12 months accounted for 27.9, 13.5, and 6.4 % of the explained variance in predicting vitamin D status, respectively. The algorithm performed extremely well: 212 of 235 (90.2 %) subjects were assigned to the correct vitamin D status. In conclusion, our pilot study demonstrates that an algorithm to estimate the vitamin D status can be developed using a simple questionnaire based on sunlight exposure.
Literature
2.
go back to reference E.A. Yetley, Assessing the vitamin D status of the US population. Am. J. Clin. Nutr. 88(2), 558S–564S (2008)PubMed E.A. Yetley, Assessing the vitamin D status of the US population. Am. J. Clin. Nutr. 88(2), 558S–564S (2008)PubMed
3.
go back to reference G. Isaia, R. Giorgino, G.B. Rini, M. Bevilacqua, D. Maugeri, S. Adami, Prevalence of hypovitaminosis D in elderly women in Italy: clinical consequences and risk factors. Osteoporos. Int. 14(7), 577–582 (2003). doi:10.1007/s00198-003-1390-7 CrossRefPubMed G. Isaia, R. Giorgino, G.B. Rini, M. Bevilacqua, D. Maugeri, S. Adami, Prevalence of hypovitaminosis D in elderly women in Italy: clinical consequences and risk factors. Osteoporos. Int. 14(7), 577–582 (2003). doi:10.​1007/​s00198-003-1390-7 CrossRefPubMed
7.
go back to reference T. Skaaby, L.L. Husemoen, B.H. Thuesen, C. Pisinger, A. Hannemann, T. Jorgensen, A. Linneberg, Longitudinal associations between lifestyle and vitamin D: a general population study with repeated vitamin D measurements. Endocrine (2015). doi:10.1007/s12020-015-0641-7 T. Skaaby, L.L. Husemoen, B.H. Thuesen, C. Pisinger, A. Hannemann, T. Jorgensen, A. Linneberg, Longitudinal associations between lifestyle and vitamin D: a general population study with repeated vitamin D measurements. Endocrine (2015). doi:10.​1007/​s12020-015-0641-7
8.
go back to reference T. Skaaby, L.L. Husemoen, B.H. Thuesen, C. Pisinger, A. Hannemann, T. Jorgensen, A. Linneberg, Longitudinal associations between lifestyle and vitamin D: a general population study with repeated vitamin D measurements. Endocrine 51(2), 342–350 (2016). doi:10.1007/s12020-015-0641-7 CrossRefPubMed T. Skaaby, L.L. Husemoen, B.H. Thuesen, C. Pisinger, A. Hannemann, T. Jorgensen, A. Linneberg, Longitudinal associations between lifestyle and vitamin D: a general population study with repeated vitamin D measurements. Endocrine 51(2), 342–350 (2016). doi:10.​1007/​s12020-015-0641-7 CrossRefPubMed
9.
go back to reference M.F. Holick, Environmental factors that influence the cutaneous production of vitamin D. Am. J. Clin. Nutr. 61(3 Suppl), 638S–645S (1995)PubMed M.F. Holick, Environmental factors that influence the cutaneous production of vitamin D. Am. J. Clin. Nutr. 61(3 Suppl), 638S–645S (1995)PubMed
12.
go back to reference S. Adami, G. Isaia, G. Luisetto, S. Minisola, L. Sinigaglia, R. Gentilella, D. Agnusdei, N. Iori, R. Nuti, Fracture incidence and characterization in patients on osteoporosis treatment: the ICARO study. J. Bone Miner. Res. 21(10), 1565–1570 (2006). doi:10.1359/jbmr.060715 CrossRefPubMed S. Adami, G. Isaia, G. Luisetto, S. Minisola, L. Sinigaglia, R. Gentilella, D. Agnusdei, N. Iori, R. Nuti, Fracture incidence and characterization in patients on osteoporosis treatment: the ICARO study. J. Bone Miner. Res. 21(10), 1565–1570 (2006). doi:10.​1359/​jbmr.​060715 CrossRefPubMed
13.
go back to reference S. Adami, S. Giannini, G. Bianchi, L. Sinigaglia, O. Di Munno, C.E. Fiore, S. Minisola, M. Rossini, Vitamin D status and response to treatment in post-menopausal osteoporosis. Osteoporos. Int. 20(2), 239–244 (2009). doi:10.1007/s00198-008-0650-y CrossRefPubMed S. Adami, S. Giannini, G. Bianchi, L. Sinigaglia, O. Di Munno, C.E. Fiore, S. Minisola, M. Rossini, Vitamin D status and response to treatment in post-menopausal osteoporosis. Osteoporos. Int. 20(2), 239–244 (2009). doi:10.​1007/​s00198-008-0650-y CrossRefPubMed
14.
go back to reference M.F. Holick, E.S. Siris, N. Binkley, M.K. Beard, A. Khan, J.T. Katzer, R.A. Petruschke, E. Chen, A.E. de Papp, Prevalence of Vitamin D inadequacy among postmenopausal North American women receiving osteoporosis therapy. J. Clin. Endocrinol. Metab. 90(6), 3215–3224 (2005). doi:10.1210/jc.2004-2364 CrossRefPubMed M.F. Holick, E.S. Siris, N. Binkley, M.K. Beard, A. Khan, J.T. Katzer, R.A. Petruschke, E. Chen, A.E. de Papp, Prevalence of Vitamin D inadequacy among postmenopausal North American women receiving osteoporosis therapy. J. Clin. Endocrinol. Metab. 90(6), 3215–3224 (2005). doi:10.​1210/​jc.​2004-2364 CrossRefPubMed
15.
16.
go back to reference T. Skaaby, L.L. Husemoen, A. Borglykke, T. Jorgensen, B.H. Thuesen, C. Pisinger, L.E. Schmidt, A. Linneberg, Vitamin D status, liver enzymes, and incident liver disease and mortality: a general population study. Endocrine 47(1), 213–220 (2014). doi:10.1007/s12020-013-0107-8 CrossRefPubMed T. Skaaby, L.L. Husemoen, A. Borglykke, T. Jorgensen, B.H. Thuesen, C. Pisinger, L.E. Schmidt, A. Linneberg, Vitamin D status, liver enzymes, and incident liver disease and mortality: a general population study. Endocrine 47(1), 213–220 (2014). doi:10.​1007/​s12020-013-0107-8 CrossRefPubMed
17.
go back to reference T. Skaaby, L.L. Husemoen, C. Pisinger, T. Jorgensen, B.H. Thuesen, M. Fenger, A. Linneberg, Vitamin D status and incident cardiovascular disease and all-cause mortality: a general population study. Endocrine 43(3), 618–625 (2013). doi:10.1007/s12020-012-9805-x CrossRefPubMed T. Skaaby, L.L. Husemoen, C. Pisinger, T. Jorgensen, B.H. Thuesen, M. Fenger, A. Linneberg, Vitamin D status and incident cardiovascular disease and all-cause mortality: a general population study. Endocrine 43(3), 618–625 (2013). doi:10.​1007/​s12020-012-9805-x CrossRefPubMed
20.
go back to reference N. Binkley, D. Krueger, C.S. Cowgill, L. Plum, E. Lake, K.E. Hansen, H.F. DeLuca, M.K. Drezner, Assay variation confounds the diagnosis of hypovitaminosis D: a call for standardization. J. Clin. Endocrinol. Metab. 89(7), 3152–3157 (2004). doi:10.1210/jc.2003-031979 CrossRefPubMed N. Binkley, D. Krueger, C.S. Cowgill, L. Plum, E. Lake, K.E. Hansen, H.F. DeLuca, M.K. Drezner, Assay variation confounds the diagnosis of hypovitaminosis D: a call for standardization. J. Clin. Endocrinol. Metab. 89(7), 3152–3157 (2004). doi:10.​1210/​jc.​2003-031979 CrossRefPubMed
21.
go back to reference C.T. Sempos, R.A. Durazo-Arvizu, N. Binkley, J. Jones, J.M. Merkel, G.D. Carter, Developing Vitamin D Dietary Guidelines and the Lack of 25-Hydroxyvitamin D Assay Standardization: the Ever-Present Past. J. Steroid Biochem. Mol. Biol. (2015). doi:10.1016/j.jsbmb.2015.08.027 C.T. Sempos, R.A. Durazo-Arvizu, N. Binkley, J. Jones, J.M. Merkel, G.D. Carter, Developing Vitamin D Dietary Guidelines and the Lack of 25-Hydroxyvitamin D Assay Standardization: the Ever-Present Past. J. Steroid Biochem. Mol. Biol. (2015). doi:10.​1016/​j.​jsbmb.​2015.​08.​027
22.
go back to reference G.D. Carter, Accuracy of 25-hydroxyvitamin D assays: confronting the issues. Curr. Drug Targets 12(1), 19–28 (2011)CrossRefPubMed G.D. Carter, Accuracy of 25-hydroxyvitamin D assays: confronting the issues. Curr. Drug Targets 12(1), 19–28 (2011)CrossRefPubMed
23.
go back to reference S. Adami, E. Romagnoli, V. Carnevale, A. Scillitani, A. Giusti, M. Rossini, D. Gatti, R. Nuti, S. Minisola, Guidelines on prevention and treatment of vitamin D deficiency. Italian Society for Osteoporosis, Mineral Metabolism and Bone Diseases (SIOMMMS). Reumatismo 63(3), 129–147 (2011)CrossRefPubMed S. Adami, E. Romagnoli, V. Carnevale, A. Scillitani, A. Giusti, M. Rossini, D. Gatti, R. Nuti, S. Minisola, Guidelines on prevention and treatment of vitamin D deficiency. Italian Society for Osteoporosis, Mineral Metabolism and Bone Diseases (SIOMMMS). Reumatismo 63(3), 129–147 (2011)CrossRefPubMed
24.
go back to reference B. Dawson-Hughes, A. Mithal, J.P. Bonjour, S. Boonen, P. Burckhardt, G.E. Fuleihan, R.G. Josse, P. Lips, J. Morales-Torres, N. Yoshimura, IOF position statement: vitamin D recommendations for older adults. Osteoporos. Int. 21(7), 1151–1154 (2010). doi:10.1007/s00198-010-1285-3 CrossRefPubMed B. Dawson-Hughes, A. Mithal, J.P. Bonjour, S. Boonen, P. Burckhardt, G.E. Fuleihan, R.G. Josse, P. Lips, J. Morales-Torres, N. Yoshimura, IOF position statement: vitamin D recommendations for older adults. Osteoporos. Int. 21(7), 1151–1154 (2010). doi:10.​1007/​s00198-010-1285-3 CrossRefPubMed
25.
go back to reference M.F. Holick, N.C. Binkley, H.A. Bischoff-Ferrari, C.M. Gordon, D.A. Hanley, R.P. Heaney, M.H. Murad, C.M. Weaver, Evaluation, treatment, and prevention of vitamin D deficiency: an Endocrine Society clinical practice guideline. J. Clin. Endocrinol. Metab. 96(7), 1911–1930 (2011). doi:10.1210/jc.2011-0385 CrossRefPubMed M.F. Holick, N.C. Binkley, H.A. Bischoff-Ferrari, C.M. Gordon, D.A. Hanley, R.P. Heaney, M.H. Murad, C.M. Weaver, Evaluation, treatment, and prevention of vitamin D deficiency: an Endocrine Society clinical practice guideline. J. Clin. Endocrinol. Metab. 96(7), 1911–1930 (2011). doi:10.​1210/​jc.​2011-0385 CrossRefPubMed
27.
go back to reference I.A. van der Mei, A.L. Ponsonby, T. Dwyer, L. Blizzard, B.V. Taylor, T. Kilpatrick, H. Butzkueven, A.J. McMichael, Vitamin D levels in people with multiple sclerosis and community controls in Tasmania, Australia. J Neurol. 254(5), 581–590 (2007). doi:10.1007/s00415-006-0315-8 CrossRefPubMed I.A. van der Mei, A.L. Ponsonby, T. Dwyer, L. Blizzard, B.V. Taylor, T. Kilpatrick, H. Butzkueven, A.J. McMichael, Vitamin D levels in people with multiple sclerosis and community controls in Tasmania, Australia. J Neurol. 254(5), 581–590 (2007). doi:10.​1007/​s00415-006-0315-8 CrossRefPubMed
28.
go back to reference E. Giovannucci, Y. Liu, E.B. Rimm, B.W. Hollis, C.S. Fuchs, M.J. Stampfer, W.C. Willett, Prospective study of predictors of vitamin D status and cancer incidence and mortality in men. J. Natl. Cancer Inst. 98(7), 451–459 (2006). doi:10.1093/jnci/djj101 CrossRefPubMed E. Giovannucci, Y. Liu, E.B. Rimm, B.W. Hollis, C.S. Fuchs, M.J. Stampfer, W.C. Willett, Prospective study of predictors of vitamin D status and cancer incidence and mortality in men. J. Natl. Cancer Inst. 98(7), 451–459 (2006). doi:10.​1093/​jnci/​djj101 CrossRefPubMed
29.
30.
go back to reference J. Cargill, R.M. Lucas, P. Gies, K. King, A. Swaminathan, M.W. Allen, E. Banks, Validation of brief questionnaire measures of sun exposure and skin pigmentation against detailed and objective measures including vitamin D status. Photochem. Photobiol. 89(1), 219–226 (2013). doi:10.1111/j.1751-1097.2012.01221.x CrossRefPubMed J. Cargill, R.M. Lucas, P. Gies, K. King, A. Swaminathan, M.W. Allen, E. Banks, Validation of brief questionnaire measures of sun exposure and skin pigmentation against detailed and objective measures including vitamin D status. Photochem. Photobiol. 89(1), 219–226 (2013). doi:10.​1111/​j.​1751-1097.​2012.​01221.​x CrossRefPubMed
31.
go back to reference I.A. van der Mei, A.L. Ponsonby, O. Engelsen, J.A. Pasco, J.J. McGrath, D.W. Eyles, L. Blizzard, T. Dwyer, R. Lucas, G. Jones, The high prevalence of vitamin D insufficiency across Australian populations is only partly explained by season and latitude. Environ. Health Perspect. 115(8), 1132–1139 (2007). doi:10.1289/ehp.9937 CrossRefPubMedPubMedCentral I.A. van der Mei, A.L. Ponsonby, O. Engelsen, J.A. Pasco, J.J. McGrath, D.W. Eyles, L. Blizzard, T. Dwyer, R. Lucas, G. Jones, The high prevalence of vitamin D insufficiency across Australian populations is only partly explained by season and latitude. Environ. Health Perspect. 115(8), 1132–1139 (2007). doi:10.​1289/​ehp.​9937 CrossRefPubMedPubMedCentral
32.
go back to reference P.F. Jacques, D.T. Felson, K.L. Tucker, B. Mahnken, P.W. Wilson, I.H. Rosenberg, D. Rush, Plasma 25-hydroxyvitamin D and its determinants in an elderly population sample. Am. J. Clin. Nutr. 66(4), 929–936 (1997)PubMed P.F. Jacques, D.T. Felson, K.L. Tucker, B. Mahnken, P.W. Wilson, I.H. Rosenberg, D. Rush, Plasma 25-hydroxyvitamin D and its determinants in an elderly population sample. Am. J. Clin. Nutr. 66(4), 929–936 (1997)PubMed
33.
go back to reference H.E. Hanwell, R. Vieth, D.E. Cole, A. Scillitani, S. Modoni, V. Frusciante, G. Ritrovato, I. Chiodini, S. Minisola, V. Carnevale, Sun exposure questionnaire predicts circulating 25-hydroxyvitamin D concentrations in Caucasian hospital workers in southern Italy. J. Steroid Biochem. Mol. Biol. 121(1–2), 334–337 (2010). doi:10.1016/j.jsbmb.2010.03.023 CrossRefPubMed H.E. Hanwell, R. Vieth, D.E. Cole, A. Scillitani, S. Modoni, V. Frusciante, G. Ritrovato, I. Chiodini, S. Minisola, V. Carnevale, Sun exposure questionnaire predicts circulating 25-hydroxyvitamin D concentrations in Caucasian hospital workers in southern Italy. J. Steroid Biochem. Mol. Biol. 121(1–2), 334–337 (2010). doi:10.​1016/​j.​jsbmb.​2010.​03.​023 CrossRefPubMed
34.
go back to reference E. Vignali, F. Cetani, S. Chiavistelli, A. Meola, F. Saponaro, R. Centoni, L. Cianferotti, C. Marcocci, Normocalcemic primary hyperparathyroidism: a survey in a small village of Southern Italy. Endocr. Connect 4(3), 172–178 (2015). doi:10.1530/EC-15-0030 CrossRefPubMedPubMedCentral E. Vignali, F. Cetani, S. Chiavistelli, A. Meola, F. Saponaro, R. Centoni, L. Cianferotti, C. Marcocci, Normocalcemic primary hyperparathyroidism: a survey in a small village of Southern Italy. Endocr. Connect 4(3), 172–178 (2015). doi:10.​1530/​EC-15-0030 CrossRefPubMedPubMedCentral
35.
go back to reference F. Aghini-Lombardi, P. Vitti, L. Antonangeli, E. Fiore, P. Piaggi, A. Pallara, E. Consiglio, A. Pinchera, The size of the community rather than its geographical location better defines the risk of iodine deficiency: results of an extensive survey in Southern Italy. J. Endocrinol. Invest. 36(5), 282–286 (2013). doi:10.1007/BF03347103 CrossRefPubMed F. Aghini-Lombardi, P. Vitti, L. Antonangeli, E. Fiore, P. Piaggi, A. Pallara, E. Consiglio, A. Pinchera, The size of the community rather than its geographical location better defines the risk of iodine deficiency: results of an extensive survey in Southern Italy. J. Endocrinol. Invest. 36(5), 282–286 (2013). doi:10.​1007/​BF03347103 CrossRefPubMed
36.
go back to reference F. Aghini Lombardi, E. Fiore, M. Tonacchera, L. Antonangeli, T. Rago, M. Frigeri, A.M. Provenzale, L. Montanelli, L. Grasso, A. Pinchera, P. Vitti, The effect of voluntary iodine prophylaxis in a small rural community: the Pescopagano survey 15 years later. J. Clin. Endocrinol. Metab. 98(3), 1031–1039 (2013)CrossRefPubMed F. Aghini Lombardi, E. Fiore, M. Tonacchera, L. Antonangeli, T. Rago, M. Frigeri, A.M. Provenzale, L. Montanelli, L. Grasso, A. Pinchera, P. Vitti, The effect of voluntary iodine prophylaxis in a small rural community: the Pescopagano survey 15 years later. J. Clin. Endocrinol. Metab. 98(3), 1031–1039 (2013)CrossRefPubMed
37.
go back to reference J. Neter, W. Wasserman, M. Kutner, in Applied Linear Regression Models, ed. by R.D. Irwin (McGraw-Hill, Chicago, 1983) J. Neter, W. Wasserman, M. Kutner, in Applied Linear Regression Models, ed. by R.D. Irwin (McGraw-Hill, Chicago, 1983)
39.
40.
go back to reference A.E. Millen, J. Wactawski-Wende, M. Pettinger, M.L. Melamed, F.A. Tylavsky, S. Liu, J. Robbins, A.Z. LaCroix, M.S. LeBoff, R.D. Jackson, Predictors of serum 25-hydroxyvitamin D concentrations among postmenopausal women: the Women’s Health Initiative Calcium plus Vitamin D clinical trial. Am. J. Clin. Nutr. 91(5), 1324–1335 (2010). doi:10.3945/ajcn.2009.28908 CrossRefPubMedPubMedCentral A.E. Millen, J. Wactawski-Wende, M. Pettinger, M.L. Melamed, F.A. Tylavsky, S. Liu, J. Robbins, A.Z. LaCroix, M.S. LeBoff, R.D. Jackson, Predictors of serum 25-hydroxyvitamin D concentrations among postmenopausal women: the Women’s Health Initiative Calcium plus Vitamin D clinical trial. Am. J. Clin. Nutr. 91(5), 1324–1335 (2010). doi:10.​3945/​ajcn.​2009.​28908 CrossRefPubMedPubMedCentral
Metadata
Title
Development of an algorithm to predict serum vitamin D levels using a simple questionnaire based on sunlight exposure
Authors
Edda Vignali
Enrico Macchia
Filomena Cetani
Giorgio Reggiardo
Luisella Cianferotti
Federica Saponaro
Claudio Marcocci
Publication date
01-01-2017
Publisher
Springer US
Published in
Endocrine / Issue 1/2017
Print ISSN: 1355-008X
Electronic ISSN: 1559-0100
DOI
https://doi.org/10.1007/s12020-016-0901-1

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