Skip to main content
Top
Published in: BMC Pediatrics 1/2021

Open Access 01-12-2021 | Research Article

Genetic variants and physical activity interact to affect bone density in Hispanic children

Authors: Ruixue Hou, Shelley A. Cole, Mariaelisa Graff, Yujie Wang, Karin Haack, Sandra Laston, Nitesh R. Mehta, Roman J. Shypailo, Margaret L. Gourlay, Anthony G. Comuzzie, Kari E. North, Nancy F. Butte, Venkata Saroja Voruganti

Published in: BMC Pediatrics | Issue 1/2021

Login to get access

Abstract

Background

Our aim was to investigate if moderate to vigorous physical activity (MVPA), calcium intake interacts with bone mineral density (BMD)-related single nucleotide polymorphisms (SNPs) to influence BMD in 750 Hispanic children (4-19y) of the cross-sectional Viva La Familia Study.

Methods

Physical activity and dietary intake were measured by accelerometers and multiple-pass 24 h dietary recalls, respectively. Total body and lumbar spine BMD were measured by dual energy X-ray absorptiometry. A polygenic risk score (PRS) was computed based on SNPs identified in published literature. Regression analysis was conducted with PRSs, MVPA and calcium intake with total body and lumbar spine BMD.

Results

We found evidence of statistically significant interaction effects between the PRS and MVPA on total body BMD and lumbar spine BMD (p < 0.05). Higher PRS was associated with a lower total body BMD (β = − 0.040 ± 0.009, p = 1.1 × 10− 5) and lumbar spine BMD (β = − 0.042 ± 0.013, p = 0.0016) in low MVPA group, as compared to high MVPA group (β = − 0.015 ± 0.006, p = 0.02; β = 0.008 ± 0.01, p = 0.4, respectively).

Discussion

The study indicated that calcium intake does not modify the relationship between genetic variants and BMD, while it implied physical activity interacts with genetic variants to affect BMD in Hispanic children. Due to limited sample size of our study, future research on gene by environment interaction on bone health and functional studies to provide biological insights are needed.

Conclusions

Bone health in Hispanic children with high genetic risk for low BMD is benefitted more by MVPA than children with low genetic risk. Our results may be useful to predict disease risk and tailor dietary and physical activity advice delivery to people, especially children.
Appendix
Available only for authorised users
Literature
1.
go back to reference Bonjour J-P, Chevalley T, Ferrari S, Rizzoli R. The importance and relevance of peak bone mass in the prevalence of osteoporosis. Salud Publica Mex. 2009;51:s5–17.PubMedCrossRef Bonjour J-P, Chevalley T, Ferrari S, Rizzoli R. The importance and relevance of peak bone mass in the prevalence of osteoporosis. Salud Publica Mex. 2009;51:s5–17.PubMedCrossRef
2.
go back to reference Gunter KB, Almstedt HC, Janz KF. Physical activity in childhood may be the key to optimizing lifespan skeletal health. Exerc Sport Sci Rev. 2012;40:13.PubMedPubMedCentralCrossRef Gunter KB, Almstedt HC, Janz KF. Physical activity in childhood may be the key to optimizing lifespan skeletal health. Exerc Sport Sci Rev. 2012;40:13.PubMedPubMedCentralCrossRef
3.
go back to reference Ilich JZ, Kerstetter JE. Nutrition in bone health revisited: a story beyond calcium. J Am Coll Nutr. 2000;19:715–37.PubMedCrossRef Ilich JZ, Kerstetter JE. Nutrition in bone health revisited: a story beyond calcium. J Am Coll Nutr. 2000;19:715–37.PubMedCrossRef
4.
go back to reference Duke J, Huhman M, Heitzler C. Physical activity levels among children aged 9-13 years-United States, 2002. JAMA. 2003;290:1308.CrossRef Duke J, Huhman M, Heitzler C. Physical activity levels among children aged 9-13 years-United States, 2002. JAMA. 2003;290:1308.CrossRef
5.
go back to reference Jackson KA, Savaiano DA. Lactose Maldigestion, calcium intake and osteoporosis in African-, Asian-, and Hispanic-Americans. J Am Coll Nutr. 2001;20:198S–207S.PubMedCrossRef Jackson KA, Savaiano DA. Lactose Maldigestion, calcium intake and osteoporosis in African-, Asian-, and Hispanic-Americans. J Am Coll Nutr. 2001;20:198S–207S.PubMedCrossRef
6.
go back to reference Bonjour J-P, Chevalley T, Rizzoli R, Ferrari S. Gene-environment interactions in the skeletal response to nutrition and exercise during growth. Med Sport Sci. 2007;51:64–80.PubMedCrossRef Bonjour J-P, Chevalley T, Rizzoli R, Ferrari S. Gene-environment interactions in the skeletal response to nutrition and exercise during growth. Med Sport Sci. 2007;51:64–80.PubMedCrossRef
7.
go back to reference Ferrari S, Karasik D. Gene--diet interactions on bone. In: Holick MF, Nieves JW, editors. Nutrition and bone health. New York: Springer New York; 2015. p. 21–36.CrossRef Ferrari S, Karasik D. Gene--diet interactions on bone. In: Holick MF, Nieves JW, editors. Nutrition and bone health. New York: Springer New York; 2015. p. 21–36.CrossRef
8.
go back to reference Mitchell JA, Chesi A, Elci O, McCormack SE, Roy SM, Kalkwarf HJ, et al. Physical activity benefits the skeleton of children genetically predisposed to lower bone density in adulthood. J Bone Miner Res. 2016;31:1504–12.PubMedCrossRef Mitchell JA, Chesi A, Elci O, McCormack SE, Roy SM, Kalkwarf HJ, et al. Physical activity benefits the skeleton of children genetically predisposed to lower bone density in adulthood. J Bone Miner Res. 2016;31:1504–12.PubMedCrossRef
9.
go back to reference Butte NF, Cai GW, Cole SA, Comuzzie AG. Viva la Familia study: genetic and environmental contributions to childhood obesity and its comorbidities in the Hispanic population. Am J Clin Nutr. 2006;84:646–54.PubMedCrossRef Butte NF, Cai GW, Cole SA, Comuzzie AG. Viva la Familia study: genetic and environmental contributions to childhood obesity and its comorbidities in the Hispanic population. Am J Clin Nutr. 2006;84:646–54.PubMedCrossRef
10.
go back to reference Voruganti VS, Laston S, Haack K, Mehta NR, Cole SA, Butte NF, et al. Serum uric acid concentrations and SLC2A9 genetic variation in Hispanic children: the viva La Familia study. Am J Clin Nutr April. 2015;101:725–32.CrossRef Voruganti VS, Laston S, Haack K, Mehta NR, Cole SA, Butte NF, et al. Serum uric acid concentrations and SLC2A9 genetic variation in Hispanic children: the viva La Familia study. Am J Clin Nutr April. 2015;101:725–32.CrossRef
11.
go back to reference Cai G, Cole SAA, Butte N, Bacino C, Diego V, Tan K, et al. A quantitative trait locus on chromosome 18q for physical activity and dietary intake in Hispanic children. Obesity (Silver Spring). 2006;14:1596–604.CrossRef Cai G, Cole SAA, Butte N, Bacino C, Diego V, Tan K, et al. A quantitative trait locus on chromosome 18q for physical activity and dietary intake in Hispanic children. Obesity (Silver Spring). 2006;14:1596–604.CrossRef
12.
go back to reference Butte NF, Cai G, Cole SA, Wilson TA, Fisher JO, Zakeri IF, et al. Metabolic and behavioral predictors of weight gain in Hispanic children: the viva la Familia study. Am J Clin Nutr. 2007;85:1478–85.PubMedCrossRef Butte NF, Cai G, Cole SA, Wilson TA, Fisher JO, Zakeri IF, et al. Metabolic and behavioral predictors of weight gain in Hispanic children: the viva la Familia study. Am J Clin Nutr. 2007;85:1478–85.PubMedCrossRef
13.
go back to reference Wilson TA, Adolph AL, Butte NF. Nutrient adequacy and diet quality in non-overweight and overweight Hispanic children of low socioeconomic status: the viva la Familia study. J Am Diet Assoc. 2009;109:1012–21.PubMedPubMedCentralCrossRef Wilson TA, Adolph AL, Butte NF. Nutrient adequacy and diet quality in non-overweight and overweight Hispanic children of low socioeconomic status: the viva la Familia study. J Am Diet Assoc. 2009;109:1012–21.PubMedPubMedCentralCrossRef
14.
go back to reference Hou R, Cole SA, Graff M, Haack K, Laston S, Comuzzie AG, et al. Genetic variants affecting bone mineral density and bone mineral content at multiple skeletal sites in Hispanic children. Bone. 2020;132:115175.CrossRefPubMed Hou R, Cole SA, Graff M, Haack K, Laston S, Comuzzie AG, et al. Genetic variants affecting bone mineral density and bone mineral content at multiple skeletal sites in Hispanic children. Bone. 2020;132:115175.CrossRefPubMed
15.
go back to reference Kuczmarski RJ, Ogden CL, Grummer-Strawn LM, Flegal KM, Guo SS, Wei R, et al. CDC growth charts. Adv Data. 2000;2000(314):1–27. Kuczmarski RJ, Ogden CL, Grummer-Strawn LM, Flegal KM, Guo SS, Wei R, et al. CDC growth charts. Adv Data. 2000;2000(314):1–27.
16.
go back to reference Antiretroviral therapy of HIV infection in infants and children: towards universal access: recommendations for a public health approach-2010 revision. World Health Organization. 2010. pp 1-94. ISBN-978-82-4-15-9980-1. Antiretroviral therapy of HIV infection in infants and children: towards universal access: recommendations for a public health approach-2010 revision. World Health Organization. 2010. pp 1-94. ISBN-978-82-4-15-9980-1.
17.
go back to reference Medina-Gomez C, Kemp JP, Trajanoska K, Luan J, Chesi A, Ahluwalia TS, et al. Life-course genome-wide association study meta-analysis of Total body BMD and assessment of age-specific effects. Am J Hum Genet. 2018;102:88–102.PubMedPubMedCentralCrossRef Medina-Gomez C, Kemp JP, Trajanoska K, Luan J, Chesi A, Ahluwalia TS, et al. Life-course genome-wide association study meta-analysis of Total body BMD and assessment of age-specific effects. Am J Hum Genet. 2018;102:88–102.PubMedPubMedCentralCrossRef
18.
go back to reference Mitchell JA, Cousminer DL, Zemel BS, Grant SFA, Chesi A. Genetics of pediatric bone strength. Bonekey Rep. 2016;5:1–6.CrossRef Mitchell JA, Cousminer DL, Zemel BS, Grant SFA, Chesi A. Genetics of pediatric bone strength. Bonekey Rep. 2016;5:1–6.CrossRef
19.
go back to reference Evans DM, Visscher PM, Wray NR. Harnessing the information contained within genome-wide association studies to improve individual prediction of complex disease risk. Hum Mol Genet. 2009;18:3525–31.PubMedCrossRef Evans DM, Visscher PM, Wray NR. Harnessing the information contained within genome-wide association studies to improve individual prediction of complex disease risk. Hum Mol Genet. 2009;18:3525–31.PubMedCrossRef
20.
go back to reference Kemp JP, Medina-Gomez C, Estrada K, St Pourcain B, Heppe DH, Warrington NM, et al. Phenotypic dissection of bone mineral density reveals skeletal site specificity and facilitates the identification of novel loci in the genetic regulation of bone mass attainment. PLoS Genet. 2014;10(6):e1004423.PubMedPubMedCentralCrossRef Kemp JP, Medina-Gomez C, Estrada K, St Pourcain B, Heppe DH, Warrington NM, et al. Phenotypic dissection of bone mineral density reveals skeletal site specificity and facilitates the identification of novel loci in the genetic regulation of bone mass attainment. PLoS Genet. 2014;10(6):e1004423.PubMedPubMedCentralCrossRef
21.
go back to reference Kocks J, Ward K, Mughal Z, Moncayo R, Adams J, Högler W. Z-score comparability of bone mineral density reference databases for children. J Clin Endocrinol Metab. 2010;95:4652–9.PubMedCrossRef Kocks J, Ward K, Mughal Z, Moncayo R, Adams J, Högler W. Z-score comparability of bone mineral density reference databases for children. J Clin Endocrinol Metab. 2010;95:4652–9.PubMedCrossRef
22.
go back to reference Leonard MB, Propert KJ, Zemel BS, Stallings VA, Feldman HI. Discrepancies in pediatric bone mineral density reference data: potential for misdiagnosis of osteopenia. J Pediatr. 1999;135(2 Pt 1):182–8.PubMedCrossRef Leonard MB, Propert KJ, Zemel BS, Stallings VA, Feldman HI. Discrepancies in pediatric bone mineral density reference data: potential for misdiagnosis of osteopenia. J Pediatr. 1999;135(2 Pt 1):182–8.PubMedCrossRef
23.
go back to reference 2018 Physical Activity Guidelines Advisory Committee. 2018 Physical Activity Guidelines Advisory Committee Scientific Report. 2018. 2018 Physical Activity Guidelines Advisory Committee. 2018 Physical Activity Guidelines Advisory Committee Scientific Report. 2018.
24.
go back to reference Binkovitz LA, Henwood MJ. Pediatric DXA: Technique and interpretation. Pediatr Radiol. 2007;37:21–31.PubMedCrossRef Binkovitz LA, Henwood MJ. Pediatric DXA: Technique and interpretation. Pediatr Radiol. 2007;37:21–31.PubMedCrossRef
25.
go back to reference Lin DY, Tao R, Kalsbeek WD, Zeng D, Gonzalez F, Fernández-Rhodes L, et al. Genetic association analysis under complex survey sampling: the Hispanic community health study/study of Latinos. Am J Hum Genet. 2014;95:675–88.PubMedPubMedCentralCrossRef Lin DY, Tao R, Kalsbeek WD, Zeng D, Gonzalez F, Fernández-Rhodes L, et al. Genetic association analysis under complex survey sampling: the Hispanic community health study/study of Latinos. Am J Hum Genet. 2014;95:675–88.PubMedPubMedCentralCrossRef
26.
go back to reference Ross CA, Taylor CL, Yaktine AL, del Vale HB. Committee to review dietary reference intakes for vitamin D and calcium food and nutrition board; Institute of Medicine. Diet Ref Intakes Calcium Vitam D. The National Academies Press; 2010. Ross CA, Taylor CL, Yaktine AL, del Vale HB. Committee to review dietary reference intakes for vitamin D and calcium food and nutrition board; Institute of Medicine. Diet Ref Intakes Calcium Vitam D. The National Academies Press; 2010.
27.
go back to reference Burckhardt P, Dawson-Hughes B, Weaver C. Nutritional influences on bone health; 2010.CrossRef Burckhardt P, Dawson-Hughes B, Weaver C. Nutritional influences on bone health; 2010.CrossRef
28.
go back to reference Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, et al. The physical activity guidelines for Americans. JAMA. 2018;320:2020–8.PubMedCrossRef Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, et al. The physical activity guidelines for Americans. JAMA. 2018;320:2020–8.PubMedCrossRef
29.
go back to reference Suuriniemi M, Mahonen A, Kovanen V, Alén M, Lyytikäinen A, Wang Q, et al. Association between exercise and pubertal BMD is modulated by estrogen receptor α genotype. J Bone Miner Res. 2004;19:1758–65.PubMedCrossRef Suuriniemi M, Mahonen A, Kovanen V, Alén M, Lyytikäinen A, Wang Q, et al. Association between exercise and pubertal BMD is modulated by estrogen receptor α genotype. J Bone Miner Res. 2004;19:1758–65.PubMedCrossRef
30.
go back to reference Tajima O, Ashizawa N, Ishii T, Amagai H, Mashimo T, Liu LJ, et al. Interaction of the effects between vitamin D receptor polymorphism and exercise training on bone metabolism. J Appl Physiol. 2000;88:1271–6.PubMedCrossRef Tajima O, Ashizawa N, Ishii T, Amagai H, Mashimo T, Liu LJ, et al. Interaction of the effects between vitamin D receptor polymorphism and exercise training on bone metabolism. J Appl Physiol. 2000;88:1271–6.PubMedCrossRef
31.
go back to reference Estrada K, Styrkarsdottir U, Evangelou E, Hsu Y-H, Duncan EL, Ntzani EE, et al. Genome-wide meta-analysis identifies 56 bone mineral density loci and reveals 14 loci associated with risk of fracture. Nat Genet. 2012;44:491–501.PubMedPubMedCentralCrossRef Estrada K, Styrkarsdottir U, Evangelou E, Hsu Y-H, Duncan EL, Ntzani EE, et al. Genome-wide meta-analysis identifies 56 bone mineral density loci and reveals 14 loci associated with risk of fracture. Nat Genet. 2012;44:491–501.PubMedPubMedCentralCrossRef
32.
go back to reference Kukielka M, Holycross B, Billman GE. Endurance exercise training reduces cardiac sodium/calcium exchanger expression in animals susceptible to ventricular fibrillation. Front Physiol. 2011;2:3.PubMedPubMedCentralCrossRef Kukielka M, Holycross B, Billman GE. Endurance exercise training reduces cardiac sodium/calcium exchanger expression in animals susceptible to ventricular fibrillation. Front Physiol. 2011;2:3.PubMedPubMedCentralCrossRef
33.
go back to reference Willems SM, Wright DJ, Day FR, Trajanoska K, Joshi PK, Morris JA, et al. Large-scale GWAS identifies multiple loci for hand grip strength providing biological insights into muscular fitness. Nat Commun. 2017;8:16015.PubMedPubMedCentralCrossRef Willems SM, Wright DJ, Day FR, Trajanoska K, Joshi PK, Morris JA, et al. Large-scale GWAS identifies multiple loci for hand grip strength providing biological insights into muscular fitness. Nat Commun. 2017;8:16015.PubMedPubMedCentralCrossRef
34.
go back to reference Cunha TF, Moreira JBN, Paixao NA, Campos JC, Monteiro AWA, Bacurau AVN, et al. Aerobic exercise training upregulates skeletal muscle calpain and ubiquitin-proteasome systems in healthy mice. J Appl Physiol. 2012;112:1839–46.PubMedCrossRef Cunha TF, Moreira JBN, Paixao NA, Campos JC, Monteiro AWA, Bacurau AVN, et al. Aerobic exercise training upregulates skeletal muscle calpain and ubiquitin-proteasome systems in healthy mice. J Appl Physiol. 2012;112:1839–46.PubMedCrossRef
35.
go back to reference Taillandier D, Combaret L, Pouch M-N, Samuels SE, Béchet D, Attaix D. The role of ubiquitin–proteasome-dependent proteolysis in the remodelling of skeletal muscle. Proc Nutr Soc. 2004;63:357–61.PubMedCrossRef Taillandier D, Combaret L, Pouch M-N, Samuels SE, Béchet D, Attaix D. The role of ubiquitin–proteasome-dependent proteolysis in the remodelling of skeletal muscle. Proc Nutr Soc. 2004;63:357–61.PubMedCrossRef
36.
go back to reference Schönau E, Werhahn E, Schiedermaier U, Mokow E, Schiessl H, Scheidhauer K, et al. Influence of muscle strength on bone strength during childhood and adolescence. Horm Res Paediatr. 1996;45(Suppl. 1):63–6. Schönau E, Werhahn E, Schiedermaier U, Mokow E, Schiessl H, Scheidhauer K, et al. Influence of muscle strength on bone strength during childhood and adolescence. Horm Res Paediatr. 1996;45(Suppl. 1):63–6.
37.
go back to reference Sabik OL, Farber CR. Using GWAS to identify novel therapeutic targets for osteoporosis. Transl Res. 2017;181:15–26.PubMedCrossRef Sabik OL, Farber CR. Using GWAS to identify novel therapeutic targets for osteoporosis. Transl Res. 2017;181:15–26.PubMedCrossRef
38.
go back to reference Chevalley T, Bonjour JP, Ferrari S, Hans D, Rizzoli R. Skeletal site selectivity in the effects of calcium supplementation on areal bone mineral density gain: a randomized, double-blind, placebo-controlled trial in prepubertal boys. J Clin Endocrinol Metab. 2005;90:3342–9.PubMedCrossRef Chevalley T, Bonjour JP, Ferrari S, Hans D, Rizzoli R. Skeletal site selectivity in the effects of calcium supplementation on areal bone mineral density gain: a randomized, double-blind, placebo-controlled trial in prepubertal boys. J Clin Endocrinol Metab. 2005;90:3342–9.PubMedCrossRef
39.
go back to reference Bonjour J-P, Carrie A-L, Ferrari S, Clavien H, Slosman D, Theintz G, et al. Calcium-enriched foods and bone mass growth in prepubertal girls: a randomized, double-blind, placebo-controlled trial. J Clin Invest. 1997;99:1287–94.PubMedPubMedCentralCrossRef Bonjour J-P, Carrie A-L, Ferrari S, Clavien H, Slosman D, Theintz G, et al. Calcium-enriched foods and bone mass growth in prepubertal girls: a randomized, double-blind, placebo-controlled trial. J Clin Invest. 1997;99:1287–94.PubMedPubMedCentralCrossRef
40.
go back to reference Thouverey C, Caverzasio J. Focus on the p38 MAPK signaling pathway in bone development and maintenance. Bonekey Rep. 2015;4:1–8.CrossRef Thouverey C, Caverzasio J. Focus on the p38 MAPK signaling pathway in bone development and maintenance. Bonekey Rep. 2015;4:1–8.CrossRef
41.
go back to reference Livingstone MBE, Robson PJ. Measurement of dietary intake in children. Proc Nutr Soc. 2000;59:279–93.PubMedCrossRef Livingstone MBE, Robson PJ. Measurement of dietary intake in children. Proc Nutr Soc. 2000;59:279–93.PubMedCrossRef
42.
go back to reference Palaniappan U, Cue RI, Payette H, Gray-Donald K. Implications of day-to-day variability on measurements of usual food and nutrient intakes. J Nutr. 2003;133:232–5.PubMedCrossRef Palaniappan U, Cue RI, Payette H, Gray-Donald K. Implications of day-to-day variability on measurements of usual food and nutrient intakes. J Nutr. 2003;133:232–5.PubMedCrossRef
43.
go back to reference Migueles JH, Cadenas-Sanchez C, Ekelund U, Nyström CD, Mora-Gonzalez J, Löf M, et al. Accelerometer data collection and processing criteria to assess physical activity and other outcomes: a systematic review and practical considerations. Sport Med. 2017;47:1821–45.CrossRef Migueles JH, Cadenas-Sanchez C, Ekelund U, Nyström CD, Mora-Gonzalez J, Löf M, et al. Accelerometer data collection and processing criteria to assess physical activity and other outcomes: a systematic review and practical considerations. Sport Med. 2017;47:1821–45.CrossRef
44.
go back to reference Harvey NC, Cole ZA, Crozier SR, Kim M, Ntani G, Goodfellow L, et al. Physical activity, calcium intake and childhood bone mineral: a population-based cross-sectional study. Osteoporos Int. 2012;23:121–30.PubMedCrossRef Harvey NC, Cole ZA, Crozier SR, Kim M, Ntani G, Goodfellow L, et al. Physical activity, calcium intake and childhood bone mineral: a population-based cross-sectional study. Osteoporos Int. 2012;23:121–30.PubMedCrossRef
46.
go back to reference Trost SG. State of the art reviews: measurement of physical activity in children and adolescents. Am J Lifestyle Med. 2007;1:299–314.CrossRef Trost SG. State of the art reviews: measurement of physical activity in children and adolescents. Am J Lifestyle Med. 2007;1:299–314.CrossRef
Metadata
Title
Genetic variants and physical activity interact to affect bone density in Hispanic children
Authors
Ruixue Hou
Shelley A. Cole
Mariaelisa Graff
Yujie Wang
Karin Haack
Sandra Laston
Nitesh R. Mehta
Roman J. Shypailo
Margaret L. Gourlay
Anthony G. Comuzzie
Kari E. North
Nancy F. Butte
Venkata Saroja Voruganti
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Pediatrics / Issue 1/2021
Electronic ISSN: 1471-2431
DOI
https://doi.org/10.1186/s12887-021-02537-y

Other articles of this Issue 1/2021

BMC Pediatrics 1/2021 Go to the issue