TY - JOUR
T1 - Association between estimated whole-brain radiofrequency electromagnetic fields dose and cognitive function in preadolescents and adolescents
AU - Cabré-Riera, Alba
AU - van Wel, Luuk
AU - Liorni, Ilaria
AU - Thielens, Arno
AU - Birks, Laura Ellen
AU - Pierotti, Livia
AU - Joseph, Wout
AU - González-Safont, Llúcia
AU - Ibarluzea, Jesús
AU - Ferrero, Amparo
AU - Huss, Anke
AU - Wiart, Joe
AU - Santa-Marina, Loreto
AU - Torrent, Maties
AU - Vrijkotte, Tanja
AU - Capstick, Myles
AU - Vermeulen, Roel
AU - Vrijheid, Martine
AU - Cardis, Elisabeth
AU - Röösli, Martin
AU - Guxens, Mònica
N1 - Funding Information:
This work was supported by the European Union (FP7/2007?2013 No. 603794 GERoNiMO project, FP7-ENV-2011 cod 282957 and HEALTH.2010.2.4.5?1, 261357, 308333, 603794 and 634453), the Institute of Health Carlos III (Red INMA G03/176, CB06/02/0041, 97/0588, 00/0021-2, PI061756, PS0901958, PI14/00677 incl. FEDER funds, FIS-FEDER: PI11/01007, PI11/02591, PI11/02038, PI12/00610, PI13/1944, PI13/2032, PI14/00891, PI14/01687, PI16/1288, and PI17/00663, CP11/00178, CP15/00025, MSII16/00051, PI041436; PI081151 incl. FEDER funds; PI12/01890 incl. FEDER funds; CP13/00054 incl. FEDER funds, MS13/00054, CPII18/00018, PI17/01340, FIS-PI13/02187), CIBERESP, Beca de la IV convocatoria de Ayudas a la Investigaci?n en Enfermedades Neurodegenerativas de La Caixa, and EC Contract No. QLK4-CT-2000-00263), Generalitat Valenciana: FISABIO (UGP 15?230, UGP-15-244, and UGP-15-249), and Alicia Koplowitz Foundation 2017, Generalitat de Catalunya-CIRIT 1999SGR 00241, Generalitat de Catalunya-AGAUR (2009 SGR 501, 2014 SGR 822), Fundaci? La Marat? de TV3 (090430), Spanish Ministry of Economy and Competitiveness (SAF2012-32991 incl. FEDER funds), French Agency for Food, Environmental and Occupational Health & Safety (EST-2016 RF-21)). Department of Health of the Basque Government (2015111065), and the Provincial Government of Gipuzkoa (DFG15/221) and annual agreements with the municipalities of the study area (Zumarraga, Urretxu, Legazpi, Azkoitia y Azpeitia y Beasain), the Netherlands Organisation for Health Research and Development (grant 2100.0076) and within the programme Electromagnetic Fields and Health Research (grants 85500036 and 85800001) and Sarphati Amsterdam. The funding sources had no involvement in the study design, in the collection, analysis, and interpretation of data, in the writing of the report, and in the decision to submit the article for publication.We acknowledge support from the Spanish Ministry of Science and Innovation, and State Research Agency through the ?Centro de Excelencia Severo Ochoa 2019?2023? Program (CEX2018-000806-S), and support from the Generalitat de Catalunya through the CERCA Program.
Funding Information:
We acknowledge support from the Spanish Ministry of Science and Innovation, and State Research Agency through the “Centro de Excelencia Severo Ochoa 2019–2023” Program ( CEX2018-000806-S ), and support from the Generalitat de Catalunya through the CERCA Program.
Funding Information:
This work was supported by the European Union ( FP7/2007–2013 No. 603794 GERoNiMO project, FP7-ENV-2011 cod 282957 and HEALTH.2010.2.4.5–1 , 261357 , 308333 , 603794 and 634453 ), the Institute of Health Carlos III ( Red INMA G03/176 , CB06/02/0041 , 97/0588 , 00/0021-2 , PI061756 , PS0901958 , PI14/00677 incl. FEDER funds, FIS-FEDER : PI11/01007 , PI11/02591 , PI11/02038 , PI12/00610 , PI13/1944 , PI13/2032 , PI14/00891 , PI14/01687 , PI16/1288 , and PI17/00663 , CP11/00178 , CP15/00025 , MSII16/00051 , PI041436 ; PI081151 incl. FEDER funds; PI12/01890 incl. FEDER funds; CP13/00054 incl. FEDER funds, MS13/00054 , CPII18/00018 , PI17/01340 , FIS-PI13/02187 ), CIBERESP , Beca de la IV convocatoria de Ayudas a la Investigación en Enfermedades Neurodegenerativas de La Caixa , and EC Contract No. QLK4-CT-2000-00263 ), Generalitat Valenciana: FISABIO ( UGP 15–230, UGP-15-244, and UGP-15-249 ), and Alicia Koplowitz Foundation 2017 , Generalitat de Catalunya-CIRIT 1999SGR 00241 , Generalitat de Catalunya-AGAUR ( 2009 SGR 501, 2014 SGR 822 ), Fundació La Marató de TV3 ( 090430 ), Spanish Ministry of Economy and Competitiveness ( SAF2012-32991 incl. FEDER funds ), French Agency for Food, Environmental and Occupational Health & Safety ( EST-2016 RF-21 )). Department of Health of the Basque Government ( 2015111065 ), and the Provincial Government of Gipuzkoa ( DFG15/221 ) and annual agreements with the municipalities of the study area (Zumarraga, Urretxu, Legazpi, Azkoitia y Azpeitia y Beasain), the Netherlands Organisation for Health Research and Development (grant 2100.0076 ) and within the programme Electromagnetic Fields and Health Research (grants 85500036 and 85800001 ) and Sarphati Amsterdam. The funding sources had no involvement in the study design, in the collection, analysis, and interpretation of data, in the writing of the report, and in the decision to submit the article for publication.
Publisher Copyright:
© 2020 Elsevier GmbH
PY - 2021/1
Y1 - 2021/1
N2 - OBJECTIVE: To investigate the association between estimated whole-brain radiofrequency electromagnetic fields (RF-EMF) dose, using an improved integrated RF-EMF exposure model, and cognitive function in preadolescents and adolescents.METHODS: Cross-sectional analysis in preadolescents aged 9-11 years and adolescents aged 17-18 years from the Dutch Amsterdam Born Children and their Development Study (n = 1664 preadolescents) and the Spanish INfancia y Medio Ambiente Project (n = 1288 preadolescents and n = 261 adolescents), two population-based birth cohort studies. Overall whole-brain RF-EMF doses (mJ/kg/day) were estimated for several RF-EMF sources together including mobile and Digital Enhanced Cordless Telecommunications phone calls (named phone calls), other mobile phone uses than calling, tablet use, laptop use (named screen activities), and far-field sources. We also estimated whole-brain RF-EMF doses in these three groups separately (i.e. phone calls, screen activities, and far-field) that lead to different patterns of RF-EMF exposure. We assessed non-verbal intelligence in the Dutch and Spanish preadolescents, information processing speed, attentional function, and cognitive flexibility in the Spanish preadolescents, and working memory and semantic fluency in the Spanish preadolescents and adolescents using validated neurocognitive tests.RESULTS: Estimated overall whole-brain RF-EMF dose was 90.1 mJ/kg/day (interquartile range (IQR) 42.7; 164.0) in the Dutch and Spanish preadolescents and 105.1 mJ/kg/day (IQR 51.0; 295.7) in the Spanish adolescents. Higher overall estimated whole-brain RF-EMF doses from all RF-EMF sources together and from phone calls were associated with lower non-verbal intelligence score in the Dutch and Spanish preadolescents (-0.10 points, 95% CI -0.19; -0.02 per 100 mJ/kg/day increase in each exposure). However, none of the whole-brain RF-EMF doses was related to any other cognitive function outcome in the Spanish preadolescents or adolescents.CONCLUSIONS: Our results suggest that higher brain exposure to RF-EMF is related to lower non-verbal intelligence but not to other cognitive function outcomes. Given the cross-sectional nature of the study, the small effect sizes, and the unknown biological mechanisms, we cannot discard that our resultsare due to chance finding or reverse causality. Longitudinal studies on RF-EMF brain exposure and cognitive function are needed.
AB - OBJECTIVE: To investigate the association between estimated whole-brain radiofrequency electromagnetic fields (RF-EMF) dose, using an improved integrated RF-EMF exposure model, and cognitive function in preadolescents and adolescents.METHODS: Cross-sectional analysis in preadolescents aged 9-11 years and adolescents aged 17-18 years from the Dutch Amsterdam Born Children and their Development Study (n = 1664 preadolescents) and the Spanish INfancia y Medio Ambiente Project (n = 1288 preadolescents and n = 261 adolescents), two population-based birth cohort studies. Overall whole-brain RF-EMF doses (mJ/kg/day) were estimated for several RF-EMF sources together including mobile and Digital Enhanced Cordless Telecommunications phone calls (named phone calls), other mobile phone uses than calling, tablet use, laptop use (named screen activities), and far-field sources. We also estimated whole-brain RF-EMF doses in these three groups separately (i.e. phone calls, screen activities, and far-field) that lead to different patterns of RF-EMF exposure. We assessed non-verbal intelligence in the Dutch and Spanish preadolescents, information processing speed, attentional function, and cognitive flexibility in the Spanish preadolescents, and working memory and semantic fluency in the Spanish preadolescents and adolescents using validated neurocognitive tests.RESULTS: Estimated overall whole-brain RF-EMF dose was 90.1 mJ/kg/day (interquartile range (IQR) 42.7; 164.0) in the Dutch and Spanish preadolescents and 105.1 mJ/kg/day (IQR 51.0; 295.7) in the Spanish adolescents. Higher overall estimated whole-brain RF-EMF doses from all RF-EMF sources together and from phone calls were associated with lower non-verbal intelligence score in the Dutch and Spanish preadolescents (-0.10 points, 95% CI -0.19; -0.02 per 100 mJ/kg/day increase in each exposure). However, none of the whole-brain RF-EMF doses was related to any other cognitive function outcome in the Spanish preadolescents or adolescents.CONCLUSIONS: Our results suggest that higher brain exposure to RF-EMF is related to lower non-verbal intelligence but not to other cognitive function outcomes. Given the cross-sectional nature of the study, the small effect sizes, and the unknown biological mechanisms, we cannot discard that our resultsare due to chance finding or reverse causality. Longitudinal studies on RF-EMF brain exposure and cognitive function are needed.
KW - Adolescent
KW - Cell phone use
KW - Cognition
KW - Electromagnetic fields
KW - Radio waves
KW - Wireless technology
UR - http://www.scopus.com/inward/record.url?scp=85096676575&partnerID=8YFLogxK
U2 - 10.1016/j.ijheh.2020.113659
DO - 10.1016/j.ijheh.2020.113659
M3 - Article
C2 - 33221634
SN - 1438-4639
VL - 231
SP - 1
EP - 10
JO - International Journal of Hygiene and Environmental Health
JF - International Journal of Hygiene and Environmental Health
M1 - 113659
ER -