TY - JOUR
T1 - Public Health
AU - Gonzalez-Gomez, Raul
AU - Hernandez, Hernan
AU - Migeot, Joaquín
AU - Cruzat, Josephine
AU - Legaz, Agustina
AU - Fittipaldi, Sol
AU - Maito, Marcelo Adrian
AU - Medel, Vicente
AU - Tagliazucchi, Enzo
AU - Barttfeld, Pablo
AU - O'Byrne, Daniel Franco
AU - Laguardia, Ana Maria Castro
AU - Alberto Ávila Funes, José
AU - Behrens, María Isabel
AU - Custodio, Nilton
AU - Farombi, Temitope Hannah
AU - Garcia, Adolfo M.
AU - Cordero, Indira Ruth Garcia
AU - Godoy, Maria Eugenia
AU - Campo, Cecilia Gonzalez
AU - Hu, Kun
AU - Lawlor, Brian
AU - de Oliveira, Maira Okada
AU - Pina-Escudero, Stefanie
AU - Possin, Katherine L.
AU - de Paula, Elisa
AU - Resende, França
AU - Reyes, Pablo A.
AU - Slachevsky, Andrea
AU - Takada, Leonel Tadao
AU - Valcour, Victor
AU - Whelan, Robert
AU - Yener, Görsev
AU - Yokoyama, Jennifer S.
AU - Coronel-Oliveros, Carlos
AU - Ibanez, Agustin
N1 - Publisher Copyright:
© 2025 The Alzheimer's Association. Alzheimer's & Dementia published by Wiley Periodicals LLC on behalf of Alzheimer's Association.
PY - 2025/12/1
Y1 - 2025/12/1
N2 - BACKGROUND: While education is crucial for brain health, evidence mainly relies on individual measures of years of education (YoE), neglecting educational quality (EQ). Whether YoE and EQ have complementary impacts on aging and dementia is unknown. METHODS: We assessed the impact of EQ and YoE on brain health in 7,533 subjects from 20 countries, including healthy controls (HCs), Alzheimer's disease (AD), and frontotemporal lobar degeneration (FTLD). EQ was based on country-level quality indicators. After applying neuroimage harmonization, we examined their effect on gray matter volume and functional connectivity. Regression models were adjusted for age, sex, and cognition, controlling for multiple comparisons. The impact of image quality was controlled through sensitivity analysis. RESULTS: Less EQ and YoE were associated with greater brain burden across groups. However, EQ had a stronger impact, mainly targeting the vulnerable areas of each condition. At the whole-brain level, EQ influenced atrophy (HCs: ∆mean = 2.0 [1.9-2.0] CL95 × 10-2, p < 10-5; AD: ∆mean = 0.1 [-0.0-0.3] CL95 × 10-2, p = 0.18; FTLD: ∆mean = 3.5 [3.0-4.0] CL95 × 10-2, p < 10-5) and networks (HCs: ∆mean = 13.5 [13.2-13.7] CL95 × 10-2, p < 10-5; AD: ∆mean = 5.9 [5.2-6.7] CL95 × 10-2, p < 10-5; FTLD: ∆mean = 13.2 [11.2-13.7] CL95 × 10-2, p < 10-5), 1.3 to 7.0 times more than YoE. CONCLUSION: Results support the need to incorporate education quality to study and improve brain health, underscoring the importance of country-level measures.
AB - BACKGROUND: While education is crucial for brain health, evidence mainly relies on individual measures of years of education (YoE), neglecting educational quality (EQ). Whether YoE and EQ have complementary impacts on aging and dementia is unknown. METHODS: We assessed the impact of EQ and YoE on brain health in 7,533 subjects from 20 countries, including healthy controls (HCs), Alzheimer's disease (AD), and frontotemporal lobar degeneration (FTLD). EQ was based on country-level quality indicators. After applying neuroimage harmonization, we examined their effect on gray matter volume and functional connectivity. Regression models were adjusted for age, sex, and cognition, controlling for multiple comparisons. The impact of image quality was controlled through sensitivity analysis. RESULTS: Less EQ and YoE were associated with greater brain burden across groups. However, EQ had a stronger impact, mainly targeting the vulnerable areas of each condition. At the whole-brain level, EQ influenced atrophy (HCs: ∆mean = 2.0 [1.9-2.0] CL95 × 10-2, p < 10-5; AD: ∆mean = 0.1 [-0.0-0.3] CL95 × 10-2, p = 0.18; FTLD: ∆mean = 3.5 [3.0-4.0] CL95 × 10-2, p < 10-5) and networks (HCs: ∆mean = 13.5 [13.2-13.7] CL95 × 10-2, p < 10-5; AD: ∆mean = 5.9 [5.2-6.7] CL95 × 10-2, p < 10-5; FTLD: ∆mean = 13.2 [11.2-13.7] CL95 × 10-2, p < 10-5), 1.3 to 7.0 times more than YoE. CONCLUSION: Results support the need to incorporate education quality to study and improve brain health, underscoring the importance of country-level measures.
UR - https://www.scopus.com/pages/publications/105025737098
U2 - 10.1002/alz70860_100844
DO - 10.1002/alz70860_100844
M3 - Article
C2 - 41435161
AN - SCOPUS:105025737098
SN - 1552-5260
VL - 21
SP - e100844
JO - Alzheimer's and Dementia
JF - Alzheimer's and Dementia
ER -