Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome
Background With differences apparent in the gut microbiome in mild cognitive impairment (MCI) and dementia, and risk factors of dementia linked to alterations of the gut microbiome, the question remains if gut microbiome characteristics may mediate associations of education with MCI. Objectives We s...
Gespeichert in:
Veröffentlicht in: | The Journal of Prevention of Alzheimer's Disease 2024, Vol.11 (3), p.759-768 |
---|---|
Hauptverfasser: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 768 |
---|---|
container_issue | 3 |
container_start_page | 759 |
container_title | The Journal of Prevention of Alzheimer's Disease |
container_volume | 11 |
creator | Aho, V. T. E. Heintz-Buschart, A. Landoulsi, Z. Jónsdóttir, S. R. Pauly, C. Pavelka, L. Delacour, L. Kaysen, A. Krüger, R. Wilmes, P. Leist, A. K. Aguayo, Gloria Alexandre, Myriam Ali, Muhammad Ammerlann, Wim Arena, Giuseppe Bassis, Michele Batutu, Roxane Beaumont, Katy Béchet, Sibylle Berchem, Guy Bisdorff, Alexandre Bouvier, David Castillo, Lorieza De Bremaeker, Nancy Dewitt, Brian Diederich, Nico Ramia, Nancy E Fritz, Joëlle Gamio, Carlos Gawron, Piotr Georges, Laura Ghosh, Soumyabrata Glaab, Enrico Goergen, Martine Gómez De Lope, Elisa Graas, Jérôme Groues, Valentin Grünewald, Anne Hammot, Gaël Hansen, Linda Henry, Estelle Henry, Margaux Herbrink, Sylvia Herzinger, Sascha Hundt, Alexander Jacoby, Nadine Jónsdóttir, Sonja Krüger, Rejko Lambert, Pauline Landoulsi, Zied Longhino, Laura Marques, Guilherme Martins Conde, Patricia May, Patrick Mcintyre, Deborah Mediouni, Chouaib Meisch, Francoise Mendibide, Alexia Menster, Myriam Minelli, Maura Mittelbronn, Michel Mtimet, Saïda Munsch, Maeva Nehrbass, Ulf Nickels, Sarah Nicolai, Beatrice Nicolay, Jean-Paul Noor, Fozia Gomes, Clarissa P. C. Pachchek, Sinthuja Pavelka, Lukas Perquin, Magali Pexaras, Achilleas Rauschenberger, Armin Rawal, Rajesh Reddy Bobbili, Dheeraj Remark, Lucie Richard, Ilsé Roomp, Kirsten Rosales, Eduardo Sapienza, Stefano Satagopam, Venkata Schmitz, Sabine Schneider, Reinhard Schwamborn, Jens Severino, Raquel Soare, Ruxandra Soboleva, Ekaterina Sokolowska, Kate Theresine, Maud Thien, Hermann Thiry, Elodie Ting Jiin Loo, Rebecca Trouet, Johanna Tsurkalenko, Olena Vega, Carlos Vilas Boas, Liliana Wollscheid-Lengeling, Evi Zelimkhanov, Gelani |
description | Background
With differences apparent in the gut microbiome in mild cognitive impairment (MCI) and dementia, and risk factors of dementia linked to alterations of the gut microbiome, the question remains if gut microbiome characteristics may mediate associations of education with MCI.
Objectives
We sought to examine potential mediation of the association of education and MCI by gut microbiome diversity or composition.
Design
Cross-sectional study.
Setting
Luxembourg, the Greater Region (surrounding areas in Belgium, France, Germany).
Participants
Control participants of the Luxembourg Parkinson’s Study.
Measurements
Gut microbiome composition, ascertained with 16S rRNA gene amplicon sequencing. Differential abundance, assessed across education groups (0–10, 11–16, 16+ years of education). Alpha diversity (Chao1, Shannon and inverse Simpson indices). Mediation analysis with effect decomposition was conducted with education as exposure, MCI as outcome and gut microbiome metrics as mediators.
Results
After exclusion of participants below 50, or with missing data, n=258 participants (n=58 MCI) were included (M [SD] Age=64.6 [8.3] years). Higher education (16+ years) was associated with MCI (Odds ratio natural direct effect=0.35 [95% CI 0.15–0.81].
Streptococcus
and
Lachnospiraceae
-UCG-001 genera were more abundant in higher education.
Conclusions
Education is associated with gut microbiome composition and MCI risk without clear evidence for mediation. However, our results suggest signatures of the gut microbiome that have been identified previously in AD and MCI to be reflected in lower education and suggest education as important covariate in microbiome studies. |
doi_str_mv | 10.14283/jpad.2024.19 |
format | Article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_11060993</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>3051425078</sourcerecordid><originalsourceid>FETCH-LOGICAL-c383t-3691e0ac968a352e9de73f1c5a4f57b6751063e2828450d962bb101d0a5f44cb3</originalsourceid><addsrcrecordid>eNp1kc1P3DAQxa2KChDlyLXykUu2Yzt2bC4IrfiStqpUwdlyHGfxksSL7SD1v69hKSoHTjPS_PRm5j2ETggsSE0l-7HZmm5BgdYLor6gQ1pTUQEVYq_0tKkrLqE5QMcpbQCAKCKYkvvogMkGBFX0EN1fdrM12YcJm4R_-_SIr4zNIeLQ459-6PAyrCef_bPDt-PW-Di6KZ_huweHV356xDngXPrrORfcxtD6MLpv6GtvhuSO3-oRur-6vFveVKtf17fLi1VlmWS5YkIRB8YqIQ3j1KnONawnlpu6500rGk5AMEcllTWHTgnatgRIB4b3dW1bdoTOd7rbuR1dZ8tp0Qx6G_1o4h8djNcfJ5N_0OvwrEkRBqVYUTh9U4jhaXYp69En64bBTC7MSTPgxWkOjSxotUPLlylF17_vIaBf49AvceiXODRRhf_-_3Hv9D_zC7DYAamMprWLehPmOBXDPlH8C-sMlN0</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3051425078</pqid></control><display><type>article</type><title>Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome</title><source>MEDLINE</source><source>SpringerLink Journals</source><creator>Aho, V. T. E. ; Heintz-Buschart, A. ; Landoulsi, Z. ; Jónsdóttir, S. R. ; Pauly, C. ; Pavelka, L. ; Delacour, L. ; Kaysen, A. ; Krüger, R. ; Wilmes, P. ; Leist, A. K. ; Aguayo, Gloria ; Alexandre, Myriam ; Ali, Muhammad ; Ammerlann, Wim ; Arena, Giuseppe ; Bassis, Michele ; Batutu, Roxane ; Beaumont, Katy ; Béchet, Sibylle ; Berchem, Guy ; Bisdorff, Alexandre ; Bouvier, David ; Castillo, Lorieza ; De Bremaeker, Nancy ; Dewitt, Brian ; Diederich, Nico ; Ramia, Nancy E ; Fritz, Joëlle ; Gamio, Carlos ; Gawron, Piotr ; Georges, Laura ; Ghosh, Soumyabrata ; Glaab, Enrico ; Goergen, Martine ; Gómez De Lope, Elisa ; Graas, Jérôme ; Groues, Valentin ; Grünewald, Anne ; Hammot, Gaël ; Hansen, Linda ; Henry, Estelle ; Henry, Margaux ; Herbrink, Sylvia ; Herzinger, Sascha ; Hundt, Alexander ; Jacoby, Nadine ; Jónsdóttir, Sonja ; Krüger, Rejko ; Lambert, Pauline ; Landoulsi, Zied ; Longhino, Laura ; Marques, Guilherme ; Martins Conde, Patricia ; May, Patrick ; Mcintyre, Deborah ; Mediouni, Chouaib ; Meisch, Francoise ; Mendibide, Alexia ; Menster, Myriam ; Minelli, Maura ; Mittelbronn, Michel ; Mtimet, Saïda ; Munsch, Maeva ; Nehrbass, Ulf ; Nickels, Sarah ; Nicolai, Beatrice ; Nicolay, Jean-Paul ; Noor, Fozia ; Gomes, Clarissa P. C. ; Pachchek, Sinthuja ; Pavelka, Lukas ; Perquin, Magali ; Pexaras, Achilleas ; Rauschenberger, Armin ; Rawal, Rajesh ; Reddy Bobbili, Dheeraj ; Remark, Lucie ; Richard, Ilsé ; Roomp, Kirsten ; Rosales, Eduardo ; Sapienza, Stefano ; Satagopam, Venkata ; Schmitz, Sabine ; Schneider, Reinhard ; Schwamborn, Jens ; Severino, Raquel ; Soare, Ruxandra ; Soboleva, Ekaterina ; Sokolowska, Kate ; Theresine, Maud ; Thien, Hermann ; Thiry, Elodie ; Ting Jiin Loo, Rebecca ; Trouet, Johanna ; Tsurkalenko, Olena ; Vega, Carlos ; Vilas Boas, Liliana ; Wollscheid-Lengeling, Evi ; Zelimkhanov, Gelani</creator><creatorcontrib>Aho, V. T. E. ; Heintz-Buschart, A. ; Landoulsi, Z. ; Jónsdóttir, S. R. ; Pauly, C. ; Pavelka, L. ; Delacour, L. ; Kaysen, A. ; Krüger, R. ; Wilmes, P. ; Leist, A. K. ; Aguayo, Gloria ; Alexandre, Myriam ; Ali, Muhammad ; Ammerlann, Wim ; Arena, Giuseppe ; Bassis, Michele ; Batutu, Roxane ; Beaumont, Katy ; Béchet, Sibylle ; Berchem, Guy ; Bisdorff, Alexandre ; Bouvier, David ; Castillo, Lorieza ; De Bremaeker, Nancy ; Dewitt, Brian ; Diederich, Nico ; Ramia, Nancy E ; Fritz, Joëlle ; Gamio, Carlos ; Gawron, Piotr ; Georges, Laura ; Ghosh, Soumyabrata ; Glaab, Enrico ; Goergen, Martine ; Gómez De Lope, Elisa ; Graas, Jérôme ; Groues, Valentin ; Grünewald, Anne ; Hammot, Gaël ; Hansen, Linda ; Henry, Estelle ; Henry, Margaux ; Herbrink, Sylvia ; Herzinger, Sascha ; Hundt, Alexander ; Jacoby, Nadine ; Jónsdóttir, Sonja ; Krüger, Rejko ; Lambert, Pauline ; Landoulsi, Zied ; Longhino, Laura ; Marques, Guilherme ; Martins Conde, Patricia ; May, Patrick ; Mcintyre, Deborah ; Mediouni, Chouaib ; Meisch, Francoise ; Mendibide, Alexia ; Menster, Myriam ; Minelli, Maura ; Mittelbronn, Michel ; Mtimet, Saïda ; Munsch, Maeva ; Nehrbass, Ulf ; Nickels, Sarah ; Nicolai, Beatrice ; Nicolay, Jean-Paul ; Noor, Fozia ; Gomes, Clarissa P. C. ; Pachchek, Sinthuja ; Pavelka, Lukas ; Perquin, Magali ; Pexaras, Achilleas ; Rauschenberger, Armin ; Rawal, Rajesh ; Reddy Bobbili, Dheeraj ; Remark, Lucie ; Richard, Ilsé ; Roomp, Kirsten ; Rosales, Eduardo ; Sapienza, Stefano ; Satagopam, Venkata ; Schmitz, Sabine ; Schneider, Reinhard ; Schwamborn, Jens ; Severino, Raquel ; Soare, Ruxandra ; Soboleva, Ekaterina ; Sokolowska, Kate ; Theresine, Maud ; Thien, Hermann ; Thiry, Elodie ; Ting Jiin Loo, Rebecca ; Trouet, Johanna ; Tsurkalenko, Olena ; Vega, Carlos ; Vilas Boas, Liliana ; Wollscheid-Lengeling, Evi ; Zelimkhanov, Gelani</creatorcontrib><description>Background
With differences apparent in the gut microbiome in mild cognitive impairment (MCI) and dementia, and risk factors of dementia linked to alterations of the gut microbiome, the question remains if gut microbiome characteristics may mediate associations of education with MCI.
Objectives
We sought to examine potential mediation of the association of education and MCI by gut microbiome diversity or composition.
Design
Cross-sectional study.
Setting
Luxembourg, the Greater Region (surrounding areas in Belgium, France, Germany).
Participants
Control participants of the Luxembourg Parkinson’s Study.
Measurements
Gut microbiome composition, ascertained with 16S rRNA gene amplicon sequencing. Differential abundance, assessed across education groups (0–10, 11–16, 16+ years of education). Alpha diversity (Chao1, Shannon and inverse Simpson indices). Mediation analysis with effect decomposition was conducted with education as exposure, MCI as outcome and gut microbiome metrics as mediators.
Results
After exclusion of participants below 50, or with missing data, n=258 participants (n=58 MCI) were included (M [SD] Age=64.6 [8.3] years). Higher education (16+ years) was associated with MCI (Odds ratio natural direct effect=0.35 [95% CI 0.15–0.81].
Streptococcus
and
Lachnospiraceae
-UCG-001 genera were more abundant in higher education.
Conclusions
Education is associated with gut microbiome composition and MCI risk without clear evidence for mediation. However, our results suggest signatures of the gut microbiome that have been identified previously in AD and MCI to be reflected in lower education and suggest education as important covariate in microbiome studies.</description><identifier>ISSN: 2274-5807</identifier><identifier>EISSN: 2426-0266</identifier><identifier>DOI: 10.14283/jpad.2024.19</identifier><identifier>PMID: 38706292</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Aged ; Cognitive Dysfunction - microbiology ; Cross-Sectional Studies ; Educational Status ; Female ; Gastrointestinal Microbiome ; Geriatrics/Gerontology ; Humans ; Luxembourg - epidemiology ; Male ; Medicine ; Medicine & Public Health ; Middle Aged ; Neurology ; Original Research ; Risk Factors ; RNA, Ribosomal, 16S - genetics</subject><ispartof>The Journal of Prevention of Alzheimer's Disease, 2024, Vol.11 (3), p.759-768</ispartof><rights>The Authors 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c383t-3691e0ac968a352e9de73f1c5a4f57b6751063e2828450d962bb101d0a5f44cb3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.14283/jpad.2024.19$$EPDF$$P50$$Gspringer$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.14283/jpad.2024.19$$EHTML$$P50$$Gspringer$$Hfree_for_read</linktohtml><link.rule.ids>230,314,776,780,881,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38706292$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Aho, V. T. E.</creatorcontrib><creatorcontrib>Heintz-Buschart, A.</creatorcontrib><creatorcontrib>Landoulsi, Z.</creatorcontrib><creatorcontrib>Jónsdóttir, S. R.</creatorcontrib><creatorcontrib>Pauly, C.</creatorcontrib><creatorcontrib>Pavelka, L.</creatorcontrib><creatorcontrib>Delacour, L.</creatorcontrib><creatorcontrib>Kaysen, A.</creatorcontrib><creatorcontrib>Krüger, R.</creatorcontrib><creatorcontrib>Wilmes, P.</creatorcontrib><creatorcontrib>Leist, A. K.</creatorcontrib><creatorcontrib>Aguayo, Gloria</creatorcontrib><creatorcontrib>Alexandre, Myriam</creatorcontrib><creatorcontrib>Ali, Muhammad</creatorcontrib><creatorcontrib>Ammerlann, Wim</creatorcontrib><creatorcontrib>Arena, Giuseppe</creatorcontrib><creatorcontrib>Bassis, Michele</creatorcontrib><creatorcontrib>Batutu, Roxane</creatorcontrib><creatorcontrib>Beaumont, Katy</creatorcontrib><creatorcontrib>Béchet, Sibylle</creatorcontrib><creatorcontrib>Berchem, Guy</creatorcontrib><creatorcontrib>Bisdorff, Alexandre</creatorcontrib><creatorcontrib>Bouvier, David</creatorcontrib><creatorcontrib>Castillo, Lorieza</creatorcontrib><creatorcontrib>De Bremaeker, Nancy</creatorcontrib><creatorcontrib>Dewitt, Brian</creatorcontrib><creatorcontrib>Diederich, Nico</creatorcontrib><creatorcontrib>Ramia, Nancy E</creatorcontrib><creatorcontrib>Fritz, Joëlle</creatorcontrib><creatorcontrib>Gamio, Carlos</creatorcontrib><creatorcontrib>Gawron, Piotr</creatorcontrib><creatorcontrib>Georges, Laura</creatorcontrib><creatorcontrib>Ghosh, Soumyabrata</creatorcontrib><creatorcontrib>Glaab, Enrico</creatorcontrib><creatorcontrib>Goergen, Martine</creatorcontrib><creatorcontrib>Gómez De Lope, Elisa</creatorcontrib><creatorcontrib>Graas, Jérôme</creatorcontrib><creatorcontrib>Groues, Valentin</creatorcontrib><creatorcontrib>Grünewald, Anne</creatorcontrib><creatorcontrib>Hammot, Gaël</creatorcontrib><creatorcontrib>Hansen, Linda</creatorcontrib><creatorcontrib>Henry, Estelle</creatorcontrib><creatorcontrib>Henry, Margaux</creatorcontrib><creatorcontrib>Herbrink, Sylvia</creatorcontrib><creatorcontrib>Herzinger, Sascha</creatorcontrib><creatorcontrib>Hundt, Alexander</creatorcontrib><creatorcontrib>Jacoby, Nadine</creatorcontrib><creatorcontrib>Jónsdóttir, Sonja</creatorcontrib><creatorcontrib>Krüger, Rejko</creatorcontrib><creatorcontrib>Lambert, Pauline</creatorcontrib><creatorcontrib>Landoulsi, Zied</creatorcontrib><creatorcontrib>Longhino, Laura</creatorcontrib><creatorcontrib>Marques, Guilherme</creatorcontrib><creatorcontrib>Martins Conde, Patricia</creatorcontrib><creatorcontrib>May, Patrick</creatorcontrib><creatorcontrib>Mcintyre, Deborah</creatorcontrib><creatorcontrib>Mediouni, Chouaib</creatorcontrib><creatorcontrib>Meisch, Francoise</creatorcontrib><creatorcontrib>Mendibide, Alexia</creatorcontrib><creatorcontrib>Menster, Myriam</creatorcontrib><creatorcontrib>Minelli, Maura</creatorcontrib><creatorcontrib>Mittelbronn, Michel</creatorcontrib><creatorcontrib>Mtimet, Saïda</creatorcontrib><creatorcontrib>Munsch, Maeva</creatorcontrib><creatorcontrib>Nehrbass, Ulf</creatorcontrib><creatorcontrib>Nickels, Sarah</creatorcontrib><creatorcontrib>Nicolai, Beatrice</creatorcontrib><creatorcontrib>Nicolay, Jean-Paul</creatorcontrib><creatorcontrib>Noor, Fozia</creatorcontrib><creatorcontrib>Gomes, Clarissa P. C.</creatorcontrib><creatorcontrib>Pachchek, Sinthuja</creatorcontrib><creatorcontrib>Pavelka, Lukas</creatorcontrib><creatorcontrib>Perquin, Magali</creatorcontrib><creatorcontrib>Pexaras, Achilleas</creatorcontrib><creatorcontrib>Rauschenberger, Armin</creatorcontrib><creatorcontrib>Rawal, Rajesh</creatorcontrib><creatorcontrib>Reddy Bobbili, Dheeraj</creatorcontrib><creatorcontrib>Remark, Lucie</creatorcontrib><creatorcontrib>Richard, Ilsé</creatorcontrib><creatorcontrib>Roomp, Kirsten</creatorcontrib><creatorcontrib>Rosales, Eduardo</creatorcontrib><creatorcontrib>Sapienza, Stefano</creatorcontrib><creatorcontrib>Satagopam, Venkata</creatorcontrib><creatorcontrib>Schmitz, Sabine</creatorcontrib><creatorcontrib>Schneider, Reinhard</creatorcontrib><creatorcontrib>Schwamborn, Jens</creatorcontrib><creatorcontrib>Severino, Raquel</creatorcontrib><creatorcontrib>Soare, Ruxandra</creatorcontrib><creatorcontrib>Soboleva, Ekaterina</creatorcontrib><creatorcontrib>Sokolowska, Kate</creatorcontrib><creatorcontrib>Theresine, Maud</creatorcontrib><creatorcontrib>Thien, Hermann</creatorcontrib><creatorcontrib>Thiry, Elodie</creatorcontrib><creatorcontrib>Ting Jiin Loo, Rebecca</creatorcontrib><creatorcontrib>Trouet, Johanna</creatorcontrib><creatorcontrib>Tsurkalenko, Olena</creatorcontrib><creatorcontrib>Vega, Carlos</creatorcontrib><creatorcontrib>Vilas Boas, Liliana</creatorcontrib><creatorcontrib>Wollscheid-Lengeling, Evi</creatorcontrib><creatorcontrib>Zelimkhanov, Gelani</creatorcontrib><title>Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome</title><title>The Journal of Prevention of Alzheimer's Disease</title><addtitle>J Prev Alzheimers Dis</addtitle><addtitle>J Prev Alzheimers Dis</addtitle><description>Background
With differences apparent in the gut microbiome in mild cognitive impairment (MCI) and dementia, and risk factors of dementia linked to alterations of the gut microbiome, the question remains if gut microbiome characteristics may mediate associations of education with MCI.
Objectives
We sought to examine potential mediation of the association of education and MCI by gut microbiome diversity or composition.
Design
Cross-sectional study.
Setting
Luxembourg, the Greater Region (surrounding areas in Belgium, France, Germany).
Participants
Control participants of the Luxembourg Parkinson’s Study.
Measurements
Gut microbiome composition, ascertained with 16S rRNA gene amplicon sequencing. Differential abundance, assessed across education groups (0–10, 11–16, 16+ years of education). Alpha diversity (Chao1, Shannon and inverse Simpson indices). Mediation analysis with effect decomposition was conducted with education as exposure, MCI as outcome and gut microbiome metrics as mediators.
Results
After exclusion of participants below 50, or with missing data, n=258 participants (n=58 MCI) were included (M [SD] Age=64.6 [8.3] years). Higher education (16+ years) was associated with MCI (Odds ratio natural direct effect=0.35 [95% CI 0.15–0.81].
Streptococcus
and
Lachnospiraceae
-UCG-001 genera were more abundant in higher education.
Conclusions
Education is associated with gut microbiome composition and MCI risk without clear evidence for mediation. However, our results suggest signatures of the gut microbiome that have been identified previously in AD and MCI to be reflected in lower education and suggest education as important covariate in microbiome studies.</description><subject>Aged</subject><subject>Cognitive Dysfunction - microbiology</subject><subject>Cross-Sectional Studies</subject><subject>Educational Status</subject><subject>Female</subject><subject>Gastrointestinal Microbiome</subject><subject>Geriatrics/Gerontology</subject><subject>Humans</subject><subject>Luxembourg - epidemiology</subject><subject>Male</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Middle Aged</subject><subject>Neurology</subject><subject>Original Research</subject><subject>Risk Factors</subject><subject>RNA, Ribosomal, 16S - genetics</subject><issn>2274-5807</issn><issn>2426-0266</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>C6C</sourceid><sourceid>EIF</sourceid><recordid>eNp1kc1P3DAQxa2KChDlyLXykUu2Yzt2bC4IrfiStqpUwdlyHGfxksSL7SD1v69hKSoHTjPS_PRm5j2ETggsSE0l-7HZmm5BgdYLor6gQ1pTUQEVYq_0tKkrLqE5QMcpbQCAKCKYkvvogMkGBFX0EN1fdrM12YcJm4R_-_SIr4zNIeLQ459-6PAyrCef_bPDt-PW-Di6KZ_huweHV356xDngXPrrORfcxtD6MLpv6GtvhuSO3-oRur-6vFveVKtf17fLi1VlmWS5YkIRB8YqIQ3j1KnONawnlpu6500rGk5AMEcllTWHTgnatgRIB4b3dW1bdoTOd7rbuR1dZ8tp0Qx6G_1o4h8djNcfJ5N_0OvwrEkRBqVYUTh9U4jhaXYp69En64bBTC7MSTPgxWkOjSxotUPLlylF17_vIaBf49AvceiXODRRhf_-_3Hv9D_zC7DYAamMprWLehPmOBXDPlH8C-sMlN0</recordid><startdate>2024</startdate><enddate>2024</enddate><creator>Aho, V. T. E.</creator><creator>Heintz-Buschart, A.</creator><creator>Landoulsi, Z.</creator><creator>Jónsdóttir, S. R.</creator><creator>Pauly, C.</creator><creator>Pavelka, L.</creator><creator>Delacour, L.</creator><creator>Kaysen, A.</creator><creator>Krüger, R.</creator><creator>Wilmes, P.</creator><creator>Leist, A. K.</creator><creator>Aguayo, Gloria</creator><creator>Alexandre, Myriam</creator><creator>Ali, Muhammad</creator><creator>Ammerlann, Wim</creator><creator>Arena, Giuseppe</creator><creator>Bassis, Michele</creator><creator>Batutu, Roxane</creator><creator>Beaumont, Katy</creator><creator>Béchet, Sibylle</creator><creator>Berchem, Guy</creator><creator>Bisdorff, Alexandre</creator><creator>Bouvier, David</creator><creator>Castillo, Lorieza</creator><creator>De Bremaeker, Nancy</creator><creator>Dewitt, Brian</creator><creator>Diederich, Nico</creator><creator>Ramia, Nancy E</creator><creator>Fritz, Joëlle</creator><creator>Gamio, Carlos</creator><creator>Gawron, Piotr</creator><creator>Georges, Laura</creator><creator>Ghosh, Soumyabrata</creator><creator>Glaab, Enrico</creator><creator>Goergen, Martine</creator><creator>Gómez De Lope, Elisa</creator><creator>Graas, Jérôme</creator><creator>Groues, Valentin</creator><creator>Grünewald, Anne</creator><creator>Hammot, Gaël</creator><creator>Hansen, Linda</creator><creator>Henry, Estelle</creator><creator>Henry, Margaux</creator><creator>Herbrink, Sylvia</creator><creator>Herzinger, Sascha</creator><creator>Hundt, Alexander</creator><creator>Jacoby, Nadine</creator><creator>Jónsdóttir, Sonja</creator><creator>Krüger, Rejko</creator><creator>Lambert, Pauline</creator><creator>Landoulsi, Zied</creator><creator>Longhino, Laura</creator><creator>Marques, Guilherme</creator><creator>Martins Conde, Patricia</creator><creator>May, Patrick</creator><creator>Mcintyre, Deborah</creator><creator>Mediouni, Chouaib</creator><creator>Meisch, Francoise</creator><creator>Mendibide, Alexia</creator><creator>Menster, Myriam</creator><creator>Minelli, Maura</creator><creator>Mittelbronn, Michel</creator><creator>Mtimet, Saïda</creator><creator>Munsch, Maeva</creator><creator>Nehrbass, Ulf</creator><creator>Nickels, Sarah</creator><creator>Nicolai, Beatrice</creator><creator>Nicolay, Jean-Paul</creator><creator>Noor, Fozia</creator><creator>Gomes, Clarissa P. C.</creator><creator>Pachchek, Sinthuja</creator><creator>Pavelka, Lukas</creator><creator>Perquin, Magali</creator><creator>Pexaras, Achilleas</creator><creator>Rauschenberger, Armin</creator><creator>Rawal, Rajesh</creator><creator>Reddy Bobbili, Dheeraj</creator><creator>Remark, Lucie</creator><creator>Richard, Ilsé</creator><creator>Roomp, Kirsten</creator><creator>Rosales, Eduardo</creator><creator>Sapienza, Stefano</creator><creator>Satagopam, Venkata</creator><creator>Schmitz, Sabine</creator><creator>Schneider, Reinhard</creator><creator>Schwamborn, Jens</creator><creator>Severino, Raquel</creator><creator>Soare, Ruxandra</creator><creator>Soboleva, Ekaterina</creator><creator>Sokolowska, Kate</creator><creator>Theresine, Maud</creator><creator>Thien, Hermann</creator><creator>Thiry, Elodie</creator><creator>Ting Jiin Loo, Rebecca</creator><creator>Trouet, Johanna</creator><creator>Tsurkalenko, Olena</creator><creator>Vega, Carlos</creator><creator>Vilas Boas, Liliana</creator><creator>Wollscheid-Lengeling, Evi</creator><creator>Zelimkhanov, Gelani</creator><general>Springer International Publishing</general><scope>C6C</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>2024</creationdate><title>Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome</title><author>Aho, V. T. E. ; Heintz-Buschart, A. ; Landoulsi, Z. ; Jónsdóttir, S. R. ; Pauly, C. ; Pavelka, L. ; Delacour, L. ; Kaysen, A. ; Krüger, R. ; Wilmes, P. ; Leist, A. K. ; Aguayo, Gloria ; Alexandre, Myriam ; Ali, Muhammad ; Ammerlann, Wim ; Arena, Giuseppe ; Bassis, Michele ; Batutu, Roxane ; Beaumont, Katy ; Béchet, Sibylle ; Berchem, Guy ; Bisdorff, Alexandre ; Bouvier, David ; Castillo, Lorieza ; De Bremaeker, Nancy ; Dewitt, Brian ; Diederich, Nico ; Ramia, Nancy E ; Fritz, Joëlle ; Gamio, Carlos ; Gawron, Piotr ; Georges, Laura ; Ghosh, Soumyabrata ; Glaab, Enrico ; Goergen, Martine ; Gómez De Lope, Elisa ; Graas, Jérôme ; Groues, Valentin ; Grünewald, Anne ; Hammot, Gaël ; Hansen, Linda ; Henry, Estelle ; Henry, Margaux ; Herbrink, Sylvia ; Herzinger, Sascha ; Hundt, Alexander ; Jacoby, Nadine ; Jónsdóttir, Sonja ; Krüger, Rejko ; Lambert, Pauline ; Landoulsi, Zied ; Longhino, Laura ; Marques, Guilherme ; Martins Conde, Patricia ; May, Patrick ; Mcintyre, Deborah ; Mediouni, Chouaib ; Meisch, Francoise ; Mendibide, Alexia ; Menster, Myriam ; Minelli, Maura ; Mittelbronn, Michel ; Mtimet, Saïda ; Munsch, Maeva ; Nehrbass, Ulf ; Nickels, Sarah ; Nicolai, Beatrice ; Nicolay, Jean-Paul ; Noor, Fozia ; Gomes, Clarissa P. C. ; Pachchek, Sinthuja ; Pavelka, Lukas ; Perquin, Magali ; Pexaras, Achilleas ; Rauschenberger, Armin ; Rawal, Rajesh ; Reddy Bobbili, Dheeraj ; Remark, Lucie ; Richard, Ilsé ; Roomp, Kirsten ; Rosales, Eduardo ; Sapienza, Stefano ; Satagopam, Venkata ; Schmitz, Sabine ; Schneider, Reinhard ; Schwamborn, Jens ; Severino, Raquel ; Soare, Ruxandra ; Soboleva, Ekaterina ; Sokolowska, Kate ; Theresine, Maud ; Thien, Hermann ; Thiry, Elodie ; Ting Jiin Loo, Rebecca ; Trouet, Johanna ; Tsurkalenko, Olena ; Vega, Carlos ; Vilas Boas, Liliana ; Wollscheid-Lengeling, Evi ; Zelimkhanov, Gelani</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c383t-3691e0ac968a352e9de73f1c5a4f57b6751063e2828450d962bb101d0a5f44cb3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Aged</topic><topic>Cognitive Dysfunction - microbiology</topic><topic>Cross-Sectional Studies</topic><topic>Educational Status</topic><topic>Female</topic><topic>Gastrointestinal Microbiome</topic><topic>Geriatrics/Gerontology</topic><topic>Humans</topic><topic>Luxembourg - epidemiology</topic><topic>Male</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Middle Aged</topic><topic>Neurology</topic><topic>Original Research</topic><topic>Risk Factors</topic><topic>RNA, Ribosomal, 16S - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Aho, V. T. E.</creatorcontrib><creatorcontrib>Heintz-Buschart, A.</creatorcontrib><creatorcontrib>Landoulsi, Z.</creatorcontrib><creatorcontrib>Jónsdóttir, S. R.</creatorcontrib><creatorcontrib>Pauly, C.</creatorcontrib><creatorcontrib>Pavelka, L.</creatorcontrib><creatorcontrib>Delacour, L.</creatorcontrib><creatorcontrib>Kaysen, A.</creatorcontrib><creatorcontrib>Krüger, R.</creatorcontrib><creatorcontrib>Wilmes, P.</creatorcontrib><creatorcontrib>Leist, A. K.</creatorcontrib><creatorcontrib>Aguayo, Gloria</creatorcontrib><creatorcontrib>Alexandre, Myriam</creatorcontrib><creatorcontrib>Ali, Muhammad</creatorcontrib><creatorcontrib>Ammerlann, Wim</creatorcontrib><creatorcontrib>Arena, Giuseppe</creatorcontrib><creatorcontrib>Bassis, Michele</creatorcontrib><creatorcontrib>Batutu, Roxane</creatorcontrib><creatorcontrib>Beaumont, Katy</creatorcontrib><creatorcontrib>Béchet, Sibylle</creatorcontrib><creatorcontrib>Berchem, Guy</creatorcontrib><creatorcontrib>Bisdorff, Alexandre</creatorcontrib><creatorcontrib>Bouvier, David</creatorcontrib><creatorcontrib>Castillo, Lorieza</creatorcontrib><creatorcontrib>De Bremaeker, Nancy</creatorcontrib><creatorcontrib>Dewitt, Brian</creatorcontrib><creatorcontrib>Diederich, Nico</creatorcontrib><creatorcontrib>Ramia, Nancy E</creatorcontrib><creatorcontrib>Fritz, Joëlle</creatorcontrib><creatorcontrib>Gamio, Carlos</creatorcontrib><creatorcontrib>Gawron, Piotr</creatorcontrib><creatorcontrib>Georges, Laura</creatorcontrib><creatorcontrib>Ghosh, Soumyabrata</creatorcontrib><creatorcontrib>Glaab, Enrico</creatorcontrib><creatorcontrib>Goergen, Martine</creatorcontrib><creatorcontrib>Gómez De Lope, Elisa</creatorcontrib><creatorcontrib>Graas, Jérôme</creatorcontrib><creatorcontrib>Groues, Valentin</creatorcontrib><creatorcontrib>Grünewald, Anne</creatorcontrib><creatorcontrib>Hammot, Gaël</creatorcontrib><creatorcontrib>Hansen, Linda</creatorcontrib><creatorcontrib>Henry, Estelle</creatorcontrib><creatorcontrib>Henry, Margaux</creatorcontrib><creatorcontrib>Herbrink, Sylvia</creatorcontrib><creatorcontrib>Herzinger, Sascha</creatorcontrib><creatorcontrib>Hundt, Alexander</creatorcontrib><creatorcontrib>Jacoby, Nadine</creatorcontrib><creatorcontrib>Jónsdóttir, Sonja</creatorcontrib><creatorcontrib>Krüger, Rejko</creatorcontrib><creatorcontrib>Lambert, Pauline</creatorcontrib><creatorcontrib>Landoulsi, Zied</creatorcontrib><creatorcontrib>Longhino, Laura</creatorcontrib><creatorcontrib>Marques, Guilherme</creatorcontrib><creatorcontrib>Martins Conde, Patricia</creatorcontrib><creatorcontrib>May, Patrick</creatorcontrib><creatorcontrib>Mcintyre, Deborah</creatorcontrib><creatorcontrib>Mediouni, Chouaib</creatorcontrib><creatorcontrib>Meisch, Francoise</creatorcontrib><creatorcontrib>Mendibide, Alexia</creatorcontrib><creatorcontrib>Menster, Myriam</creatorcontrib><creatorcontrib>Minelli, Maura</creatorcontrib><creatorcontrib>Mittelbronn, Michel</creatorcontrib><creatorcontrib>Mtimet, Saïda</creatorcontrib><creatorcontrib>Munsch, Maeva</creatorcontrib><creatorcontrib>Nehrbass, Ulf</creatorcontrib><creatorcontrib>Nickels, Sarah</creatorcontrib><creatorcontrib>Nicolai, Beatrice</creatorcontrib><creatorcontrib>Nicolay, Jean-Paul</creatorcontrib><creatorcontrib>Noor, Fozia</creatorcontrib><creatorcontrib>Gomes, Clarissa P. C.</creatorcontrib><creatorcontrib>Pachchek, Sinthuja</creatorcontrib><creatorcontrib>Pavelka, Lukas</creatorcontrib><creatorcontrib>Perquin, Magali</creatorcontrib><creatorcontrib>Pexaras, Achilleas</creatorcontrib><creatorcontrib>Rauschenberger, Armin</creatorcontrib><creatorcontrib>Rawal, Rajesh</creatorcontrib><creatorcontrib>Reddy Bobbili, Dheeraj</creatorcontrib><creatorcontrib>Remark, Lucie</creatorcontrib><creatorcontrib>Richard, Ilsé</creatorcontrib><creatorcontrib>Roomp, Kirsten</creatorcontrib><creatorcontrib>Rosales, Eduardo</creatorcontrib><creatorcontrib>Sapienza, Stefano</creatorcontrib><creatorcontrib>Satagopam, Venkata</creatorcontrib><creatorcontrib>Schmitz, Sabine</creatorcontrib><creatorcontrib>Schneider, Reinhard</creatorcontrib><creatorcontrib>Schwamborn, Jens</creatorcontrib><creatorcontrib>Severino, Raquel</creatorcontrib><creatorcontrib>Soare, Ruxandra</creatorcontrib><creatorcontrib>Soboleva, Ekaterina</creatorcontrib><creatorcontrib>Sokolowska, Kate</creatorcontrib><creatorcontrib>Theresine, Maud</creatorcontrib><creatorcontrib>Thien, Hermann</creatorcontrib><creatorcontrib>Thiry, Elodie</creatorcontrib><creatorcontrib>Ting Jiin Loo, Rebecca</creatorcontrib><creatorcontrib>Trouet, Johanna</creatorcontrib><creatorcontrib>Tsurkalenko, Olena</creatorcontrib><creatorcontrib>Vega, Carlos</creatorcontrib><creatorcontrib>Vilas Boas, Liliana</creatorcontrib><creatorcontrib>Wollscheid-Lengeling, Evi</creatorcontrib><creatorcontrib>Zelimkhanov, Gelani</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>The Journal of Prevention of Alzheimer's Disease</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Aho, V. T. E.</au><au>Heintz-Buschart, A.</au><au>Landoulsi, Z.</au><au>Jónsdóttir, S. R.</au><au>Pauly, C.</au><au>Pavelka, L.</au><au>Delacour, L.</au><au>Kaysen, A.</au><au>Krüger, R.</au><au>Wilmes, P.</au><au>Leist, A. K.</au><au>Aguayo, Gloria</au><au>Alexandre, Myriam</au><au>Ali, Muhammad</au><au>Ammerlann, Wim</au><au>Arena, Giuseppe</au><au>Bassis, Michele</au><au>Batutu, Roxane</au><au>Beaumont, Katy</au><au>Béchet, Sibylle</au><au>Berchem, Guy</au><au>Bisdorff, Alexandre</au><au>Bouvier, David</au><au>Castillo, Lorieza</au><au>De Bremaeker, Nancy</au><au>Dewitt, Brian</au><au>Diederich, Nico</au><au>Ramia, Nancy E</au><au>Fritz, Joëlle</au><au>Gamio, Carlos</au><au>Gawron, Piotr</au><au>Georges, Laura</au><au>Ghosh, Soumyabrata</au><au>Glaab, Enrico</au><au>Goergen, Martine</au><au>Gómez De Lope, Elisa</au><au>Graas, Jérôme</au><au>Groues, Valentin</au><au>Grünewald, Anne</au><au>Hammot, Gaël</au><au>Hansen, Linda</au><au>Henry, Estelle</au><au>Henry, Margaux</au><au>Herbrink, Sylvia</au><au>Herzinger, Sascha</au><au>Hundt, Alexander</au><au>Jacoby, Nadine</au><au>Jónsdóttir, Sonja</au><au>Krüger, Rejko</au><au>Lambert, Pauline</au><au>Landoulsi, Zied</au><au>Longhino, Laura</au><au>Marques, Guilherme</au><au>Martins Conde, Patricia</au><au>May, Patrick</au><au>Mcintyre, Deborah</au><au>Mediouni, Chouaib</au><au>Meisch, Francoise</au><au>Mendibide, Alexia</au><au>Menster, Myriam</au><au>Minelli, Maura</au><au>Mittelbronn, Michel</au><au>Mtimet, Saïda</au><au>Munsch, Maeva</au><au>Nehrbass, Ulf</au><au>Nickels, Sarah</au><au>Nicolai, Beatrice</au><au>Nicolay, Jean-Paul</au><au>Noor, Fozia</au><au>Gomes, Clarissa P. C.</au><au>Pachchek, Sinthuja</au><au>Pavelka, Lukas</au><au>Perquin, Magali</au><au>Pexaras, Achilleas</au><au>Rauschenberger, Armin</au><au>Rawal, Rajesh</au><au>Reddy Bobbili, Dheeraj</au><au>Remark, Lucie</au><au>Richard, Ilsé</au><au>Roomp, Kirsten</au><au>Rosales, Eduardo</au><au>Sapienza, Stefano</au><au>Satagopam, Venkata</au><au>Schmitz, Sabine</au><au>Schneider, Reinhard</au><au>Schwamborn, Jens</au><au>Severino, Raquel</au><au>Soare, Ruxandra</au><au>Soboleva, Ekaterina</au><au>Sokolowska, Kate</au><au>Theresine, Maud</au><au>Thien, Hermann</au><au>Thiry, Elodie</au><au>Ting Jiin Loo, Rebecca</au><au>Trouet, Johanna</au><au>Tsurkalenko, Olena</au><au>Vega, Carlos</au><au>Vilas Boas, Liliana</au><au>Wollscheid-Lengeling, Evi</au><au>Zelimkhanov, Gelani</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome</atitle><jtitle>The Journal of Prevention of Alzheimer's Disease</jtitle><stitle>J Prev Alzheimers Dis</stitle><addtitle>J Prev Alzheimers Dis</addtitle><date>2024</date><risdate>2024</risdate><volume>11</volume><issue>3</issue><spage>759</spage><epage>768</epage><pages>759-768</pages><issn>2274-5807</issn><eissn>2426-0266</eissn><abstract>Background
With differences apparent in the gut microbiome in mild cognitive impairment (MCI) and dementia, and risk factors of dementia linked to alterations of the gut microbiome, the question remains if gut microbiome characteristics may mediate associations of education with MCI.
Objectives
We sought to examine potential mediation of the association of education and MCI by gut microbiome diversity or composition.
Design
Cross-sectional study.
Setting
Luxembourg, the Greater Region (surrounding areas in Belgium, France, Germany).
Participants
Control participants of the Luxembourg Parkinson’s Study.
Measurements
Gut microbiome composition, ascertained with 16S rRNA gene amplicon sequencing. Differential abundance, assessed across education groups (0–10, 11–16, 16+ years of education). Alpha diversity (Chao1, Shannon and inverse Simpson indices). Mediation analysis with effect decomposition was conducted with education as exposure, MCI as outcome and gut microbiome metrics as mediators.
Results
After exclusion of participants below 50, or with missing data, n=258 participants (n=58 MCI) were included (M [SD] Age=64.6 [8.3] years). Higher education (16+ years) was associated with MCI (Odds ratio natural direct effect=0.35 [95% CI 0.15–0.81].
Streptococcus
and
Lachnospiraceae
-UCG-001 genera were more abundant in higher education.
Conclusions
Education is associated with gut microbiome composition and MCI risk without clear evidence for mediation. However, our results suggest signatures of the gut microbiome that have been identified previously in AD and MCI to be reflected in lower education and suggest education as important covariate in microbiome studies.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>38706292</pmid><doi>10.14283/jpad.2024.19</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 2274-5807 |
ispartof | The Journal of Prevention of Alzheimer's Disease, 2024, Vol.11 (3), p.759-768 |
issn | 2274-5807 2426-0266 |
language | eng |
recordid | cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_11060993 |
source | MEDLINE; SpringerLink Journals |
subjects | Aged Cognitive Dysfunction - microbiology Cross-Sectional Studies Educational Status Female Gastrointestinal Microbiome Geriatrics/Gerontology Humans Luxembourg - epidemiology Male Medicine Medicine & Public Health Middle Aged Neurology Original Research Risk Factors RNA, Ribosomal, 16S - genetics |
title | Education as Risk Factor of Mild Cognitive Impairment: The Link to the Gut Microbiome |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-10T09%3A48%3A21IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Education%20as%20Risk%20Factor%20of%20Mild%20Cognitive%20Impairment:%20The%20Link%20to%20the%20Gut%20Microbiome&rft.jtitle=The%20Journal%20of%20Prevention%20of%20Alzheimer's%20Disease&rft.au=Aho,%20V.%20T.%20E.&rft.date=2024&rft.volume=11&rft.issue=3&rft.spage=759&rft.epage=768&rft.pages=759-768&rft.issn=2274-5807&rft.eissn=2426-0266&rft_id=info:doi/10.14283/jpad.2024.19&rft_dat=%3Cproquest_pubme%3E3051425078%3C/proquest_pubme%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=3051425078&rft_id=info:pmid/38706292&rfr_iscdi=true |