Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease

Various metals have been associated with the pathogenesis of Alzheimer’s disease (AD), principally heavy metals that are environmental pollutants (such as As, Cd, Hg, and Pb) and essential metals whose homeostasis is disturbed in AD (such as Cu, Fe, and Zn). Although there is evidence of the involve...

Full description

Bibliographic Details
Main Authors: Mirjana Babić Leko, Matej Mihelčić, Jasna Jurasović, Matea Nikolac Perković, Ena Španić, Ankica Sekovanić, Tatjana Orct, Klara Zubčić, Lea Langer Horvat, Nikolina Pleić, Spomenka Kiđemet-Piskač, Željka Vogrinc, Nela Pivac, Andrea Diana, Fran Borovečki, Patrick R. Hof, Goran Šimić
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/24/1/467
_version_ 1797625625474760704
author Mirjana Babić Leko
Matej Mihelčić
Jasna Jurasović
Matea Nikolac Perković
Ena Španić
Ankica Sekovanić
Tatjana Orct
Klara Zubčić
Lea Langer Horvat
Nikolina Pleić
Spomenka Kiđemet-Piskač
Željka Vogrinc
Nela Pivac
Andrea Diana
Fran Borovečki
Patrick R. Hof
Goran Šimić
author_facet Mirjana Babić Leko
Matej Mihelčić
Jasna Jurasović
Matea Nikolac Perković
Ena Španić
Ankica Sekovanić
Tatjana Orct
Klara Zubčić
Lea Langer Horvat
Nikolina Pleić
Spomenka Kiđemet-Piskač
Željka Vogrinc
Nela Pivac
Andrea Diana
Fran Borovečki
Patrick R. Hof
Goran Šimić
author_sort Mirjana Babić Leko
collection DOAJ
description Various metals have been associated with the pathogenesis of Alzheimer’s disease (AD), principally heavy metals that are environmental pollutants (such as As, Cd, Hg, and Pb) and essential metals whose homeostasis is disturbed in AD (such as Cu, Fe, and Zn). Although there is evidence of the involvement of these metals in AD, further research is needed on their mechanisms of toxicity. To further assess the involvement of heavy and essential metals in AD pathogenesis, we compared cerebrospinal fluid (CSF) AD biomarkers to macro- and microelements measured in CSF and plasma. We tested if macro- and microelements’ concentrations (heavy metals (As, Cd, Hg, Ni, Pb, and Tl), essential metals (Na, Mg, K, Ca, Fe, Co, Mn, Cu, Zn, and Mo), essential non-metals (B, P, S, and Se), and other non-essential metals (Al, Ba, Li, and Sr)) are associated with CSF AD biomarkers that reflect pathological changes in the AD brain (amyloid β<sub>1–42</sub>, total tau, phosphorylated tau isoforms, NFL, S100B, VILIP-1, YKL-40, PAPP-A, and albumin). We used inductively coupled plasma mass spectroscopy (ICP-MS) to determine macro- and microelements in CSF and plasma, and enzyme-linked immunosorbent assays (ELISA) to determine protein biomarkers of AD in CSF. This study included 193 participants (124 with AD, 50 with mild cognitive impairment, and 19 healthy controls). Simple correlation, as well as machine learning algorithms (redescription mining and principal component analysis (PCA)), demonstrated that levels of heavy metals (As, Cd, Hg, Ni, Pb, and Tl), essential metals (Ca, Co, Cu, Fe, Mg, Mn, Mo, Na, K, and Zn), and essential non-metals (P, S, and Se) are positively associated with CSF phosphorylated tau isoforms, VILIP-1, S100B, NFL, and YKL-40 in AD.
first_indexed 2024-03-11T09:58:57Z
format Article
id doaj.art-75bd3cfccd934e9f818cb3dc968eeccd
institution Directory Open Access Journal
issn 1661-6596
1422-0067
language English
last_indexed 2024-03-11T09:58:57Z
publishDate 2022-12-01
publisher MDPI AG
record_format Article
series International Journal of Molecular Sciences
spelling doaj.art-75bd3cfccd934e9f818cb3dc968eeccd2023-11-16T15:33:49ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672022-12-0124146710.3390/ijms24010467Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s DiseaseMirjana Babić Leko0Matej Mihelčić1Jasna Jurasović2Matea Nikolac Perković3Ena Španić4Ankica Sekovanić5Tatjana Orct6Klara Zubčić7Lea Langer Horvat8Nikolina Pleić9Spomenka Kiđemet-Piskač10Željka Vogrinc11Nela Pivac12Andrea Diana13Fran Borovečki14Patrick R. Hof15Goran Šimić16Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaDepartment of Mathematics, University of Zagreb Faculty of Science, 10000 Zagreb, CroatiaAnalytical Toxicology and Mineral Metabolism Unit, Institute for Medical Research and Occupational Health, 10000 Zagreb, CroatiaRuđer Bošković Institute, Division of Molecular Medicine, 10000 Zagreb, CroatiaDepartment of Neuroscience, Croatian Institute for Brain Research, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaAnalytical Toxicology and Mineral Metabolism Unit, Institute for Medical Research and Occupational Health, 10000 Zagreb, CroatiaAnalytical Toxicology and Mineral Metabolism Unit, Institute for Medical Research and Occupational Health, 10000 Zagreb, CroatiaDepartment of Neuroscience, Croatian Institute for Brain Research, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaDepartment of Neuroscience, Croatian Institute for Brain Research, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaDepartment of Medical Biology, University of Split School of Medicine, 21000 Split, CroatiaDepartment of Neurology, General Hospital Varaždin, 42000 Varaždin, CroatiaLaboratory for Neurobiochemistry, Department of Laboratory Diagnostics, University Hospital Centre Zagreb, 10000 Zagreb, CroatiaRuđer Bošković Institute, Division of Molecular Medicine, 10000 Zagreb, CroatiaLaboratory of Neurogenesis and Neuropoiesis, Department of Biomedical Sciences, University of Cagliari, Monserrato, 09042 Cagliari, ItalyDepartment for Functional Genomics, Center for Translational and Clinical Research, University of Zagreb Medical School, University Hospital Center Zagreb, 10000 Zagreb, CroatiaNash Family Department of Neuroscience, Friedman Brain Institute, Ronald M. Loeb Center for Alzheimer’s Disease, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USADepartment of Neuroscience, Croatian Institute for Brain Research, University of Zagreb School of Medicine, 10000 Zagreb, CroatiaVarious metals have been associated with the pathogenesis of Alzheimer’s disease (AD), principally heavy metals that are environmental pollutants (such as As, Cd, Hg, and Pb) and essential metals whose homeostasis is disturbed in AD (such as Cu, Fe, and Zn). Although there is evidence of the involvement of these metals in AD, further research is needed on their mechanisms of toxicity. To further assess the involvement of heavy and essential metals in AD pathogenesis, we compared cerebrospinal fluid (CSF) AD biomarkers to macro- and microelements measured in CSF and plasma. We tested if macro- and microelements’ concentrations (heavy metals (As, Cd, Hg, Ni, Pb, and Tl), essential metals (Na, Mg, K, Ca, Fe, Co, Mn, Cu, Zn, and Mo), essential non-metals (B, P, S, and Se), and other non-essential metals (Al, Ba, Li, and Sr)) are associated with CSF AD biomarkers that reflect pathological changes in the AD brain (amyloid β<sub>1–42</sub>, total tau, phosphorylated tau isoforms, NFL, S100B, VILIP-1, YKL-40, PAPP-A, and albumin). We used inductively coupled plasma mass spectroscopy (ICP-MS) to determine macro- and microelements in CSF and plasma, and enzyme-linked immunosorbent assays (ELISA) to determine protein biomarkers of AD in CSF. This study included 193 participants (124 with AD, 50 with mild cognitive impairment, and 19 healthy controls). Simple correlation, as well as machine learning algorithms (redescription mining and principal component analysis (PCA)), demonstrated that levels of heavy metals (As, Cd, Hg, Ni, Pb, and Tl), essential metals (Ca, Co, Cu, Fe, Mg, Mn, Mo, Na, K, and Zn), and essential non-metals (P, S, and Se) are positively associated with CSF phosphorylated tau isoforms, VILIP-1, S100B, NFL, and YKL-40 in AD.https://www.mdpi.com/1422-0067/24/1/467Alzheimer’s diseaseheavy metalsessential metalscerebrospinal fluidbiomarkerarsenic
spellingShingle Mirjana Babić Leko
Matej Mihelčić
Jasna Jurasović
Matea Nikolac Perković
Ena Španić
Ankica Sekovanić
Tatjana Orct
Klara Zubčić
Lea Langer Horvat
Nikolina Pleić
Spomenka Kiđemet-Piskač
Željka Vogrinc
Nela Pivac
Andrea Diana
Fran Borovečki
Patrick R. Hof
Goran Šimić
Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
International Journal of Molecular Sciences
Alzheimer’s disease
heavy metals
essential metals
cerebrospinal fluid
biomarker
arsenic
title Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
title_full Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
title_fullStr Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
title_full_unstemmed Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
title_short Heavy Metals and Essential Metals Are Associated with Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease
title_sort heavy metals and essential metals are associated with cerebrospinal fluid biomarkers of alzheimer s disease
topic Alzheimer’s disease
heavy metals
essential metals
cerebrospinal fluid
biomarker
arsenic
url https://www.mdpi.com/1422-0067/24/1/467
work_keys_str_mv AT mirjanababicleko heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT matejmihelcic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT jasnajurasovic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT mateanikolacperkovic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT enaspanic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT ankicasekovanic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT tatjanaorct heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT klarazubcic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT lealangerhorvat heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT nikolinapleic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT spomenkakiđemetpiskac heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT zeljkavogrinc heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT nelapivac heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT andreadiana heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT franborovecki heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT patrickrhof heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease
AT goransimic heavymetalsandessentialmetalsareassociatedwithcerebrospinalfluidbiomarkersofalzheimersdisease