Galectin-3 is elevated in CSF and is associated with Aβ deposits and tau aggregates in brain tissue in Alzheimer’s disease

Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease (AD). Under AD conditions, Gal-3 is primarily expressed b...

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Published inActa neuropathologica Vol. 144; no. 5; pp. 843 - 859
Main Authors Boza-Serrano, Antonio, Vrillon, Agathe, Minta, Karolina, Paulus, Agnes, Camprubí-Ferrer, Lluís, Garcia, Megg, Andreasson, Ulf, Antonell, Anna, Wennström, Malin, Gouras, Gunnar, Dumurgier, Julien, Cognat, Emmanuel, Molina-Porcel, Laura, Balasa, Mircea, Vitorica, Javier, Sánchez-Valle, Raquel, Paquet, Claire, Venero, Jose Luis, Blennow, Kaj, Deierborg, Tomas
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.11.2022
Springer Nature B.V
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Abstract Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients ( n  = 119) compared to control individuals ( n  = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/−) (A + T + N+/−) groups compared to the A + T−N− group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
AbstractList Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients ( n  = 119) compared to control individuals ( n  = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/−) (A + T + N+/−) groups compared to the A + T−N− group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated infammation in AD, we aimed to investigate the Gal-3 infammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were signifcantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fuid (CSF) from AD patients (n=119) compared to control individuals (n=36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinfammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinfammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/−) (A+T+N+/−) groups compared to the A+T−N− group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinfammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer's disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around A beta plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients (n=119) compared to control individuals (n= 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-beta. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-beta positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/-) (A + T +N+/-) groups compared to the A + T-N- group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients (n = 119) compared to control individuals (n = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/−) (A + T + N+/−) groups compared to the A + T−N− group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system(CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer’s disease(AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both humanand mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance ofGal-3-associated infammation in AD, we aimed to investigate the Gal-3 infammatory response in the AD continuum. First,we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadiccases. We found that Gal-3 levels were signifcantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+microglial cells were associated with amyloid plaques of a larger size and more irregularshape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fuid (CSF) fromAD patients (n=119) compared to control individuals (n=36). CSF Gal-3 levels were elevated in AD patients comparedto controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin)than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered andassociated with other CSF neuroinfammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinfammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), andbiomarker neurodegeneration positive/negative (N+/−) (A+T+N+/−) groups compared to the A+T−N− group. Overall,Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential targetfor disease-modifying therapies involving the neuroinfammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer's disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients (n = 119) compared to control individuals (n = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/-) (A + T + N+/-) groups compared to the A + T-N- group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer's disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients (n = 119) compared to control individuals (n = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/-) (A + T + N+/-) groups compared to the A + T-N- group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated the crucial deleterious role of Gal-3 in microglial activation in Alzheimer's disease (AD). Under AD conditions, Gal-3 is primarily expressed by microglial cells clustered around Aβ plaques in both human and mouse brain, and knocking out Gal-3 reduces AD pathology in AD-model mice. To further unravel the importance of Gal-3-associated inflammation in AD, we aimed to investigate the Gal-3 inflammatory response in the AD continuum. First, we measured Gal-3 levels in neocortical and hippocampal tissue from early-onset AD patients, including genetic and sporadic cases. We found that Gal-3 levels were significantly higher in both cortex and hippocampus in AD subjects. Immunohistochemistry revealed that Gal-3+ microglial cells were associated with amyloid plaques of a larger size and more irregular shape and with neurons containing tau-inclusions. We then analyzed the levels of Gal-3 in cerebrospinal fluid (CSF) from AD patients (n = 119) compared to control individuals (n = 36). CSF Gal-3 levels were elevated in AD patients compared to controls and more strongly correlated with tau (p-Tau181 and t-tau) and synaptic markers (GAP-43 and neurogranin) than with amyloid-β. Lastly, principal component analysis (PCA) of AD biomarkers revealed that CSF Gal-3 clustered and associated with other CSF neuroinflammatory markers, including sTREM-2, GFAP, and YKL-40. This neuroinflammatory component was more highly expressed in the CSF from amyloid-β positive (A+), CSF p-Tau181 positive (T+), and biomarker neurodegeneration positive/negative (N+/-) (A + T + N+/-) groups compared to the A + T-N- group. Overall, Gal-3 stands out as a key pathological biomarker of AD pathology that is measurable in CSF and, therefore, a potential target for disease-modifying therapies involving the neuroinflammatory response.
Author Andreasson, Ulf
Garcia, Megg
Sánchez-Valle, Raquel
Dumurgier, Julien
Balasa, Mircea
Paquet, Claire
Vrillon, Agathe
Minta, Karolina
Wennström, Malin
Vitorica, Javier
Deierborg, Tomas
Blennow, Kaj
Antonell, Anna
Molina-Porcel, Laura
Venero, Jose Luis
Camprubí-Ferrer, Lluís
Boza-Serrano, Antonio
Paulus, Agnes
Gouras, Gunnar
Cognat, Emmanuel
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  email: aboza@us.es
  organization: Experimental Neuroinflammation Laboratory, Department of Experimental Medical Science, Lund University, Alzheimer’s Disease and Other Cognitive Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, IDIBAPS, Universitat de Barcelona, Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of Seville and IBIS (Institute of Biomedicine of Seville), University Hospital Virgen del Rocio, CSIC
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  givenname: Agathe
  surname: Vrillon
  fullname: Vrillon, Agathe
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  organization: Université Paris Cité, Center of Cognitive Neurology, Université Paris Cité, Lariboisière Fernand-Widal Hospital, APHP
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  givenname: Karolina
  surname: Minta
  fullname: Minta, Karolina
  organization: Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg
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  givenname: Agnes
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  organization: Experimental Neuroinflammation Laboratory, Department of Experimental Medical Science, Lund University, Medical Microspectroscopy Laboratory, Department of Experimental Medical Science, Lund University
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  organization: Experimental Neuroinflammation Laboratory, Department of Experimental Medical Science, Lund University
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  givenname: Megg
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  fullname: Garcia, Megg
  organization: Experimental Neuroinflammation Laboratory, Department of Experimental Medical Science, Lund University, Experimental Dementia Laboratory, Department of Experimental Medical Sciences, Lund University
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  givenname: Ulf
  surname: Andreasson
  fullname: Andreasson, Ulf
  organization: Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg, Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital
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  givenname: Anna
  surname: Antonell
  fullname: Antonell, Anna
  organization: Alzheimer’s Disease and Other Cognitive Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, IDIBAPS, Universitat de Barcelona
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  givenname: Malin
  surname: Wennström
  fullname: Wennström, Malin
  organization: Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University
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  fullname: Gouras, Gunnar
  organization: Experimental Dementia Laboratory, Department of Experimental Medical Sciences, Lund University
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  givenname: Emmanuel
  surname: Cognat
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  givenname: Laura
  surname: Molina-Porcel
  fullname: Molina-Porcel, Laura
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  givenname: Javier
  surname: Vitorica
  fullname: Vitorica, Javier
  organization: Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of Seville and IBIS (Institute of Biomedicine of Seville), University Hospital Virgen del Rocio, CSIC, Centro de Investigación Biomedica en Red Sobre Enfermedades Neurodegenerativas (CIBERNED)
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  givenname: Raquel
  surname: Sánchez-Valle
  fullname: Sánchez-Valle, Raquel
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– sequence: 17
  givenname: Claire
  surname: Paquet
  fullname: Paquet, Claire
  organization: Université Paris Cité, Center of Cognitive Neurology, Université Paris Cité, Lariboisière Fernand-Widal Hospital, APHP
– sequence: 18
  givenname: Jose Luis
  surname: Venero
  fullname: Venero, Jose Luis
  organization: Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, University of Seville and IBIS (Institute of Biomedicine of Seville), University Hospital Virgen del Rocio, CSIC
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  givenname: Kaj
  surname: Blennow
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  organization: Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg, Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital
– sequence: 20
  givenname: Tomas
  surname: Deierborg
  fullname: Deierborg, Tomas
  organization: Experimental Neuroinflammation Laboratory, Department of Experimental Medical Science, Lund University
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2022. The Author(s).
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CorporateAuthor MultiPark: Multidisciplinary research focused on Parkinson's disease
Neuroinflammation
Lunds universitet
Institutionen för experimentell medicinsk vetenskap
Profile areas and other strong research environments
Department of Clinical Sciences, Malmö
Lund University
Experimentell demensforskning
Medical Microspectroscopy
Strategiska forskningsområden (SFO)
Department of Experimental Medical Science
Faculty of Medicine
Strategic research areas (SRA)
Medicinsk mikrospektroskopi
Clinical Memory Research
Klinisk minnesforskning
NanoLund: Centre for Nanoscience
Experimental Dementia Research
Medicinska fakulteten
Profilområden och andra starka forskningsmiljöer
Institutionen för kliniska vetenskaper, Malmö
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Snippet Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system (CNS). We previously demonstrated...
Galectin-3 (Gal-3) is a beta-galactosidase binding protein involved in microglial activation in the central nervous system(CNS). We previously demonstrated the...
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StartPage 843
SubjectTerms Age
Alzheimer Disease - pathology
Alzheimer's disease
Amyloid beta-Peptides - metabolism
Animal models
Animals
Basic Medicine
beta-Galactosidase - metabolism
Biomarkers
Biomarkers - cerebrospinal fluid
Brain - pathology
Central nervous system
Cerebrospinal fluid
Chitinase-3-Like Protein 1 - metabolism
Galectin 3
GAP-43 protein
GAP-43 Protein - metabolism
Glial fibrillary acidic protein
Hippocampus
Humans
Immunohistochemistry
Inflammation
Medical and Health Sciences
Medicin och hälsovetenskap
Medicine
Medicine & Public Health
Medicinska och farmaceutiska grundvetenskaper
Mice
microglia
Microglial cells
Neurodegeneration
Neurodegenerative diseases
Neurogranin
Neurosciences
Neurosciences & Neurology
Neurovetenskaper
Original Paper
Pathology
pathway
Plaque, Amyloid - pathology
Principal components analysis
receptor
Senile plaques
strem2
Tau protein
tau Proteins - metabolism
β-Amyloid
β-Galactosidase
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Title Galectin-3 is elevated in CSF and is associated with Aβ deposits and tau aggregates in brain tissue in Alzheimer’s disease
URI https://link.springer.com/article/10.1007/s00401-022-02469-6
https://www.ncbi.nlm.nih.gov/pubmed/35895141
https://www.proquest.com/docview/2722747762
https://www.proquest.com/docview/2695292087
https://pubmed.ncbi.nlm.nih.gov/PMC9547798
https://gup.ub.gu.se/publication/319948
https://lup.lub.lu.se/record/dc1fedb1-9c3b-4557-b7d4-a2fab69b29a5
oai:portal.research.lu.se:publications/dc1fedb1-9c3b-4557-b7d4-a2fab69b29a5
Volume 144
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