Literature DB >> 34073931

Vitamin D and Folate as Predictors of MMSE in Alzheimer's Disease: A Machine Learning Analysis.

Giuseppe Murdaca1,2, Sara Banchero1,2, Alessandro Tonacci3, Alessio Nencioni1,2, Fiammetta Monacelli1,2, Sebastiano Gangemi4.   

Abstract

Vitamin D (VD) and micronutrients, including folic acid, are able to modulate both the innate and the adaptive immune responses. Low VD and folic acid levels appear to promote cognitive decline as in Alzheimer's disease (AD). A machine learning approach was applied to analyze the impact of various compounds, drawn from the blood of AD patients, including VD and folic acid levels, on the Mini-Mental State Exam (MMSE) in a cohort of 108 patients with AD. The first analysis was aimed at predicting the MMSE at recruitment, whereas a second investigation sought to predict the MMSE after a 4 year follow-up. The simultaneous presence of low levels of VD and folic acid allow to predict MMSE, suggestive of poorer cognitive function. Such results suggest that the low levels of VD and folic acid could be associated with more severe cases of cognitive impairment in AD. It could be hypothesized that simultaneous supplementation of VD and folic acid could slow down the progression of cerebral degeneration at least in a subset of AD individuals.

Entities:  

Keywords:  Alzheimer’s disease; Vitamin D; biomarkers; folate; machine learning

Year:  2021        PMID: 34073931     DOI: 10.3390/diagnostics11060940

Source DB:  PubMed          Journal:  Diagnostics (Basel)        ISSN: 2075-4418


  34 in total

1.  "Mini-mental state". A practical method for grading the cognitive state of patients for the clinician.

Authors:  M F Folstein; S E Folstein; P R McHugh
Journal:  J Psychiatr Res       Date:  1975-11       Impact factor: 4.791

Review 2.  Emerging role of vitamin D in autoimmune diseases: An update on evidence and therapeutic implications.

Authors:  Giuseppe Murdaca; Alessandro Tonacci; Simone Negrini; Monica Greco; Matteo Borro; Francesco Puppo; Sebastiano Gangemi
Journal:  Autoimmun Rev       Date:  2019-07-16       Impact factor: 9.754

3.  Olfactory evaluation in Mild Cognitive Impairment: correlation with neurocognitive performance and endothelial function.

Authors:  Alessandro Tonacci; Rosa M Bruno; Lorenzo Ghiadoni; Lorenza Pratali; Nicoletta Berardi; Gloria Tognoni; Simona Cintoli; Leda Volpi; Ubaldo Bonuccelli; Rosa Sicari; Stefano Taddei; Lamberto Maffei; Eugenio Picano
Journal:  Eur J Neurosci       Date:  2017-04-20       Impact factor: 3.386

4.  Vitamin D Supplementation Improves Cognitive Function Through Reducing Oxidative Stress Regulated by Telomere Length in Older Adults with Mild Cognitive Impairment: A 12-Month Randomized Controlled Trial.

Authors:  Tong Yang; Hualou Wang; Ying Xiong; Chong Chen; Keran Duan; Jingya Jia; Fei Ma
Journal:  J Alzheimers Dis       Date:  2020       Impact factor: 4.472

Review 5.  Alzheimer's disease pathogenesis: Is there a role for folate?

Authors:  Natassia Robinson; Peter Grabowski; Ishtiaq Rehman
Journal:  Mech Ageing Dev       Date:  2017-10-13       Impact factor: 5.432

6.  Vitamin D and white matter abnormalities in older adults: a cross-sectional neuroimaging study.

Authors:  C Annweiler; T Annweiler; R Bartha; F R Herrmann; R Camicioli; O Beauchet
Journal:  Eur J Neurol       Date:  2014-07-10       Impact factor: 6.089

7.  Serum 25-hydroxyvitamin D is associated with reduced verbal episodic memory in healthy, middle-aged and older adults.

Authors:  Virginie Lam; Matthew A Albrecht; Ryusuke Takechi; Prachya Prasopsang; Ya Ping Lee; Jonathan K Foster; John C L Mamo
Journal:  Eur J Nutr       Date:  2015-07-01       Impact factor: 5.614

Review 8.  Vitamin D in Synaptic Plasticity, Cognitive Function, and Neuropsychiatric Illness.

Authors:  Phoebe E Mayne; Thomas H J Burne
Journal:  Trends Neurosci       Date:  2019-02-19       Impact factor: 13.837

9.  Dietary folate and vitamin B12 intake and cognitive decline among community-dwelling older persons.

Authors:  Martha Clare Morris; Denis A Evans; Julia L Bienias; Christine C Tangney; Liesi E Hebert; Paul A Scherr; Julie A Schneider
Journal:  Arch Neurol       Date:  2005-04

Review 10.  Nutrition and prevention of cognitive impairment.

Authors:  Nikolaos Scarmeas; Costas A Anastasiou; Mary Yannakoulia
Journal:  Lancet Neurol       Date:  2018-09-21       Impact factor: 44.182

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  3 in total

Review 1.  Blood-Based Biomarkers for Alzheimer's Disease Diagnosis and Progression: An Overview.

Authors:  Angelica Varesi; Adelaide Carrara; Vitor Gomes Pires; Valentina Floris; Elisa Pierella; Gabriele Savioli; Sakshi Prasad; Ciro Esposito; Giovanni Ricevuti; Salvatore Chirumbolo; Alessia Pascale
Journal:  Cells       Date:  2022-04-17       Impact factor: 7.666

Review 2.  Role of micronutrients in Alzheimer's disease: Review of available evidence.

Authors:  Hong-Xin Fei; Chao-Fan Qian; Xiang-Mei Wu; Yu-Hua Wei; Jin-Yu Huang; Li-Hua Wei
Journal:  World J Clin Cases       Date:  2022-08-06       Impact factor: 1.534

3.  A novel deep learning approach for diagnosing Alzheimer's disease based on eye-tracking data.

Authors:  Jinglin Sun; Yu Liu; Hao Wu; Peiguang Jing; Yong Ji
Journal:  Front Hum Neurosci       Date:  2022-09-09       Impact factor: 3.473

  3 in total

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