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Dominke C, Fischer AM, Grimmer T, Diehl-Schmid J, Jahn T. CERAD-NAB and flexible battery based neuropsychological differentiation of Alzheimer's dementia and depression using machine learning approaches. NEUROPSYCHOLOGY, DEVELOPMENT, AND COGNITION. SECTION B, AGING, NEUROPSYCHOLOGY AND COGNITION 2024; 31:221-248. [PMID: 36320158 DOI: 10.1080/13825585.2022.2138255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 10/14/2022] [Indexed: 11/06/2022]
Abstract
Depression (DEP) and dementia of the Alzheimer's type (DAT) represent the most common neuropsychiatric disorders in elderly patients. Accurate differential diagnosis is indispensable to ensure appropriate treatment. However, DEP can yet mimic cognitive symptoms of DAT and patients with DAT often also present with depressive symptoms, impeding correct diagnosis. Machine learning (ML) approaches could eventually improve this discrimination using neuropsychological test data, but evidence is still missing. We therefore employed Support Vector Machine (SVM), Naïve Bayes (NB), Random Forest (RF) and conventional Logistic Regression (LR) to retrospectively predict the diagnoses of 189 elderly patients (68 DEP and 121 DAT) based on either the well-established Consortium to Establish a Registry for Alzheimer's Disease neuropsychological assessment battery (CERAD-NAB) or a flexible battery approach (FLEXBAT). The best performing combination consisted of FLEXBAT and NB, correctly classifying 87.0% of patients as either DAT or DEP. However, all accuracies were similar across algorithms and test batteries (83.0% - 87.0%). Accordingly, our study is the first to show that common ML algorithms with their default parameters can accurately differentiate between patients clinically diagnosed with DAT or DEP using neuropsychological test data, but do not necessarily outperform conventional LR.
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Affiliation(s)
- Clara Dominke
- Division Clinical Neuropsychology, Department of Psychology, Ludwig-Maximilians-University, Munich, Germany
| | - Alina Maria Fischer
- School of Medicine, Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany
| | - Timo Grimmer
- School of Medicine, Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany
| | - Janine Diehl-Schmid
- School of Medicine, Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany
- Centre for Geriatric Medicine, Kbo-Inn-Salzach-Klinikum, Wasserburg am Inn, Germany
| | - Thomas Jahn
- Division Clinical Neuropsychology, Department of Psychology, Ludwig-Maximilians-University, Munich, Germany
- School of Medicine, Department of Psychiatry and Psychotherapy, Technical University of Munich, Munich, Germany
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Chu C, Pan W, Ren Y, Mao P, Yang C, Liu C, Tang YL. Executive function deficits and medial temporal lobe atrophy in late-life depression and Alzheimer's disease: a comparative study. Front Psychiatry 2023; 14:1243894. [PMID: 37720905 PMCID: PMC10501151 DOI: 10.3389/fpsyt.2023.1243894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 08/22/2023] [Indexed: 09/19/2023] Open
Abstract
Objectives Alzheimer's disease (AD) and late-life depression (LLD) frequently exhibit executive function deficits (EFD) and medial temporal lobe atrophy (MTA) as shared characteristics. The objective of this research was to examine the utility of the Trail Making Test (TMT) and the MTA scale in distinguishing between LLD and AD. Methods A study of 100 patients, 50 with AD and 50 with LLD, was conducted using a cross-sectional design. The individuals were subjected to clinical evaluations to assess their level of depression and overall cognitive abilities, which included the Geriatric Depression Scale (GDS), Mini-Mental State Examination (MMSE), and Montreal Cognitive Assessment (MoCA). We evaluated executive function deficits (EFD) through the use of the TMT, which includes both TMT-A and TMT-B. MTA was measured using magnetic resonance imaging. To evaluate the ability of TMT and MTA scale to distinguish between the two groups, a receiver operating characteristic (ROC) curve was utilized. To investigate the connections between MTA and neuropsychological measures, a correlation analysis was performed. Results AD patients exhibited notably reduced MMSE, MoCA, and GDS scores, as well as an increased MTA total scores, time spent on TMT-A, and TMT-B compared to LLD patients (p < 0.05). TMT-A and TMT-B both exhibited excellent discriminatory power between AD and LLD, achieving area under curve (AUC) values of 92.2 and 94.2%, respectively. In AD patients, there was a negative correlation between MMSE and MoCA scores and MTA scores, while in LLD patients, there was a positive correlation between time spent on TMT-A and GDS scores and MTA scores. Conclusion AD patients experience more severe EFD and MTA than LLD patients. The differential diagnosis of AD and LLD can be aided by the useful tool known as TMT. It is important to acknowledge that TMT is capable of capturing only a fraction of the executive function, thus necessitating a cautious interpretation of research findings.
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Affiliation(s)
- Changbiao Chu
- Innovation Center for Neurological Disorders and Department of Neurology, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Weigang Pan
- Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders and National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Yanping Ren
- Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders and National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Peixian Mao
- Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders and National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Chunlin Yang
- Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders and National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Chaomeng Liu
- Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders and National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China
- Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China
| | - Yi-lang Tang
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, United States
- Mental Health Service Line, Atlanta VA Medical Center, Decatur, GA, United States
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Xiong J, Bhimani R, Carney-Anderson L. Review of Risk Factors Associated With Biomarkers for Alzheimer Disease. J Neurosci Nurs 2023; 55:103-109. [PMID: 37094378 DOI: 10.1097/jnn.0000000000000705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
ABSTRACT BACKGROUND: Alzheimer disease (AD) is a neurodegenerative disease with no cure. The number of individuals living with AD doubles every 5 years. The current clinical practice relies on clinical history, mental status tests, cerebrum imaging, and physical and neurological examinations; however, recent advances in the field of biomarkers have provided clues for the early detection of AD. High levels of tau and low levels of amyloid-β (Aβ) in cerebrospinal fluid are well-known biomarkers for AD. METHODS: A database search of PubMed, Ovid MEDLINE, and CINAHL was conducted to identify relevant articles published within the last 5 years. The search was limited to articles concerning adults 65 years or older and published in the English language. Twelve articles were included in the review. RESULTS: Risk factors of sleep disruption, depression, and motor function are implicated. Cerebrospinal fluid parameters for biomarkers of tau and Aβ were universally lower among Blacks compared with Whites, raising concern that norm reference may not be accurate for all populations. Older adults are more at risk for AD. Results are inconclusive regarding whether depression is related to Aβ and tau pathology. CONCLUSION: Nurses should screen for sleep architecture, depression, and motor function in their patients and educate them on good sleep hygiene. Sleep studies should be advocated for people with suspected sleep apnea to mitigate the risk factor related to abnormal Aβ and tau pathology. Falls and decreased motor function require screening because they may be early indicators of abnormal biomarkers leading to AD.
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Truter N, Malan L, Essop MF. Glial cell activity in cardiovascular diseases and risk of acute myocardial infarction. Am J Physiol Heart Circ Physiol 2023; 324:H373-H390. [PMID: 36662577 DOI: 10.1152/ajpheart.00332.2022] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Growing evidence indicates that the pathophysiological link between the brain and heart underlies cardiovascular diseases, specifically acute myocardial infarction (AMI). Astrocytes are the most abundant glial cells in the central nervous system and provide support/protection for neurons. Astrocytes and peripheral glial cells are emerging as key modulators of the brain-heart axis in AMI, by affecting sympathetic nervous system activity (centrally and peripherally). This review, therefore, aimed to gain an improved understanding of glial cell activity and AMI risk. This includes discussions on the potential role of contributing factors in AMI risk, i.e., autonomic nervous system dysfunction, glial-neurotrophic and ischemic risk markers [glial cell line-derived neurotrophic factor (GDNF), astrocytic S100 calcium-binding protein B (S100B), silent myocardial ischemia, and cardiac troponin T (cTnT)]. Consideration of glial cell activity and related contributing factors in certain brain-heart disorders, namely, blood-brain barrier dysfunction, myocardial ischemia, and chronic psychological stress, may improve our understanding regarding the pathological role that glial dysfunction can play in the development/onset of AMI. Here, findings demonstrated perturbations in glial cell activity and contributing factors (especially sympathetic activity). Moreover, emerging AMI risk included sympathovagal imbalance, low GDNF levels reflecting prothrombic risk, hypertension, and increased ischemia due to perfusion deficits (indicated by S100B and cTnT levels). Such perturbations impacted blood-barrier function and perfusion that were exacerbated during psychological stress. Thus, greater insights and consideration regarding such biomarkers may help drive future studies investigating brain-heart axis pathologies to gain a deeper understanding of astrocytic glial cell contributions and unlock potential novel therapies for AMI.
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Affiliation(s)
- Nina Truter
- Centre for Cardio-metabolic Research in Africa, Department of Physiological Sciences, Stellenbosch University, Cape Town, South Africa
| | - Leoné Malan
- Technology Transfer and Innovation-Support Office, North-West University, Potchefstroom, South Africa
| | - M Faadiel Essop
- Centre for Cardio-metabolic Research in Africa, Division of Medical Physiology, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
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Lanctôt KL, Ismail Z, Bawa KK, Cummings JL, Husain M, Mortby ME, Robert P. Distinguishing apathy from depression: A review differentiating the behavioral, neuroanatomic, and treatment-related aspects of apathy from depression in neurocognitive disorders. Int J Geriatr Psychiatry 2023; 38:e5882. [PMID: 36739588 PMCID: PMC10107127 DOI: 10.1002/gps.5882] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 01/17/2023] [Indexed: 01/24/2023]
Abstract
OBJECTIVES This narrative review describes the clinical features of apathy and depression in individuals with neurocognitive disorders (NCDs), with the goal of differentiating the two syndromes on the basis of clinical presentation, diagnostic criteria, neuropathological features, and contrasting responses to treatments. METHODS Literature was identified using PubMed, with search terms to capture medical conditions of interest; additional references were also included based on our collective experience and knowledge of the literature. RESULTS Evidence from current literature supports the distinction between the two disorders; apathy and depression occur with varying prevalence in individuals with NCDs, pose different risks of progression to dementia, and have distinct, if overlapping, neurobiological underpinnings. Although apathy is a distinct neuropsychiatric syndrome, distinguishing apathy from depression can be challenging, as both conditions may occur concurrently and share several overlapping features. Apathy is associated with unfavorable outcomes, especially those with neurodegenerative etiologies (e.g., Alzheimer's disease) and is associated with an increased burden for both patients and caregivers. Diagnosing apathy is important not only to serve as the basis for appropriate treatment, but also for the development of novel targeted interventions for this condition. Although there are currently no approved pharmacologic treatments for apathy, the research described in this review supports apathy as a distinct neuropsychiatric condition that warrants specific treatments aimed at alleviating patient disability. CONCLUSIONS Despite differences between these disorders, both apathy and depression pose significant challenges to patients, their families, and caregivers; better diagnostics are needed to develop more tailored treatment and support.
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Affiliation(s)
- Krista L. Lanctôt
- Departments of Psychiatry and of Pharmacology and ToxicologyUniversity of TorontoTorontoOntarioCanada
- Neuropsychopharmacology Research GroupHurvitz Brain Sciences ProgramSunnybrook Research InstituteTorontoOntarioCanada
- Bernick Chair in Geriatric PsychopharmacologySunnybrook Health Sciences CentreUniversity of TorontoTorontoOntarioCanada
| | - Zahinoor Ismail
- Departments of Psychiatry, Clinical Neurosciences, and Community Health SciencesHotchkiss Brain InstituteO'Brien Institute of Public HealthUniversity of CalgaryCalgaryAlbertaCanada
| | - Kritleen K. Bawa
- Departments of Psychiatry and of Pharmacology and ToxicologyUniversity of TorontoTorontoOntarioCanada
- Neuropsychopharmacology Research GroupHurvitz Brain Sciences ProgramSunnybrook Research InstituteTorontoOntarioCanada
| | - Jeffrey L. Cummings
- Department of Brain HealthChambers‐Grundy Center for Transformative NeuroscienceSchool of Integrated Health SciencesUniversity of Nevada Las Vegas (UNLV)Las VegasNevadaUSA
| | - Masud Husain
- Nuffield Department of Clinical NeurosciencesUniversity of OxfordOxfordUK
- Department of Experimental PsychologyUniversity of OxfordOxfordUK
| | - Moyra E. Mortby
- School of PsychologyUniversity of New South WalesSydneyNew South WalesAustralia
- Neuroscience Research AustraliaSydneyNew South WalesAustralia
| | - Philippe Robert
- Cognition Behaviour Technology LabUniversity Côte d'Azur (UCA)NiceFrance
- Centre MémoireLe Centre Hospitalier Universitaire de NiceNiceFrance
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Ronchetto F, Ronchetto M. The intricate connection between depression and dementia as a major challenge for clinicians. JOURNAL OF GERONTOLOGY AND GERIATRICS 2022. [DOI: 10.36150/2499-6564-n518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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Loreto F, Fitzgerald A, Golemme M, Gunning S, Win Z, Patel N, Carswell C, Perry R, Kennedy A, Edison P, Malhotra P. Prevalence of Depressive Symptoms in a Memory Clinic Cohort: A Retrospective Study. J Alzheimers Dis 2022; 88:1179-1187. [PMID: 35754270 DOI: 10.3233/jad-220170] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Depression has been suggested to be a cause of reversible cognitive impairment but also a risk factor for neurodegenerative disease. Studies suggest that depression prevalence may be high in early onset dementia, particularly Alzheimer's disease, but this has not been systematically assessed in a biomarker-validated clinical dementia cohort to date. OBJECTIVE To examine the prevalence, features, and association with amyloid pathology of lifetime depressive symptoms in a memory clinic cohort meeting appropriate use criteria for amyloid PET imaging. METHODS We included 300 patients from a single-center memory clinic cohort that received diagnostic biomarker evaluation with amyloid PET imaging according to appropriate use criteria. History of lifetime depressive symptoms was retrospectively assessed through structured review of clinical correspondence. RESULTS One hundred forty-two (47%) patients had a history of significant depressive symptoms ('D+'). Of these, 89% had ongoing symptoms and 60% were on antidepressants at the time of presentation to our Clinic. Depressive symptoms were equally highly prevalent in the amyloid-positive and the heterogeneous group of amyloid-negative patients. CONCLUSION Approximately half of patients who meet appropriate use criteria for amyloid PET had a history of depressive symptoms. We suggest that depression is an important feature of both neurodegenerative and non-neurodegenerative cognitive impairment and may contribute to the diagnostic uncertainty behind referral to amyloid PET.
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Affiliation(s)
- Flavia Loreto
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, UK
| | - Anna Fitzgerald
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, UK
| | - Mara Golemme
- Department of Neurology, Imperial College Healthcare NHS Trust, London, UK.,UK Dementia Research Institute Care Research and Technology Centre, Imperial College London and the University of Surrey, UK
| | - Stephen Gunning
- Department of Neuropsychology, Imperial College Healthcare NHS Trust, London, UK
| | - Zarni Win
- Department of Nuclear Medicine, Imperial College Healthcare NHS Trust, London, UK
| | - Neva Patel
- Department of Nuclear Medicine, Imperial College Healthcare NHS Trust, London, UK
| | | | - Richard Perry
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, UK.,Department of Neurology, Imperial College Healthcare NHS Trust, London, UK
| | - Angus Kennedy
- Department of Neurology, Imperial College Healthcare NHS Trust, London, UK
| | - Paul Edison
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, UK
| | - Paresh Malhotra
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, UK.,Department of Neurology, Imperial College Healthcare NHS Trust, London, UK.,UK Dementia Research Institute Care Research and Technology Centre, Imperial College London and the University of Surrey, UK
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8
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Jellinger KA. The enigma of vascular depression in old age: a critical update. J Neural Transm (Vienna) 2022; 129:961-976. [PMID: 35705878 DOI: 10.1007/s00702-022-02521-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 05/22/2022] [Indexed: 12/14/2022]
Abstract
Depression is common in older individuals and is associated with high disability and increased mortality, yet the factors predicting late-life depression (LLD) are poorly understood. The relationship between of depressive disorder, age- and disease-related processes have generated pathogenic hypotheses and provided new treatment options. LLD syndrome is often related to a variety of vascular mechanisms, in particular hypertension, cerebral small vessel disease, white matter lesions, subcortical vascular impairment, and other processes (e.g., inflammation, neuroimmune regulatory dysmechanisms, neurodegenerative changes, amyloid accumulation) that may represent etiological factors by affecting frontolimbic and other neuronal networks predisposing to depression. The "vascular depression" hypothesis suggests that cerebrovascular disease (CVD) and vascular risk factors may predispose, induce or perpetuate geriatric depressive disorders. It is based on the presence of various cerebrovascular risk factors in many patients with LLD, its co-morbidity with cerebrovascular lesions, and the frequent development of depression after stroke. Other findings related to vascular depression are atrophy of the medial temporal cortex or generalized cortical atrophy that are usually associated with cognitive impairment. Other pathogenetic hypotheses of LLD, such as metabolic or inflammatory ones, are briefly discussed. Treatment planning should consider there may be a modest response to antidepressants, but several evidence-based and novel treatment options for LLD exist, such as electroconvulsive therapy, transcranial magnetic stimulation, neurobiology-based psychotherapy, as well as antihypertension and antiinflammatory drugs. However, their effectiveness needs further investigation, and new methodologies for prevention and treatment of depression in older individuals should be developed.
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Affiliation(s)
- Kurt A Jellinger
- Institute of Clinical Neurobiology, Alberichgasse 5/13, 1150, Vienna, Austria.
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Bouwman FH, Frisoni GB, Johnson SC, Chen X, Engelborghs S, Ikeuchi T, Paquet C, Ritchie C, Bozeat S, Quevenco F, Teunissen C. Clinical application of CSF biomarkers for Alzheimer's disease: From rationale to ratios. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2022; 14:e12314. [PMID: 35496374 PMCID: PMC9044123 DOI: 10.1002/dad2.12314] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 03/01/2022] [Accepted: 03/28/2022] [Indexed: 12/15/2022]
Abstract
Biomarker testing is recommended for the accurate and timely diagnosis of Alzheimer's disease (AD). Using illustrative case narratives we consider how cerebrospinal fluid (CSF) biomarker tests may be used in different presentations of cognitive impairment to facilitate timely and differential diagnosis, improving diagnostic accuracy, providing prognostic information, and guiding personalized management in diverse scenarios. Evidence shows that (1) CSF ratios are superior to amyloid beta (Aβ)1-42 alone; (2) concordance of CSF ratios to amyloid positron emission tomography (PET) is better than Aβ1-42 alone; and (3) phosphorylated tau (p-tau)/Aβ1-42 ratio is superior to p-tau alone. CSF biomarkers are recommended for the exclusion of AD as the underlying cause of cognitive impairment, diagnosis of AD at an early stage, differential diagnosis of AD in individuals presenting with other neuropsychiatric symptoms, accurate diagnosis of AD in an atypical presentation, and for clinical trial enrichment. Highlights Cerebrospinal fluid (CSF) Alzheimer's disease (AD) biomarker testing may be underused outside specialist centers.CSF biomarkers improve diagnostic accuracy, guiding personalized management of AD.CSF ratios (amyloid beta [Aβ]1-42/Aβ1-40 and phosphorylated tau/Aβ1-42) perform better than single markers.CSF ratios produce fewer false-negative and false-positive results than individual markers.CSF biomarkers should be included in diagnostic work-up of AD and mild cognitive impairment due to AD.
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Affiliation(s)
- Femke H. Bouwman
- Alzheimer Center AmsterdamAmsterdam NeuroscienceAmsterdam UMCVrije Universiteit AmsterdamAmsterdamthe Netherlands
| | | | - Sterling C. Johnson
- University of Wisconsin‐Madison, and Geriatric Research Education and Clinical Center of the William S. Middleton Memorial Veterans HospitalMadisonWisconsinUSA
| | | | - Sebastiaan Engelborghs
- Center for Neurosciences (C4N)Vrije Universiteit Brussel, and Department of Neurology/Brussels Integrated Center for Brain and Memory (Bru‐BRAIN)Universitair Ziekenhuis Brussel, Brussels, and Department of Biomedical SciencesUniversity of AntwerpAntwerpBelgium
| | | | - Claire Paquet
- Université de ParisCognitive Neurology Center Lariboisière Hospital GHU APHP NordINSERMU1144ParisFrance
| | - Craig Ritchie
- University of Edinburgh, and Brain Health ScotlandEdinburghUK
| | | | | | - Charlotte Teunissen
- Department of Clinical ChemistryNeurochemistry LaboratoryAmsterdam NeuroscienceAmsterdam UMCVrije Universiteit AmsterdamAmsterdamthe Netherlands
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Silva dos Santos Durães R, Emy Yokomizo J, Saffi F, Castanho de Almeida Rocca C, Antonio de PS. Differential Diagnosis Findings Between Alzheimer's Disease and Major Depressive Disorder: A Review. PSYCHIAT CLIN PSYCH 2022; 32:80-88. [PMID: 38764905 PMCID: PMC11099637 DOI: 10.5152/pcp.2022.21133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 01/28/2022] [Indexed: 05/21/2024] Open
Abstract
Background Differentiating diagnosis between Alzheimer's disease and major depressive disorder in the elderly is a great clinical challenge. This study aimed to identify the establishment of differential diagnosis protocols between Alzheimer's disease and major depressive disorder. Methods We searched studies in the Ovid MEDLINE, EMBASE, PsycINFO, and Web of Science databases between 2009 and 2019. A total of 155 references were found for searching relevant articles using Boolean search. After exclusion of redundancies and assessing of title, abstract, and full text for eligibility, 11 articles were selected. The total sample size was 1077 distributed in 8 different countries. Results Significant results were found for differential diagnosis between Alzheimer's disease and major depressive disorder, such as overall mental status, episodic memory, visuospatial construction, delayed recognition task, semantic verbal fluency, visual task in short-term memory, atrophy of the hippocampus, cortical activation in specific tasks, and cerebrospinal fluid biomarkers. Conclusion These findings are good pathways for discriminating Alzheimer's disease from major depression in the elderly.
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Affiliation(s)
- Ricardo Silva dos Santos Durães
- Health Psychology Program, Methodist University of Sao Paulo, Sao Paulo, Brazil
- Institute of Psychiatry, Department of Psychology and Neuropsychology, University of Sao Paulo, Sao Paulo, Brazil
| | - Juliana Emy Yokomizo
- Institute of Psychiatry, Department of Psychology and Neuropsychology, University of Sao Paulo, Sao Paulo, Brazil
| | - Fabiana Saffi
- Institute of Psychiatry, Department of Psychology and Neuropsychology, University of Sao Paulo, Sao Paulo, Brazil
| | | | - Pádua Serafim Antonio de
- Health Psychology Program, Methodist University of Sao Paulo, Sao Paulo, Brazil
- Institute of Psychiatry, Department of Psychology and Neuropsychology, University of Sao Paulo, Sao Paulo, Brazil
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11
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12
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Masse C, Vandel P, Sylvestre G, Noiret N, Bennabi D, Mauny F, Puyraveau M, Barsznica Y, Dartevelle J, Meyer A, Binetruy M, Lavaux M, Ryff I, Giustiniani J, Magnin E, Galmiche J, Haffen E, Chopard G. Cognitive Impairment in Late-Life Depression: A Comparative Study of Healthy Older People, Late-Life Depression, and Mild Alzheimer's Disease Using Multivariate Base Rates of Low Scores. Front Psychol 2021; 12:724731. [PMID: 34675839 PMCID: PMC8525508 DOI: 10.3389/fpsyg.2021.724731] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 08/24/2021] [Indexed: 11/13/2022] Open
Abstract
Late-Life Depression (LLD) is often associated with cognitive impairment. However, distinction between cognitive impairment due to LLD and those due to normal aging or mild Alzheimer's Disease (AD) remain difficult. The aim of this study was to present and compare the multivariate base rates of low scores in LLD, mild AD, and healthy control groups on a battery of neuropsychological tests. Participants (ages 60-89) were 352 older healthy adults, 390 patients with LLD, and 234 patients with mild AD (i.e., MMSE ≥ 20). Multivariate base rates of low scores (i.e., ≤ 5th percentile) were calculated for each participant group within different cognitive domains (verbal episodic memory, executive skills, mental processing speed, constructional praxis, and language/semantic memory). Obtaining at least one low score was relatively common in healthy older people controls (from 9.4 to 17.6%), and may thus result in a large number of false positives. By contrast, having at least two low scores was unusual (from 0.3 to 4.6%) and seems to be a more reliable criterion for identifying cognitive impairment in LLD. Having at least three low memory scores was poorly associated with LLD (5.9%) compared to mild AD (76.1%) and may provide a useful way to differentiate between these two conditions [χ ( 1 ) 2 = 329.8, p < 0.001; Odds Ratio = 50.7, 95% CI = 38.2-77.5]. The multivariate base rate information about low scores in healthy older people and mild AD may help clinicians to identify cognitive impairments in LLD patients, improve the clinical decision-making, and target those who require regular cognitive and clinical follow-up.
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Affiliation(s)
- Caroline Masse
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
| | - Pierre Vandel
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
- Association for the Development of Applied Neuropsychology, Besançon, France
- Clinical Investigation Center 1431-INSERM, Besançon University Hospital, Besançon, France
| | - Géraldine Sylvestre
- Association for the Development of Applied Neuropsychology, Besançon, France
- Department of Neurology, Memory Resource and Research Center (CM2R), Besançon University Hospital, Besançon, France
| | - Nicolas Noiret
- Research Centre on Cognition and Learning (CeRCA), UMR 7295 CNRS, University of Poitiers and University of Tours, Poitiers, France
| | - Djamila Bennabi
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
| | - Frédéric Mauny
- Methodology Unit, uMETh, Clinical Investigation Center 1431-INSERM, Besançon, France
- Laboratory of Chrono-Environnement, UMR 6249 CNRS, University of Bourgogne Franche-Comté, Besançon, France
| | - Marc Puyraveau
- Methodology Unit, uMETh, Clinical Investigation Center 1431-INSERM, Besançon, France
| | - Yoan Barsznica
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
- Department of Neurology, Memory Resource and Research Center (CM2R), Besançon University Hospital, Besançon, France
| | - Jonathan Dartevelle
- Association for the Development of Applied Neuropsychology, Besançon, France
| | - Agatha Meyer
- Association for the Development of Applied Neuropsychology, Besançon, France
| | - Mickaël Binetruy
- Association for the Development of Applied Neuropsychology, Besançon, France
| | - Marie Lavaux
- Association for the Development of Applied Neuropsychology, Besançon, France
| | - Ilham Ryff
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Department of Neurology, Memory Resource and Research Center (CM2R), Besançon University Hospital, Besançon, France
| | - Julie Giustiniani
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
| | - Eloi Magnin
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
- Department of Neurology, Memory Resource and Research Center (CM2R), Besançon University Hospital, Besançon, France
| | - Jean Galmiche
- Association for the Development of Applied Neuropsychology, Besançon, France
| | - Emmanuel Haffen
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
- Clinical Investigation Center 1431-INSERM, Besançon University Hospital, Besançon, France
| | - Gilles Chopard
- Department of Clinical Psychiatry, Besançon University Hospital, Besançon, France
- Laboratory of Neurosciences and Cognitive Psychology, University of Bourgogne Franche-Comté, Besançon, France
- Association for the Development of Applied Neuropsychology, Besançon, France
- Department of Neurology, Memory Resource and Research Center (CM2R), Besançon University Hospital, Besançon, France
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Pagni G, Tagliarini C, Carbone MG, Imbimbo BP, Marazziti D, Pomara N. Different Sides of Depression in the Elderly: An In-depth View on the Role of Aβ Peptides. Curr Med Chem 2021; 29:5731-5757. [PMID: 34547994 DOI: 10.2174/0929867328666210921164816] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 08/08/2021] [Accepted: 08/18/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Late-onset depression (LOD) is the most common neuropsychiatric disorder associated with Alzheimer's disease (AD), often associated with structural and functional brain changes, neuropsychological impairments and negative family history for affective disorders. LOD could be a risk factor or a prodromal phase of AD; this has led to the investigation of the link between depression and amyloid-β (Aβ) peptides by measuring Aβ levels in plasma, cerebrospinal fluid (CSF) and brains of elderly depressed subjects. OBJECTIVE Clarify the complex relationship between depression, Aβ peptides and AD. METHOD We evaluated all articles published up to 2019 in PubMed in which Aβ was measured in serum (or plasma), CSF or brain in elderly with Major Depressive Disorder or depressive symptoms evaluated with standard scales. RESULTS Low plasma Aβ42 levels are strongly associated with depression severity. Plasma Aβ40 levels are higher in younger depressed, drug-resistant and those with more severe symptoms. CSF Aβ42 levels are lower in depressed than controls. PET-detected global and region-specific increases in Aβ deposition are sometimes associated with LOD, cognitive impairment, anxiety but not with Cardiovascular Diseases (CVDs)/CVD risk factors. Elderly depressed with CVDs/CVD risk factors have more frequently high plasma Aβ40 levels and drug-resistance; those without these co-morbidities have low plasma Aβ42 levels and a greater cognitive impairment. CONCLUSION Two specific Aβ profiles emerge in elderly depressed. One is associated with Aβ42 reductions in plasma and CSF, possibly reflecting increased brain amyloid deposition and prodromal AD. The other one is characterized by high plasma Aβ40 levels, cerebrovascular disease and clinically associated with increased AD risk.
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Affiliation(s)
- Giovann Pagni
- Department of Clinical and Experimental Medicine, University of Pisa, Via Roma 57, 56100. Italy
| | - Claudia Tagliarini
- Department of Clinical and Experimental Medicine, University of Pisa, Via Roma 57, 56100. Italy
| | - Manuel Glauco Carbone
- Department of Clinical and Experimental Medicine, University of Pisa, Via Roma 57, 56100. Italy
| | | | - Donatella Marazziti
- Department of Clinical and Experimental Medicine, University of Pisa, Via Roma 57, 56100. Italy
| | - Nunzio Pomara
- Geriatric Psychiatry Department, Nathan S. Kline Institute, 140 Old Orangeburg Road, Orangeburg, NY 10962. United States
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Mukku SSR, Dahale AB, Muniswamy NR, Muliyala KP, Sivakumar PT, Varghese M. Geriatric Depression and Cognitive Impairment-An Update. Indian J Psychol Med 2021; 43:286-293. [PMID: 34385720 PMCID: PMC8327864 DOI: 10.1177/0253717620981556] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Depression and cognitive impairment often coexist in older adults. The relation between depression and cognitive impairment is complex. The objective of this article is to review recent literature on cognitive impairment in older adults with depression and provide clinicians an update. METHODS We searched PubMed, Google Scholar, Science Direct, and Psych Info for the articles published in the English language related to late-life depression (LLD)/geriatric depression and cognitive impairment. We considered original research articles, relevant systematic reviews, chapters, and important conceptual articles published in the last 9 years (2011-2019). We selected relevant articles for this narrative review. CONCLUSION The concept pseudodementia, indicating depression with cognitive impairment mimicking dementia, is now seen only as a historical concept. The current literature strongly agrees with fact that cognitive deficits often exist in LLD. The cognitive deficits in depression were initially seen as trait marker; however, some recent studies suggest that cognitive deficits persist even in the remission phase. There is heterogeneity among the studies in terms of the nature of the cognitive deficits, but higher number of studies reported impairment in attention and executive function. LLD with cognitive deficits is at a higher risk of progression to dementia. In older adults, depression with cognitive impairments requires a comprehensive evaluation. Electroencephalography, event-related potentials, fluorodeoxyglucose-positron emission tomography, amyloid positron emission tomography, and CSF amyloid will supplement clinical evaluation in differentiating functional depressive disorder with cognitive impairment from depression with an underlying degenerative condition.
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Affiliation(s)
- Shiva Shanker Reddy Mukku
- Geriatric Clinic and Services, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Ajit Bhalchandra Dahale
- Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | | | - Krishna Prasad Muliyala
- Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Palanimuthu Thangaraju Sivakumar
- Geriatric Clinic and Services, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Mathew Varghese
- Geriatric Clinic and Services, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
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15
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Menne F, Schipke CG, Klostermann A, Fuentes-Casañ M, Freiesleben SD, Bauer C, Peters O. Value of Neuropsychological Tests to Identify Patients with Depressive Symptoms on the Alzheimer's Disease Continuum. J Alzheimers Dis 2021; 78:819-826. [PMID: 33074230 PMCID: PMC7739969 DOI: 10.3233/jad-200710] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Background: Depressive symptoms often co-occur with Alzheimer’s disease (AD) and can impact neuropsychological test results. In early stages of AD, disentangling cognitive impairments due to depression from those due to neurodegeneration often poses a challenge. Objective: We aimed to identify neuropsychological tests able to detect AD-typical pathology while taking into account varying degrees of depressive symptoms. Methods: A battery of neuropsychological tests (CERAD-NP) and the Geriatric Depression Scale (GDS) were assessed, and cerebrospinal fluid (CSF) biomarkers were obtained. After stratifying patients into CSF positive or negative and into low, moderate, or high GDS score groups, sensitivity and specificity and area under the curve (AUC) were calculated for each subtest. Results: 497 participants were included in the analyses. In patients with low GDS scores (≤10), the highest AUC (0.72) was achieved by Mini-Mental State Examination, followed by Constructional Praxis Recall and Wordlist Total Recall (AUC = 0.714, both). In patients with moderate (11–20) and high (≥21) GDS scores, Trail Making Test-B (TMT-B) revealed the highest AUCs with 0.77 and 0.82, respectively. Conclusion: Neuropsychological tests showing AD-typical pathology in participants with low GDS scores are in-line with previous results. In patients with higher GDS scores, TMT-B showed the best discrimination. This indicates the need to focus on executive function rather than on memory task results in depressed patients to explore a risk for AD.
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Affiliation(s)
- Felix Menne
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
| | - Carola Gertrud Schipke
- Charité - Universitätsmedizin Berlin, Experimental and Clinical Research Center, Berlin, Germany
| | - Arne Klostermann
- Charité - Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, CBF, Berlin, Germany
| | | | - Silka Dawn Freiesleben
- Charité - Universitätsmedizin Berlin, Experimental and Clinical Research Center, Berlin, Germany
| | | | - Oliver Peters
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany.,Charité - Universitätsmedizin Berlin, Experimental and Clinical Research Center, Berlin, Germany.,Charité - Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, CBF, Berlin, Germany
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Malan L, Hamer M, von Känel R, Kotliar K, van Wyk RD, Lambert GW, Vilser W, Ziemssen T, Schlaich MP, Smith W, Magnusson M, Wentzel A, Myburgh CE, Steyn HS, Malan NT. Delayed retinal vein recovery responses indicate both non-adaptation to stress as well as increased risk for stroke: the SABPA study. Cardiovasc J Afr 2021; 32:5-16. [PMID: 33104153 PMCID: PMC8756074 DOI: 10.5830/cvja-2020-031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 08/07/2020] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVES Low or high sympatho-adrenal-medullary axis (SAM) and hypothalamic-pituitary-adrenal axis (HPA) dysregulation reflect chronic stress. Retinal vessel dynamics may relate to SAM, HPA activity and stroke risk. Our objectives were therefore to assess the relationships between retinal vessel, SAM and HPA responses, and to determine stroke risk. METHODS A prospective bi-ethnic gender cohort (n = 275, 45 ± 9 years) was included. Urine/serum/saliva samples for SAM [norepinephrine:creatinine ratio (u-NE)] and HPA [adrenocorticotrophic hormone (ACTH), cortisol] were obtained at baseline, three-year follow up and upon flicker light-induced provocation. Diastolic ocular perfusion pressure was measured as a marker of hypo-perfusion. Retinal arterial narrowing and venous widening calibres were quantified from digital images in the mydriatic eye. A validated stress and stroke risk score was applied. RESULTS An interaction term was fitted for venous dilation in u-NE tertiles (p ≤ 0.05) and not in u-NE median/quartiles/quintiles. Independent of race or gender, tertile 1 (low u-NE) had a 112% increase in u-NE, decreases in cortisol, and no changes in ACTH over three years (positive feedback). Tertile 3 (high u-NE) contradictorily had decreases in u-NE and cortisol, and increases in ACTH (negative feedback). In tertile 1, reduced arterial dilation, and faster arterial vasoconstriction and narrowing were related to higher SAM activity and hypo-perfusion (p ≤ 0.05), whereas delayed venous dilation, recovery and widening were related to cortisol hypo-secretion (p ≤ 0.05). In tertile 1, delayed venous recovery responses predicted stress and stroke risk [odds ratio 4.8 (1.2-19.6); p = 0.03]. These associations were not found in u-NE tertiles 2 and 3. CONCLUSIONS In response to low norepinephrine, a reflex increase in SAM activity occurred, enhancing arterial vasoconstriction and hypo-perfusion. Concomitant HPA dysregulation attenuated retinal vein vasoactivity and tone, reflecting delayed vein recovery responses and non-adaptation to stress. These constrained vein recovery responses are indicative of increased chronic stress and stroke risk.
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Affiliation(s)
- Leoné Malan
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa.
| | - Mark Hamer
- Division of Surgery & Interventional Science, Faculty of Medical Sciences, University College London, United Kingdom
| | - Roland von Känel
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa; Department of Consultation-Liaison Psychiatry and Psychosomatic Medicine, University Hospital Zurich 8091, Switzerland
| | - Konstantin Kotliar
- Department of Medical Engineering and Technomathematics, FH Aachen University of Applied Sciences, Jülich, Germany
| | | | - Gavin W Lambert
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Hawthorn; Baker Heart & Diabetes Institute, Melbourne, Australia
| | | | - Tjalf Ziemssen
- Autonomic and Neuroendocrinological Laboratory Dresden, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany
| | - Markus P Schlaich
- Dobney Hypertension Centre, School of Medicine, Royal Perth Hospital Unit, University Western Australia, Perth, Australia
| | - Wayne Smith
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa; Medical Research Council Research Unit: Hypertension and Cardiovascular Disease, North-West University, Potchefstroom, South Africa
| | - Martin Magnusson
- Department of Clinical Sciences, Malmö, Lund University; Wallenberg Centre for Molecular Medicine, Malmö, Lund University; Department of Cardiology, Malmö, Skåne University Hospital, Sweden
| | - Annemarie Wentzel
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa
| | - Carlien E Myburgh
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa
| | - Hendrik S Steyn
- Statistical Consultation Services, North-West University, Potchefstroom, South Africa
| | - Nico T Malan
- Hypertension in Africa Research Team (HART), North-West University, Potchefstroom, South Africa
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Loureiro JC, Stella F, Pais MV, Radanovic M, Canineu PR, Joaquim HPG, Talib LL, Forlenza OV. Cognitive impairment in remitted late-life depression is not associated with Alzheimer's disease-related CSF biomarkers. J Affect Disord 2020; 272:409-416. [PMID: 32553384 DOI: 10.1016/j.jad.2020.03.166] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2019] [Revised: 02/23/2020] [Accepted: 03/29/2020] [Indexed: 10/24/2022]
Abstract
BACKGROUND Cognitive impairment is a common feature of late-life depression (LLD). Early studies using Alzheimer's disease (AD) biomarkers inferred a biological link between AD pathology and LLD, but recent findings have challenged this association. The aim of this investigation was to determine a panel of AD-related cerebrospinal fluid (CSF) biomarkers in a cross-section of elders with mild cognitive impairment (MCI) with and without LLD. METHODS Subjects comprised 102 older adults: 27 with 'pure' amnestic MCI (aMCI), 53 with major depression and cognitive impairment - encompassing 22 late-onset (LOD) and 31 early-onset depression (EOD), and 22 euthymic elders without cognitive impairment (controls). Participants underwent lumbar puncture for determination of CSF concentrations of Aβ1-42, T-tau, and P-tau. Cut-off scores for suspected AD were: Aβ1-42 < 416p g/mL, P-tau > 36.1 pg/mL and Aβ/P-tau ratio < 9.53 (O. V. Forlenza et al. 2015). Statistical analyses consisted of analyses of variance (ANOVA), analyses of covariance (ANCOVA), Bonferroni post-hoc tests, and Pearson's chi-squared tests. RESULTS ANCOVA (age and schooling as covariates) displayed statistically significant results with respect to CSF biomarkers' profiles regardless of the socio-demographic divergencies previously identified by one-way ANOVA. Mean Aβ1-42 values (pg/mL) were: aMCI, 360.3 (p < 0.001); LOD, 486.6 (p < 0.001); EOD, 494.2 (p < 0.001); controls, 528.3 (p < 0.001); p< 0.05. Mean Aβ1-42/P-tau ratio: aMCI, 7.9 (p < 0.001); LOD 14.2 (p < 0.001); EOD, 15.3 (p < 0.001); controls, 17.1 (p < 0.001); p < 0.05. Post-hoc tests indicated that patients with aMCI showed significant differences in biomarker profile compatible with AD signature. LIMITATION The main limitation is the relatively small sample. CONCLUSION Our findings suggest that, distinctively from aMCI, cognitive impairment in LLD is not associated with AD's CSF pathological signature.
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Affiliation(s)
- Júlia C Loureiro
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil.
| | - Florindo Stella
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil; UNESP- Universidade Estadual Paulista, Instituto de Biociências, Rio Claro, SP, Brasil
| | - Marcos V Pais
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil
| | - Marcia Radanovic
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil
| | - Paulo R Canineu
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil; Programa de Gerontologia, Pontifícia Universidade Católica de São Paulo, São Paulo, SP, Brasil
| | - Helena P G Joaquim
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil
| | - Leda L Talib
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil
| | - Orestes V Forlenza
- Laboratorio de Neurociencias LIM27, Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, Brasil
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Bao J, Ma M, Dong S, Gao L, Li C, Cui C, Chen N, Zhang Y, He L. Early Age of Migraine Onset is Independently Related to Cognitive Decline and Symptoms of Depression Affect Quality of Life. Curr Neurovasc Res 2020; 17:177-187. [PMID: 32031072 PMCID: PMC7536790 DOI: 10.2174/1567202617666200207130659] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 01/16/2020] [Accepted: 01/18/2020] [Indexed: 02/08/2023]
Abstract
Background People with migraine experience cognitive decline more often than healthy controls, resulting in a significant functional impact. Early identifying influencing factors that contribute to cognitive decline in migraineurs is crucial for timely intervention. Although migraine may onset early in childhood and early onset migraine is related to significant disability, there is no research investigating the association between the age of migraine onset and migraineurs’ cognitive decline. Therefore we aim to explore possible factors that correlate to the cognitive function of migraineurs, especially focus on age of migraine onset. Methods 531 patients with migraine were included. Data on demographics and headache-related characteristics were collected and evaluated using face-to-face interviews and questionnaires. We used the Montreal Cognitive Assessment scale to assess cognitive function. In addition, we analyzed independent correlations between cognitive decline and the age of migraine onset in patients with migraine. And all patients completed the Headache Impact Test-6 to evaluate their quality of life. Results Migraineurs with cognitive decline showed significant differences from those without in age (OR=1.26, P<0.0001), years of education (OR=0.89, P=0.0182), the intensity of headache (OR=1.03, P=0.0217), age of onset (OR=0.92, P<0.0001) and anxiety scores (OR=1.09, P=0.0235). Furthermore, there was no interaction in the age of onset between subgroups. Multivariate linear regression analyses of HIT-6 scores showed that the intensity of headache (β=0.18, P<0.0001) and depression scores (β=0.26, P=0.0009) had independent effects on decreased quality of life. Conclusion Our findings suggest that younger age of migraine onset is independently related to migraineurs’ cognitive decline, and migraine accompanying anxiety symptoms significantly related to decreased quality of life in migraineurs.
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Affiliation(s)
- Jiajia Bao
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Mengmeng Ma
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Shuju Dong
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Lijie Gao
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Changling Li
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Chaohua Cui
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Ning Chen
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Yang Zhang
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
| | - Li He
- Department of Neurology, West China Hospital, Sichuan University, No. 37, Wainan Guoxue Xiang, Chengdu 610041, Sichuan, China
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Burke AD, Goldfarb D, Bollam P, Khokher S. Diagnosing and Treating Depression in Patients with Alzheimer's Disease. Neurol Ther 2019; 8:325-350. [PMID: 31435870 PMCID: PMC6858899 DOI: 10.1007/s40120-019-00148-5] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Indexed: 11/24/2022] Open
Abstract
Although cognitive and functional impairment are the hallmark features of Alzheimer's disease (AD), neuropsychiatric symptoms associated with AD account for increased rates of disability and profoundly impact the quality of life of both patients and their caregivers. This narrative review of current evidence provides practical guidance in diagnosing and managing depression in patients with AD using pharmacological and nonpharmacological interventions. After apathy, depression is the second most common neuropsychiatric symptom in AD. Diagnosing late-life depression (LLD), particularly in those affected by AD, is complicated because older patients may not meet the criteria for a major depressive disorder. Clinically, late-life depression and dementia can be indistinguishable. Although these two entities are now thought to be related, the pathologic mechanisms remain unclear. Evidence suggests that LLD may be a prodromal symptom of neurodegenerative disease. The various geropsychiatric measures currently used to diagnose, rate the severity of, and monitor the progress of treatment for depression are imperfect. Neuroimaging represents a promising avenue toward understanding the complex pathophysiologic relationships between dementia and LLD, and will support the pursuit of biomarker-driven diagnosis and treatment. Nonpharmacologic interventions to relieve depression in persons with cognitive impairment and dementia include emotion-oriented therapies, behavioral and cognitive-behavioral modification programs, and structured activity programs. Sensory-stimulation therapies and multisensory approaches show some promise for successfully treating depression in patients with dementia, but further rigorous research is needed to establish their validity. Clinical consensus and research appear to support selective serotonin reuptake inhibitors as a first choice for the pharmacological treatment of depression in patients with dementia. However, initial support for these therapies remains variable, and further investigation is needed. Extra care is required in prescribing to this population because of the generally high level of medical and psychiatric comorbidity and the potential difficulty in assessing the cognitively impaired patient's response.
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Affiliation(s)
- Anna D Burke
- Department of Neurology, Barrow Neurological Institute, St. Joseph's Hospital and Medical Center, 350 W. Thomas Rd., Phoenix, AZ, 85013, USA.
| | | | - Padmaja Bollam
- Department of Neurology, Barrow Neurological Institute, St. Joseph's Hospital and Medical Center, 350 W. Thomas Rd., Phoenix, AZ, 85013, USA
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Weisenbach SL, Kim J, Hammers D, Konopacki K, Koppelmans V. Linking late life depression and Alzheimer's disease: mechanisms and resilience. Curr Behav Neurosci Rep 2019; 6:103-112. [PMID: 33134032 PMCID: PMC7597973 DOI: 10.1007/s40473-019-00180-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
PURPOSE OF REVIEW This review summarizes recent literature linking Alzheimer's disease (AD) and late life depression (LLD). It describes shared neurobiological features associated with both conditions, as well as factors that may increase resilience to onset and severity of cognitive decline and AD. Finally, we pose a number of future research directions toward improving detection, management, and treatment of both conditions. RECENT FINDINGS Epidemiological studies have consistently shown a significant relationship between LLD and AD, with support for depression as a prodromal feature of AD, a risk factor for AD, and observation of some shared risk factors underlying both disease processes. Three major neurobiological features shared by LLD and AD include neurodegeneration, disruption to cerebrovascular functioning, and increased levels of neuroinflammation. There are also potentially modifiable factors that can increase resilience to AD and LLD, including social support, physical and cognitive engagement, and cognitive reserve. SUMMARY We propose that, in the context of depression, neurobiological events, such as neurodegeneration, cerebrovascular disease, and neuroinflammation result in a brain that is more vulnerable to the consequences of the pathophysiological features of AD, lowering the threshold for the onset of the behavioral presentation of AD (i.e., cognitive decline and dementia). We discuss factors that can increase resilience to AD and LLD, including social support, physical and cognitive engagement, and cognitive reserve. We conclude with a discussion of future research directions.
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Micarelli A, Viziano A, Augimeri I, Micarelli B, Alessandrini M. Age-related Assessment of Postural Control Development: A Cross-sectional Study in Children and Adolescents. J Mot Behav 2019; 52:418-426. [PMID: 31328659 DOI: 10.1080/00222895.2019.1643284] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The aim of this study was to outline an age-dependent range of posturography measures obtained from healthy children. One hundred and fifty healthy 4-18-year-old children underwent video Head Impulse Test and static posturography testing. Surface, length and power spectra values were compared between each group of pupils and 32 healthy adults. As well as a significant (p < 0.025) increase in surface and length, when compared to healthy adults, increased values within the low/middle frequency domain and within the high frequency domain were also observed in 4-13 and 4-7-year-old children, respectively. In conclusion, although the nature of postural control development remains largely undetermined, this study represents a first attempt to outline an age-dependent normal range of the relative contribution of inputs in typically developing children.
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Affiliation(s)
- Alessandro Micarelli
- Department of Clinical Sciences and Translational Medicine, University of Rome Tor Vergata, Rome, Italy.,ITER Center for Balance and Rehabilitation Research (ICBRR), Rome, Italy
| | - Andrea Viziano
- Department of Clinical Sciences and Translational Medicine, University of Rome Tor Vergata, Rome, Italy
| | - Ivan Augimeri
- ITER Center for Balance and Rehabilitation Research (ICBRR), Rome, Italy
| | - Beatrice Micarelli
- ITER Center for Balance and Rehabilitation Research (ICBRR), Rome, Italy
| | - Marco Alessandrini
- Department of Clinical Sciences and Translational Medicine, University of Rome Tor Vergata, Rome, Italy
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22
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Melrose S. Late life depression: nursing actions that can help. Perspect Psychiatr Care 2019; 55:453-458. [PMID: 30499598 DOI: 10.1111/ppc.12341] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Accepted: 11/09/2018] [Indexed: 11/27/2022] Open
Abstract
PURPOSE This article explains the symptoms of late life depression (LLD) and discusses evidence-informed actions that nurses can implement to provide older adults with the help they need. CONCLUSIONS Recognizing and addressing depression in older adults can enhance quality of life. PRACTICE IMPLICATIONS People with LLD may not appear sad or express feelings of depression. Instead, they demonstrate loss of interest, frailty, cognitive impairment, suicidal ideation, unexplained somatic complaints, and loneliness. Documenting symptoms, screening, and assessing suicidal ideation are essential. Positive outcomes are associated with antidepressant medications, cognitive behavioral therapy, electroconvulsive therapy, neuromodulation therapies, and exercise.
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Affiliation(s)
- Sherri Melrose
- Faculty of Health Disciplines, Centre for Nursing and Health Studies, Athabasca University, Athabasca, Alberta
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Donix M, Haussmann R, Helling F, Zweiniger A, Werner A, Linn J, Bauer M, Buthut M. Risk factors for dementia are not associated with cognitive dysfunction in young people with major depressive disorder. J Affect Disord 2019; 245:140-144. [PMID: 30388556 DOI: 10.1016/j.jad.2018.10.118] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Revised: 09/11/2018] [Accepted: 10/24/2018] [Indexed: 12/28/2022]
Abstract
BACKGROUND Hippocampal thinning and carrying the ε4 allele of the apolipoprotein E (APOE) are associated with reduced cognitive performance in older people. Although cognitive impairment is also frequent during and after depressive episodes, it may occur irrespective of age, which makes it difficult to determine, whether this symptom indicates a risk for or shared mechanisms with neurodegeneration. We therefore investigated the influence of genetic and brain imaging risk factors for dementia on cognitive impairment in young people with major depressive disorder. METHODS We used magnetic resonance imaging, APOE genotyping and neurocognitive assessments to examine young adults (mean age: 29.1 ± 6.3 years) with major depressive disorder and a current depressive episode, presenting with or without cognitive deficits. RESULTS Neither hippocampal thickness nor APOE genotype predicted cognitive impairment. Patients with objective cognitive deficits reported a greater number of previous depressive episodes. LIMITATIONS Our results have to be interpreted with caution. The small sample size could have prevented the detection of effects. Complementing research methods and investigations across the life span would be necessary to reveal possible interactions between risk factors for dementia, neurodegeneration, depression, and age. CONCLUSIONS In young adults, recurrent depressive episodes may increase the likelihood for cognitive deficits, while common risk factors for dementia do not.
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Affiliation(s)
- Markus Donix
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany; German Center for Neurodegenerative Diseases (DZNE), Dresden 01307, Germany.
| | - Robert Haussmann
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany; German Center for Neurodegenerative Diseases (DZNE), Dresden 01307, Germany
| | - Franziska Helling
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany
| | - Anne Zweiniger
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany
| | - Annett Werner
- German Center for Neurodegenerative Diseases (DZNE), Dresden 01307, Germany; Department of Neuroradiology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden 01307, Germany
| | - Jennifer Linn
- Department of Neuroradiology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden 01307, Germany
| | - Michael Bauer
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany
| | - Maria Buthut
- Department of Psychiatry, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstraße 74, Dresden 01307, Germany; Department of Neurology (Neustadt/Trachau), Städtisches Klinikum Dresden, Industriestr. 40, Dresden 01129, Germany
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Liu X, Jiang W, Yuan Y. Aberrant Default Mode Network Underlying the Cognitive Deficits in the Patients With Late-Onset Depression. Front Aging Neurosci 2018; 10:310. [PMID: 30337869 PMCID: PMC6178980 DOI: 10.3389/fnagi.2018.00310] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2018] [Accepted: 09/14/2018] [Indexed: 12/15/2022] Open
Abstract
Late-onset depression (LOD) is regarded as a risk factor or a prodrome of Alzheimer’s disease (AD). Moreover, LOD patients with cognitive deficits have the higher risk of subsequent AD. Thus, it is necessary to understand the neural underpinnings of cognitive deficits and its pathological implications in LOD. Consistent findings show that the default mode network (DMN) is an important and potentially useful brain network for the cognitive deficits in LOD patients. In recent years, genetics has been actively researched as a possible risk factor in the pathogenesis of LOD. So, in this review, we discuss the current research progress on the cognitive deficits and DMN in LOD through a combined view of brain network and genetics. We find that different structural and functional impairments of the DMN might be involved in the etiological mechanisms of different cognitive impairments in LOD patients.
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Affiliation(s)
- Xiaoyun Liu
- Department of Psychosomatics and Psychiatry, Zhongda Hospital, Institute of Psychosomatics, Medical School, Southeast University, Nanjing, China
| | - Wenhao Jiang
- Department of Psychosomatics and Psychiatry, Zhongda Hospital, Institute of Psychosomatics, Medical School, Southeast University, Nanjing, China
| | - Yonggui Yuan
- Department of Psychosomatics and Psychiatry, Zhongda Hospital, Institute of Psychosomatics, Medical School, Southeast University, Nanjing, China
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Yue L, Wang T, Wang J, Li G, Wang J, Li X, Li W, Hu M, Xiao S. Asymmetry of Hippocampus and Amygdala Defect in Subjective Cognitive Decline Among the Community Dwelling Chinese. Front Psychiatry 2018; 9:226. [PMID: 29942265 PMCID: PMC6004397 DOI: 10.3389/fpsyt.2018.00226] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Accepted: 05/08/2018] [Indexed: 01/16/2023] Open
Abstract
Background: Subjective cognitive decline (SCD) may be the first clinical sign of Alzheimer's disease (AD). SCD individuals with normal cognition may already have significant medial temporal lobe atrophy. However, few studies have been devoted to exploring the alteration of left-right asymmetry with hippocampus and amygdala in SCD. The aim of this study was to compare SCD individuals with amnestic mild cognitive impairment (MCI) patients and the normal population for volume and asymmetry of hippocampus, amygdala and temporal horn, and to assess their relationship with cognitive function in elderly population living in China. Methods: 111 SCD, 30 MCI, and 67 healthy controls (HC) underwent a standard T1-weighted MRI, from which the volumes of the hippocampus and amygdala were calculated and compared. Then we evaluated the pattern and extent of asymmetry in hippocampus and amygdala of these samples. Furthermore, we also investigated the relationship between the altered brain regions and cognitive function. Results: Among the three groups, SCD showed more depressive symptoms (p < 0.001) and higher percentage of heart disease (16.4% vs. 35.1%, p = 0.007) than controls. In terms of brain data, significant differences were found in the volume and asymmetry of both hippocampus and amygdala among the three groups (P < 0.05). In logistic analysis controlled by age, gender, education level, depression symptoms, anxiety symptom, somatic disease and lifestyle in terms of smoking, both SCD and MCI individuals showed significant decreased right hippocampal and amygdala volume than controls. For asymmetry pattern, a ladder-shaped difference of left-larger-than-right asymmetry was found in amygdala with MCI>SCD>HC, and an opposite asymmetry of left-less-than-right pattern was found with HC>SCD>MCI in hippocampus. Furthermore, correlation was shown between the volume of right hippocampus and right amygdala with MMSE and MoCA in SCD group. Conclusion: Our results supported that SCD individuals are biologically distinguishable from HC, and this may relate to cognitive impairment, although more longitudinal studies are need to investigate this further.Moreover, different levels of asymmetry in hippocampus and amygdala might be a potential dividing factor to differentiate clinical diagnosis.
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Affiliation(s)
- Ling Yue
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Tao Wang
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Jingyi Wang
- Division of Psychiatry, University of College London, London, United Kingdom
| | - Guanjun Li
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Jinghua Wang
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Xia Li
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Wei Li
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
| | - Mingxing Hu
- Department of Computer Science, University of College London, London, United Kingdom
| | - Shifu Xiao
- Department of Geriatric Psychiatry, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Alzheimer's Disease and Related Disorders Center, Shanghai Jiao Tong University, Shanghai, China
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