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Berlot R, Pavlović A, Kojović M. Secondary parkinsonism associated with focal brain lesions. Front Neurol 2024; 15:1438885. [PMID: 39296961 PMCID: PMC11408197 DOI: 10.3389/fneur.2024.1438885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Accepted: 08/19/2024] [Indexed: 09/21/2024] Open
Abstract
Focal imaging abnormalities in patients with parkinsonism suggest secondary etiology and require a distinctive clinical approach to diagnosis and treatment. We review different entities presenting as secondary parkinsonism associated with structural brain lesions, with emphasis on the clinical course and neuroimaging findings. Secondary parkinsonism may be due to vascular causes, hydrocephalus, space-occupying lesions, metabolic causes (including acquired hepatocerebral degeneration, diabetic uremic encephalopathy, basal ganglia calcifications, osmotic demyelination syndrome), hypoxic-ischaemic brain injury, intoxications (including methanol, carbon monoxide, cyanide, carbon disulfide, manganese poisoning and illicit drugs), infections and immune causes. The onset can vary from acute to chronic. Both uni-and bilateral presentations are possible. Rigidity, bradykinesia and gait abnormalities are more common than rest tremor. Coexisting other movement disorders and additional associated neurological signs may point to the underlying diagnosis. Neuroimaging studies are an essential part in the diagnostic work-up of secondary parkinsonism and may point directly to the underlying etiology. We focus primarily on magnetic resonance imaging to illustrate how structural imaging combined with neurological assessment can lead to diagnosis. It is crucial that typical imaging abnormalities are recognized within the relevant clinical context. Many forms of secondary parkinsonism are reversible with elimination of the specific cause, while some may benefit from symptomatic treatment. This heterogeneous group of acquired disorders has also helped shape our knowledge of Parkinson's disease and basal ganglia pathophysiology, while more recent findings in the field garner support for the network perspective on brain function and neurological disorders.
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Affiliation(s)
- Rok Berlot
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Anđela Pavlović
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Maja Kojović
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
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2
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Zahr N, Sullivan E, Pfefferbaum A. [WITHDRAWN] Serum biomarkers of liver fibrosis identify changes in striatal metabolite levels. RESEARCH SQUARE 2024:rs.3.rs-2729490. [PMID: 37034697 PMCID: PMC10081358 DOI: 10.21203/rs.3.rs-2729490/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The full text of this preprint has been withdrawn by the authors due to author disagreement with the posting of the preprint. Therefore, the authors do not wish this work to be cited as a reference. Questions should be directed to the corresponding author.
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3
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Diesing TS. Neurologic Manifestations of Gastrointestinal and Nutritional Disorders. Continuum (Minneap Minn) 2023; 29:708-733. [PMID: 37341328 DOI: 10.1212/con.0000000000001235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/22/2023]
Abstract
OBJECTIVE A tie between nutritional or gastrointestinal and neurologic disease has been recognized for centuries. Many gastrointestinal disorders are associated with neurologic disease through nutritional, immune-mediated, or degenerative pathophysiologies. This article reviews neurologic disorders in patients with gastrointestinal disease and gastrointestinal manifestations in their own neurologic patients. LATEST DEVELOPMENTS Development of new gastric and bariatric surgical procedures and the widespread use of over-the-counter gastric acid-reducing medications continue to create vitamin and nutritional deficiencies despite modern diet and supplementation. Some supplements, such as vitamin A, vitamin B6, and selenium, themselves are now found to cause disease. Recent work has shown extraintestinal and neurologic manifestations of inflammatory bowel disease. Chronic brain damage in liver disease has been recognized, and the opportunity to intervene may exist in the covert beginning stages. The characterization of gluten-related neurologic symptoms and differentiation from those of celiac disease is an evolving body of work. ESSENTIAL POINTS Gastrointestinal and neurologic diseases related to common immune-mediated, degenerative, or infectious mechanisms are common and can coexist in the same patient. Furthermore, gastrointestinal disease may cause neurologic complications because of nutritional inadequacies, malabsorption, and hepatic dysfunction. In many cases, the complications are treatable but have subtle or protean presentations. Therefore, the consulting neurologist must be current in knowledge of the growing ties between gastrointestinal and neurologic disease.
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Mohammed A, Bane A, Mengistu G, Ayalew F, Seid AS. Acquired Hepatocerebral Degeneration After a Splenorenal Shunt in the Sub-Saharan Africa Context: A Case Report and Brief Review of Literature. Cureus 2022; 14:e23064. [PMID: 35464550 PMCID: PMC9001859 DOI: 10.7759/cureus.23064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2022] [Indexed: 11/10/2022] Open
Abstract
Acquired hepatocerebral degeneration (AHD) is a neurologic syndrome caused by liver dysfunction and long-standing portosystemic shunting. The pathogenesis of the condition is predominantly considered to be related to the deposition of manganese in parts of the brain due to shunting. We report a case of a 25-year-old male who underwent splenectomy and splenorenal shunt for recurrent upper GI bleeding (UGIB) due to esophageal varices caused by non-cirrhotic portal hypertension (NCPH). He presented with bradykinesia, hypophonia, gait instability, and rigidity of the lower extremities 18 months after the procedure was done.
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Méneret A, Garcin B, Frismand S, Lannuzel A, Mariani LL, Roze E. Treatable Hyperkinetic Movement Disorders Not to Be Missed. Front Neurol 2021; 12:659805. [PMID: 34925200 PMCID: PMC8671871 DOI: 10.3389/fneur.2021.659805] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 10/27/2021] [Indexed: 12/13/2022] Open
Abstract
Hyperkinetic movement disorders are characterized by the presence of abnormal involuntary movements, comprising most notably dystonia, chorea, myoclonus, and tremor. Possible causes are numerous, including autoimmune disorders, infections of the central nervous system, metabolic disturbances, genetic diseases, drug-related causes and functional disorders, making the diagnostic process difficult for clinicians. Some diagnoses may be delayed without serious consequences, but diagnosis delays may prove detrimental in treatable disorders, ranging from functional disabilities, as in dopa-responsive dystonia, to death, as in Whipple's disease. In this review, we focus on treatable disorders that may present with prominent hyperkinetic movement disorders.
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Affiliation(s)
- Aurélie Méneret
- Département de Neurologie, Hôpital Pitié-Salpêtrière, AP-HP, Paris, France
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
| | - Béatrice Garcin
- Service de Neurologie, Hôpital Avicenne, APHP, Bobigny, France
| | - Solène Frismand
- Département de Neurologie, Hôpital universitaire de Nancy, Nancy, France
| | - Annie Lannuzel
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
- Département de Neurologie, Centre Hospitalier Universitaire de la Guadeloupe, Pointe-à-Pitre, France
- Faculté de Médecine, Université Des Antilles, Pointe-à-Pitre, France
- Centre D'investigation Clinique Antilles Guyane, Pointe-à-Pitre, France
| | - Louise-Laure Mariani
- Département de Neurologie, Hôpital Pitié-Salpêtrière, AP-HP, Paris, France
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
| | - Emmanuel Roze
- Département de Neurologie, Hôpital Pitié-Salpêtrière, AP-HP, Paris, France
- Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, Inserm, CNRS, Paris, France
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6
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Mulroy E, Baschieri F, Magrinelli F, Latorre A, Cortelli P, Bhatia KP. Movement Disorders and Liver Disease. Mov Disord Clin Pract 2021; 8:828-842. [PMID: 34401403 PMCID: PMC8354085 DOI: 10.1002/mdc3.13238] [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: 11/17/2020] [Revised: 04/24/2021] [Accepted: 04/27/2021] [Indexed: 12/15/2022] Open
Abstract
The association of movement disorders with structural or functional hepatic disease occurs in three principal scenarios: (1) combined involvement of both organ systems from a single disease entity, (2) nervous system dysfunction resulting from exposure to toxic compounds in the setting of defective hepatic clearance, or (3) hepatic and/or neurological injury secondary to exposure to exogenous drugs or toxins. An important early step in the workup of any patient with combined movement disorders and liver disease is the exclusion of Wilson's disease. Diagnostic delay remains common for this treatable disorder, and this has major implications for patient outcomes. Thereafter, a structured approach integrating variables such as age of onset, tempo of progression, nature and severity of liver involvement, movement disorder phenomenology, exposure to drugs/toxins and laboratory/neuroimaging findings is key to ensuring timely diagnosis and disease‐specific therapy. Herein, we provide an overview of disorders which may manifest with a combination of movement disorders and liver disease, structured under the three headings as detailed above. In each section, the most common disorders are discussed, along with important clinical pearls, suggested diagnostic workup, differential diagnoses and where appropriate, treatment considerations.
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Affiliation(s)
- Eoin Mulroy
- Department of Clinical and Movement Neurosciences UCL Queen Square Institute of Neurology London United Kingdom
| | - Francesca Baschieri
- IRCCS Istituto delle Scienze Neurologiche di Bologna Bologna Italy.,Dipartimento di Scienze Biomediche e Neuromotorie Università di Bologna Bologna Italy
| | - Francesca Magrinelli
- Department of Clinical and Movement Neurosciences UCL Queen Square Institute of Neurology London United Kingdom.,Department of Neurosciences Biomedicine and Movement Sciences, University of Verona Verona Italy
| | - Anna Latorre
- Department of Clinical and Movement Neurosciences UCL Queen Square Institute of Neurology London United Kingdom
| | - Pietro Cortelli
- IRCCS Istituto delle Scienze Neurologiche di Bologna Bologna Italy.,Dipartimento di Scienze Biomediche e Neuromotorie Università di Bologna Bologna Italy
| | - Kailash P Bhatia
- Department of Clinical and Movement Neurosciences UCL Queen Square Institute of Neurology London United Kingdom
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Kulshreshtha D, Ganguly J, Jog M. Manganese and Movement Disorders: A Review. J Mov Disord 2021; 14:93-102. [PMID: 33819420 PMCID: PMC8175808 DOI: 10.14802/jmd.20123] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 11/19/2020] [Accepted: 12/18/2020] [Indexed: 12/21/2022] Open
Abstract
Scientific and technological advances achieved with industrial expansion have led to an ever-increasing demand for heavy metals. This demand has, in turn, led to increased contamination of soil, water and air with these metals. Chronic exposure to metals may be detrimental not only to occupational workers but also to the nonoccupational population exposed to these metals. Manganese (Mn), a commonly used heavy metal, is an essential cofactor for many enzymatic processes that drive biological functions. However, it is also a potential source of neurotoxicity, particularly in the field of movement disorders. The typical manifestation of Mn overexposure is parkinsonism, which may be difficult to differentiate from the more common idiopathic Parkinson's disease. In addition to environmental exposure to Mn, other potential etiologies causing hypermanganesemia include systemic health conditions, total parenteral nutrition and genetic mutations causing Mn dyshomeostasis. In this review, we critically analyze Mn and discuss its sources of exposure, pathophysiology and clinical manifestations. We have highlighted the global public health impact of Mn and emphasize that movement disorder specialists should record a detailed social and occupational history to ensure that a toxic etiology is not misdiagnosed as a neurodegenerative disease. In the absence of a definite therapeutic option, early diagnosis and timely institution of preventive measures are the keys to managing its toxic effects.
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Affiliation(s)
- Dinkar Kulshreshtha
- Movement Disorder Centre, London Health Sciences Centre, The University of Western Ontario, Ontario, Canada
| | - Jacky Ganguly
- Movement Disorder Centre, London Health Sciences Centre, The University of Western Ontario, Ontario, Canada
| | - Mandar Jog
- Movement Disorder Centre, London Health Sciences Centre, The University of Western Ontario, Ontario, Canada
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8
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Ogawa T, Ogaki K, Mori Y, Kamo H, Uchiyama A, Kamagata K, Nagaoka M, Hattori N. Neuronuclear and Neuromelanin-Sensitive Imaging for Acquired Hepatocerebral Degeneration with Parkinsonism. Mov Disord Clin Pract 2021; 8:464-468. [PMID: 33816680 DOI: 10.1002/mdc3.13166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Revised: 01/02/2021] [Accepted: 01/27/2021] [Indexed: 11/10/2022] Open
Affiliation(s)
- Takashi Ogawa
- Department of Neurology Juntendo University School of Medicine Tokyo Japan
| | - Kotaro Ogaki
- Department of Neurology Juntendo University School of Medicine Tokyo Japan.,Department of Neurology Juntendo University Urayasu Hospital Chiba Japan
| | - Yuko Mori
- Department of Neurology Juntendo University School of Medicine Tokyo Japan
| | - Hikaru Kamo
- Department of Neurology Juntendo University School of Medicine Tokyo Japan
| | - Akira Uchiyama
- Department of Gastroenterology Juntendo University School of Medicine Tokyo Japan
| | - Koji Kamagata
- Department of Radiology Juntendo University School of Medicine Tokyo Japan
| | - Masanori Nagaoka
- Department of Neurology Juntendo University School of Medicine Tokyo Japan
| | - Nobutaka Hattori
- Department of Neurology Juntendo University School of Medicine Tokyo Japan
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Landolfo M, Bragagni A, Borghi C. Not all that trembles…: a rare case of extrapyramidal impairment. Intern Emerg Med 2021; 16:729-733. [PMID: 31848996 DOI: 10.1007/s11739-019-02255-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 12/04/2019] [Indexed: 10/25/2022]
Affiliation(s)
- Matteo Landolfo
- Internal Medicine, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy.
| | - Alessio Bragagni
- Internal Medicine, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Claudio Borghi
- Internal Medicine, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
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Apetauerova D, Hildebrand P, Scala S, Zani JW, Lipert L, Clark E, Fennell T, Gordon FD. A Prospective Study of the Prevalence of Parkinsonism in Patients With Liver Cirrhosis. Hepatol Commun 2021; 5:323-333. [PMID: 33553978 PMCID: PMC7850299 DOI: 10.1002/hep4.1624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 09/02/2020] [Accepted: 09/12/2020] [Indexed: 02/04/2023] Open
Abstract
Acquired hepatocerebral degeneration refers to a neurological syndrome consisting of various movement disorders and cognitive impairment in advanced liver cirrhosis or portosystemic shunt. Neurological signs and symptoms may be attributed to the accumulation of toxic substances in the brain. The most common neurological presentation of this is parkinsonism. Our prospective study aimed to investigate the prevalence of parkinsonism in patients with cirrhosis who were evaluated for liver transplant and to identify any correlation between findings on brain magnetic resonance imaging (MRI) and severity of parkinsonism. Of the 120 enrolled participants with liver cirrhosis, 62 (52%) exhibited signs of parkinsonism and all had MRI basal ganglia hyperintensity. Eighteen patients from this group were transplanted and showed statistically significant improvements in their Unified Parkinson's Disease Rating Scale (UPDRS) scores. Conclusion: The data suggest the reversibility of the neurological impairment seen in cirrhosis, and therefore the effectiveness of transplantation in improving parkinsonian symptoms. There was no correlation between severity of MRI findings and clinical motor UPDRS part III. Laboratory findings showed no correlation among the abnormal levels, MRI brain signal abnormality, or UPDRS scores.
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Affiliation(s)
| | | | | | - Janet W Zani
- Lahey Hospital and Medical CenterBurlingtonMAUSA
| | | | - Erin Clark
- The University of New England College of Osteopathic MedicineBiddefordMEUSA
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11
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Mehkari Z, Mohammed L, Javed M, Althwanay A, Ahsan F, Oliveri F, Goud HK, Rutkofsky IH. Manganese, a Likely Cause of 'Parkinson's in Cirrhosis', a Unique Clinical Entity of Acquired Hepatocerebral Degeneration. Cureus 2020; 12:e10448. [PMID: 33072457 PMCID: PMC7557798 DOI: 10.7759/cureus.10448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
With idiopathic Parkinson's disease being a common entity, parkinsonism in acquired hepatocerebral degeneration (AHD) in the context of Manganese (Mn) has gained importance in recent years. An insight into the pathomechanisms behind this disease has been put forth. How can Mn as a divalent metal exert its effect in leading to chronic neurodegenerative disorder? Secondary to decreased excretion in liver cirrhosis, Mn significantly alters the striatal dopaminergic system. Management of this debilitating disease also focuses on different aspects where Mn has been involved in the pathogenesis. We have put forth the details behind Mn effects in Parkinson’s, which will be a guide for better understanding and management of this disease. A literature search was performed using PubMed as a sole database, and all the articles were peer-reviewed. The author tried to follow the PRISMA guidelines. Inclusion criteria were set for 10 years, with most studies with in the last seven years. All types of study designs were included relevant to the topic, clearly delineating the pathomechanisms of Mn in the disease and also its management. After extensive research, through the PubMed database, we found that Parkinson's disease is one of the neurological complications in advanced liver cirrhosis. Mn is an essential element behind its pathogenesis; it works at different cellular levels to promote neurotoxicity. From its influx to its effects on dopamine transporters (DAT), where it disrupts dopamine homeostasis also altering postsynaptic dopamine (D2) receptors, it disrupts mitochondria and the endoplasmic reticulum (ER) promotes oxidative stress and neuroinflammation. Misfolding of alpha-synuclein (α-Syn) is promoted on chronic exposure to Mn where α-Syn from being neuroprotective becomes neurotoxic. It also alters glutaminergic and gabaergic neurotransmission. In a nutshell, the diversity of its effect on nigrostriatal denervation is challenging. The importance of neuroimaging and various approaches to management is also discussed. AHD, an uncommon entity in advanced liver cirrhosis, needs more awareness so that it can be diagnosed earlier and better therapeutic options can be sought. Our study highlighted Mn mechanisms behind this clinical entity, putting forth grounds for a better understanding of this disease. Advanced research targeting Mn for managing this disease will be revolutionary.
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Affiliation(s)
- Zainab Mehkari
- Internal Medicine, California Institute of Behavioral Neuroscience & Psychology, Fairfield, USA
| | - Lubna Mohammed
- Internal Medicine, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Moiz Javed
- Internal Medicine, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Aldanah Althwanay
- Internal Medicine, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Farah Ahsan
- Internal Medicine, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Federico Oliveri
- Cardiology, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Harshit K Goud
- Internal Medicine, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Ian H Rutkofsky
- Psychiatry, Neuroscience, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
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12
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Abstract
Background: Movement disorders are often a prominent part of the phenotype of many neurologic rare diseases. In order to promote awareness and diagnosis of these rare diseases, the International Parkinson’s and Movement Disorders Society Rare Movement Disorders Study Group provides updates on rare movement disorders. Methods: In this narrative review, we discuss the differential diagnosis of the rare disorders that can cause chorea. Results: Although the most common causes of chorea are hereditary, it is critical to identify acquired or symptomatic choreas since these are potentially treatable conditions. Disorders of metabolism and mitochondrial cytopathies can also be associated with chorea. Discussion: The present review discusses clues to the diagnosis of chorea of various etiologies. Authors propose algorithms to help the clinician in the diagnosis of these rare disorders.
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13
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Atypical neuroimaging findings in patients with acquired hepatocerebral degeneration. Neurol Sci 2019; 41:175-181. [PMID: 31494818 DOI: 10.1007/s10072-019-04068-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2019] [Accepted: 09/03/2019] [Indexed: 10/26/2022]
Abstract
BACKGROUND Acquired hepatocerebral degeneration (AHD) is now widely recognized by physicians. Although hyperintensity in the bilateral globus pallidus in T1-weighted magnetic resonance images (MRIs) are characteristic neuroimaging findings, accumulating reports indicate that atypical neuroimaging findings are not rare. This study aimed to describe the spectrum of atypical neuroimaging findings and related factors in patients with AHD. METHODS From February 2017 to January 2019, a retrospective study was conducted of 28 patients with AHD in the Shengjing Hospital of China Medical University. The neurological manifestations, clinical parameters, and biochemical and neuroimaging findings were analyzed. RESULTS Among 28 patients, 14 patients were diagnosed with viral hepatitis-caused hepatocirrhosis, which was the most common cause of AHD. Resting tremor, cognitive impairment, and parkinsonian gait were the most common neurologic symptoms. Bilateral globus pallidus T1-weighted hyperintensity was detected in 26 patients (26/28, 92.9%). Ten patients (10/28, 35.7%) were determined to have an atypical neuroimaging finding. Binary logistic regression analysis indicated that age at onset of neurologic symptoms (odds ratio = 1.29, 95% confidence interval [CI] 1.03-1.61; p = 0.030) and Child-Pugh scores (odds ratio = 2.52, 95% CI, 1.01-6.31; p = 0.048) were independently associated with atypical neuroimaging findings in AHD. CONCLUSION The clinical manifestations of AHD are diverse; resting tremor, cognitive impairment, and parkinsonian gait were the most common. More than one third of patients had atypical neuroimaging findings. Age at onset of neurologic symptoms and Child-Pugh scores may be important predictors of atypical neuroimaging findings in patients with AHD.
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Violán C, Foguet-Boreu Q, Fernández-Bertolín S, Guisado-Clavero M, Cabrera-Bean M, Formiga F, Valderas JM, Roso-Llorach A. Soft clustering using real-world data for the identification of multimorbidity patterns in an elderly population: cross-sectional study in a Mediterranean population. BMJ Open 2019; 9:e029594. [PMID: 31471439 PMCID: PMC6719769 DOI: 10.1136/bmjopen-2019-029594] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
OBJECTIVES The aim of this study was to identify, with soft clustering methods, multimorbidity patterns in the electronic health records of a population ≥65 years, and to analyse such patterns in accordance with the different prevalence cut-off points applied. Fuzzy cluster analysis allows individuals to be linked simultaneously to multiple clusters and is more consistent with clinical experience than other approaches frequently found in the literature. DESIGN A cross-sectional study was conducted based on data from electronic health records. SETTING 284 primary healthcare centres in Catalonia, Spain (2012). PARTICIPANTS 916 619 eligible individuals were included (women: 57.7%). PRIMARY AND SECONDARY OUTCOME MEASURES We extracted data on demographics, International Classification of Diseases version 10 chronic diagnoses, prescribed drugs and socioeconomic status for patients aged ≥65. Following principal component analysis of categorical and continuous variables for dimensionality reduction, machine learning techniques were applied for the identification of disease clusters in a fuzzy c-means analysis. Sensitivity analyses, with different prevalence cut-off points for chronic diseases, were also conducted. Solutions were evaluated from clinical consistency and significance criteria. RESULTS Multimorbidity was present in 93.1%. Eight clusters were identified with a varying number of disease values: nervous and digestive; respiratory, circulatory and nervous; circulatory and digestive; mental, nervous and digestive, female dominant; mental, digestive and blood, female oldest-old dominant; nervous, musculoskeletal and circulatory, female dominant; genitourinary, mental and musculoskeletal, male dominant; and non-specified, youngest-old dominant. Nuclear diseases were identified for each cluster independently of the prevalence cut-off point considered. CONCLUSIONS Multimorbidity patterns were obtained using fuzzy c-means cluster analysis. They are clinically meaningful clusters which support the development of tailored approaches to multimorbidity management and further research.
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Affiliation(s)
- Concepción Violán
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain
| | - Quintí Foguet-Boreu
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Department of Psychiatry, Vic University Hospital. Francesc Pla el Vigatà, 1, Vic, Barcelona, Spain
- Department of Basic and Methodological Sciences, Faculty of Health Sciences and Welfare. University of Vic- Central University of Catalonia (UVic-UCC), Vic, Barcelona, Spain
| | - Sergio Fernández-Bertolín
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain
| | - Marina Guisado-Clavero
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain
| | - Margarita Cabrera-Bean
- Signal Theory and Communications Department, Universitat Politecnica de Catalunya, Barcelona, Spain
| | | | - Jose Maria Valderas
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Health Services and Policy Research Group, Academic Collaboration for Primary Care, University of Exeter Medical School, Exeter, UK
| | - Albert Roso-Llorach
- Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain
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