1
|
Becegato M, Silva RH. Female rodents in behavioral neuroscience: Narrative review on the methodological pitfalls. Physiol Behav 2024; 284:114645. [PMID: 39047942 DOI: 10.1016/j.physbeh.2024.114645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 07/19/2024] [Accepted: 07/22/2024] [Indexed: 07/27/2024]
Abstract
Since the NIH 'Sex as biological variable' policy, the percentage of studies including female subjects have increased largely. Nonetheless, many researchers fail to adequate their protocols to include females. In this narrative review, we aim to discuss the methodological pitfalls of the inclusion of female rodents in behavioral neuroscience. We address three points to consider in studies: the manipulations conducted only in female animals (such as estrous cycle monitoring, ovariectomy, and hormone replacement), the consideration of males as the standard, and biases related to interpretation and publication of the results. In addition, we suggest guidelines and perspectives for the inclusion of females in preclinical research.
Collapse
Affiliation(s)
- Marcela Becegato
- Behavioral Neuroscience Laboratory, Department of Pharmacology, Federal University of São Paulo, São Paulo, Brazil
| | - Regina H Silva
- Behavioral Neuroscience Laboratory, Department of Pharmacology, Federal University of São Paulo, São Paulo, Brazil; MaternaCiência, Federal University of São Paulo, São Paulo, Brazil.
| |
Collapse
|
2
|
Crighton EJ, Ouédraogo AM, Sawada M, Mestre TA. Patterns and determinants of health care utilization among people with Parkinson's disease: A population-based analysis in Ontario, Canada. PLoS One 2024; 19:e0305062. [PMID: 38905210 PMCID: PMC11192415 DOI: 10.1371/journal.pone.0305062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Accepted: 05/22/2024] [Indexed: 06/23/2024] Open
Abstract
In Ontario, despite the increasing prevalence of Parkinson's disease (PD), barriers to access-to-care for people with Parkinson's disease (PwP) and their caregivers are not well understood. The objective of this study is to examine spatial patterns of health care utilization among PwP and identify factors associated with PD-related health care utilization of individuals in Ontario. We employed a retrospective, population-based study design involving administrative health data to identify PwP as of March 31, 2018 (N = 35,482) using a previously validated case definition. An enhanced 2-step floating catchment area method was used to measure spatial accessibility to PD care and a descriptive spatial analysis was conducted to describe health service utilization by geographic area and specialty type. Negative binomial regression models were then conducted to identify associated geographic, socioeconomic, comorbidity and demographic factors. There was marked spatial variability in PD-related service utilization, with neurology and all provider visits being significantly higher in urban areas (CMF>1.20; p<0.05) and family physician visits being significantly higher (CMF >1.20; p<0.05) in more rural areas and remote areas. More frequent visits to family physicians were associated with living in rural areas, while less frequent visitation was associated with living in areas of low spatial accessibility with high ethnic concentration. Visits to neurologists were positively associated with living in areas of high spatial accessibility and with high ethnic concentration. Visits to all providers were also positively associated with areas of high spatial accessibility. For all outcomes, less frequent visits were found in women, older people, and those living in more deprived areas as years living with PD increased. This study demonstrates the importance of geographic, socioeconomic and individual factors in determining PwP's likelihood of accessing care and type of care provided. Our results can be expected to inform the development of policies and patient care models aimed at improving accessibility among diverse populations of PwP.
Collapse
Affiliation(s)
- Eric J. Crighton
- Department of Geography, Environment and Geomatics, University of Ottawa, Ottawa, Ontario, Canada
- ICES, Ottawa, Ontario, Canada
| | | | - M. Sawada
- Department of Geography, Environment and Geomatics, University of Ottawa, Ottawa, Ontario, Canada
- Laboratory for Applied Geomatics and GIS Science (LAGGISS), Department of Geography, Environment and Geomatics, University of Ottawa, Ottawa, Ontario, Canada
| | - Tiago A. Mestre
- Parkinson Disease and Movement Disorder Clinic, Department of Medicine, Division of Neurology, The Ottawa Hospital Research Institute, University of Ottawa, Ottawa, Ontario, Canada
| |
Collapse
|
3
|
Lee JH, Choi E, McDougal R, Lytton WW. GPT-4 Performance for Neurologic Localization. Neurol Clin Pract 2024; 14:e200293. [PMID: 38596779 PMCID: PMC11003355 DOI: 10.1212/cpj.0000000000200293] [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] [Received: 12/21/2023] [Accepted: 01/23/2024] [Indexed: 04/11/2024]
Abstract
Background and Objectives In health care, large language models such as Generative Pretrained Transformers (GPTs), trained on extensive text datasets, have potential applications in reducing health care disparities across regions and populations. Previous software developed for lesion localization has been limited in scope. This study aims to evaluate the capability of GPT-4 for lesion localization based on clinical presentation. Methods GPT-4 was prompted using history and neurologic physical examination (H&P) from published cases of acute stroke followed by questions for clinical reasoning with answering for "single or multiple lesions," "side," and "brain region" using Zero-Shot Chain-of-Thought and Text Classification prompting. GPT-4 output on 3 separate trials for each of 46 cases was compared with imaging-based localization. Results GPT-4 successfully processed raw text from H&P to generate accurate neuroanatomical localization and detailed clinical reasoning. Performance metrics across trial-based analysis for specificity, sensitivity, precision, and F1-score were 0.87, 0.74, 0.75, and 0.74, respectively, for side; 0.94, 0.85, 0.84, and 0.85, respectively, for brain region. Class labels within the brain region were similarly high for all regions except the cerebellum and were also similar when considering all 3 trials to examine metrics by case. Errors were due to extrinsic causes-inadequate information in the published cases, and intrinsic causes-failures of logic or inadequate knowledge base. Discussion This study reveals capabilities of GPT-4 in the localization of acute stroke lesions, showing a potential future role as a clinical tool in neurology.
Collapse
Affiliation(s)
- Jung-Hyun Lee
- Department of Neurology (J-HL, WWL), State University of New York Downstate Health Sciences University; Department of Neurology (J-HL, WWL), Kings County Hospital; Department of Neurology (J-HL), Maimonides Medical Center, Brooklyn; Department of Internal Medicine (EC), Lincoln Medical Center, Bronx, NY; Department of Biostatistics (RM), Yale School of Public Health; Program in Computational Biology and Bioinformatics (RM); Wu-Tsai Institute (RM); Section of Biomedical Informatics and Data Science (RM), Yale School of Medicine, Yale University, New Haven, CT; and Department of Physiology and Pharmacology (WWL), State University of New York Downstate Health Sciences University, Brooklyn, NY
| | - Eunhee Choi
- Department of Neurology (J-HL, WWL), State University of New York Downstate Health Sciences University; Department of Neurology (J-HL, WWL), Kings County Hospital; Department of Neurology (J-HL), Maimonides Medical Center, Brooklyn; Department of Internal Medicine (EC), Lincoln Medical Center, Bronx, NY; Department of Biostatistics (RM), Yale School of Public Health; Program in Computational Biology and Bioinformatics (RM); Wu-Tsai Institute (RM); Section of Biomedical Informatics and Data Science (RM), Yale School of Medicine, Yale University, New Haven, CT; and Department of Physiology and Pharmacology (WWL), State University of New York Downstate Health Sciences University, Brooklyn, NY
| | - Robert McDougal
- Department of Neurology (J-HL, WWL), State University of New York Downstate Health Sciences University; Department of Neurology (J-HL, WWL), Kings County Hospital; Department of Neurology (J-HL), Maimonides Medical Center, Brooklyn; Department of Internal Medicine (EC), Lincoln Medical Center, Bronx, NY; Department of Biostatistics (RM), Yale School of Public Health; Program in Computational Biology and Bioinformatics (RM); Wu-Tsai Institute (RM); Section of Biomedical Informatics and Data Science (RM), Yale School of Medicine, Yale University, New Haven, CT; and Department of Physiology and Pharmacology (WWL), State University of New York Downstate Health Sciences University, Brooklyn, NY
| | - William W Lytton
- Department of Neurology (J-HL, WWL), State University of New York Downstate Health Sciences University; Department of Neurology (J-HL, WWL), Kings County Hospital; Department of Neurology (J-HL), Maimonides Medical Center, Brooklyn; Department of Internal Medicine (EC), Lincoln Medical Center, Bronx, NY; Department of Biostatistics (RM), Yale School of Public Health; Program in Computational Biology and Bioinformatics (RM); Wu-Tsai Institute (RM); Section of Biomedical Informatics and Data Science (RM), Yale School of Medicine, Yale University, New Haven, CT; and Department of Physiology and Pharmacology (WWL), State University of New York Downstate Health Sciences University, Brooklyn, NY
| |
Collapse
|
4
|
Bishay AE, Hughes NC, Zargari M, Paulo DL, Bishay S, Lyons AT, Morkos MN, Ball TJ, Englot DJ, Bick SK. Disparities in Access to Deep Brain Stimulation for Parkinson's Disease and Proposed Interventions: A Literature Review. Stereotact Funct Neurosurg 2024; 102:179-194. [PMID: 38697047 DOI: 10.1159/000538748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 03/28/2024] [Indexed: 05/04/2024]
Abstract
BACKGROUND Deep brain stimulation (DBS) is an effective therapy for Parkinson's disease (PD), but disparities exist in access to DBS along gender, racial, and socioeconomic lines. SUMMARY Women are underrepresented in clinical trials and less likely to undergo DBS compared to their male counterparts. Racial and ethnic minorities are also less likely to undergo DBS procedures, even when controlling for disease severity and other demographic factors. These disparities can have significant impacts on patients' access to care, quality of life, and ability to manage their debilitating movement disorders. KEY MESSAGES Addressing these disparities requires increasing patient awareness and education, minimizing barriers to equitable access, and implementing diversity and inclusion initiatives within the healthcare system. In this systematic review, we first review literature discussing gender, racial, and socioeconomic disparities in DBS access and then propose several patient, provider, community, and national-level interventions to improve DBS access for all populations.
Collapse
Affiliation(s)
- Anthony E Bishay
- Vanderbilt University School of Medicine, Nashville, Tennessee, USA,
| | - Natasha C Hughes
- Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - Michael Zargari
- Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - Danika L Paulo
- Department of Neurological Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Steven Bishay
- Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | | | - Mariam N Morkos
- Arizona College of Osteopathic Medicine, Glendale, Arizona, USA
| | - Tyler J Ball
- Department of Neurological Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Dario J Englot
- Department of Neurological Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - Sarah K Bick
- Department of Neurological Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee, USA
- Department of Psychiatry, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| |
Collapse
|
5
|
Nguyen M, Clough M, Cruse B, van der Walt A, Fielding J, White OB. Exploring Factors That Prolong the Diagnosis of Myasthenia Gravis. Neurol Clin Pract 2024; 14:e200244. [PMID: 38204589 PMCID: PMC10775161 DOI: 10.1212/cpj.0000000000200244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 12/05/2023] [Indexed: 01/12/2024]
Abstract
Background and Objectives Myasthenia gravis (MG) is a condition with significant phenotypic variability, posing a diagnostic challenge to many clinicians worldwide. Prolonged diagnosis can lead to reduced remission rates and morbidity. This study aimed to identify factors leading to a longer time to diagnosis in MG that could be addressed in future to optimize diagnosis time. Methods One hundred and ten patients from 3 institutions in Melbourne, Australia, were included in this retrospective cohort study. Demographic and clinical data were collected for these patients over the first 5 years from diagnosis and at 10 years. Nonparametric statistical analysis was used to identify factors contributing to a longer diagnosis time. Results The median time for MG diagnosis was 102 (345) days. 90% of patients were diagnosed before 1 year. Female patients took longer than male patients to be diagnosed (p = 0.013). The time taken for first presentation after symptom onset contributed most to diagnosis time (median 17 [141] days), with female patients and not working as contributory factors. Neurology referral took longer if patients had diplopia (p = 0.022), respiratory (p = 0.026) symptoms, or saw an ophthalmologist first (p < 0.001). Outpatient management compared with inpatient was associated with a longer time to be seen by a neurologist from referral (p < 0.001), for the first diagnostic result to return (p = 0.001), and for the result to be reviewed (p < 0.001). Ocular MG had a median greater time to neurologist review than generalized MG (median 5 [25] days vs 1 [13] days, p = 0.035). Electrophysiology tests took longer for outpatients than inpatients (median 21 [35] days vs 2 [8] days, p < 0.001). Outpatients were also started on treatment later than inpatients (p < 0.001). There was no association of MG severity, ethnicity, age, medical and ocular comorbidities, and public or private health service on diagnosis time. There was also no impact of time to diagnosis on Myasthenia Gravis Foundation of America outcomes, number of follow-ups or hospitalizations, or prevalence of treatments used. This study is limited by low patient numbers and its retrospective nature. Discussion This study identified several factors that can contribute to a prolonged diagnosis time of MG. Patient and clinician education about MG and outpatient diagnostic efficiency needs emphasis. Further studies are also needed to explore the delayed presentation time of women and nonworking patients in MG.
Collapse
Affiliation(s)
- Minh Nguyen
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| | - Meaghan Clough
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| | - Belinda Cruse
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| | - Anneke van der Walt
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| | - Joanne Fielding
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| | - Owen B White
- Department of Neuroscience (MN, MC, AW, JF, OBW), Monash Health; Department of Neurology (BC), Royal Melbourne Hospital; and Department of Neurology (MN, AW), Alfred Health, Melbourne, Australia
| |
Collapse
|
6
|
Harris S, Narayanan NS, Tranel D. Does Black vs. White race affect practitioners' appraisal of Parkinson's disease? NPJ Parkinsons Dis 2023; 9:106. [PMID: 37419894 DOI: 10.1038/s41531-023-00549-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 06/14/2023] [Indexed: 07/09/2023] Open
Abstract
Black patients are diagnosed with Parkinson's disease (PD) at half the rate as White patients. The reasons for this large disparity are unknown. Here, we review evidence that practitioner bias may contribute. A key sign of PD is hypomimia or decreased facial expressivity. However, practitioner bias surrounding facial expressivity in Black people versus White people may lead practitioners to appraise Black patients with hypomimia as having higher levels of facial expressivity. Furthermore, practitioner bias may cause them to characterize reduced facial expressivity as being due to negative personality traits, as opposed to a medical sign, in Black patients with hypomimia. This racial bias in the evaluation of hypomimia in Black versus White patients could profoundly impact subsequent referral decisions and rates of diagnosis of PD. Therefore, exploring these differences is expected to facilitate addressing health care disparities through earlier and more accurate detection of PD in Black patients.
Collapse
Affiliation(s)
- Shana Harris
- Department of Neurology (Division of Neuropsychology and Cognitive Neuroscience), University of Iowa, Iowa City, IA, USA.
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, USA.
| | - Nandakumar S Narayanan
- Departments of Neurology (Division of Neuroscience), University of Iowa, Iowa City, IA, USA
| | - Daniel Tranel
- Department of Neurology (Division of Neuropsychology and Cognitive Neuroscience), University of Iowa, Iowa City, IA, USA
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, USA
| |
Collapse
|
7
|
Rao SC, Li Y, Lapin B, Pattipati S, Ghosh Galvelis K, Naito A, Gutierrez N, Leal TP, Salim A, Salles PA, De Leon M, Mata IF. Association of women-specific health factors in the severity of Parkinson's disease. NPJ Parkinsons Dis 2023; 9:86. [PMID: 37277346 PMCID: PMC10241917 DOI: 10.1038/s41531-023-00524-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 05/15/2023] [Indexed: 06/07/2023] Open
Abstract
Parkinson's disease (PD) is an age-related neurological disorder known for the observational differences in its risk, progression, and severity between men and women. While estrogen has been considered to be a protective factor in the development of PD, there is little known about the role that fluctuations in hormones and immune responses from sex-specific health experiences have in the disease's development and severity. We sought to identify women-specific health experiences associated with PD severity, after adjusting for known PD factors, by developing and distributing a women-specific questionnaire across the United States and creating multivariable models for PD severity. We created a questionnaire that addresses women's specific experiences and their PD clinical history and deployed it through The Parkinson's Foundation: PD Generation. To determine the association between women-specific health factors and PD severity, we constructed multivariable logistic regression models based on the MDS-UPDRS scale and the participants' questionnaire responses, genetics, and clinical data. For our initial launch in November 2021, we had 304 complete responses from PD GENEration. Univariate and multivariate logistic modeling found significant associations between major depressive disorder, perinatal depression, natural childbirth, LRRK2 genotype, B12 deficiency, total hysterectomy, and increased PD severity. This study is a nationally available questionnaire for women's health and PD. It shifts the paradigm in understanding PD etiology and acknowledging how sex-specific experiences may contribute to PD severity. In addition, the work in this study sets the foundation for future research to investigate the factors behind sex differences in PD.
Collapse
Affiliation(s)
- Shilpa C Rao
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Molecular Medicine, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Yadi Li
- Center for Outcomes Research and Evaluation, Cleveland Clinic, Cleveland, OH, USA
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Brittany Lapin
- Center for Outcomes Research and Evaluation, Cleveland Clinic, Cleveland, OH, USA
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Sreya Pattipati
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | | | | | | | - Amira Salim
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Molecular Medicine, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Philippe A Salles
- Center for Movement Disorders CETRAM, University of Santiago de Chile, Santiago, Chile
| | - Maria De Leon
- DefeatParkinsons, Houston, TX, USA
- De Leon Enterprises, Houston, TX, USA
| | - Ignacio F Mata
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH, USA.
- Department of Molecular Medicine, Case Western Reserve University School of Medicine, Cleveland, OH, USA.
| |
Collapse
|
8
|
Swallow DMA, Counsell CE. The evolution of diagnosis from symptom onset to death in progressive supranuclear palsy (PSP) and corticobasal degeneration (CBD) compared to Parkinson’s disease (PD). J Neurol 2023:10.1007/s00415-023-11629-x. [DOI: 10.1007/s00415-023-11629-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 01/25/2023] [Accepted: 02/14/2023] [Indexed: 03/29/2023]
Abstract
Abstract
Background
Misdiagnosis and delayed diagnosis in progressive supranuclear palsy (PSP) and corticobasal degeneration (CBD) are common. Few studies have systematically evaluated the diagnostic process from symptom onset to death in representative cohorts.
Methods
All PSP/CBD cases (n = 28/2) and age-sex matched Parkinson’s disease (PD) cases (n = 30) were identified from a UK prospective incident Parkinsonism cohort. Medical and research records were reviewed to compare median times from first index symptom to key diagnostic milestones and the nature/timing of secondary care referral and review.
Results
Index symptoms were similar apart from more tremor in PD (p < 0.001) and more impaired balance (p = 0.008) and falls (p = 0.004) in PSP/CBD. PD was diagnosed a median 0.96 years after index symptom. In PSP/CBD the median times from index symptom to identifying parkinsonism and then including PSP/CBD in the differential diagnosis and the final diagnosis were 1.88, 3.41 and 4.03 years, respectively (all p < 0.001). Survival from symptom onset in PSP/CBD and PD was not significantly different (5.98 vs 6.85 years, p = 0.72). More diagnoses (p < 0.001) were considered in PSP/CBD. Prior to diagnosis, PSP/CBD patients had more recurrent emergency attendances (33.3% vs 10.0%, p = 0.01) and were referred to more specialities than PD (median 5 vs 2). Time to any outpatient referral (0.70 vs 0.03 years, p = 0.025) and to specialist movement disorder review (1.96 vs 0.57 years, p = 0.002) was longer in PSP/CBD.
Conclusions
The duration and complexity of the diagnostic journey were greater in PSP/CBD than age-sex matched PD but can be improved. In this older cohort, there was little difference in survival from symptom onset in PSP/CBD and age-sex matched PD.
Collapse
|
9
|
Abstract
The lower prevalence of Parkinson disease (PD) in females is not well understood but may be partially explained by sex differences in nigrostriatal circuitry and possible neuroprotective effects of estrogen. PD motor and nonmotor symptoms differ between sexes, and women experience disparities in care including undertreatment with DBS and less access to caregiving. Our knowledge about PD in gender diverse individuals is limited. Future studies should improve our understanding of the role of hormone replacement therapy in PD, address gender-based inequities in PD care and expand our understanding of PD in SGM and marginalized communities.
Collapse
|
10
|
Camerucci E, Mullan AF, Turcano P, Bower J, Piat C, Ahlskog J, Savica R. 40-Year Incidence of Early-Onset Parkinson's Disease in Southeast Minnesota. JOURNAL OF PARKINSON'S DISEASE 2023; 13:893-898. [PMID: 37522219 PMCID: PMC10578273 DOI: 10.3233/jpd-230049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 07/09/2023] [Indexed: 08/01/2023]
Abstract
BACKGROUND Parkinson's disease (PD) most commonly surfaces at middle age. An earlier onset is named early-onset Parkinson's disease (EOPD), but the exact definition is a matter of ongoing scientific debate. OBJECTIVE To investigate 40-year EOPD incidence trends in a population-based cohort of parkinsonism in Olmsted County, Minnesota. METHODS We used the Rochester Epidemiology Project (REP) to identify all incident EOPD cases in Olmsted County, 1976-2015. A movement-disorder specialist reviewed all cases to confirm the EOPD diagnosis. For EOPD definition, we used two age cut-offs: motor-symptom onset at or before 50 and 55 years. RESULTS EOPD incidence was 1.43/100,000 person-years for ≤55 and 0.55/100,000 for ≤50 years. Men had a higher incidence in both groups [1.84 vs. 1.03 (p = 0.04); and 0.70 vs. 0.40 (p = 0.24), respectively]. EOPD incidence of patients with motor-symptom onset before age 55 increased from 1.02/100.000 person-year 1976-1985, to 1.32/100.000 person-year 2006-2015. A similar trend was observed when ≤50 years cut-off was used (0.28/100,000 person-years 1976-1985, to 0.59/100,000 person-year 2006-2015). However, negative binomial regression found no significant change in incidence per 10 years (RR = 1.04 and 1.24 in the two groups). Incidence was consistently higher in men than women. Median time from EOPD-symptom onset to death was shorter in the EOPD ≤55 group (21.9 years) compared to the EOPD ≤50 group (25.6 years). CONCLUSION We observed an increased trend in the incidence of EOPD with both cut-off ages. Overall, incidence of EOPD was 1.43 (≤55) and 0.55 (≤50) cases per 100,000 person-years, higher in men.
Collapse
Affiliation(s)
- Emanuele Camerucci
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | | | - Pierpaolo Turcano
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - James Bower
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - Capucine Piat
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - J.E. Ahlskog
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - Rodolfo Savica
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
- University of Kansas Medical Center, Kansas City, KS, USA
| |
Collapse
|
11
|
Park YH, Suh JH, Kim YW, Kang DR, Shin J, Yang SN, Yoon SY. Machine learning based risk prediction for Parkinson's disease with nationwide health screening data. Sci Rep 2022; 12:19499. [PMID: 36376523 PMCID: PMC9663430 DOI: 10.1038/s41598-022-24105-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 11/10/2022] [Indexed: 11/16/2022] Open
Abstract
Although many studies have been conducted on machine learning (ML) models for Parkinson's disease (PD) prediction using neuroimaging and movement analyses, studies with large population-based datasets are limited. We aimed to propose PD prediction models using ML algorithms based on the National Health Insurance Service-Health Screening datasets. We selected individuals who participated in national health-screening programs > 5 times between 2002 and 2015. PD was defined based on the ICD-code (G20), and a matched cohort of individuals without PD was selected using a 1:1 random sampling method. Various ML algorithms were applied for PD prediction, and the performance of the prediction models was compared. Neural networks, gradient boosting machines, and random forest algorithms exhibited the best average prediction accuracy (average area under the receiver operating characteristic curve (AUC): 0.779, 0.766, and 0.731, respectively) among the algorithms validated in this study. The overall model performance metrics were higher in men than in women (AUC: 0.742 and 0.729, respectively). The most important factor for predicting PD occurrence was body mass index, followed by total cholesterol, glucose, hemoglobin, and blood pressure levels. Smoking and alcohol consumption (in men) and socioeconomic status, physical activity, and diabetes mellitus (in women) were highly correlated with the occurrence of PD. The proposed health-screening dataset-based PD prediction model using ML algorithms is readily applicable, produces validated results, and could be a useful option for PD prediction models.
Collapse
Affiliation(s)
- You Hyun Park
- grid.15444.300000 0004 0470 5454Department of Biostatistics, Yonsei University, Seoul, Korea
| | - Jee Hyun Suh
- grid.255649.90000 0001 2171 7754Department of Rehabilitation Medicine, College of Medicine, Ewha Womans University, Seoul, Korea
| | - Yong Wook Kim
- grid.15444.300000 0004 0470 5454Department and Research Institute of Rehabilitation Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Dae Ryong Kang
- grid.15444.300000 0004 0470 5454Department of Precision Medicine & Biostatistics, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Jaeyong Shin
- grid.15444.300000 0004 0470 5454Department of Preventive Medicine and Public Health, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Seung Nam Yang
- grid.411134.20000 0004 0474 0479Department of Physical Medicine and Rehabilitation, Korea University Guro Hospital 148, Gurodong-Ro, Guro-Gu, Seoul, 08308 Republic of Korea
| | - Seo Yeon Yoon
- grid.411134.20000 0004 0474 0479Department of Physical Medicine and Rehabilitation, Korea University Guro Hospital 148, Gurodong-Ro, Guro-Gu, Seoul, 08308 Republic of Korea
| |
Collapse
|
12
|
Camerucci E, Mullan AF, Turcano P, Stang CD, Bower J, Savica R. WITHDRAWN: 40-Year incidence of early-onset Parkinson's disease (EOPD) in Southeast Minnesota. Parkinsonism Relat Disord 2022; 104:64-67. [PMID: 36244163 DOI: 10.1016/j.parkreldis.2022.09.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 08/23/2022] [Accepted: 09/07/2022] [Indexed: 01/09/2023]
Abstract
This article has been withdrawn: please see Elsevier Policy on Article Withdrawal (http://www.elsevier.com/locate/withdrawalpolicy). This article has been withdrawn at the request of the editor and publisher. The publisher regrets that an error occurred which led to the premature publication of this paper. This error bears no reflection on the article or its authors. The publisher apologizes to the authors and the readers for this unfortunate error.
Collapse
Affiliation(s)
| | - Aidan F Mullan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | - Cole D Stang
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - James Bower
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - Rodolfo Savica
- Department of Neurology, Mayo Clinic, Rochester, MN, USA.
| |
Collapse
|
13
|
Subramanian I, Mathur S, Oosterbaan A, Flanagan R, Keener AM, Moro E. Unmet Needs of Women Living with Parkinson's Disease: Gaps and Controversies. Mov Disord 2022; 37:444-455. [DOI: 10.1002/mds.28921] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 12/10/2021] [Accepted: 12/15/2021] [Indexed: 12/21/2022] Open
Affiliation(s)
- Indu Subramanian
- Department of Neurology David Geffen School of Medicine, University of California Los Angeles Los Angeles California USA
- Parkinson's Disease Research, Education, and Clinical Center, Greater Los Angeles Veterans Affairs Medical Center Los Angeles California USA
| | | | - Annelien Oosterbaan
- Department of Neurology Radboud University Medical Center Nijmegen The Netherlands
| | | | - Adrienne M. Keener
- Department of Neurology David Geffen School of Medicine, University of California Los Angeles Los Angeles California USA
- Parkinson's Disease Research, Education, and Clinical Center, Greater Los Angeles Veterans Affairs Medical Center Los Angeles California USA
| | - Elena Moro
- Grenoble Alpes University, Faculty of Medicine, Division of Neurology CHUGA, Grenoble Institute of Neurosciences Grenoble France
| |
Collapse
|
14
|
Oltra J, Uribe C, Campabadal A, Inguanzo A, Monté-Rubio GC, Martí MJ, Compta Y, Valldeoriola F, Junque C, Segura B. Sex Differences in Brain and Cognition in de novo Parkinson's Disease. Front Aging Neurosci 2022; 13:791532. [PMID: 35069180 PMCID: PMC8770804 DOI: 10.3389/fnagi.2021.791532] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 12/13/2021] [Indexed: 12/31/2022] Open
Abstract
Background and Objective: Brain atrophy and cognitive impairment in neurodegenerative diseases are influenced by sex. We aimed to investigate sex differences in brain atrophy and cognition in de novo Parkinson's disease (PD) patients. Methods: Clinical, neuropsychological and T1-weighted MRI data from 205 PD patients (127 males: 78 females) and 69 healthy controls (40 males: 29 females) were obtained from the PPMI dataset. Results: PD males had a greater motor and rapid eye movement sleep behavior disorder symptomatology than PD females. They also showed cortical thinning in postcentral and precentral regions, greater global cortical and subcortical atrophy and smaller volumes in thalamus, caudate, putamen, pallidum, hippocampus, and brainstem, compared with PD females. Healthy controls only showed reduced hippocampal volume in males compared to females. PD males performed worse than PD females in global cognition, immediate verbal recall, and mental processing speed. In both groups males performed worse than females in semantic verbal fluency and delayed verbal recall; as well as females performed worse than males in visuospatial function. Conclusions: Sex effect in brain and cognition is already evident in de novo PD not explained by age per se, being a relevant factor to consider in clinical and translational research in PD.
Collapse
Affiliation(s)
- Javier Oltra
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Carme Uribe
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Research Imaging Centre, Centre for Addiction and Mental Health, Campbell Family Mental Health Research Institute, University of Toronto, Toronto, ON, Canada
| | - Anna Campabadal
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Anna Inguanzo
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Gemma C. Monté-Rubio
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| | - Maria J. Martí
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, Hospital Clínic de Barcelona, Barcelona, Spain
- Parkinson's Disease and Movement Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| | - Yaroslau Compta
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, Hospital Clínic de Barcelona, Barcelona, Spain
- Parkinson's Disease and Movement Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| | - Francesc Valldeoriola
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, Hospital Clínic de Barcelona, Barcelona, Spain
- Parkinson's Disease and Movement Disorders Unit, Neurology Service, Hospital Clínic de Barcelona, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| | - Carme Junque
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Barbara Segura
- Medical Psychology Unit, Department of Medicine, Institute of Neurosciences, University of Barcelona, Barcelona, Spain
- Institute of Biomedical Research August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas, Hospital Clínic de Barcelona, Barcelona, Spain
| |
Collapse
|
15
|
Picillo M, LaFontant DE, Bressman S, Caspell-Garcia C, Coffey C, Cho HR, Burghardt EL, Dahodwala N, Saunders-Pullman R, Tanner CM, Amara AW. Sex-Related Longitudinal Change of Motor, Non-Motor, and Biological Features in Early Parkinson's Disease. JOURNAL OF PARKINSON'S DISEASE 2022; 12:421-436. [PMID: 34744052 PMCID: PMC8842783 DOI: 10.3233/jpd-212892] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 10/03/2021] [Indexed: 01/26/2023]
Abstract
BACKGROUND Investigation of sex-related motor and non-motor differences and biological markers in Parkinson's disease (PD) may improve precision medicine approach. OBJECTIVE To examine sex-related longitudinal changes in motor and non-motor features and biologic biomarkers in early PD. METHODS We compared 5-year longitudinal changes in de novo, untreated PD men and women (at baseline N = 423; 65.5%male) of the Parkinson's Progression Markers Initiative (PPMI), assessing motor and non-motor manifestations of disease; and biologic measures in cerebrospinal fluid (CSF) and dopamine transporter deficit on DaTscanTM uptake. RESULTS Men experienced greater longitudinal decline in self-reported motor (p < 0.001) and non-motor (p = 0.009) aspects of experiences of daily living, such that men had a yearly increase in MDS-UPDRS part II by a multiplicative factor of 1.27 compared to women at 0.7, while men had a yearly increase in MDS-UPDRS part I by a multiplicative factor of 0.98, compared to women at 0.67. Compared to women, men had more longitudinal progression in clinician-assessed motor features in the ON medication state (p = 0.010) and required higher dopaminergic medication dosages over time (p = 0.014). Time to reach specific disease milestones and longitudinal changes in CSF biomarkers and DaTscanTM uptake were not different by sex. CONCLUSION Men showed higher self-assessed motor and non-motor burden of disease, with possible contributions from suboptimal dopaminergic therapeutic response in men. However, motor features of disease evaluated with clinician-based scales in the OFF medication state, as well as biological biomarkers do not show specific sex-related progression patterns.
Collapse
Affiliation(s)
- Marina Picillo
- Center for Neurodegenerative Diseases (CEMAND), Department of Medicine, Surgery and Dentistry, Neuroscience Section, University of Salerno, Italy
| | | | - Susan Bressman
- Department of Neurology, Icahn School of Medicine at Mount Sinai and Mount Sinai Beth Israel, New York, NY, USA
| | | | | | - Hyunkeun Ryan Cho
- Department of Biostatistics, The University of Iowa, Iowa City, IA, USA
| | | | - Nabila Dahodwala
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Rachel Saunders-Pullman
- Department of Neurology, Icahn School of Medicine at Mount Sinai and Mount Sinai Beth Israel, New York, NY, USA
| | - Caroline M. Tanner
- Weill Institute for Neuroscience, Department of Neurology, University of California–San Francisco, & Parkinson’s Disease Research Education and Clinical Center, San Francisco Veterans Affairs Health Care System, San Francisco, CA, USA
| | - Amy W. Amara
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, USA
| | | |
Collapse
|
16
|
Stark D, Ritter K. AIM and Gender Aspects. Artif Intell Med 2022. [DOI: 10.1007/978-3-030-64573-1_244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|
17
|
Zaman MS, Ghahari S, McColl MA. Barriers to Accessing Healthcare Services for People with Parkinson's Disease: A Scoping Review. JOURNAL OF PARKINSON'S DISEASE 2021; 11:1537-1553. [PMID: 34308913 PMCID: PMC8609702 DOI: 10.3233/jpd-212735] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 07/03/2021] [Indexed: 12/18/2022]
Abstract
Parkinson's disease is a complex condition that affects many different aspects of a person's health. Because of its complexity, people with Parkinson's disease require access to a variety of healthcare services. The aim of the present study was to identify the barriers to access healthcare services for people with Parkinson's disease. We conducted a scoping review according to guidelines posed by Arksey & O'Malley (2005). A search of MEDLINE, Embase, CINHAL, and PsycINFO databases was conducted, and 38 articles were selected based on the inclusion criteria. The review findings identified person-level and system-level barriers. The person-level barriers included skills required to seek healthcare services, ability to engage in healthcare and cost for services. The system-level barriers included the availability of appropriate healthcare resources. Based on the existing barriers elucidated in the scope review, we have discussed potential areas in healthcare that require improvement for people with Parkinson's disease to manage their healthcare needs more equitably.
Collapse
Affiliation(s)
| | - Setareh Ghahari
- School of Rehabilitation Therapy, Queen’s University, Kingston, Canada
| | - Mary Ann McColl
- School of Rehabilitation Therapy, Queen’s University, Kingston, Canada
| |
Collapse
|
18
|
Rossi M, Perez-Lloret S, Merello M. How much time is needed in clinical practice to reach a diagnosis of clinically established Parkinson's disease? Parkinsonism Relat Disord 2021; 92:53-58. [PMID: 34695656 DOI: 10.1016/j.parkreldis.2021.10.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 10/08/2021] [Accepted: 10/16/2021] [Indexed: 12/26/2022]
Abstract
INTRODUCTION The implementation of accepted clinical diagnostic criteria has improved the accuracy of a clinical diagnosis of Parkinson's disease (PD). Time frames of 3-10 years have been empirically proposed to reach a diagnosis of clinically established PD. METHODS We explored the time to a Final Clinical Diagnosis (FCD) and the factors that predict faster diagnoses in patients presenting with parkinsonism and/or tremor between 2009 and 2015 at our tertiary center. All patients underwent a standardized workout process to reach a FCD, which included an acute levodopa challenge (LDC) after the first visit. RESULTS Among the 326 patients included, 215 (66%) received a FCD within the first six months after the LDC. A FCD was reached in 95% and 100% of patients in 33 and 108 months, respectively. PD was the FCD in 196 patients (60.1%). The FCD was reached faster in patients with a positive response to levodopa and when the FCD was PD. CONCLUSION The time needed to reach a final diagnosis in the clinical setting was 2.75 years in 95% of patients presenting initially with parkinsonism and/or tremor. Patients with positive responses to levodopa at the LDC, benefited from shorter delays until the FCD.
Collapse
Affiliation(s)
- Malco Rossi
- Movement Disorders Section, Neuroscience Department, Fleni, Buenos Aires, Argentina; National Research Council (CONICET), Buenos Aires, Argentina.
| | - Santiago Perez-Lloret
- National Research Council (CONICET), Buenos Aires, Argentina; Faculty of Medicine, Pontifical Catholic University of Argentina, Buenos Aires, Argentina; Universidad Abierta Interamericana, Centro de Altos Estudios en Ciencias Humanas y de la Salud (UAI-CAECIHS), Buenos Aires, Argentina; Department of Physiology, Faculty of Medicine, University of Buenos Aires, Argentina
| | - Marcelo Merello
- Movement Disorders Section, Neuroscience Department, Fleni, Buenos Aires, Argentina; National Research Council (CONICET), Buenos Aires, Argentina; Faculty of Medicine, Pontifical Catholic University of Argentina, Buenos Aires, Argentina
| |
Collapse
|
19
|
Watts J, Khojandi A, Vasudevan R, Nahab FB, Ramdhani RA. Improving Medication Regimen Recommendation for Parkinson's Disease Using Sensor Technology. SENSORS 2021; 21:s21103553. [PMID: 34065245 PMCID: PMC8160757 DOI: 10.3390/s21103553] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 05/14/2021] [Accepted: 05/18/2021] [Indexed: 11/16/2022]
Abstract
Parkinson's disease medication treatment planning is generally based on subjective data obtained through clinical, physician-patient interactions. The Personal KinetiGraph™ (PKG) and similar wearable sensors have shown promise in enabling objective, continuous remote health monitoring for Parkinson's patients. In this proof-of-concept study, we propose to use objective sensor data from the PKG and apply machine learning to cluster patients based on levodopa regimens and response. The resulting clusters are then used to enhance treatment planning by providing improved initial treatment estimates to supplement a physician's initial assessment. We apply k-means clustering to a dataset of within-subject Parkinson's medication changes-clinically assessed by the MDS-Unified Parkinson's Disease Rating Scale-III (MDS-UPDRS-III) and the PKG sensor for movement staging. A random forest classification model was then used to predict patients' cluster allocation based on their respective demographic information, MDS-UPDRS-III scores, and PKG time-series data. Clinically relevant clusters were partitioned by levodopa dose, medication administration frequency, and total levodopa equivalent daily dose-with the PKG providing similar symptomatic assessments to physician MDS-UPDRS-III scores. A random forest classifier trained on demographic information, MDS-UPDRS-III scores, and PKG time-series data was able to accurately classify subjects of the two most demographically similar clusters with an accuracy of 86.9%, an F1 score of 90.7%, and an AUC of 0.871. A model that relied solely on demographic information and PKG time-series data provided the next best performance with an accuracy of 83.8%, an F1 score of 88.5%, and an AUC of 0.831, hence further enabling fully remote assessments. These computational methods demonstrate the feasibility of using sensor-based data to cluster patients based on their medication responses with further potential to assist with medication recommendations.
Collapse
Affiliation(s)
- Jeremy Watts
- Department of Industrial and Systems Engineering, University of Tennessee, Knoxville, TN 37996, USA; (J.W.); (A.K.)
| | - Anahita Khojandi
- Department of Industrial and Systems Engineering, University of Tennessee, Knoxville, TN 37996, USA; (J.W.); (A.K.)
| | - Rama Vasudevan
- Center for Nanophase Materials Science, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA;
| | - Fatta B. Nahab
- Department of Neurosciences, University of California San Diego, La Jolla, CA 92093, USA;
| | - Ritesh A. Ramdhani
- Department of Neurology, Donald and Barbara School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA
- Correspondence:
| |
Collapse
|
20
|
Paul SA, Mondal GP, Bhattacharyya R, Ghosh KC, Das S, Das S, Krishna H, Patra C. Clinical Spectrum of Movement Disorders in Neurology Inpatients in a Tertiary Care Centre. J Neurosci Rural Pract 2021; 12:581-585. [PMID: 34295115 PMCID: PMC8289529 DOI: 10.1055/s-0041-1730086] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Background
Little data are available on the spectrum of movement disorders in inpatients, particularly those admitted in neurology specialty. This may be related to the fact that patients presenting with movement disorders are usually evaluated from outpatient clinics.
Objective
The aim of this study is to provide data on the pattern of movement disorders in neurology inpatients.
Materials and Methods
Patients admitted through emergency department or neurology clinic with complaints of movement abnormalities were recruited in this study from October 2019 to September 2020. Cases were subjected to proforma-based detailed history, examination, and appropriate investigations.
Statistical Analysis
Descriptive statistics using SPSS 20.
Results and Conclusion
Bradykinesia with or without tremor was the most common movement disorder (28.3%), followed by ataxia and dystonia (24.5% each) and hemifacial spasm and myoclonus (7.5% each). Chorea, tic disorder, and hemiballismus were also reported. Etiologies included Parkinson disease, Wilson’s disease, subacute sclerosing panencephalitis (SSPE), drugs, stroke, spinocerebellar ataxia, Huntington’s disease, neuroacanthocytosis, and others. Dystonia represented the most common disorder in the younger age group (44.4%), whereas bradykinesia and/or tremor represented the most common movement disorder in the older age group (46.4%).
This study demonstrates the characteristic distribution of movement disorders in neurology inpatients.
Collapse
Affiliation(s)
- Shabeer Ahmad Paul
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Gouranga Prasad Mondal
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Ramesh Bhattacharyya
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Kartik Chandra Ghosh
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Sarbajit Das
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Suman Das
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Hema Krishna
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| | - Chandrakanta Patra
- Department of Neurology, Calcutta National Medical College & Hospital, Kolkata, West Bengal, India
| |
Collapse
|
21
|
AIM and Gender Aspects. Artif Intell Med 2021. [DOI: 10.1007/978-3-030-58080-3_244-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
22
|
Göttgens I, van Halteren AD, de Vries NM, Meinders MJ, Ben-Shlomo Y, Bloem BR, Darweesh SKL, Oertelt-Prigione S. The Impact of Sex and Gender on the Multidisciplinary Management of Care for Persons With Parkinson's Disease. Front Neurol 2020; 11:576121. [PMID: 33071952 PMCID: PMC7530641 DOI: 10.3389/fneur.2020.576121] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 08/17/2020] [Indexed: 12/23/2022] Open
Abstract
The impact of sex and gender on disease incidence, progression, and provision of care has gained increasing attention in many areas of medicine. Biological factors–sex–and sociocultural and behavioral factors–gender–greatly impact on health and disease. While sex can modulate disease progression and response to therapy, gender can influence patient-provider communication, non-pharmacological disease management, and need for assistance. Sex and gender issues are especially relevant in chronic progressive diseases, such as Parkinson's disease (PD), because affected patients require multidisciplinary care for prolonged periods of time. In this perspective paper, we draw from evidence in the field of PD and various other areas of medicine to address how sex and gender could impact PD care provision. We highlight examples for which differences have been reported and formulate research topics and considerations on how to optimize the multidisciplinary care of persons with PD.
Collapse
Affiliation(s)
- Irene Göttgens
- Department of Primary and Community Care, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, Netherlands
| | - Angelika D van Halteren
- Department of Neurology, Center of Expertise for Parkinson & Movement Disorders, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Nienke M de Vries
- Department of Neurology, Center of Expertise for Parkinson & Movement Disorders, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Marjan J Meinders
- Scientific Center for Quality of Healthcare (IQ Healthcare), Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, Netherlands
| | - Yoav Ben-Shlomo
- Department of Population Health Sciences, University of Bristol, Bristol, United Kingdom
| | - Bastiaan R Bloem
- Department of Neurology, Center of Expertise for Parkinson & Movement Disorders, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Sirwan K L Darweesh
- Department of Neurology, Center of Expertise for Parkinson & Movement Disorders, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Sabine Oertelt-Prigione
- Department of Primary and Community Care, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, Netherlands
| |
Collapse
|
23
|
Abstract
In a range of neurological conditions, including movement disorders, sex-related differences are emerging not only in brain anatomy and function, but also in pathogenesis, clinical features and response to treatment. In Parkinson disease (PD), for example, oestrogens can influence the severity of motor symptoms, whereas elevation of androgens can exacerbate tic disorders. Nevertheless, the real impact of sex differences in movement disorders remains under-recognized. In this article, we provide an up-to-date review of sex-related differences in PD and the most common hyperkinetic movement disorders, namely, essential tremor, dystonia, Huntington disease and other chorea syndromes, and Tourette syndrome and other chronic tic disorders. We highlight the most relevant clinical aspects of movement disorders that differ between men and women. Increased recognition of these differences and their impact on patient care could aid the development of tailored approaches to the management of movement disorders and enable the optimization of preclinical research and clinical studies.
Collapse
|
24
|
Abraham DS, Gruber-Baldini AL, Magder LS, McArdle PF, Tom SE, Barr E, Schrader K, Shulman LM. Sex differences in Parkinson's disease presentation and progression. Parkinsonism Relat Disord 2019; 69:48-54. [PMID: 31677455 PMCID: PMC6982644 DOI: 10.1016/j.parkreldis.2019.10.019] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Revised: 08/06/2019] [Accepted: 10/20/2019] [Indexed: 10/25/2022]
Abstract
INTRODUCTION Females have a reduced risk of Parkinson's disease (PD). However, it is unclear if sex is a prognostic factor. We aimed to examine differences in presentation, physician- and patient-reported PD outcomes, and progression by sex in a large clinical cohort. METHODS This study was a secondary analysis of a cohort of PD patients seen at a tertiary care center. Sociodemographic and clinical characteristics, treatment, care timing, and outcomes were examined by sex. Sex differences in progression of impairment, disability, and health-related quality of life (HRQoL) were tested with five-year piecewise linear mixed-effects models. A mediation analysis assessed drivers of sex differences. RESULTS The study included 914 males and 549 females. Females had significantly less social support, more psychological distress, and worse self-reported (but not physician-reported) disability and HRQoL at initial PD care visits, compared to males. Addressing anxiety symptoms may attenuate this difference. PD progression sex differences were minimal. CONCLUSION PD progression does not differ by sex, yet patient-reported measures of disease severity are worse in females than males. To attenuate this sex difference in disease experience, psychological distress screening and management, particularly targeting females, should be implemented as part of PD clinical care.
Collapse
Affiliation(s)
- Danielle S Abraham
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD, USA; Department of Neurology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.
| | - Ann L Gruber-Baldini
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Laurence S Magder
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Patrick F McArdle
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD, USA; Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Sarah E Tom
- Department of Neurology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA; Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Erik Barr
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Katrina Schrader
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Lisa M Shulman
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
| |
Collapse
|
25
|
Kolmancic K, Perellón-Alfonso R, Pirtosek Z, Rothwell JC, Bhatia K, Kojovic M. Sex differences in Parkinson's disease: A transcranial magnetic stimulation study. Mov Disord 2019; 34:1873-1881. [PMID: 31603570 DOI: 10.1002/mds.27870] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 08/25/2019] [Accepted: 08/29/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Demographic and clinical studies imply that female sex may be protective for PD, but pathophysiological evidence to support these observations is missing. In early PD, functional changes may be detected in primary motor cortex using transcranial magnetic stimulation. OBJECTIVE We hypothesised that if pathophysiology differs between sexes in PD, this will be reflected in differences of motor cortex measurements. METHODS Forty-one newly diagnosed PD patients (22 males, 19 females) were clinically assessed using MDS-UPDRS part III, and various measures of cortical excitability and sensorimotor cortex plasticity were measured over both hemispheres, corresponding to the less and more affected side, using transcranial magnetic stimulation. Twenty-three healthy (10 men, 13 women) participants were studied for comparison. RESULTS Among patients, no significant differences between sexes were found in age, age of diagnosis, symptom duration, and total or lateralized motor score. However, male patients had disturbed interhemispheric balance of motor thresholds, caused by decreased resting and active motor thresholds in the more affected hemisphere. Short interval intracortical inhibition was more effective in female compared to male patients in both hemispheres. Female patients had a preserved physiological focal response to sensorimotor plasticity protocol, whereas male patients showed an abnormal spread of the protocol effect. CONCLUSION The study provides one of the first neurophysiological evidences of sex differences in early PD. Female patients have a more favorable profile of transcranial magnetic stimulation measures, possibly reflecting a more successful cortical compensation or delayed maladaptive changes in the sensorimotor cortex. © 2019 International Parkinson and Movement Disorder Society.
Collapse
Affiliation(s)
- Kaja Kolmancic
- Institute of Pathophysiology, University of Ljubljana, Medical Faculty, Ljubljana, Slovenia.,Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | | | - Zvezdan Pirtosek
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - John C Rothwell
- UCL Queen's Square, Institute of Neurology, London, United Kingdom
| | - Kailash Bhatia
- UCL Queen's Square, Institute of Neurology, London, United Kingdom
| | - Maja Kojovic
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| |
Collapse
|
26
|
Vlaanderen FP, de Man Y, Krijthe JH, Tanke MAC, Groenewoud AS, Jeurissen PPT, Oertelt-Prigione S, Munneke M, Bloem BR, Meinders MJ. Sex-Specific Patient Journeys in Early Parkinson's Disease in the Netherlands. Front Neurol 2019; 10:794. [PMID: 31428033 PMCID: PMC6690007 DOI: 10.3389/fneur.2019.00794] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Accepted: 07/10/2019] [Indexed: 11/18/2022] Open
Abstract
Objective: To reconstruct a sex-specific patient journey for Dutch persons with Parkinson's disease (PD) during the first 5 years after diagnosis. Method: We analyzed a national administrative medical claims database containing data of all patients newly diagnosed with PD between 2012 and 2016 in the Netherlands. We performed time-to-event analysis to identify the moments when patients received care from neurologists, allied healthcare therapists or general practitioners. We also extracted relevant clinical milestones: unexpected hospitalization for PD, pneumonia, orthopedic injuries, nursing home admission, and death. Using these data, we constructed the patient journey stratified for sex. Results: We included claims data of 13,518 men and 8,775 women with newly diagnosed PD in the Netherlands. While we found little difference in neurologist consultations, women visited general practitioners and physiotherapists significantly earlier and more often (all p-values < 0.001). After 5 years, 37.9% (n = 3,326) of women had visited an occupational therapist and 18.5% (n = 1,623) a speech and language therapist at least once. This was 33.1% (n = 4,474) and 23.7% (n = 3,204) for men. Approximately 2 years after diagnosis, PD-related complications (pneumonia, orthopedic injuries, and PD-related hospitalization) occurred for the first time (women: 1.8 years; men: 2.3 years), and after 5 years, 72.9% (n = 6,397) of women, and 68.7% (n = 9,287) of men had experienced at least one. Discussion: Considering the strengths and limitations of our methods, our findings suggest that women experience complications and access most healthcare services sooner after diagnosis and more frequently than men. The identified sex differences extend the debate about phenotypical differences in PD between men and women.
Collapse
Affiliation(s)
- Floris Pieter Vlaanderen
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| | - Yvonne de Man
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| | - Jesse H Krijthe
- Institute for Computing and Information Sciences, Radboud University, Nijmegen, Netherlands
| | - Marit A C Tanke
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| | - A S Groenewoud
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| | - Patrick P T Jeurissen
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| | - Sabine Oertelt-Prigione
- Radboud University Medical Center, Department of Primary and Community Care, Nijmegen, Netherlands
| | - Marten Munneke
- Department of Neurology, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, Netherlands
| | - Bastiaan R Bloem
- Department of Neurology, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, Netherlands
| | - Marjan J Meinders
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Institute for Quality of Healthcare, Nijmegen, Netherlands
| |
Collapse
|
27
|
San Luciano M, Wang C, Ortega RA, Giladi N, Marder K, Bressman S, Saunders-Pullman R. Sex differences in LRRK2 G2019S and idiopathic Parkinson's Disease. Ann Clin Transl Neurol 2017; 4:801-810. [PMID: 29159192 PMCID: PMC5682117 DOI: 10.1002/acn3.489] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Revised: 09/03/2017] [Accepted: 09/06/2017] [Indexed: 02/05/2023] Open
Abstract
Objective To evaluate sex differences and the relative effect of G2019S LRRK2 mutations in Parkinson's disease (PD). Methods 530 LRRK2 PD carriers and 759 noncarrier PD (idiopathic, IPD) evaluated as part of the Fox Foundation (MJFF) Consortium were included. All participants completed a study visit including information on clinical features, treatment, examination, and motor and nonmotor questionnaires. Clinical features were compared between men and women separately for IPD and LRRK2 PD; and features were compared between IPD and LRRK2 PD separately for men and women. Results Among IPD: men had higher levodopa equivalency dose (LED), worse activities of daily living and motoric severity but lower complications of therapy (UPDRS-IV). IPD women had higher olfaction and thermoregulatory scores and were more likely to report family history of PD. Among LRRK2 PD: Male predominance was not observed among G2019S LRRK2 cases. Women had worse UPDRS-IV but better olfaction. Among same sex:LRRK2 men and women had better olfaction than IPD counterparts. LRRK2 men demonstrated lower motor and higher cognitive, RBD and thermoregulation scores than IPD men and LRRK2 women had greater UDPRS-IV and rates of dyskinesia. Interpretation There were clinical differences between sexes with a more severe phenotype in IPD men and more complications of therapy in women. The more severe male phenotype was moderated by LRRK2, with LRRK2 men and women showing less diversity of phenotype. Our study supports that both genetics and sex drive phenotype, and thus trials in LRRK2 and IPD should consider gender stratification in design or analysis.
Collapse
Affiliation(s)
- Marta San Luciano
- Department of Neurology Mount Sinai Beth Israel Medical Center New York New York.,Department of Neurology University of California San Francisco San Francisco California
| | - Cuiling Wang
- Department of Epidemiology and Population Health Albert Einstein College of Medicine Bronx New York
| | - Roberto A Ortega
- Department of Neurology Mount Sinai Beth Israel Medical Center New York New York
| | - Nir Giladi
- Movement Disorders Unit Neurological Institute Tel Aviv Medical Center Sackler School of Medicine Sagol School of Neuroscience Tel Aviv University Tel Aviv Israel
| | - Karen Marder
- Department of Neurology Columbia University New York New York
| | - Susan Bressman
- Department of Neurology Mount Sinai Beth Israel Medical Center New York New York.,Department of Neurology Albert Einstein College of Medicine Bronx New York.,Department of Neurology Icahn School of Medicine at Mount Sinai New York New York
| | - Rachel Saunders-Pullman
- Department of Neurology Mount Sinai Beth Israel Medical Center New York New York.,Department of Neurology Albert Einstein College of Medicine Bronx New York.,Department of Neurology Icahn School of Medicine at Mount Sinai New York New York
| | | |
Collapse
|
28
|
Saadi A, Himmelstein DU, Woolhandler S, Mejia NI. Racial disparities in neurologic health care access and utilization in the United States. Neurology 2017; 88:2268-2275. [PMID: 28515272 DOI: 10.1212/wnl.0000000000004025] [Citation(s) in RCA: 183] [Impact Index Per Article: 26.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2016] [Accepted: 03/22/2017] [Indexed: 12/31/2022] Open
Abstract
OBJECTIVE To evaluate racial and ethnic differences in the utilization of neurologic care across a wide range of neurologic conditions in the United States. METHODS We analyzed nationally representative data from the 2006-2013 Medical Expenditure Panel Survey (MEPS), including information on demographics, patient-reported health conditions, neurology visit rates, and costs. Using diagnostic codes, we identified persons with any self-identified neurologic disorder except back pain, as well as 5 subgroups (Parkinson disease, multiple sclerosis, headache, cerebrovascular disease, and epilepsy). To assess disparities in neurologic care utilization, we performed logistic regression analyses of outpatient department neurologic care visit rates and expenditures for each racial ethnic group controlling for age, sex, health status, socioeconomic characteristics, and geographic region of care. RESULTS Of the 279,103 MEPS respondents, 16,936 (6%) self-reported a neurologic condition; 5,890 (2%) received a total of 13,685 outpatient neurology visits. Black participants were nearly 30% less likely to see an outpatient neurologist (odds ratio [OR] 0.72, confidence interval [CI] 0.64-0.81) relative to their white counterparts, even after adjustment for demographic, insurance, and health status differences. Hispanic participants were 40% less likely to see an outpatient neurologist (OR 0.61, CI 0.54-0.69). Among participants with known neurologic conditions, blacks were more likely to be cared for in the emergency department, to have more hospital stays, and to have higher per capita inpatient expenditures than their white counterparts. CONCLUSIONS Our findings highlight racial and ethnic inequalities in the utilization of neurologic care in the United States.
Collapse
Affiliation(s)
- Altaf Saadi
- From Partners Neurology Residency Program (A.S.), Massachusetts General Hospital and Brigham and Woman's Hospital; Harvard Medical School (A.S., D.U.H., S.W., N.I.M.), Boston, MA; City University of New York at Hunter College (D.U.H., S.W.), New York; and Massachusetts General Hospital (N.I.M.), Boston.
| | - David U Himmelstein
- From Partners Neurology Residency Program (A.S.), Massachusetts General Hospital and Brigham and Woman's Hospital; Harvard Medical School (A.S., D.U.H., S.W., N.I.M.), Boston, MA; City University of New York at Hunter College (D.U.H., S.W.), New York; and Massachusetts General Hospital (N.I.M.), Boston
| | - Steffie Woolhandler
- From Partners Neurology Residency Program (A.S.), Massachusetts General Hospital and Brigham and Woman's Hospital; Harvard Medical School (A.S., D.U.H., S.W., N.I.M.), Boston, MA; City University of New York at Hunter College (D.U.H., S.W.), New York; and Massachusetts General Hospital (N.I.M.), Boston
| | - Nicte I Mejia
- From Partners Neurology Residency Program (A.S.), Massachusetts General Hospital and Brigham and Woman's Hospital; Harvard Medical School (A.S., D.U.H., S.W., N.I.M.), Boston, MA; City University of New York at Hunter College (D.U.H., S.W.), New York; and Massachusetts General Hospital (N.I.M.), Boston
| |
Collapse
|
29
|
Picillo M, Nicoletti A, Fetoni V, Garavaglia B, Barone P, Pellecchia MT. The relevance of gender in Parkinson’s disease: a review. J Neurol 2017; 264:1583-1607. [DOI: 10.1007/s00415-016-8384-9] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 12/21/2016] [Accepted: 12/22/2016] [Indexed: 10/20/2022]
|
30
|
Warren E, Eccles F, Travers V, Simpson J. The experience of being diagnosed with Parkinson's disease. ACTA ACUST UNITED AC 2016. [DOI: 10.12968/bjnn.2016.12.6.288] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Emma Warren
- Division of Health Research, Lancaster University
| | - Fiona Eccles
- Division of Health Research, Lancaster University
| | - Vicky Travers
- University Hospitals of Morecambe Bay Trust, Lancaster
| | | |
Collapse
|
31
|
Malek N, Swallow DMA, Grosset KA, Lawton MA, Marrinan SL, Lehn AC, Bresner C, Bajaj N, Barker RA, Ben-Shlomo Y, Burn DJ, Foltynie T, Hardy J, Morris HR, Williams NM, Wood N, Grosset DG. Tracking Parkinson's: Study Design and Baseline Patient Data. JOURNAL OF PARKINSONS DISEASE 2016; 5:947-59. [PMID: 26485428 PMCID: PMC4927877 DOI: 10.3233/jpd-150662] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Background: There is wide variation in the phenotypic expression of Parkinson’s disease (PD), which is driven by both genetic and epidemiological influences. Objectives: To define and explain variation in the clinical phenotype of PD, in relation to genotypic variation. Methods: Tracking Parkinson’s is a multicentre prospective longitudinal epidemiologic and biomarker study of PD. Patients attending specialist clinics in the United Kingdom with recent onset (<3.5 years) and young onset (diagnosed <50 years of age) PD were enrolled. Motor, non-motor and quality of life assessments were performed using validated scales. Cases are followed up 6 monthly up to 4.5 years for recent onset PD, and up to 1 year for young onset PD. We present here baseline clinical data from this large and demographically representative cohort. Results: 2247 PD cases were recruited (1987 recent onset, 260 young onset). Recent onset cases had a mean (standard deviation, SD) age of 67.6 years (9.3) at study entry, 65.7% males, with disease duration 1.3 years (0.9), MDS-UPDRS 3 scores 22.9 (12.3), LEDD 295 mg/day (211) and PDQ-8 score 5.9 (4.8). Young onset cases were 53.5 years old (7.8) at study entry, 66.9% male, with disease duration 10.2 years (6.7), MDS-UPDRS 3 scores 27.4 (15.3), LEDD 926 mg/day (567) and PDQ-8 score 11.6 (6.1). Conclusions: We have established a large clinical PD cohort, consisting of young onset and recent onset cases, which is designed to evaluate variation in clinical expression, in relation to genetic influences, and which offers a platform for future imaging and biomarker research.
Collapse
Affiliation(s)
- Naveed Malek
- Department of Neurology, Institute of Neurological Sciences, Southern General Hospital, Glasgow, UK
| | - Diane M A Swallow
- Department of Neurology, Institute of Neurological Sciences, Southern General Hospital, Glasgow, UK
| | - Katherine A Grosset
- Department of Neurology, Institute of Neurological Sciences, Southern General Hospital, Glasgow, UK
| | - Michael A Lawton
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Sarah L Marrinan
- Institute of Neuroscience, University of Newcastle, Newcastle upon Tyne, UK
| | - Alexander C Lehn
- Institute of Neuroscience, University of Newcastle, Newcastle upon Tyne, UK
| | - Catherine Bresner
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Nin Bajaj
- Department of Neurology, Queen's Medical Centre, Nottingham, UK
| | - Roger A Barker
- Department of Clinical Neurosciences, John van Geest Centre for Brain Repair, Cambridge, UK
| | - Yoav Ben-Shlomo
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - David J Burn
- Institute of Neuroscience, University of Newcastle, Newcastle upon Tyne, UK
| | - Thomas Foltynie
- Sobell Department of Motor Neuroscience, UCL Institute of Neurology, London, UK
| | - John Hardy
- Reta Lila Weston Laboratories, Dept of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Huw R Morris
- Department of Clinical Neuroscience, UCL Institute of Neurology, London, UK
| | - Nigel M Williams
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Nicholas Wood
- Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
| | - Donald G Grosset
- Department of Neurology, Institute of Neurological Sciences, Southern General Hospital, Glasgow, UK
| | | |
Collapse
|
32
|
Moisan F, Kab S, Mohamed F, Canonico M, Le Guern M, Quintin C, Carcaillon L, Nicolau J, Duport N, Singh-Manoux A, Boussac-Zarebska M, Elbaz A. Parkinson disease male-to-female ratios increase with age: French nationwide study and meta-analysis. J Neurol Neurosurg Psychiatry 2016; 87:952-7. [PMID: 26701996 PMCID: PMC5013115 DOI: 10.1136/jnnp-2015-312283] [Citation(s) in RCA: 145] [Impact Index Per Article: 18.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 11/15/2015] [Indexed: 11/30/2022]
Abstract
BACKGROUND Parkinson's disease (PD) is 1.5 times more frequent in men than women. Whether age modifies this ratio is unclear. We examined whether male-to-female (M-F) ratios change with age through a French nationwide prevalence/incidence study (2010) and a meta-analysis of incidence studies. METHODS We used French national drug claims databases to identify PD cases using a validated algorithm. We computed M-F prevalence/incidence ratios overall and by age using Poisson regression. Ratios were regressed on age to estimate their annual change. We identified all PD incidence studies with age/sex-specific data, and performed a meta-analysis of M-F ratios. RESULTS On the basis of 149 672 prevalent (50% women) and 25 438 incident (49% women) cases, age-standardised rates were higher in men (prevalence=2.865/1000; incidence=0.490/1000 person-years) than women (prevalence=1.934/1000; incidence=0.328/1000 person-years). The overall M-F ratio was 1.48 for prevalence and 1.49 for incidence. Prevalence and incidence M-F ratios increased by 0.05 and 0.14, respectively, per 10 years of age. Incidence was similar in men and women under 50 years (M-F ratio <1.2, p>0.20), and over 1.6 (p<0.001) times higher in men than women above 80 years (p trend <0.001). A meta-analysis of 22 incidence studies (14 126 cases, 46% women) confirmed that M- F ratios increased with age (0.26 per 10 years, p trend=0.005). CONCLUSIONS Age-increasing M-F ratios suggest that PD aetiology changes with age. Sex-related risk/protective factors may play a different role across the continuum of age at onset. This finding may inform aetiological PD research.
Collapse
Affiliation(s)
- Frédéric Moisan
- Département santé travail, Institut de veille sanitaire (InVS), Saint-Maurice, France
| | - Sofiane Kab
- Département santé travail, Institut de veille sanitaire (InVS), Saint-Maurice, France Department of Epidemiology of ageing and age related diseases, INSERM, Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, UMRS 1018, Villejuif, France
| | - Fatima Mohamed
- Department of Epidemiology of ageing and age related diseases, INSERM, Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, UMRS 1018, Villejuif, France
| | - Marianne Canonico
- Department of Epidemiology of ageing and age related diseases, INSERM, Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, UMRS 1018, Villejuif, France
| | - Morgane Le Guern
- Département santé travail, Institut de veille sanitaire (InVS), Saint-Maurice, France
| | - Cécile Quintin
- Département des maladies chroniques et des traumatismes, Institut de veille sanitaire (InVS), Saint-Maurice, France
| | - Laure Carcaillon
- Département des maladies chroniques et des traumatismes, Institut de veille sanitaire (InVS), Saint-Maurice, France
| | - Javier Nicolau
- Institut de veille sanitaire (InVS), Direction scientifique et de la qualité, Saint-Maurice, France
| | - Nicolas Duport
- Département des maladies chroniques et des traumatismes, Institut de veille sanitaire (InVS), Saint-Maurice, France
| | - Archana Singh-Manoux
- Department of Epidemiology of ageing and age related diseases, INSERM, Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, UMRS 1018, Villejuif, France
| | | | - Alexis Elbaz
- Département santé travail, Institut de veille sanitaire (InVS), Saint-Maurice, France Department of Epidemiology of ageing and age related diseases, INSERM, Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, UMRS 1018, Villejuif, France
| |
Collapse
|
33
|
Dahodwala N, Pei Q, Schmidt P. Sex Differences in the Clinical Progression of Parkinson's Disease. J Obstet Gynecol Neonatal Nurs 2016; 45:749-56. [PMID: 27444842 DOI: 10.1016/j.jogn.2016.05.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2016] [Indexed: 10/21/2022] Open
Abstract
OBJECTIVE To describe characteristics of Parkinson's disease by sex and determine if differences in disease progression exist. DESIGN Longitudinal, observational study. SETTING Twenty-one National Parkinson Foundation Centers of Excellence. PARTICIPANTS People (N = 4,679; 63% men and 37% women) with idiopathic Parkinson's disease. METHODS Demographic and clinical data at enrollment and after 1 year were collected. We defined progression as a 1-year change in the following functional health outcome measures: (a) health-related quality of life (Parkinson's Disease Questionnaire-39), (b) Timed Up and Go test, (c) cognitive function, and (d) number of medications. We compared baseline characteristics between men and women. Then, linear regression models were built to assess the independent contribution of sex to progression. RESULTS At baseline, women were significantly more likely to be older and have greater disease severity and more comorbidities than men despite similar duration of disease. This finding corresponded to worse function as assessed by the Parkinson's Disease Questionnaire-39 and Timed Up and Go test but not to number of medications and cognitive function. After 1 year, declines across all functional measures except delayed recall occurred. No significant changes in Parkinson's Disease Questionnaire-39, Timed Up and Go, number of medications, or verbal fluency between men and women occurred. Women had a more significant improvement in delayed recall than men. CONCLUSION Numerous small baseline differences occurred between men and women with PD, although differences in markers of progression were few. Findings suggest that clinical manifestations and prognosis appear similar by sex under the same treatment conditions.
Collapse
|
34
|
Chhabra ST, Masson S, Kaur T, Gupta R, Sharma S, Goyal A, Singh B, Tandon R, Aslam N, Mohan B, Wander GS. Gender bias in cardiovascular healthcare of a tertiary care centre of North India. HEART ASIA 2016; 8:42-5. [PMID: 27326231 DOI: 10.1136/heartasia-2015-010710] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 02/17/2016] [Accepted: 02/18/2016] [Indexed: 11/04/2022]
Abstract
OBJECTIVES To analyse the gender bias in paediatric patients referred for free cardiac treatment as part of School Health Programme at a tertiary care centre in North India. METHODS A total of 537 children were referred for further management of congenital heart disease or rheumatic heart disease. Of these, 519 underwent cardiac intervention, and the data from their records were analysed retrospectively to determine any gender disparity in the utilisation of cardiac surgery. RESULTS Of the 519 children studied, only 195 (37.6%) were girls, while the remaining 324 (62.4%) were boys (male-to-female ratio of 1.66:1, p<0.0001), indicating a large gender divide. Gender bias was found to be prevalent across all the age groups irrespective of the type of cardiac ailment. Moreover, no statistically significant difference was found between the urban and rural populations (male-to-female ratio of 1.64:1 in rural and 1.71:1 in urban populations; p=0.823) in terms of gender disparity. CONCLUSIONS Significant gender discrepancies exist in healthcare-seeking behaviour of patients in North India despite the provision of free cardiac treatment. An equal prevalence of gender bias in urban and rural communities points towards deep-rooted social norms beyond just the economic constraints. Healthcare policies ensuring equal treatment of male and female children should be promulgated to ensure a complete eradication of this social evil.
Collapse
Affiliation(s)
- Shibba Takkar Chhabra
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Sarbjit Masson
- Interns in Department of Cardiology at Dayanand Medical College & Hospital , Ludhiana, Punjab , India
| | - Tripat Kaur
- Interns in Department of Cardiology at Dayanand Medical College & Hospital , Ludhiana, Punjab , India
| | - Rajiv Gupta
- Department of Cardiovascular and Thoracic Surgery , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Sarit Sharma
- Department of Community Medicine , Dayanand Medical College & Hospital , Ludhiana, Punjab , India
| | - Abishek Goyal
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Bhupinder Singh
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Rohit Tandon
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Naved Aslam
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Bishav Mohan
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| | - Gurpreet Singh Wander
- Department of Cardiology , Dayanand Medical College & Hospital-Unit Hero DMC Heart Institute , Ludhiana, Punjab , India
| |
Collapse
|
35
|
Augustine EF, Pérez A, Dhall R, Umeh CC, Videnovic A, Cambi F, Wills AMA, Elm JJ, Zweig RM, Shulman LM, Nance MA, Bainbridge J, Suchowersky O. Sex Differences in Clinical Features of Early, Treated Parkinson's Disease. PLoS One 2015; 10:e0133002. [PMID: 26171861 PMCID: PMC4501841 DOI: 10.1371/journal.pone.0133002] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Accepted: 06/22/2015] [Indexed: 11/23/2022] Open
Abstract
Introduction To improve our understanding of sex differences in the clinical characteristics of Parkinson’s Disease, we sought to examine differences in the clinical features and disease severity of men and women with early treated Parkinson’s Disease (PD) enrolled in a large-scale clinical trial. Methods Analysis was performed of baseline data from the National Institutes of Health Exploratory Trials in Parkinson’s Disease (NET-PD) Long-term Study-1, a randomized, multi-center, double-blind, placebo-controlled study of 10 grams of oral creatine/day in individuals with early, treated PD. We compared mean age at symptom onset, age at PD diagnosis, and age at randomization between men and women using t-test statistics. Sex differences in clinical features were evaluated, including: symptoms at diagnosis (motor) and symptoms at randomization (motor, non-motor, and daily functioning). Results 1,741 participants were enrolled (62.5% male). No differences were detected in mean age at PD onset, age at PD diagnosis, age at randomization, motor symptoms, or daily functioning between men and women. Differences in non-motor symptoms were observed, with women demonstrating better performance compared to men on SCOPA-COG (Z = 5.064, p<0.0001) and Symbol Digit Modality measures (Z = 5.221, p<0.0001). Conclusions Overall, men and women did not demonstrate differences in clinical motor features early in the course of PD. However, the differences observed in non-motor cognitive symptoms suggests further assessment of the influence of sex on non-motor symptoms in later stages of PD is warranted.
Collapse
Affiliation(s)
- Erika F. Augustine
- Department of Neurology, University of Rochester Medical Center, Rochester, NY, United States of America
- * E-mail:
| | - Adriana Pérez
- The University of Texas School of Public Health, Austin, TX, United States of America
| | - Rohit Dhall
- Barrow Neurological Institute, Phoenix, AZ, United States of America
| | - Chizoba C. Umeh
- Department of Neurology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States of America
| | - Aleksandar Videnovic
- Neurological Clinical Research Institute, Massachusetts General Hospital, Boston, MA, United States of America
| | - Franca Cambi
- Department of Neurology, University of Kentucky, Lexington, KY, United States of America
| | - Anne-Marie A. Wills
- Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States of America
| | - Jordan J. Elm
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, United States of America
| | - Richard M. Zweig
- Louisiana State University Health Sciences Center, Shreveport, LA, United States of America
| | - Lisa M. Shulman
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, United States of America
| | - Martha A. Nance
- Struthers Parkinson’s Center, Minneapolis, MN, United States of America
| | - Jacquelyn Bainbridge
- University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Aurora, CO, United States of America
| | - Oksana Suchowersky
- Department of Medicine, University of Alberta, Edmonton, AB, Canada
- Department of Medical Genetics, University of Alberta, Edmonton, AB, Canada
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| |
Collapse
|
36
|
Plouvier AOA, Olde Hartman TC, Boots LPW, Bloem BR, van Weel C, Lagro-Janssen ALM. Time intervals in diagnosing Parkinson's disease: The patients' views. PATIENT EDUCATION AND COUNSELING 2015; 98:777-782. [PMID: 25770049 DOI: 10.1016/j.pec.2015.02.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 12/22/2014] [Accepted: 02/07/2015] [Indexed: 06/04/2023]
Abstract
OBJECTIVE To explore patients' views on their pathway to the diagnosis of Parkinson's disease (PD). METHODS A qualitative study of 52 essays written by patients with PD, using comparative content analysis. RESULTS Patients divide their diagnostic pathway into three time intervals: recognition of the symptoms; the decision to seek help; and the process of diagnosing PD. Patients have difficulties recognizing the prodromal symptoms of PD (their knowledge is based on public figures with advanced PD) and mention their general practitioners do as well. The decision to seek help is influenced by the patient's attitude toward health care and by their significant others. More than half of the patients believe their diagnosis was delayed. However, the majority of all patients are satisfied with their diagnostic trajectory. CONCLUSION The pathway to diagnosing PD is an iterative process influenced by patient-, health care provider- and disease-related factors. Despite possible delay in diagnosis, patients are content with their pathway. PRACTICE IMPLICATIONS In order to facilitate earlier diagnosis and timely therapeutic intervention (in particular with regard to future possibilities for disease modifying therapy), effort is required to increase the recognition of prodromal symptoms of PD by patients, their significant others and health care providers.
Collapse
Affiliation(s)
- Annette O A Plouvier
- Department of Primary and Community Care, Radboud university medical center Nijmegen, The Netherlands.
| | - Tim C Olde Hartman
- Department of Primary and Community Care, Radboud university medical center Nijmegen, The Netherlands
| | - Leontien P W Boots
- Department of Primary and Community Care, Radboud university medical center Nijmegen, The Netherlands
| | - Bastiaan R Bloem
- Department of Neurology and Parkinson Centre Nijmegen, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center Nijmegen, The Netherlands
| | - Chris van Weel
- Department of Primary and Community Care, Radboud university medical center Nijmegen, The Netherlands; Australian Primary Health Care Research Institute, Australian National University, Canberra, Australia
| | - Antoine L M Lagro-Janssen
- Department of Primary and Community Care, Radboud university medical center Nijmegen, The Netherlands
| |
Collapse
|
37
|
Liu R, Umbach DM, Peddada SD, Xu Z, Tröster AI, Huang X, Chen H. Potential sex differences in nonmotor symptoms in early drug-naive Parkinson disease. Neurology 2015; 84:2107-15. [PMID: 25925983 DOI: 10.1212/wnl.0000000000001609] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2014] [Accepted: 01/06/2015] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To examine potential sex differences in nonmotor symptoms (NMS) among drug-naive patients with Parkinson disease (PD), and to identify NMS that can best differentiate patients with early PD from controls. METHODS Our cross-sectional analysis included 414 newly diagnosed, untreated patients with PD (269 men and 145 women) and 188 healthy controls (121 men and 67 women) in the Parkinson's Progression Markers Initiative Study. NMS were measured using well-validated instruments covering sleep, olfactory, neurobehavioral, autonomic, and neuropsychological domains. RESULTS Male and female patients with PD were fairly comparable on motor presentations but differed on several nonmotor features. Male patients with PD had significantly more pronounced deficits in olfaction (p = 0.02) and in certain cognitive measurements (all p < 0.01) than female patients, whereas female cases experienced higher trait anxiety (p = 0.02). Multiple stepwise logistic regression analysis showed that the combination of NMS measures-University of Pennsylvania Smell Identification Test (UPSIT), Montreal Cognitive Assessment (MoCA), Scales for Outcomes in Parkinson's Disease-Autonomic (SCOPA-AUT), and state anxiety from the State-Trait Anxiety Inventory-effectively differentiated patients with PD from controls with an area under the receiver operating characteristic curve (AUC) of 0.913 (95% confidence interval [CI]: 0.89-0.94). UPSIT, MoCA, and SCOPA-AUT were the most predictive NMS measurements in men (AUC = 0.919; 95% CI: 0.89-0.95) as compared to UPSIT, MoCA, and REM Sleep Behavior Disorder Screening Questionnaire in women (AUC = 0.903; 95% CI: 0.86-0.95). CONCLUSIONS Our analysis revealed notable sex differences in several nonmotor features of patients with de novo PD. Furthermore, we found a parsimonious NMS combination that could effectively differentiate de novo cases from healthy controls.
Collapse
Affiliation(s)
- Rui Liu
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA.
| | - David M Umbach
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| | - Shyamal D Peddada
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| | - Zongli Xu
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| | - Alexander I Tröster
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| | - Xuemei Huang
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| | - Honglei Chen
- From the Epidemiology Branch (R.L., Z.X., H.C.) and Biostatistics and Computational Biology Branch (D.M.U., S.D.P.) of the National Institute of Environmental Health Sciences, Research Triangle Park, NC; Barrow Neurological Institute (A.I.T.), Phoenix, AZ; Department of Neurology (X.H.), Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA
| |
Collapse
|
38
|
Genetic risk loci for Parkinson's disease: Moving from state to trait? Mov Disord 2015; 30:747-9. [DOI: 10.1002/mds.26246] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Revised: 03/23/2015] [Accepted: 03/26/2015] [Indexed: 02/06/2023] Open
|
39
|
Marras C, Saunders-Pullman R. The complexities of hormonal influences and risk of Parkinson's disease. Mov Disord 2014; 29:845-8. [PMID: 24789470 DOI: 10.1002/mds.25891] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2014] [Accepted: 03/10/2014] [Indexed: 11/07/2022] Open
Affiliation(s)
- Connie Marras
- Morton and Gloria Shulman Movement Disorders Centre and the Edmond J. Safra Program in Parkinson's disease, Toronto Western Hospital, University of Toronto, Toronto, Canada
| | | |
Collapse
|
40
|
Abstract
Gender-based discrimination is reported across the spectrum of paediatric healthcare including emergency, inpatient, outpatient and preventive care and is mostly reported from South Asia and China with sporadic reports from Africa and South America. Biases against young girls have been documented even in immunisation percentage, home food allocation, seeking medical care for childhood ailments and percentage of household healthcare expenditures allocated to them. Such gender discrimination in access to medical care is likely to have an influence on the overall health of female children. Over the last five decades, the under-5 sex ratios are worsening in India with declining number of girls. Deliberate parental neglect of girls' essential and life-saving medical care is also an important contributing factor apart from sex-selective abortions to the declining gender ratios. Corrective measures and focused action are needed.
Collapse
Affiliation(s)
- Rohan Khera
- Department of Internal Medicine, University of Iowa Roy J. and Lucille A. Carver College of Medicine, , Iowa City, USA
| | | | | | | |
Collapse
|
41
|
Cordesse V, Jametal T, Guy C, Lefebvre S, Roussel M, Ruggeri J, Schimmel P, Holstein J, Meininger V. [Analysis of clinical pathway in changing and disabling neurological diseases]. Rev Neurol (Paris) 2013; 169:476-84. [PMID: 23623808 DOI: 10.1016/j.neurol.2012.12.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2012] [Revised: 11/12/2012] [Accepted: 12/05/2012] [Indexed: 12/13/2022]
Abstract
Neurological diseases are characterized by the complexity of care and by a constant and changing disability. More and more frequently, their impact on the clinical pathway remains unknown. Seven postgraduate rehabilitation students (Master coordination du handicap, université Pierre-et-Marie-Curie, Paris) reconstructed the clinical pathway of 123 patients with various neurological diseases: multiple sclerosis, Alzheimer disease, amyotrophic lateral sclerosis, spinal trauma, Parkinson disease and brain tumors. There was a significant correlation between disease duration and the number of specialists involved in care, the number of prescribed drugs and the number of short-term hospitalizations; there was no correlation with age. This result suggests that with time an increasing number of complications related to the initial neurological disease developed. Hospitalization in rehabilitation units was highly correlated with the degree of disability and also with the help received by the patients during the course of their disease. This result suggests that these hospitalizations were a direct consequence of burn out among relatives. General practitioners (GP) were highly involved only during the initial part of the pathway, and their involvement rapidly declined thereafter, suggesting a probable relation with the specificities and the complexity of care for neurological diseases which induces a progressive transfer of responsibilities from the GP to the hospital. Social care was always incomplete and occurred too late during the course of the disease. The feeling by the patients that their care pathway was chaotic was highly correlated with the quality of the information given to the patient at the time of the announcement of their disease. This study confirms that cares for neurological diseases is highly specific and that expert centers and coordination networks are in a key position to ensure an efficient care pathway.
Collapse
Affiliation(s)
- V Cordesse
- Réseau SLA Île-de-France, bâtiment clinique médicale, hôpital de la Salpêtrière, 47/83, boulevard de l'Hôpital, 75651 Paris cedex 13, France
| | | | | | | | | | | | | | | | | |
Collapse
|
42
|
Determinants of delayed diagnosis in Parkinson's disease. J Neurol 2013; 260:1978-81. [PMID: 23572347 DOI: 10.1007/s00415-013-6905-3] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2013] [Revised: 03/18/2013] [Accepted: 03/27/2013] [Indexed: 10/27/2022]
Abstract
The early and accurate diagnosis of Parkinson's disease (PD) is the first step towards optimal patient management. The aim of this study was to investigate the major determinants of delayed diagnosis in PD. We recruited a population-representative cohort of 239 newly-diagnosed PD patients who underwent clinical and neuropsychological evaluation. Non-parametric methods were used to define the factors associated with diagnostic delay. The median time from motor symptom onset to primary care physician (PCP) presentation was considerably longer than the time from PCP presentation to PD diagnosis (11 vs. 1 months). Male sex and presenting motor phenotype were independently associated with delayed PCP presentation on Cox regression analysis. Patients presenting with gait disturbance experienced the longest delay, whilst those presenting with tremor had the shortest. In summary, male sex and presenting motor phenotype are key determinants of delayed diagnosis in PD.
Collapse
|
43
|
Savica R, Grossardt BR, Bower JH, Ahlskog JE, Rocca WA. Risk factors for Parkinson's disease may differ in men and women: an exploratory study. Horm Behav 2013; 63:308-14. [PMID: 22687345 PMCID: PMC3477259 DOI: 10.1016/j.yhbeh.2012.05.013] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2012] [Revised: 04/13/2012] [Accepted: 05/31/2012] [Indexed: 11/24/2022]
Abstract
Although several environmental and genetic risk or protective factors have been associated with Parkinson's disease (PD), their interactions overall and in men and women separately remain unknown. We used the medical records-linkage system of the Rochester Epidemiology Project to identify 196 subjects who developed PD in Olmsted County, MN, from 1976 through 1995. Each incident case was matched by age (±1 year) and sex to a general population control. We considered the following 12 risk or protective factors: personal history of head trauma, pesticide use, immunologic diseases, anemia, hysterectomy (in women only), cigarette smoking, coffee consumption, and education; and family history of parkinsonism, essential tremor, dementia, or psychiatric disorders. We used recursive partitioning analyses to explore interactions overall and in men and women separately and used logistic regression analyses to test for interactions. In the overall group, we observed the independent effects of anemia, lack of coffee consumption (never vs. ever), and head trauma; however, the findings were different in men and women. In men, we observed the independent effects of lack of coffee consumption (never vs. ever), head trauma, and pesticide use, and a suggestive synergistic interaction between immunologic diseases and family history of dementia. By contrast, in women, anemia was the most important factor and we observed a suggestive synergistic interaction between anemia and higher education. Risk factors for PD and their interactions may differ in men and women.
Collapse
Affiliation(s)
- Rodolfo Savica
- Division of Epidemiology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
- Department of Neurology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
| | - Brandon R. Grossardt
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
| | - James H. Bower
- Department of Neurology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
| | - J. Eric Ahlskog
- Department of Neurology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
| | - Walter A. Rocca
- Division of Epidemiology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
- Department of Neurology, Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN, USA.
| |
Collapse
|
44
|
Shi HY, Hwang SL, Lee KT, Lin CL. Temporal trends and volume-outcome associations after traumatic brain injury: a 12-year study in Taiwan. J Neurosurg 2013; 118:732-8. [PMID: 23350773 DOI: 10.3171/2012.12.jns12693] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECT The purpose of this study was to evaluate temporal trends in traumatic brain injury (TBI); the impact of hospital volume and surgeon volume on length of stay (LOS), hospitalization cost, and in-hospital mortality rate; and to explore predictors of these outcomes in a nationwide population in Taiwan. METHODS This population-based patient cohort study retrospectively analyzed 16,956 patients who had received surgical treatment for TBI between 1998 and 2009. Bootstrap estimation was used to derive 95% confidence intervals for differences in effect sizes. Hierarchical linear regression models were used to predict outcomes. RESULTS Patients treated in very-high-volume hospitals were more responsive than those treated in low-volume hospitals in terms of LOS (-0.11; 95% CI -0.20 to -0.03) and hospitalization cost (-0.28; 95% CI -0.49 to -0.06). Patients treated by high-volume surgeons were also more responsive than those treated by low-volume surgeons in terms of LOS (-0.19; 95% CI -0.37 to -0.01) and hospitalization cost (-0.43; 95% CI -0.81 to -0.05). The mean LOS was 24.3 days and the average LOS for very-high-volume hospitals and surgeons was 61% and 64% shorter, respectively, than that for low-volume hospitals and surgeons. The mean hospitalization cost was US $7,292.10, and the average hospitalization cost for very-high-volume hospitals and surgeons was 19% and 22% lower, respectively, than that for low-volume hospitals and surgeons. Advanced age, male sex, high Charlson Comorbidity Index score, treatment in a low-volume hospital, and treatment by a low-volume surgeon were significantly associated with adverse outcomes (p < 0.001). CONCLUSIONS The data suggest that annual surgical volume is the key factor in surgical outcomes in patients with TBI. The results improve the understanding of medical resource allocation for this surgical procedure, and can help to formulate public health policies for optimizing hospital resource utilization for related diseases.
Collapse
Affiliation(s)
- Hon-Yi Shi
- Department of Health Care Administration and Medical Informatics, Kaohsiung Medical University, Kaohsiung, Taiwan, Republic of China
| | | | | | | |
Collapse
|
45
|
Li D, He Q, Li R, Xu X, Chen B, Xie A. Interleukin-10 promoter polymorphisms in Chinese patients with Parkinson's disease. Neurosci Lett 2012; 513:183-6. [PMID: 22387064 DOI: 10.1016/j.neulet.2012.02.033] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2011] [Revised: 02/05/2012] [Accepted: 02/12/2012] [Indexed: 10/28/2022]
Abstract
Interleukin-10 (IL-10), an important anti-inflammatory cytokine, may influence the risk for the development of onset of sparadic Parkinson's disease (PD) in the inflammatory process. In this study, two DNA polymorphisms at IL-10 gene promoter (-819 T/C and -592 A/C) were examined in 355 sporadic PD patients and 200 healthy controls in Han Chinese Population. For both polymorphisms, no significant difference in genotype or allele distribution was found between PD patients and the controls. For -819 T/C polymorphisms, there was significant difference in genotype distribution between EOPD (EOPD, <50 years of age) patients and each healthy-matched control subgroup (P=0.011), as well as between female PD patients and each healthy-matched control subgroup (P=0.024), For -592 A/C polymorphisms, there were no significant gender- and age-related differences in genotype distribution between PD patients and the controls subgroup. Results from our study revealed that the IL-10 promoter (-819 and -592) polymorphism is not a risk factor of sporadic Parkinson's disease, but the IL-10 promoter -819 polymorphism is a risk factor of EOPD and female PD patients in Han Chinese population.
Collapse
Affiliation(s)
- Dequan Li
- Department of Neurology, Affiliated Hospital of Medical College, Qingdao University, Qingdao, China
| | | | | | | | | | | |
Collapse
|