Differentiating Movement Disorders Using Smartwatch-Derived Motor Variability and Non-Motor Symptom Profiles

  • Abstract
  • References
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon
Take notes icon Take Notes

Background: Parkinson’s Disease (PD) is characterized by motor and non-motor symptoms that can overlap with other movement disorders, complicating accurate diagnosis and monitoring. Wearable technologies, such as smartwatches, offer continuous and objective assessment of motor function, but their clinical utility in multiclass classification and symptom prediction remains underexplored. This study aimed to determine whether smartwatch-derived motor features can distinguish idiopathic PD from other movement disorders and whether motor variability is associated with non-motor symptom burden in PD. Methods: We analyzed data from the Parkinson’s Disease Smartwatch (PADS) dataset ( N = 469), which includes accelerometer and gyroscope signals recorded during 20 standardized motor tasks. For each participant, mean and standard deviation values for each axis were averaged across tasks. Diagnostic group classification was assessed using multinomial logistic regression. Among individuals with idiopathic PD ( n = 276), linear regression evaluated associations between motor variability and total non-motor symptom scores from a 30-item questionnaire. Results: Motor variability features, particularly accelerometer Y-axis and gyroscope X-axis standard deviations, significantly differentiated diagnostic groups (pseudo R 2 = 0.068). Age, sex, and handedness also contributed. In the PD subgroup, higher accelerometer X and gyroscope X variability were associated with greater non-motor symptom burden, while greater stability in the mediolateral (Y) axis was linked to fewer symptoms (adjusted R 2 = 0.0081, p < 0.001). Conclusion: Smartwatch-derived motor variability features can modestly differentiate movement disorder diagnoses and are associated with non-motor symptom severity in PD. Our findings support the complementary use of wearable sensors in clinical assessment and remote monitoring. Our findings also lay the foundation for future integration of wearable-derived data into telemedicine workflows.

Similar Papers
  • Abstract
  • 10.1016/j.parkreldis.2017.11.040
The association of perceived stress and the frequency and severity of non-motor symptoms in Parkinson’s disease
  • Jan 1, 2018
  • Parkinsonism and Related Disorders
  • M Cusso + 4 more

The association of perceived stress and the frequency and severity of non-motor symptoms in Parkinson’s disease

  • Research Article
  • Cite Count Icon 54
  • 10.1017/cjn.2015.328
Parkinson Disease: The Relationship Between Non-motor Symptoms and Motor Phenotype
  • Dec 4, 2015
  • Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques
  • Fang Ba + 4 more

Parkinson disease (PD) presents with motor and non-motor symptoms (NMS). The NMS often precede the onset of motor symptoms, but may progress throughout the disease course. Tremor dominant, postural instability gait difficulty (PIGD), and indeterminate phenotypes can be distinguished using Unified PD Rating scales (UPDRS-III). We hypothesized that the PIGD phenotype would be more likely to develop NMS, and that the non-dopamine-responsive axial signs would correlate with NMS severity. We conducted a retrospective cross-sectional chart review to assess the relationship between NMS and PD motor phenotypes. PD patients were administered the NMS Questionnaire, the UPDRS-III, and the Mini-Mental State Examination score. The relationship between NMS burden and PD subtypes was examined using linear regression models. The prevalence of each NMS among difference PD motor subtypes was analyzed using chi-square test. PD patients with more advanced disease based on their UPDRS-III had higher NMS Questionnaire scores. The axial component of UPDRS-III correlated with higher NMS. There was no correlation between NMS and tremor scores. There was a significant correlation between PIGD score and higher NMS burden. PIGD group had higher prevalence in most NMS domains when compared with tremor dominant and indeterminate groups independent of disease duration and severity. NMS profile and severity vary according to motor phenotype. We conclude that in the PD population, patients with a PIGD phenotype who have more axial involvement, associated with advanced disease and poor motor response, have a higher risk for a higher NMS burden.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 28
  • 10.1155/2016/4370674
Nonmotor Features in Parkinson's Disease: What Are the Most Important Associated Factors?
  • Jan 1, 2016
  • Parkinson's Disease
  • Liis Kadastik-Eerme + 5 more

Introduction. The purpose of this study was to demonstrate the frequency and severity of nonmotor symptoms and their correlations with a wide range of demographic and clinical factors in a large cohort of patients with Parkinson's disease (PD). Methods. 268 PD patients were assessed using the validated Movement Disorders Society's Unified Parkinson's Disease Rating Scale (MDS-UPDRS), the Beck Depression Inventory (BDI), Parkinson's Disease Questionnaire (PDQ-39), the Hoehn and Yahr scale (HY), the Schwab and England Activities of Daily Living (SE-ADL) Scale, and the Minimental State Examination (MMSE). Results. Nonmotor symptoms had a strong positive relationship with depression and lower quality of life. Also, age, duration and severity of PD, cognitive impairment, daily dose, and duration of levodopa treatment correlated with the burden of nonmotor symptoms. Patients with postural instability and gait disorder (PIGD) dominance or with the presence of motor complications had higher MDS-UPDRS Part I scores expressing the load of nonmotor features, compared to participants with other disease subtypes or without motor complications. Conclusions. Though the severity of individual nonmotor symptoms was generally rated by PD patients as “mild” or less, we found a significant cumulative effect of nonmotor symptoms on patients' mood, daily activities, and quality of life.

  • Research Article
  • Cite Count Icon 1
  • 10.1111/psyg.13088
Relationship between increased serum neurofilament light chain and glial fibrillary acidic protein levels with non-motor symptoms in patients with Parkinson's disease.
  • Feb 9, 2024
  • Psychogeriatrics
  • Peixiao Yin + 8 more

This study set out to investigate the relationship between serum neurofilament light chain (NFL), glial fibrillary acidic protein (GFAP), and various non-motor symptoms (NMSs) in patients with Parkinson's disease (PD). The study included 37 healthy controls (HCs) and 51 PD patients. Clinical assessments of PD symptoms were conducted for all PD patients. The NMSS was utilised to evaluate the NMS burden (NMSB) in individuals. Based on the severity of NMSB, we further categorised the PD group into two subgroups: mild-moderate NMSB group and severe-very severe NMSB group. The amounts of NFL and GFAP in the serum were measured using an extremely sensitive single molecule array (Simoa) method. Statistical analyses were performed on the collected data using SPSS 26.0 and R (version 3.6.3). Serum GFAP and NFL levels in the PD group with severe-very severe NMSB were significantly higher than those in the mild-moderate NMSB group (GFAP: P < 0.007; NFL: P < 0.009). Serum NFL and GFAP levels had positive correlations with NMSS total scores (GFAP: r = 0.326, P = 0.020; NFL: r = 0.318, P = 0.023) and multiple subdomains. The relationship between the attention/memory domains of NMSS and NFL levels is significantly positive (r = 0.283, P = 0.044). Similarly, the mood/apathy domains of NMSS are also significantly positively correlated with GFAP levels (r = 0.441, P = 0.001). Patients with emotional problems or cognitive impairment had higher GFAP or NFL levels, respectively. Furthermore, it has been demonstrated that NMSs play a mediating role in the quality of life of patients with PD. Moreover, the combination of NFL and GFAP has proven to be more effective than using a single component in identifying PD patients with severe-very severe NMSB. The severity of NMSs in PD patients, particularly cognitive and emotional symptoms, was found to be associated with the levels of serum NFL and GFAP. This study marks the first attempt to examine the connection between NMSs of PD and the simultaneous identification of NFL and GFAP levels.

  • Research Article
  • Cite Count Icon 98
  • 10.1002/mds.23826
Do nonmotor symptoms in Parkinson's disease differ from normal aging?
  • Jun 9, 2011
  • Movement Disorders
  • Syam Krishnan + 3 more

Nonmotor symptoms in Parkinson's disease are frequent and affect health-related quality of life of patients. The severity and domains of nonmotor symptoms involved in Parkinson's disease and normal aging have not been compared before. We performed a prospective case-control study to assess the frequency and severity of nonmotor symptoms in patients with Parkinson's disease (n = 174) and age-matched normal controls (n = 128) using the Non-Motor Symptoms Scale. Nonmotor symptoms in Parkinson's disease were ubiquitous, more frequent, and more severe than in normal aging, particularly in women. Cardiovascular, mood/cognition, and perceptual problems/hallucinations domains were rarely involved in age-matched controls. Age had no effect and sex some influence on nonmotor symptoms in Parkinson's disease. In contrast, in controls, nonmotor symptoms increased with age, and sex had no effect. Nonmotor symptoms in Parkinson's disease differ from those in aging in frequency, severity, sex predilection, and domain involvement.

  • Research Article
  • 10.4103/aomd.aomd_42_24
Burden of non-motor symptoms in Parkinson’s disease and atypical parkinsonism syndromes: A single-center cross-sectional comparison study
  • Aug 14, 2024
  • Annals of Movement Disorders
  • Narendra Barad + 3 more

BACKGROUND: Non motor symptoms (NMS) in idiopathic Parkinson’s disease (IPD) and atypical Parkinsonism (APD), are common. There are very few Indian studies addressing the frequency and burden in APD. Hence, this study aimed to investigate the frequency and burden of NMS in Indian patients with APD, compared with IPD and controls. OBJECTIVES: 1) To examine the clinical characteristics and burden of NMS in patients with APD, 2) To compare the frequency, and burden of NMS between typical and atypical Parkinsonism. METHODS: The study had total 114 participants, with 42 APD, 44 IPD patients meeting the standard diagnostic criteria and 28 age and sex matched healthy controls. The Non-Motor Symptoms scale (NMSS) was used to assess the frequency and burden of non-motor symptoms associated with parkinsonian disorders. RESULTS: The frequency and burden of NMS, across all domains, are highest (p &lt; 0.05) in patients with atypical Parkinsonism compared to those with IPD and the control group. In the APD group, the most common NMS reported was sexual dysfunction (85%), followed by urinary urgency (72.5%), fatigue, lack of motivation, and nocturia (67.5%). The most common NMS reported in IPD patients were sexual dysfunction (81%), fatigue (70.45%), and constipation (68.18%). Restless legs symptoms were significantly more prevalent in the IPD group (p ≤ 0.05). The mean total NMS score was also significantly higher in APD patients (p ≤ 0.05). CONCLUSION: The frequency and burden of NMS, across all domains, are higher in patients with APD group.

  • Research Article
  • Cite Count Icon 6
  • 10.1097/wco.0000000000001075
Movement disorders in COVID-19 times: impact on care in movement disorders and Parkinson disease.
  • Jul 5, 2022
  • Current opinion in neurology
  • Sabrina Poonja + 2 more

The purpose of this review is to outline the impact of the COVID-19 pandemic on movement disorder holistic care, particularly in the care of people with Parkinson disease (PWP). As the pandemic unfolds, a flurry of literature was published regarding the impact of COVID-19 on people with Parkinson disease including the direct impact of infection, availability of ambulatory care, loss of community-based team care, and acceptability of telemedicine. COVID-19 has impacted the care of PWP in numerous ways. Recognizing infection in PWP poses challenges. Specific long-term complications, including emerging reports of long COVID syndrome is a growing concern. Caregivers and PWP have also been impacted by COVID-19 social isolation restrictions, with radical changes to the structure of social networks and support systems globally. In a matter of weeks, the global community saw an incredible uptake in telemedicine, which brought benefits and pitfalls. As PWP adapted to virtual platforms and the changing architecture of care delivery, the pandemic amplified many preexisting inequities amongst populations and countries, exposing a new 'digital divide'.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 20
  • 10.1155/2014/472157
Nonmotor Symptoms in a Malaysian Parkinson's Disease Population
  • Jan 1, 2014
  • Parkinson's Disease
  • Shahrul Azmin + 7 more

Background. The nonmotor symptoms are important determinants of health and quality of life in Parkinson's disease but are not well recognized and addressed in clinical practice. This study was conducted to determine the prevalence of nonmotor symptoms and their impact on quality of life in patients with Parkinson's disease. Methods. This was a cross-sectional study among patients with idiopathic Parkinson's disease. Exclusion criteria were a Mini Mental State Examination score of <21/30. Prevalence of nonmotor symptoms was determined using the NMSQuest. The severity of nonmotor symptoms and the quality of life were assessed using validated disease-specific questionnaires (PDQ-39 and NMSS). Results. A total of 113 patients consisting of 60 males and 53 females were recruited. The median duration of illness was 5.0 (2.0–8.0) years. The prevalence rate of nonmotor symptoms in our cohort was 97.3%. The most common reported nonmotor symptom in our cohort was gastrointestinal (76.1%). We found that the severity of the nonmotor symptoms was associated with poorer quality of life scores (rs: 0.727, P < 0.001). Conclusions. Nonmotor symptoms were highly prevalent in our patients with Parkinson's disease and adversely affected the quality of life of our patients. In contrast to western studies, the most common nonmotor symptom is gastrointestinal. The possibility of an Asian diet playing a role in this observation requires further study.

  • Research Article
  • Cite Count Icon 2
  • 10.1007/s00415-020-09708-4
Nonmotor symptoms of 820 Taiwanese patients with Parkinson’s disease: an exploratory-comparative study
  • Feb 5, 2020
  • Journal of Neurology
  • Yi-Chieh Chen + 7 more

Nonmotor symptoms (NMSs) severely affect the daily quality of life of patients with Parkinson's disease (PD). Although many studies have documented the clinical characteristics of NMSs in PD patients, some issues remain unaddressed. The severity and gender distribution of NMSs in Asian and the Western patients differ. The correlations between clinical characteristics and NMS manifestations remain unclear. We studied these relationships in a large cohort of Taiwanese PD patients. Patients with PD were recruited from the outpatient clinic of a tertiary medical center and evaluated with standardized assessment protocols, including the NonMotor Symptoms Scale (NMSS), Unified Parkinson's Disease Rating Scale (UPDRS), Hoehn and Yahr (H&Y) scale, Mini-Mental Status Examination, and Montreal Cognitive Assessment. Among 820 patients enrolled, 41.8% were female. The prevalence of the NMSs was 96.5%, with attention/memory (79.51%) being the most frequently involved domain. The mean severity score on the NMSS was 36.48 ± 34.30. Male patients reported higher NMS prevalence and severity than female patients, mostly in the gastrointestinal tract and urinary domains. We found that the severity of NMSs was correlated with disease duration, UPDRS Part III score, and H&Y stage. Although they exhibited similar NMS prevalence, Taiwanese PD patients reported less intense NMSs compared with those reported by Western patients. Furthermore, the NMS items our patients emphasized and gender discrepancies were distinct from those in Western studies.

  • Research Article
  • Cite Count Icon 19
  • 10.1159/000489311
Association between White Matter Lesions and Non-Motor Symptoms in Parkinson Disease
  • Jun 5, 2018
  • Neurodegenerative Diseases
  • Jeong-Yoon Lee + 7 more

Background: There are only few studies exploring the relationship between white matter lesions (WMLs) and non-motor symptoms in Parkinson disease (PD). This study aimed to investigate the association between WMLs and the severity of non-motor symptoms in PD. Methods: The severity of motor dysfunction, cognitive impairment, and non-motor symptoms was assessed by various scales in 105 PD patients. We used a visual semiquantitative rating scale and divided the subjects into four groups: no, mild, moderate, and severe WMLs. We compared the means of all scores between the four groups and analyzed the association between the severity of WMLs and the specific domain of non-motor symptoms. Results: The non-motor symptoms as assessed by the Non-Motor Symptoms Scale, Parkinson’s Disease Questionnaire (PDQ-39), Parkinson’s Disease Sleep Scale, Beck Depression Inventory (BDI), Beck Anxiety Inventory (BAI), Neuropsychiatric Inventory (NPI), and Parkinson Fatigue Scale (PFS) were significantly worse in the patients with moderate and severe WMLs than in those without WMLs. Compared with the no WML group, the scores for motor dysfunction were significantly higher in the mild, moderate, and severe WML groups. The scores for cognitive dysfunction were significantly higher in the patients with severe WMLs than in those without WMLs. The severity of WMLs showed linear associations with PFS, BDI, BAI, NPI, and PDQ-39 scores. The severity of WMLs also correlated linearly with scores for motor and cognitive dysfunction. Conclusions: Among the non-motor symptoms, fatigue, depression, anxiety, and quality of life were significantly affected by WMLs in PD. Confirmation of the possible role of WMLs in non-motor symptoms associated with PD in a prospective manner may be crucial not only for understanding non-motor symptoms but also for the development of treatment strategies.

  • Research Article
  • Cite Count Icon 28
  • 10.3233/jpd-201988
Serum Uric Acid Levels and Non-Motor Symptoms in Parkinson's Disease.
  • Jul 28, 2020
  • Journal of Parkinson's Disease
  • Daniel J Van Wamelen + 9 more

Previous studies have identified low serum uric acid (SUA) levels as a risk factor for the development of Parkinson's disease (PD). Prodromal PD mainly manifests as a complex of non-motor features, but the association between SUA levels and nonmotor symptoms (NMS) burden level in advanced PD patients is poorly studied. To determine the association between SUA levels and NMS in PD patients. Data were gathered from an open label, cross sectional, study with analysis of SUA levels in 87 PD patients and were correlated to NMS through the NMS scale (NMSS). In addition, we examined the possible relation between SUA and NMS burden levels and motor scores. There was a moderate negative association between SUA levels and NMSS total score (ρ= -0.379, p < 0.001). In line with this, we observed that higher NMS burden was associated with lower SUA levels (p < 0.001). Within individual NMSS domains, a moderate negative correlation was observed between SUA levels and the cardiovascular/falls (ρ= -0.285, p = 0.008), sleep/fatigue (ρ= -0.299, p = 0.005), and miscellaneous domains (ρ= -0.318, p = 0.003). In this observational study we observed that SUA levels were negatively associated to NMS burden in PD patients with a specific link to miscellaneous, sleep/fatigue and cardiovascular domains of the NMSS. Interestingly, we did not find a clear relation between SUA and motor scores. Future large-scale prospective studies in de novo and advanced PD are needed to evaluate and establish these associations.

  • Research Article
  • Cite Count Icon 6
  • 10.1097/jnn.0000000000000712
Associations of Nonmotor Symptom Burden, Activities of Daily Living, and Fear of Falling in Parkinson Disease.
  • Jun 19, 2023
  • Journal of Neuroscience Nursing
  • Feride Taskin Yilmaz + 3 more

BACKGROUND: Parkinson disease (PD), a neurodegenerative disease characterized by motor and nonmotor symptoms, can affect the daily activities of individuals. This study was conducted to determine nonmotor symptom burden in patients with PD and to reveal the relationship of nonmotor symptom burden with activities of daily living and fear of falling. METHODS: This cross-sectional and correlational study was carried out with 309 patients given a diagnosis of PD. The data were collected using a personal information form, the Non-Motor Symptoms Scale, the Katz Activities of Daily Living Scale, and the Fear of Falling Questionnaire. RESULTS: Whereas 70.2% of the patients had very high nonmotor symptom severity levels, 33.7% were semidependent or dependent in terms of performing their activities of daily living. The fear of falling was experienced by 32.7% of the patients. A statistically significant inverse relationship was found between the mean Non-Motor Symptoms Scale scores of the patients and their mean Katz Activities of Daily Living Scale and Fear of Falling Questionnaire scores (P < .05). Nonmotor symptom burden independently explained 66% of the total variance in the performance of activities of daily living and 69% of the total variance in fear of falling (P < .01). CONCLUSION: Nonmotor symptom burden in PD patients is a significant determinant for participation in activities of daily living and fear of falling. Nurses should approach patients with PD with a focus not only on assessing motor symptoms but also on assessing nonmotor symptoms.

  • Research Article
  • Cite Count Icon 304
  • 10.1016/j.parkreldis.2015.09.027
Non motor subtypes and Parkinson's disease
  • Sep 11, 2015
  • Parkinsonism &amp; Related Disorders
  • Anna Sauerbier + 3 more

Non motor subtypes and Parkinson's disease

  • Research Article
  • Cite Count Icon 7
  • 10.1007/s10072-022-06411-2
Gait performance and non-motor symptoms burden during dual-task condition in Parkinson's disease.
  • Sep 20, 2022
  • Neurological Sciences
  • Meimei Zhang + 5 more

Impaired gait is observed in patients with Parkinson's disease (PD) in both single-task (ST) and dual-task (DT) conditions. Non-motor symptoms (NMSs), another vital symptom future experienced along the PD disease trajectory, contribute to gait performance in PD. However, whether DT gait performance is indicative of NMS burden (NMSB) remains unknown. This study investigated correlation between NMS and DT gait performance and whether NMSB is reflected in the DT effects (DTEs) of gait parameters in PD. Thirty-three idiopathic PD participants were enrolled in this study; the median H-Y staging was 2.5. NMSB was assessed by Non-motor Symptoms Scale (NMSS). Spatiotemporal gait parameters under ST and DT conditions were evaluated by wearable sensors. Gait parameters under ST and DT conditions and DTEs of gait parameters were compared across NMSB groups. The associations between NMS and DTEs of gait parameters were analyzed by correlation analysis and linear regression models. Compared to PD patients with mild-moderate NMSB, the severe-very severe NMSB group showed slower gait speed and shorter stride length under both ST and DT conditions (p < 0.05). DT had significantly negative effect on gait parameters in PD patients, including gait speed, stride length, and gait cycle duration (p < 0.05). PD patients with mild-moderate NMSB showed larger DTEs of cadence and bilateral gait cycle duration (p < 0.05). DTEs of bilateral gait cycle duration and swing phase on the more affected (MA) side were significantly correlated with NMSS scores (∣rSp∣ ≥ 0.3, p < 0.05). Gait cycle duration on the less affected (LA) side explained 43% of the variance in NMSS scores, when accounting for demographic and clinical confounders (β = - 1.095 95% CI - 4.061 ~ - 0.058, p = 0.044; adjusted R2 = 0.434). DT gait performance could reflect NMSB in PD patients at early stage, and gait cycle duration is a valuable gait parameter to further investigate and to provide more evidence for PD management.

  • Research Article
  • Cite Count Icon 6
  • 10.4103/aian.aian_476_22
Neurogenic Supine Hypertension and Cardiovascular Autonomic Dysfunction in Patients with Parkinson's Disease
  • Nov 4, 2022
  • Annals of Indian Academy of Neurology
  • Sunil Kapoor + 5 more

Background:Natural history and disease progression in patients with Idiopathic Parkinson's Disease (PD) is quite heterogeneous. Autonomic dysfunction occurs commonly among Idiopathic PD patients. Heart rate variability and ambulatory blood pressure monitoring are used to assess cardiac autonomic dysfunction. The prevalence and magnitude of supine hypertension in Indian PD patients has not been studied to date. The present study aimed to record cardiovascular autonomic functions and supine hypertension in PD patients and to correlate them with the age of onset, duration and severity of the disease, and non-motor symptom burden.Material and Methods:The cross-sectional study involved 60 PD patients. Webster rating scale was used to determine the disease severity. Non-motor symptom burden was assessed using the Non-Motor Symptom Scale (NMSS). Ambulatory blood pressure monitoring and heart rate variability parameters determined cardiac autonomic function. Supine hypertension was defined as Systolic Blood Pressure (SBP) ≥150 mmHg and/or DBP ≥90 mmHg. Less than 10% decrease or even increase in blood pressure during the night were classified as non-dippers. Pearson coefficient was used appropriately to establish correlation. P ≤ 0.05 was considered significant.Results:Age of onset was 61.2 ± 8.7 years and duration of disease was 1.7 ± 1.1 years. Mean Webster and non-motor symptom scores were 12.7 ± 4.4 and 15.5 ± 8.0, respectively. About 50 patients (83%) were non-dipper, while 32 (53%) had supine hypertension. Low Frequency oscillations (LF) (r = 0.28), High Frequency oscillations (HF) (r = 0.29), Standard Deviation NN intervals (SDNN) (0.26), and Root Mean Squared Successive Differences of NN intervals (RMSSD) (r = 0.28) correlated significantly with non-motor symptoms scale. LF (r = −0.39), HF (r = −0.43), SDNN (−0.40), RMSSD (r = −0.41), NN50 (r = −0.38), PNN50 (r = −0.42), mean SBP (r = 0.26), and mean DBP (r = 0.33) correlated significantly with disease duration. PNN50 (r = −0.255), mean SBP (r = −0.29), and mean DBP (r = −0.27) correlated significantly with age at onset.Conclusion:Awareness regarding neurogenic supine hypertension is needed as it occurs commonly among Indian PD patients. Heart rate variability (HRV) parameters and ambulatory blood pressure are of significant help in the detection of early cardiovascular autonomic dysfunction and correlate significantly with disease duration and non-motor symptom burden among PD patients.

More from: Brain Science Advances
  • Research Article
  • 10.26599/bsa.2025.905001
Unraveling the Neurobiology of Grief: Insights into Brain and Behavior–Narrative Review
  • Jul 1, 2025
  • Brain Science Advances
  • Nikolaos Statharakos

  • Research Article
  • 10.26599/bsa.2025.9050002
Retinal Hemorrhage After Internal Carotid Artery Aneurysm Flow Diversion with Pipeline Vantage: A Case Report
  • Jul 1, 2025
  • Brain Science Advances
  • Raj G Saraiya + 5 more

  • Research Article
  • 10.26599/bsa.2025.905003
Differentiating Movement Disorders Using Smartwatch-Derived Motor Variability and Non-Motor Symptom Profiles
  • Jul 1, 2025
  • Brain Science Advances
  • Paula Abola + 1 more

  • Research Article
  • 10.26599/bsa.2025.905002
Retinal Hemorrhage After Internal Carotid Artery Aneurysm Flow Diversion with Pipeline Vantage: A Case Report
  • Jul 1, 2025
  • Brain Science Advances
  • Raj G Saraiya + 5 more

  • Research Article
  • 10.26599/bsa.2024.9050012
Neurobehavioural Changes and Oxidative Damage due to Aluminium Chloride-Induced Neurotoxicity in Adult Female Wistar Rats: Phoenix Dactylifera L. Fruit to the Rescue
  • Apr 1, 2025
  • Brain Science Advances
  • Oke Janet Olufunmilayo + 2 more

  • Research Article
  • 10.26599/bsa.2024.9050034
ComBat-Centiloid: A Calibration-Free Method for Quantifying Centiloid Values in Amyloid PET Imaging
  • Apr 1, 2025
  • Brain Science Advances
  • Tianhao Zhang + 2 more

  • Research Article
  • 10.26599/bsa.2024.905006
A theory on prefrontal dysfunction contributing to psychosis and other schizophrenia symptoms mediated by open potassium and hyperpolarization-activated cyclic nucleotide-gated channels
  • Apr 1, 2025
  • Brain Science Advances
  • Arthur Tainmont

  • Research Article
  • 10.26599/bsa.2024.9050026
Therapeutic Approaches in Movement Disorders: A Narrative Review
  • Apr 1, 2025
  • Brain Science Advances
  • Hashim Mohamed Siraj + 7 more

  • Research Article
  • 10.26599/bsa.2024.9050031
Gut-Brain Axis and a Systematic Approach to Alzheimer’s Disease Therapies
  • Jan 1, 2025
  • Brain Science Advances
  • Jinhe Li + 2 more

  • Open Access Icon
  • Research Article
  • 10.26599/bsa.2024.9050032
An overview of cohort studies in brain science research
  • Jan 1, 2025
  • Brain Science Advances
  • Xiu-Hong Meng

Save Icon
Up Arrow
Open/Close
  • Ask R Discovery Star icon
  • Chat PDF Star icon

AI summaries and top papers from 250M+ research sources.

Search IconWhat is the difference between bacteria and viruses?
Open In New Tab Icon
Search IconWhat is the function of the immune system?
Open In New Tab Icon
Search IconCan diabetes be passed down from one generation to the next?
Open In New Tab Icon