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result(s) for
"Francesca Morgante"
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A Clinically Interpretable Computer-Vision Based Method for Quantifying Gait in Parkinson’s Disease
by
Peng, Yuwei
,
Sibley, Krista
,
Morgante, Francesca
in
Bayes Theorem
,
Cameras
,
Clinical medicine
2021
Gait is a core motor function and is impaired in numerous neurological diseases, including Parkinson’s disease (PD). Treatment changes in PD are frequently driven by gait assessments in the clinic, commonly rated as part of the Movement Disorder Society (MDS) Unified PD Rating Scale (UPDRS) assessment (item 3.10). We proposed and evaluated a novel approach for estimating severity of gait impairment in Parkinson’s disease using a computer vision-based methodology. The system we developed can be used to obtain an estimate for a rating to catch potential errors, or to gain an initial rating in the absence of a trained clinician—for example, during remote home assessments. Videos (n=729) were collected as part of routine MDS-UPDRS gait assessments of Parkinson’s patients, and a deep learning library was used to extract body key-point coordinates for each frame. Data were recorded at five clinical sites using commercially available mobile phones or tablets, and had an associated severity rating from a trained clinician. Six features were calculated from time-series signals of the extracted key-points. These features characterized key aspects of the movement including speed (step frequency, estimated using a novel Gamma-Poisson Bayesian model), arm swing, postural control and smoothness (or roughness) of movement. An ordinal random forest classification model (with one class for each of the possible ratings) was trained and evaluated using 10-fold cross validation. Step frequency point estimates from the Bayesian model were highly correlated with manually labelled step frequencies of 606 video clips showing patients walking towards or away from the camera (Pearson’s r=0.80, p<0.001). Our classifier achieved a balanced accuracy of 50% (chance = 25%). Estimated UPDRS ratings were within one of the clinicians’ ratings in 95% of cases. There was a significant correlation between clinician labels and model estimates (Spearman’s ρ=0.52, p<0.001). We show how the interpretability of the feature values could be used by clinicians to support their decision-making and provide insight into the model’s objective UPDRS rating estimation. The severity of gait impairment in Parkinson’s disease can be estimated using a single patient video, recorded using a consumer mobile device and within standard clinical settings; i.e., videos were recorded in various hospital hallways and offices rather than gait laboratories. This approach can support clinicians during routine assessments by providing an objective rating (or second opinion), and has the potential to be used for remote home assessments, which would allow for more frequent monitoring.
Journal Article
The aperiodic exponent of subthalamic field potentials reflects excitation/inhibition balance in Parkinsonism
by
Morgante, Francesca
,
Mallet, Nicolas
,
Groppa, Sergiu
in
adaptive deep brain stimulation
,
Animals
,
aperiodic exponent
2023
Periodic features of neural time-series data, such as local field potentials (LFPs), are often quantified using power spectra. While the aperiodic exponent of spectra is typically disregarded, it is nevertheless modulated in a physiologically relevant manner and was recently hypothesised to reflect excitation/inhibition (E/I) balance in neuronal populations. Here, we used a cross-species in vivo electrophysiological approach to test the E/I hypothesis in the context of experimental and idiopathic Parkinsonism. We demonstrate in dopamine-depleted rats that aperiodic exponents and power at 30–100 Hz in subthalamic nucleus (STN) LFPs reflect defined changes in basal ganglia network activity; higher aperiodic exponents tally with lower levels of STN neuron firing and a balance tipped towards inhibition. Using STN-LFPs recorded from awake Parkinson’s patients, we show that higher exponents accompany dopaminergic medication and deep brain stimulation (DBS) of STN, consistent with untreated Parkinson’s manifesting as reduced inhibition and hyperactivity of STN. These results suggest that the aperiodic exponent of STN-LFPs in Parkinsonism reflects E/I balance and might be a candidate biomarker for adaptive DBS.
Journal Article
Facial Emotion Recognition and Expression in Parkinson’s Disease: An Emotional Mirror Mechanism?
by
Edwards, Mark J.
,
Fasano, Alfonso
,
Morgante, Francesca
in
Aged
,
Analysis of Variance
,
Authorship
2017
Parkinson's disease (PD) patients have impairment of facial expressivity (hypomimia) and difficulties in interpreting the emotional facial expressions produced by others, especially for aversive emotions. We aimed to evaluate the ability to produce facial emotional expressions and to recognize facial emotional expressions produced by others in a group of PD patients and a group of healthy participants in order to explore the relationship between these two abilities and any differences between the two groups of participants.
Twenty non-demented, non-depressed PD patients and twenty healthy participants (HC) matched for demographic characteristics were studied. The ability of recognizing emotional facial expressions was assessed with the Ekman 60-faces test (Emotion recognition task). Participants were video-recorded while posing facial expressions of 6 primary emotions (happiness, sadness, surprise, disgust, fear and anger). The most expressive pictures for each emotion were derived from the videos. Ten healthy raters were asked to look at the pictures displayed on a computer-screen in pseudo-random fashion and to identify the emotional label in a six-forced-choice response format (Emotion expressivity task). Reaction time (RT) and accuracy of responses were recorded. At the end of each trial the participant was asked to rate his/her confidence in his/her perceived accuracy of response.
For emotion recognition, PD reported lower score than HC for Ekman total score (p<0.001), and for single emotions sub-scores happiness, fear, anger, sadness (p<0.01) and surprise (p = 0.02). In the facial emotion expressivity task, PD and HC significantly differed in the total score (p = 0.05) and in the sub-scores for happiness, sadness, anger (all p<0.001). RT and the level of confidence showed significant differences between PD and HC for the same emotions. There was a significant positive correlation between the emotion facial recognition and expressivity in both groups; the correlation was even stronger when ranking emotions from the best recognized to the worst (R = 0.75, p = 0.004).
PD patients showed difficulties in recognizing emotional facial expressions produced by others and in posing facial emotional expressions compared to healthy subjects. The linear correlation between recognition and expression in both experimental groups suggests that the two mechanisms share a common system, which could be deteriorated in patients with PD. These results open new clinical and rehabilitation perspectives.
Journal Article
Functional neurological disorder is a feminist issue
by
Tijssen, Marina AJ
,
Gardiner, Paula
,
Finkelstein, Sara
in
Biomedical Research
,
Chronic fatigue syndrome
,
Conversion Disorder
2023
Functional neurological disorder (FND) is a common and disabling disorder, often misunderstood by clinicians. Although viewed sceptically by some, FND is a diagnosis that can be made accurately, based on positive clinical signs, with clinical features that have remained stable for over 100 years. Despite some progress in the last decade, people with FND continue to suffer subtle and overt forms of discrimination by clinicians, researchers and the public. There is abundant evidence that disorders perceived as primarily affecting women are neglected in healthcare and medical research, and the course of FND mirrors this neglect. We outline the reasons why FND is a feminist issue, incorporating historical and contemporary clinical, research and social perspectives. We call for parity for FND in medical education, research and clinical service development so that people affected by FND can receive the care they need.
Journal Article
Structured clinical diagnostic assessment reveals autism spectrum disorder in adults with functional neurological disorder
2025
Emerging evidence suggests a link between Autism Spectrum Disorder (ASD) and Functional Neurological Disorder (FND), underscoring the importance of considering neurodevelopmental traits in neurological care. This study examined the prevalence of clinically probable ASD (CP-ASD) in a specialist FND clinic and explored its associations with symptom presentation, mental health, alexithymia and interoceptive awareness. Sixteen consecutively recruited adults with FND underwent comprehensive ASD assessment, including self-report questionnaires (RAADS-R, AdAS Spectrum), observational interview (ADOS-IV), and evaluation against DSM-5 criteria. Additional validated psychometric measures assessed anxiety (GAD-7), depression (PHQ-9), dissociation (Cambridge Depersonalization Scale, CDS), alexithymia (TAS-20), camouflaging (CAT-Q), and interoceptive sensibility (MAIA-2). Half of the participants (
n
= 8) met criteria for CP-ASD. Compared with the non-CP-ASD group, the CP-ASD group had a younger age at symptom onset and a longer interval from onset to FND diagnosis. After correction for multiple comparisons, significant group differences remained for anxiety (GAD-7), dissociation (CDS), and camouflaging behaviours (CAT-Q total, Compensation, and Assimilation subscales). Several further differences reached uncorrected significance with large effect sizes, including alexithymia (TAS-20) and the MAIA-2 Not Worrying and Emotional Awareness subscales, but did not survive correction and should be considered exploratory. Among functional symptom types, only sensory symptoms differed, being more prevalent in the CP-ASD group (62.5% vs 12.5%, p =.021), while treatment response did not differ between groups. . These findings suggest that ASD may frequently co-exist with FND but remain under-recognised. Incorporating routine screening and neurodevelopmentally informed care could improve diagnostic accuracy and support more personalised interventions. Larger, adequately powered studies are needed to confirm these preliminary results and to clarify further the role of neurodevelopmental factors in the onset, persistence, and treatment response of FND.
Journal Article
Intravitreal Anti-VEGF Drugs and Signals of Dementia and Parkinson-Like Events: Analysis of the VigiBase Database of Spontaneous Reports
by
Sultana, Janet
,
Cutroneo, Paola Maria
,
Scondotto, Giulia
in
Alzheimer’s disease
,
Apoptosis
,
Bevacizumab
2020
Since vascular endothelial growth factor (VEGF) regulates several aspects of the central nervous system, particularly in dopaminergic neurons, VEGF inhibitors may be linked to Parkinson-like events and dementia, or variants of these diseases. Two recent case reports have found a potential link between intravitreal anti-VEGF use and Parkinson's disease (PD) and dementia.
To evaluate disproportionality in a large spontaneous reporting database concerning intravitreal anti-VEGF drugs and PD or dementia, and related conditions.
Using VigiBase, individual case safety reports (ICSRs) attributed to intravitreal ranibizumab, aflibercept, pegaptanib, and bevacizumab were identified from 2010 to 2016. Within Standardised Narrow Medical Dictionary for Regulatory Activities (MedDRA
) Queries (SMQs) for \"Parkinson-like events\" and \"Dementia,\" suspected events were identified using preferred terms (PTs). The Proportional Reporting Ratio (PRR) was estimated with the lower 95% confidence intervals (CIs) for all drug-event pairs with ≥3 suspected events. The vigiGrade completeness score was reported for the ICSRs. The analyses were repeated, including only persons aged 65 and over.
Out of 18.9 million ICSRs, 7,945 (0.004%) concerned intravitreal anti-VEGF drugs. Of these, 27 (0.34%) were identified concerning the SMQs \"Dementia\" (N = 17, 62.96%) and \"Parkinson-like events\" (N = 10, 37.94%) in persons of all ages. Among persons age 65 and over, 4,758 (59.88% of relevant ICSRs) ICSRs were identified for anti-VEGF drugs. When restricting disproportionality analysis to persons aged 65 and over, no disproportionality was seen for any of the drug-event pairs at the level of SMQ. However, on analysing disproportionality by PT, a potential signal emerged for intravitreal ranibizumab and Parkinson's disease [N = 6 ICSRs; PRR: 3.05 (95% CI: 1.36-6.81)]. In general, the vigiGrade completeness score was low for all the ICSRs of interest, as no ICSR had a score >0.8.
Present findings suggest a potential signal for Parkinson's disease related to intravitreal ranibizumab. This is supported by several biologically plausible mechanisms but requires confirmation through pharmacoepidemiological studies, especially because of the low number of cases.
Journal Article
Functional Neurological Disorder and Autism Spectrum Disorder: A Complex and Potentially Significant Relationship
by
Edwards, Mark J.
,
Happé, Francesca
,
Morgante, Francesca
in
Autism
,
autism spectrum disorder
,
Autism Spectrum Disorder - physiopathology
2024
Introduction Functional neurological disorder (FND) and autism spectrum disorder (ASD) are two complex neuropsychiatric conditions that have been historically classified within psychiatric domains, resulting in a lack of extensive research, insufficient clinical recognition, and persistent societal stigma. In recent years, there has been an increasing recognition among professionals and affected individuals of their possible overlap. This review explores the potential clinical and mechanistic overlap between FND and ASD, with particular attention to shared symptoms across sensory, motor, and psychiatric domains. Methods We conducted a narrative analysis utilizing the PubMed, CINAHL, MEDLINE, and ScienceDirect databases from inception to June 2024. The search employed specific MeSH terms related to ASD and FND. Given the limited data availability, we included all relevant articles that explored the potential connections between FND and ASD, focusing on established findings and theoretical hypotheses areas. Results Scientific evidence indicates that FND and ASD may co‐occur more frequently than previously acknowledged and with notable overlaps in their clinical presentations and pathophysiology. Theoretical models that have been applied to FND and ASD, such as the Bayesian brain theory and the tripartite model of autism, may provide valuable insights into the intersection of these conditions. Although much of the current evidence remains speculative, it underscores the need for hypothesis‐driven research to investigate these potential connections further. Conclusion ASD and FND are heterogeneous conditions that appear to co‐occur in a subset of individuals, with overlapping symptomatology and possibly shared underlying mechanisms. This hypothesis‐generating review emphasizes the need for further research to better understand these links, ultimately aiming to improve clinical recognition and develop targeted interventions that enhance the quality of life for affected individuals. This review explores the overlap between functional neurological disorder and autism spectrum disorder, highlighting shared issues like chronic pain, sensory sensitivities, and hypermobility. It also examines theoretical models, including the Bayesian brain theory, to offer insights into this intersection. The ultimate aim is to promote knowledge and research into this co‐occurrence to improve the quality of life of affected individuals.
Journal Article
The burden of sialorrhoea in chronic neurological conditions: current treatment options and the role of incobotulinumtoxinA (Xeomin®)
by
Mohamed, Biju
,
Bavikatte, Ganesh
,
Morgante, Francesca
in
Anticholinergics
,
Botulinum toxin
,
Botulinum toxin type A
2019
Sialorrhoea is a frequent symptom of neurological diseases (e.g. Parkinson’s disease, motor neuron disease, cerebral palsy, and stroke) and is defined as excessive saliva accumulation leading to unintentional loss of saliva from the mouth. Sialorrhoea increases the overall burden on the patient and their caregivers, the impact of which can be both physical and psychosocial. Treatments for sialorrhoea range from lifestyle and behavioural guidance, to medications, surgery or radiation. Nonpharmacological interventions include advice on posture, swallowing control, cough management, dietary changes, eating and drinking techniques, and behavioural modification; however, these conservative measures may be ineffective for people with progressive neurological conditions. The pharmacological treatment of sialorrhoea is challenging because medications licensed for this purpose are limited, but treatments can include anticholinergic drugs and botulinum toxins. Surgical treatment of sialorrhoea is typically reserved as a last resort for patients. IncobotulinumtoxinA (Xeomin®) is the first botulinum toxin type A to receive US and UK marketing authorization for the symptomatic treatment of chronic sialorrhoea due to neurological disorders in adults. In this review, we discuss and compare the frequency and method of administration, location of treatment delivery, approximate annual costs and main side effects of botulinum toxin and different anticholinergic drugs. Management of patients with chronic neurological conditions requires input from multiple specialist teams and thus a multidisciplinary team (MDT) approach is considered fundamental to ensure that care is consistent and tailored to patients’ needs. To ensure that adult patients with neurological conditions receive the best care and sialorrhoea is well managed, we suggest a potential clinical care pathway for sialorrhoea with a MDT approach, which healthcare professionals could aspire to.
Journal Article
Computer vision quantification of whole-body Parkinsonian bradykinesia using a large multi-site population
by
Peng, Yuwei
,
Sibley, Krista
,
Morgante, Francesca
in
692/53/2423
,
692/617/375/1718
,
Agreements
2023
Parkinson’s disease (PD) is a common neurological disorder, with bradykinesia being one of its cardinal features. Objective quantification of bradykinesia using computer vision has the potential to standardise decision-making, for patient treatment and clinical trials, while facilitating remote assessment. We utilised a dataset of part-3 MDS-UPDRS motor assessments, collected at four independent clinical and one research sites on two continents, to build computer-vision-based models capable of inferring the correct severity rating robustly and consistently across all identifiable subgroups of patients. These results contrast with previous work limited by small sample sizes and small numbers of sites. Our bradykinesia estimation corresponded well with clinician ratings (interclass correlation 0.74). This agreement was consistent across four clinical sites. This result demonstrates how such technology can be successfully deployed into existing clinical workflows, with consumer-grade smartphone or tablet devices, adding minimal equipment cost and time.
Journal Article
The organizational dimension in rare and complex diseases care management: an application of RarERN Path© methodology in ataxias, dystonia and phenylketonuria
by
Relja, Maja
,
Hunt, Barry
,
Morgante, Francesca
in
Ataxia
,
Ataxia - therapy
,
Care and treatment
2025
Background and methods
The organization of care profoundly impacts the variability in the quality of care provided to patients and the equity of access to care. The lack of coordination of care, of communication among healthcare providers, healthcare professionals, and patients, and the duplication of services provided to the patients represent some paradigmatic examples of organizational barriers to deliver high-quality patient-centered care and to promote equitable access to healthcare services.
Patient care pathways (PCPs) are valuable tools for the (re)design and the (re)definition of the provision of healthcare services to patients.
This work represents the first application of the RarERN Path
©
methodology for the (re)design of Patient Care Pathways (PCPs) to Ataxias, Dystonia, and Phenylketonuria (PKU).
The study was conducted with the support of Academic Partners and in collaboration with experts from two of the 24 European Reference Networks for rare diseases (ERN RND and MetabERN).
Results
The application of some of the phases of RarERN Path
©
methodology enabled the translation of the good practices already in place in the centers of expertise into a common optimized PCP, one for each of the three diseases, integrating the expertise of some reference centers of excellence with the patients’ perspectives, and principally focusing on the organization of care.
Conclusions
The PCPs proposed for progressive ataxias, dystonia, and PKU provide insight into the value of specialized centers in diagnosing and managing patients with rare and complex conditions and are the results of a co-designed optimized process integrating the good practices of the centers of excellence and expertise with the perspectives of the patients’ representatives. This integrated approach allowed for the re-design and optimization of the organizational dimensions of the patient’s care pathways.
Journal Article