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Abbas A, Yadav V, Smith E, Ramjas E, Rutter SB, Benavidez C, Koesmahargyo V, Zhang L, Guan L, Rosenfield P, Perez-Rodriguez M, Galatzer-Levy IR. Computer Vision-Based Assessment of Motor Functioning in Schizophrenia: Use of Smartphones for Remote Measurement of Schizophrenia Symptomatology. Digit Biomark 2021; 5:29-36. [PMID: 33615120 DOI: 10.1159/000512383] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 10/14/2020] [Indexed: 11/19/2022] Open
Abstract
Introduction Motor abnormalities have been shown to be a distinct component of schizophrenia symptomatology. However, objective and scalable methods for assessment of motor functioning in schizophrenia are lacking. Advancements in machine learning-based digital tools have allowed for automated and remote "digital phenotyping" of disease symptomatology. Here, we assess the performance of a computer vision-based assessment of motor functioning as a characteristic of schizophrenia using video data collected remotely through smartphones. Methods Eighteen patients with schizophrenia and 9 healthy controls were asked to remotely participate in smartphone-based assessments daily for 14 days. Video recorded from the smartphone front-facing camera during these assessments was used to quantify the Euclidean distance of head movement between frames through a pretrained computer vision model. The ability of head movement measurements to distinguish between patients and healthy controls as well as their relationship to schizophrenia symptom severity as measured through traditional clinical scores was assessed. Results The rate of head movement in participants with schizophrenia (1.48 mm/frame) and those without differed significantly (2.50 mm/frame; p = 0.01), and a logistic regression demonstrated that head movement was a significant predictor of schizophrenia diagnosis (p = 0.02). Linear regression between head movement and clinical scores of schizophrenia showed that head movement has a negative relationship with schizophrenia symptom severity (p = 0.04), primarily with negative symptoms of schizophrenia. Conclusions Remote, smartphone-based assessments were able to capture meaningful visual behavior for computer vision-based objective measurement of head movement. The measurements of head movement acquired were able to accurately classify schizophrenia diagnosis and quantify symptom severity in patients with schizophrenia.
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Affiliation(s)
| | | | - Emma Smith
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Elizabeth Ramjas
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Sarah B Rutter
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | | | - Li Zhang
- AiCure, LLC, New York, New York, USA
| | - Lei Guan
- AiCure, LLC, New York, New York, USA
| | - Paul Rosenfield
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Isaac R Galatzer-Levy
- AiCure, LLC, New York, New York, USA.,Psychiatry, New York University School of Medicine, New York, New York, USA
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Tumkaya S, Karadag F, Oguzhanoglu N. Neurological soft signs in schizophrenia and obsessive compulsive disorder spectrum. Eur Psychiatry 2020; 27:192-9. [DOI: 10.1016/j.eurpsy.2010.03.005] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2009] [Revised: 03/02/2010] [Accepted: 03/14/2010] [Indexed: 11/27/2022] Open
Abstract
AbstractObsessive compulsive symptoms are more frequent in patients with schizophrenia compared to normal population. Patients with obsessive compulsive disorder may also exhibit psychosis-like symptoms. Based on these findings, it has been suggested that there is a spectrum of disorders between OCD and schizophrenia. We compared two OCD groups (with good and poor insight) and two schizophrenia groups (with and without OCD) in this recommended spectrum especially in terms of neurological soft signs (NSSs) associated with sensory integration. The schizophrenia with OCD (schizo-obsessive) group exhibited worse performance than the schizophrenia group (p = 0.002) in only graphesthesia tasks. Moreover, schizo-obsessive patients exhibited worse performance compared to OCD patients in terms of graphesthesia (p = 0.001) and audiovisual integration (p = 0.001). Interestingly, OCD patients with poor insight tended to exhibit graphesthesia deficit in a similar manner to schizo-obsessive patients rather than OCD patients. According to our results, graphesthesia disorder is strongly associated both with OCD and schizophrenia. This suggests that neurodevelopmental disorders that lead to graphesthesia disorder overlap in comorbid OCD and schizophrenia patients.
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Abstract
The lack of insight in schizophrenia has so far been interpreted as a primary symptom of the illness, namely a defensive mechanism rather than a neurologically-based condition. However, recent findings have emphasized its relationship with damage to specific brain areas as well as the domain specificity in which it may occur. This supports a neuropsychological interpretation of the lack of insight in schizophrenia. The present article reviews the foregoing data, and takes into account the most relevant anatomo-clinical results. There is evidence that the lack of insight in schizophrenia may occur as a neurological disease per se following brain damage that seems related to frontal lobe areas. Additionally, it could either be related to all aspects of the disease or be domain-specific, occurring for one kind of symptom but not for others. These data indicate several analogies with the phenomenon called anosognosia for a neurological deficit.
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Affiliation(s)
- Lorenzo Pia
- Department of Psychology and Neuropsychology Research Group, University of Turin, Torino, Italy.
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Moritz S, Andresen B, Jacobsen D, Mersmann K, Wilke U, Lambert M, Naber D, Krausz M. Neuropsychological correlates of schizophrenic syndromes in patients treated with atypical neuroleptics. Eur Psychiatry 2001; 16:354-61. [PMID: 11585716 DOI: 10.1016/s0924-9338(01)00591-0] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
There is widespread evidence that schizophrenic symptomatology is best represented by three syndromes (positive, negative, disorganized). Both the disorganized and negative syndrome have been found to correlate with several neurocognitive dysfunctions. However, previous studies investigated samples predominantly treated with typical neuroleptics, which frequently induce parkinsonian symptoms that are hard to disentangle from primary negative symptoms and may have inflated correlations with neurocognition. A newly developed psychopathological instrument called the Positive and Negative and Disorganized Symptoms Scale (PANADSS) was evaluated in 60 schizophrenic patients. Forty-seven participants treated with atypical neuroleptics performed several neurocognitive tasks.A three-factor solution of schizophrenic symptomatology emerged. Negative symptomatology was associated with diminished creative verbal fluency and digit span backward, whereas disorganization was significantly correlated with impaired Stroop, WCST and Trail-Making Test B performance.Data suggest that disorganization is associated with tasks that demand executive functioning. Previous findings reporting correlations between negative symptomatology and neurocognition may have been confounded by the adverse consequences of typical neuroleptics.
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Affiliation(s)
- S Moritz
- Universitäts-Krankenhaus Hamburg-Eppendorf, Klinik für Psychiatrie und Psychotherapie, Martinistrasse 52, D-20246, Hamburg, Germany.
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Quinn J, Meagher D, Murphy P, Kinsella A, Mullaney J, Waddington JL. Vulnerability to involuntary movements over a lifetime trajectory of schizophrenia approaches 100%, in association with executive (frontal) dysfunction. Schizophr Res 2001; 49:79-87. [PMID: 11343867 DOI: 10.1016/s0920-9964(99)00220-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
This study assessed the prevalence of involuntary movements among older inpatients with severe schizophrenia, many of whom had experienced a lifetime of illness and its treatment, and examined their neuropsychological correlates. The subjects of this study were 128 inpatients with a DSM-IV diagnosis of schizophrenia. They were assessed using the Abnormal Involuntary Movement Scale, the Mini-Mental State Examination for general cognitive impairment and the Executive Interview for executive dyscontrol; additionally, their medical records were reviewed in detail for treatment histories. Prevalence of involuntary movements was examined and their clinical correlates determined in relation to topography of movement disorder using logistic regression. In schizophrenia, prevalence of involuntary movements was: age <65years, 63%; 65-75years, 80%; >75years, 93%. The primary correlate both of overall and of orofacial movements was poor executive function, whereas the primary correlate of limb-trunkal movements was poor general cognitive function. On approaching the limits of human longevity following a lifetime trajectory of illness and its treatment, essentially 'all' patients with schizophrenia appear inherently vulnerable to the emergence of involuntary movements in topographically specific association with cognitive deficits.
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Affiliation(s)
- J Quinn
- Stanley Foundation Research Unit, St. Davnet's Hospital, Monaghan, Ireland
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Krabbendam L, van Harten PN, Picus I, Jolles J. Tardive dyskinesia is associated with impaired retrieval from long-term memory: the Curaçao Extrapyramidal Syndromes Study: IV. Schizophr Res 2000; 42:41-6. [PMID: 10706984 DOI: 10.1016/s0920-9964(99)00100-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Tardive dyskinesia may be associated with cognitive dysfunction. It is not clear whether this dysfunction occurs in the form of a global or specific cognitive deficit. A cross-sectional study was conducted in a well-defined catchment area (Curaçao, The Netherlands Antilles). All schizophrenic inpatients who had been taking neuroleptic medication for at least 3months and who were younger than 65years were included (n=53). Tardive dyskinesia was assessed with the Abnormal Involuntary Movement Scale. The neuropsychological assessment comprised tests of memory, executive function, and speed of information processing. Of the six cognitive measures, only delayed recall was significantly associated with orofacial dyskinesia. Limb-truncal dyskinesia was not associated with any of the cognitive measures. The pattern of memory impairment is consistent with there being a frontal-subcortical disturbance in orofacial dyskinesia. The results underscore the importance of using specific cognitive test procedures in the search for the cognitive correlates of dyskinesia.
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Affiliation(s)
- L Krabbendam
- Maastricht Brain and Behavior Institute, Department of Psychiatry and Neuropsychology, Psychomedical Center Vÿver dal, P.O. Box 88, 6200 AB, Maastricht, The Netherlands.
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Krausz M, Moritz SH, Naber D, Lambert M, Andresen B. Neuroleptic-induced extrapyramidal symptoms are accompanied by cognitive dysfunction in schizophrenia. Eur Psychiatry 1999; 14:84-8. [PMID: 10572331 DOI: 10.1016/s0924-9338(99)80722-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Cognitive impairments in schizophrenics have been found to precede tardive dyskinesia and to co-exist with other motor deficits. However, little is yet known about the prevalence of cognitive disturbances in patients with neuroleptic-induced parkinsonism. From the literature on idiopathic parkinson, it was inferred that extrapyramidal symptoms (EPS) are accompanied by cognitive dysfunction. 85 schizophrenic in-patients were divided into EPS high and low scorers according to an established criterion (Simpson Angus Scale, cut-off score: 0.4). Cognitive impairments were assessed using a self-rating instrument measuring disturbances of information processing. Patients with high EPS exhibited significantly elevated scores in six of ten cognitive and perceptual subscales (t = 2.1-3.1) as compared to low EPS patients. It is concluded that high EPS patients suffer from cognitive disturbances which are assumed to possess high relevance for both psycho-social and medical treatment. Cognitive problems may, when not considered, disturb compliance, insight of illness and transfer of learnt skills into everyday life.
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Affiliation(s)
- M Krausz
- Universitäts-Krankenhaus Hamburg-Eppendorf, Klinik für Psychiatrie und Psychotherapie, Martinistrabetae 52, 20246 Hamburg, Germany
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Rubin P, Holm A, Møller-Madsen S, Videbech P, Hertel C, Povlsen UJ, Hemmingsen R. Neuropsychological deficit in newly diagnosed patients with schizophrenia or schizophreniform disorder. Acta Psychiatr Scand 1995; 92:35-43. [PMID: 7572246 DOI: 10.1111/j.1600-0447.1995.tb09540.x] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Forty-six patients with schizophrenia or schizophreniform disorder admitted to hospital for the first time were compared with 21 healthy volunteers on neuropsychological tests reflecting prefrontal and left respectively right hemisphere function. The patients with schizophrenia or schizophreniform disorder had a poorer performance on neuropsychological tests (such as Wisconsin Card Sorting) compared with healthy volunteers. Both left and right hemisphere seemed to be involved. Especially poor performance was found on somewhat complicated tests requiring ability of analysis, abstraction and memory, thus indicating dysfunction of prefrontal and temporohippocampal regions. Signs of sulcal enlargement and size of lateral ventricles on computed tomographic scan correlated with poor test performance on some tests both in patients and in healthy volunteers. No correlations were found between performance on neuropsychological test and negative symptoms.
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Affiliation(s)
- P Rubin
- Department of Psychiatry E, Bispebjerg Hospital, Copenhagen, Denmark
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Waddington JL, O'Callaghan E, Buckley P, Madigan C, Redmond O, Stack JP, Kinsella A, Larkin C, Ennis JT. Tardive dyskinesia in schizophrenia. Relationship to minor physical anomalies, frontal lobe dysfunction and cerebral structure on magnetic resonance imaging. Br J Psychiatry 1995; 167:41-4. [PMID: 7551606 DOI: 10.1192/bjp.167.1.41] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
BACKGROUND It was hypothesised that schizophrenic patients with tardive dyskinesia show an excess of neurodevelopmental disturbance, particularly minor physical anomalies, in association with cognitive dysfunction and abnormalities of cerebral structure. METHOD Forty-seven out-patients with a DSM-III diagnosis of schizophrenia were examined for tardive dyskinesia using the Abnormal Involuntary Movement Scale; they were examined also for minor physical anomalies and neuropsychological test performance. Cortical atrophy, signal hyperintensities and lateral ventricular volume were determined on magnetic resonance imaging. RESULTS Patients with and without tardive dyskinesia could not be distinguished by age, gender distribution or a number of clinical measures; however, patients with tardive dyskinesia sorted fewer categories on the Wisconsin Card Sorting Test (P = 0.04). Cerebral structure in patients with and without tardive dyskinesia could not be distinguished on magnetic resonance imaging but those with dyskinesia, all of whom showed involvement of the orofacial region, showed more evident minor physical anomalies of the head relative to those of the periphery (P = 0.02). CONCLUSIONS Tardive orofacial dyskinesia in schizophrenia appears to be associated particularly with poorer frontal lobe function, while predominance of craniofacial dysmorphogenesis may constitute a vulnerability factor that is related to the early origins of the disease process.
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Affiliation(s)
- J L Waddington
- Department of Clinical Pharmacology, Royal College of Surgeons in Ireland, Dublin
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Abstract
Subtypes of the features of chronic schizophrenia were investigated. As in previous research, three discrete syndromes were found. These were then related to demographic, psychological, and movement-disorder variables. Possible pathophysiological mechanisms are discussed in terms of known neostriatal functions.
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Brown KW, White T. The association among negative symptoms, movement disorders, and frontal lobe psychological deficits in schizophrenic patients. Biol Psychiatry 1991; 30:1182-90. [PMID: 1686411 DOI: 10.1016/0006-3223(91)90154-e] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Neuropsychological tests of frontal lobe function were undertaken in 46 chronic schizophrenic patients who were also rated for movement disorders and negative symptoms. "High" and "low" SANS groups were formed by segregating around the median value. The "high" SANS group was found to differ significantly in terms of the severity of tardive dyskinesia (TD) and drug-induced parkinsonism, and frontal psychological tests. A possible mechanism is discussed within the context of known neostriatal psychological function.
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Affiliation(s)
- K W Brown
- Royal Edinburgh Hospital, Glasgow (TW), Scotland
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