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Bladon S, Eisner E, Bucci S, Oluwatayo A, Martin GP, Sperrin M, Ainsworth J, Faulkner S. A systematic review of passive data for remote monitoring in psychosis and schizophrenia. NPJ Digit Med 2025; 8:62. [PMID: 39870797 PMCID: PMC11772847 DOI: 10.1038/s41746-025-01451-2] [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: 07/03/2024] [Accepted: 01/12/2025] [Indexed: 01/29/2025] Open
Abstract
There is increasing use of digital tools to monitor people with psychosis and schizophrenia remotely, but using this type of data is challenging. This systematic review aimed to summarise how studies processed and analysed data collected through digital devices. In total, 203 articles collecting passive data through smartphones or wearable devices, from participants with psychosis or schizophrenia were included in the review. Accelerometers were the most common device (n = 115 studies), followed by smartphones (n = 46). The most commonly derived features were sleep duration (n = 50) and time spent sedentary (n = 41). Thirty studies assessed data quality and another 69 applied data quantity thresholds. Mixed effects models were used in 21 studies and time-series and machine-learning methods were used in 18 studies. Reporting of methods to process and analyse data was inconsistent, highlighting a need to improve the standardisation of methods and reporting in this area of research.
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Affiliation(s)
- Siân Bladon
- Centre for Health Informatics, Division of Informatics, Imaging and Data Science, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL, UK.
| | - Emily Eisner
- Division of Psychology and Mental Health, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, The University of Manchester, Manchester, M13 9PL, UK
- Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- NIHR Manchester Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Sandra Bucci
- Division of Psychology and Mental Health, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, The University of Manchester, Manchester, M13 9PL, UK
- Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- NIHR Manchester Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Anuoluwapo Oluwatayo
- Division of Psychology and Mental Health, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, The University of Manchester, Manchester, M13 9PL, UK
- Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
| | - Glen P Martin
- Centre for Health Informatics, Division of Informatics, Imaging and Data Science, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL, UK
| | - Matthew Sperrin
- Centre for Health Informatics, Division of Informatics, Imaging and Data Science, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL, UK
| | - John Ainsworth
- Centre for Health Informatics, Division of Informatics, Imaging and Data Science, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL, UK
- NIHR Manchester Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Sophie Faulkner
- Division of Psychology and Mental Health, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, The University of Manchester, Manchester, M13 9PL, UK
- Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
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Shackman AJ, Smith JF, Orth RD, Savage CLG, Didier PR, McCarthy JM, Bennett ME, Blanchard JJ. Blunted Ventral Striatal Reactivity to Social Reward Is Associated with More Severe Motivation and Pleasure Deficits in Psychosis. Schizophr Bull 2025:sbae221. [PMID: 39779457 DOI: 10.1093/schbul/sbae221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2025]
Abstract
BACKGROUND AND HYPOTHESIS Among individuals living with psychotic disorders, social impairment is common, debilitating, and challenging to treat. While the roots of this impairment are undoubtedly complex, converging lines of evidence suggest that social motivation and pleasure (MAP) deficits play a central role. Yet most neuroimaging studies have focused on monetary rewards, precluding decisive inferences. STUDY DESIGN Here we leveraged parallel social and monetary incentive delay functional magnetic resonance imaging paradigms to test whether blunted reactivity to social incentives in the ventral striatum-a key component of the distributed neural circuit mediating appetitive motivation and hedonic pleasure-is associated with more severe MAP symptoms in a transdiagnostic adult sample enriched for psychosis. To maximize ecological validity and translational relevance, we capitalized on naturalistic audiovisual clips of an established social partner expressing positive feedback. STUDY RESULTS Although both paradigms robustly engaged the ventral striatum, only reactivity to social incentives was associated with clinician-rated MAP deficits. This association remained significant when controlling for other symptoms, binary diagnostic status, or striatal reactivity to monetary incentives. Follow-up analyses suggested that this association predominantly reflects diminished activation during the presentation of social reward. CONCLUSIONS These observations provide a neurobiologically grounded framework for conceptualizing the social-anhedonia symptoms and social impairments that characterize many individuals living with psychotic disorders and underscore the need to develop targeted intervention strategies.
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Affiliation(s)
- Alexander J Shackman
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
- Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742, United States
- Maryland Neuroimaging Center, University of Maryland, College Park, MD 20742, United States
| | - Jason F Smith
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
| | - Ryan D Orth
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
| | - Christina L G Savage
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
| | - Paige R Didier
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
| | - Julie M McCarthy
- Division of Psychotic Disorders, McLean Hospital, Belmont, MA 02478, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA 02115, United States
| | - Melanie E Bennett
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD 21201, United States
| | - Jack J Blanchard
- Department of Psychology, University of Maryland, College Park, MD 20742, United States
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Savage CLG, Orth RD, Bennett ME, Blanchard JJ. Interpersonal consequences of paranoid ideation, negative symptoms and sleep problems in a transdiagnostic sample of individuals with psychosis. J Psychiatr Res 2024; 177:194-202. [PMID: 39029161 PMCID: PMC11371495 DOI: 10.1016/j.jpsychires.2024.07.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 06/19/2024] [Accepted: 07/10/2024] [Indexed: 07/21/2024]
Abstract
Paranoid ideation is a transdiagnostic construct that is associated with social impairment and often occurs in psychotic spectrum disorders. Little research has examined how paranoid ideation is related to social behaviors that underlie social impairment and may ultimately lead to social rejection. It is important to consider that negative symptoms and sleep problems also contribute to social impairment. No research has assessed the unique and combined influence of paranoid ideation, negative symptoms, and sleep problems on social impairment. Therefore, the current study examined how paranoid ideation, negative symptoms, and sleep problems contribute to poorer social skills and social rejection in a transdiagnostic sample of persons with psychosis and community members (N = 112). Assessments included diagnostic and symptom interviews, questionnaires, behavioral ratings of social skill and facial displays of affect, and naive observer reactions utilizing thin-slice methodology. Greater paranoid ideation, negative symptoms, and sleep problems were each related to poorer social skill and more negative reactions from observers. When considered in path analyses, negative symptoms were associated with observer reports of less willingness to interact with participants through poorer social skill. These findings demonstrate the symptom correlates of social rejection and how interpersonal behavior may contribute to social exclusion.
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Affiliation(s)
| | - Ryan D Orth
- Department of Psychology, University of Maryland, College Park, MD, USA
| | - Melanie E Bennett
- Department of Psychiatry, University of Maryland, Baltimore, MD, USA
| | - Jack J Blanchard
- Department of Psychology, University of Maryland, College Park, MD, USA
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4
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Blanchard J, Shackman A, Smith J, Orth R, Savage C, Didier P, McCarthy J, Bennett M. Blunted ventral striatal reactivity to social reward is associated with more severe motivation and pleasure deficits in psychosis. RESEARCH SQUARE 2024:rs.3.rs-4468839. [PMID: 38947025 PMCID: PMC11213233 DOI: 10.21203/rs.3.rs-4468839/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Among individuals living with psychotic disorders, social impairment is common, debilitating, and challenging to treat. While the roots of this impairment are undoubtedly complex, converging lines of evidence suggest that social motivation and pleasure (MAP) deficits play a key role. Yet most neuroimaging studies have focused on monetary rewards, precluding decisive inferences. Here we leveraged parallel social and monetary incentive delay fMRI paradigms to test whether blunted reactivity to social incentives in the ventral striatum-a key component of the distributed neural circuit mediating appetitive motivation and hedonic pleasure-is associated with more severe MAP symptoms in a transdiagnostic sample enriched for psychosis. To maximize ecological validity and translational relevance, we capitalized on naturalistic audiovisual clips of an established social partner expressing positive feedback. Although both paradigms robustly engaged the ventral striatum, only reactivity to social incentives was associated with clinician-rated MAP deficits. This association remained significant when controlling for other symptoms, binary diagnostic status, or ventral striatum reactivity to monetary incentives. Follow-up analyses suggested that this association predominantly reflects diminished striatal activation during the receipt of social reward. These observations provide a neurobiologically grounded framework for conceptualizing the social-anhedonia symptoms and social impairments that characterize many individuals living with psychotic disorders and underscore the need to establish targeted intervention strategies.
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5
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Terwee CB, Elders PJM, Blom MT, Beulens JW, Rolandsson O, Rogge AA, Rose M, Harman N, Williamson PR, Pouwer F, Mokkink LB, Rutters F. Patient-reported outcomes for people with diabetes: what and how to measure? A narrative review. Diabetologia 2023; 66:1357-1377. [PMID: 37222772 PMCID: PMC10317894 DOI: 10.1007/s00125-023-05926-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 03/03/2023] [Indexed: 05/25/2023]
Abstract
Patient-reported outcomes (PROs) are valuable for shared decision making and research. Patient-reported outcome measures (PROMs) are questionnaires used to measure PROs, such as health-related quality of life (HRQL). Although core outcome sets for trials and clinical practice have been developed separately, they, as well as other initiatives, recommend different PROs and PROMs. In research and clinical practice, different PROMs are used (some generic, some disease-specific), which measure many different things. This is a threat to the validity of research and clinical findings in the field of diabetes. In this narrative review, we aim to provide recommendations for the selection of relevant PROs and psychometrically sound PROMs for people with diabetes for use in clinical practice and research. Based on a general conceptual framework of PROs, we suggest that relevant PROs to measure in people with diabetes are: disease-specific symptoms (e.g. worries about hypoglycaemia and diabetes distress), general symptoms (e.g. fatigue and depression), functional status, general health perceptions and overall quality of life. Generic PROMs such as the 36-Item Short Form Health Survey (SF-36), WHO Disability Assessment Schedule (WHODAS 2.0), or Patient-Reported Outcomes Measurement Information System (PROMIS) measures could be considered to measure commonly relevant PROs, supplemented with disease-specific PROMs where needed. However, none of the existing diabetes-specific PROM scales has been sufficiently validated, although the Diabetes Symptom Self-Care Inventory (DSSCI) for measuring diabetes-specific symptoms and the Diabetes Distress Scale (DDS) and Problem Areas in Diabetes (PAID) for measuring distress showed sufficient content validity. Standardisation and use of relevant PROs and psychometrically sound PROMs can help inform people with diabetes about the expected course of disease and treatment, for shared decision making, to monitor outcomes and to improve healthcare. We recommend further validation studies of diabetes-specific PROMs that have sufficient content validity for measuring disease-specific symptoms and consider generic item banks developed based on item response theory for measuring commonly relevant PROs.
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Affiliation(s)
- Caroline B Terwee
- Amsterdam UMC, Department of Epidemiology and Data Science, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
- Amsterdam Public Health Research Institute, Methodology, Amsterdam, the Netherlands.
| | - Petra J M Elders
- Amsterdam Public Health Research Institute, Methodology, Amsterdam, the Netherlands
- Amsterdam UMC, Department of General Practice, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Marieke T Blom
- Amsterdam Public Health Research Institute, Methodology, Amsterdam, the Netherlands
| | - Joline W Beulens
- Amsterdam UMC, Department of Epidemiology and Data Science, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Olaf Rolandsson
- Department of Public Health and Clinical Medicine, Family Medicine, Umeå University, Umeå, Sweden
| | - Alize A Rogge
- Center for Patient-Centered Outcomes Research, Department of Psychosomatic Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Matthias Rose
- Center for Patient-Centered Outcomes Research, Department of Psychosomatic Medicine, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Nicola Harman
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Paula R Williamson
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Frans Pouwer
- Steno Diabetes Center Odense, Odense, Denmark
- Department of Psychology, University of Southern Denmark, Odense, Denmark
- Amsterdam UMC, Department of Medical Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Lidwine B Mokkink
- Amsterdam UMC, Department of Epidemiology and Data Science, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Methodology, Amsterdam, the Netherlands
| | - Femke Rutters
- Amsterdam UMC, Department of Epidemiology and Data Science, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
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6
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Terwee CB, van Litsenburg RRL, Elsman EBM, Roorda LD. Psychometric properties and reference values of the Patient-Reported Outcomes Measurement Information System (PROMIS) sleep item banks in the Dutch general population. J Sleep Res 2023; 32:e13753. [PMID: 36254358 DOI: 10.1111/jsr.13753] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 08/29/2022] [Accepted: 09/21/2022] [Indexed: 11/29/2022]
Abstract
Psychometric properties of the v1.0 Patient-Reported Outcomes Measurement Information System (PROMIS®) sleep disturbance (27 items) and sleep-related impairment (SRI; 16 items) item banks, short forms derived from the item bank, and simulated computerised adaptive test (CAT), were assessed in a representative sample of 1,006 adults from the Dutch general population. For sleep disturbance all items fitted the item response theory model. Four items showed differential item functioning (i.e., lack of measurement invariance) for age and two for language but the impact on scores (expressed as T-scores) was small. Reliable scores (r > 0.90) were found for 92.2%-96.3% of respondents with the full bank, short forms with six and eight items, and CAT, but for only 25.6% with the four-item short form. For SRI two items did not fit the item response theory model. Four items showed differential item functioning for language but the impact on T-scores was small. Reliable scores were found for 82.1% with the full bank, for 47.8%-69.5% with short forms and CAT. T-scores of 49.7 and 49.3 represent the average score of the Dutch general population for sleep disturbance and SRI, respectively. In conclusion, sufficient structural validity, reliability, and cross-cultural validity was found for the full banks but short forms of four items are not reliable enough for clinical practice. For SRI we recommend the full item bank if this is the primary outcome.
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Affiliation(s)
- Caroline B Terwee
- Amsterdam UMC, location Vrije Universiteit Amsterdam, Epidemiology and Data Science, Amsterdam, the Netherlands.,Amsterdam Public Health, Methodology, Amsterdam, the Netherlands
| | | | - Ellen B M Elsman
- Amsterdam UMC, location Vrije Universiteit Amsterdam, Epidemiology and Data Science, Amsterdam, the Netherlands
| | - Leo D Roorda
- Amsterdam Rehabilitation Research Center
- Reade, Amsterdam, the Netherlands
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Hussain J, Chawla G, Rafiqzad H, Huang S, Bartlett SJ, Li M, Howell D, Peipert JD, Novak M, Mucsi I. Validation of the PROMIS sleep disturbance item bank computer adaptive test (CAT) in patients on renal replacement therapy. Sleep Med 2022; 90:36-43. [DOI: 10.1016/j.sleep.2022.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 11/21/2021] [Accepted: 01/04/2022] [Indexed: 10/19/2022]
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