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Open Access 20-03-2024 | Original Paper

Deciphering the interplay between psychopathological symptoms, sensorimotor, cognitive and global functioning: a transdiagnostic network analysis

Authors: Stefan Fritze, Geva A. Brandt, Sebastian Volkmer, Jonas Daub, Maria Krayem, Jacqueline Kukovic, Emanuel Schwarz, Urs Braun, Georg Northoff, Robert Christian Wolf, Katharina M. Kubera, Andreas Meyer-Lindenberg, Dusan Hirjak

Published in: European Archives of Psychiatry and Clinical Neuroscience

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Abstract

Background

Understanding the relationship between psychopathology and major domains of human neurobehavioral functioning may identify new transdiagnostic treatment targets. However, studies examining the interrelationship between psychopathological symptoms, sensorimotor, cognitive, and global functioning in a transdiagnostic sample are lacking. We hypothesized a close relationship between sensorimotor and cognitive functioning in a transdiagnostic patient sample.

Methods

We applied network analysis and community detection methods to examine the interplay and centrality [expected influence (EI) and strength] between psychopathological symptoms, sensorimotor, cognitive, and global functioning in a transdiagnostic sample consisting of 174 schizophrenia spectrum (SSD) and 38 mood disorder (MOD) patients. All patients (n = 212) were examined with the Positive and Negative Syndrome Scale (PANSS), the Heidelberg Neurological Soft Signs Scale (NSS), the Global Assessment of Functioning (GAF), and the Brief Cognitive Assessment Tool for Schizophrenia consisted of trail making test B (TMT-B), category fluency (CF) and digit symbol substitution test (DSST).

Results

NSS showed closer connections with TMT-B, CF, and DSST than with GAF and PANSS. DSST, PANSS general, and NSS motor coordination scores showed the highest EI. Sensory integration, DSST, and CF showed the highest strength.

Conclusions

The close connection between sensorimotor and cognitive impairment as well as the high centrality of sensorimotor symptoms suggests that both domains share aspects of SSD and MOD pathophysiology. But, because the majority of the study population was diagnosed with SSD, the question as to whether sensorimotor symptoms are really a transdiagnostic therapeutic target needs to be examined in future studies including more balanced diagnostic groups.
Appendix
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Literature
1.
go back to reference Lange SMM, Schirmbeck F, Stek ML, Murk Jansen YR, van Rooijen G, de Haan L, Penninx B, Rhebergen D, Investigators G (2021) A comparison of depressive symptom profiles between current major depressive disorder and schizophrenia spectrum disorder. J Psychiatr Res 135:143–151PubMedCrossRef Lange SMM, Schirmbeck F, Stek ML, Murk Jansen YR, van Rooijen G, de Haan L, Penninx B, Rhebergen D, Investigators G (2021) A comparison of depressive symptom profiles between current major depressive disorder and schizophrenia spectrum disorder. J Psychiatr Res 135:143–151PubMedCrossRef
2.
go back to reference Kanchanatawan B, Sirivichayakul S, Thika S, Ruxrungtham K, Carvalho AF, Geffard M, Anderson G, Noto C, Ivanova R, Maes M (2017) Physio-somatic symptoms in schizophrenia: association with depression, anxiety, neurocognitive deficits and the tryptophan catabolite pathway. Metab Brain Dis 32:1003–1016PubMedCrossRef Kanchanatawan B, Sirivichayakul S, Thika S, Ruxrungtham K, Carvalho AF, Geffard M, Anderson G, Noto C, Ivanova R, Maes M (2017) Physio-somatic symptoms in schizophrenia: association with depression, anxiety, neurocognitive deficits and the tryptophan catabolite pathway. Metab Brain Dis 32:1003–1016PubMedCrossRef
3.
go back to reference Fritze S, Sambataro F, Kubera KM, Brandt GA, Meyer-Lindenberg A, Wolf RC, Hirjak D (2022) Characterizing the sensorimotor domain in schizophrenia spectrum disorders. Eur Arch Psychiatry Clin Neurosci 272:1097–1108PubMedCrossRef Fritze S, Sambataro F, Kubera KM, Brandt GA, Meyer-Lindenberg A, Wolf RC, Hirjak D (2022) Characterizing the sensorimotor domain in schizophrenia spectrum disorders. Eur Arch Psychiatry Clin Neurosci 272:1097–1108PubMedCrossRef
4.
go back to reference Arias JA, Williams C, Raghvani R, Aghajani M, Baez S, Belzung C, Booij L, Busatto G, Chiarella J, Fu CH, Ibanez A, Liddell BJ, Lowe L, Penninx B, Rosa P, Kemp AH (2020) The neuroscience of sadness: a multidisciplinary synthesis and collaborative review. Neurosci Biobehav Rev 111:199–228PubMedCrossRef Arias JA, Williams C, Raghvani R, Aghajani M, Baez S, Belzung C, Booij L, Busatto G, Chiarella J, Fu CH, Ibanez A, Liddell BJ, Lowe L, Penninx B, Rosa P, Kemp AH (2020) The neuroscience of sadness: a multidisciplinary synthesis and collaborative review. Neurosci Biobehav Rev 111:199–228PubMedCrossRef
5.
go back to reference Kovacs LN, Takacs ZK, Toth Z, Simon E, Schmelowszky A, Kokonyei G (2020) Rumination in major depressive and bipolar disorder—a meta-analysis. J Affect Disord 276:1131–1141PubMedCrossRef Kovacs LN, Takacs ZK, Toth Z, Simon E, Schmelowszky A, Kokonyei G (2020) Rumination in major depressive and bipolar disorder—a meta-analysis. J Affect Disord 276:1131–1141PubMedCrossRef
6.
go back to reference Chen L, Wang Q, Xu T (2023) Working memory function in patients with major depression disorder: a narrative review. Clin Psychol Psychother 30:281–293PubMedCrossRef Chen L, Wang Q, Xu T (2023) Working memory function in patients with major depression disorder: a narrative review. Clin Psychol Psychother 30:281–293PubMedCrossRef
7.
go back to reference van Eeden WA, van Hemert AM, Carlier IVE, Penninx BW, Spinhoven P, Giltay EJ (2019) Neuroticism and chronicity as predictors of 9-year course of individual depressive symptoms. J Affect Disord 252:484–492PubMedCrossRef van Eeden WA, van Hemert AM, Carlier IVE, Penninx BW, Spinhoven P, Giltay EJ (2019) Neuroticism and chronicity as predictors of 9-year course of individual depressive symptoms. J Affect Disord 252:484–492PubMedCrossRef
8.
go back to reference Oliva V, Fanelli G, Kasper S, Zohar J, Souery D, Montgomery S, Albani D, Forloni G, Ferentinos P, Rujescu D, Mendlewicz J, Kas MJ, De Ronchi D, Fabbri C, Serretti A (2022) Social withdrawal as a trans-diagnostic predictor of short-term remission: a meta-analysis of five clinical cohorts. Int Clin Psychopharmacol 37:38–45PubMedCrossRef Oliva V, Fanelli G, Kasper S, Zohar J, Souery D, Montgomery S, Albani D, Forloni G, Ferentinos P, Rujescu D, Mendlewicz J, Kas MJ, De Ronchi D, Fabbri C, Serretti A (2022) Social withdrawal as a trans-diagnostic predictor of short-term remission: a meta-analysis of five clinical cohorts. Int Clin Psychopharmacol 37:38–45PubMedCrossRef
9.
go back to reference Song XM, Hu XW, Li Z, Gao Y, Ju X, Liu DY, Wang QN, Xue C, Cai YC, Bai R, Tan ZL, Northoff G (2021) Reduction of higher-order occipital gaba and impaired visual perception in acute major depressive disorder. Mol Psychiatry 26:6747–6755PubMedPubMedCentralCrossRef Song XM, Hu XW, Li Z, Gao Y, Ju X, Liu DY, Wang QN, Xue C, Cai YC, Bai R, Tan ZL, Northoff G (2021) Reduction of higher-order occipital gaba and impaired visual perception in acute major depressive disorder. Mol Psychiatry 26:6747–6755PubMedPubMedCentralCrossRef
10.
go back to reference Walther S, Bernard JA, Mittal VA, Shankman SA (2019) The utility of an rdoc motor domain to understand psychomotor symptoms in depression. Psychol Med 49:212–216PubMedCrossRef Walther S, Bernard JA, Mittal VA, Shankman SA (2019) The utility of an rdoc motor domain to understand psychomotor symptoms in depression. Psychol Med 49:212–216PubMedCrossRef
11.
go back to reference Fonseca-Pedrero E (2017) Network analysis: a new way of understanding psychopathology? Rev Psiquiatr Salud Ment 10:206–215PubMedCrossRef Fonseca-Pedrero E (2017) Network analysis: a new way of understanding psychopathology? Rev Psiquiatr Salud Ment 10:206–215PubMedCrossRef
14.
go back to reference Abplanalp SJ, Braff DL, Light GA, Nuechterlein KH, Green MF, Consortium on the Genetics of S (2022) Understanding connections and boundaries between positive symptoms, negative symptoms, and role functioning among individuals with schizophrenia: a network psychometric approach. JAMA Psychiat 79:1014–1022CrossRef Abplanalp SJ, Braff DL, Light GA, Nuechterlein KH, Green MF, Consortium on the Genetics of S (2022) Understanding connections and boundaries between positive symptoms, negative symptoms, and role functioning among individuals with schizophrenia: a network psychometric approach. JAMA Psychiat 79:1014–1022CrossRef
15.
go back to reference Abplanalp SJ, Mueser KT, Fulford D (2022) The centrality of motivation in psychosocial functioning: network and bifactor analysis of the quality of life scale in first-episode psychosis. Psychol Assess 34:205–216PubMedCrossRef Abplanalp SJ, Mueser KT, Fulford D (2022) The centrality of motivation in psychosocial functioning: network and bifactor analysis of the quality of life scale in first-episode psychosis. Psychol Assess 34:205–216PubMedCrossRef
16.
go back to reference Dal Santo F, Fonseca-Pedrero E, Garcia-Portilla MP, Gonzalez-Blanco L, Saiz PA, Galderisi S, Giordano GM, Bobes J (2022) Searching for bridges between psychopathology and real-world functioning in first-episode psychosis: a network analysis from the optimise trial. Eur Psychiatry 65:e33CrossRef Dal Santo F, Fonseca-Pedrero E, Garcia-Portilla MP, Gonzalez-Blanco L, Saiz PA, Galderisi S, Giordano GM, Bobes J (2022) Searching for bridges between psychopathology and real-world functioning in first-episode psychosis: a network analysis from the optimise trial. Eur Psychiatry 65:e33CrossRef
17.
go back to reference Strauss GP, Esfahlani FZ, Galderisi S, Mucci A, Rossi A, Bucci P, Rocca P, Maj M, Kirkpatrick B, Ruiz I, Sayama H (2019) Network analysis reveals the latent structure of negative symptoms in schizophrenia. Schizophr Bull 45:1033–1041PubMedCrossRef Strauss GP, Esfahlani FZ, Galderisi S, Mucci A, Rossi A, Bucci P, Rocca P, Maj M, Kirkpatrick B, Ruiz I, Sayama H (2019) Network analysis reveals the latent structure of negative symptoms in schizophrenia. Schizophr Bull 45:1033–1041PubMedCrossRef
18.
go back to reference Galderisi S, Rucci P, Kirkpatrick B, Mucci A, Gibertoni D, Rocca P, Rossi A, Bertolino A, Strauss GP, Aguglia E, Bellomo A, Murri MB, Bucci P, Carpiniello B, Comparelli A, Cuomo A, De Berardis D, Dell’Osso L, Di Fabio F, Gelao B, Marchesi C, Monteleone P, Montemagni C, Orsenigo G, Pacitti F, Roncone R, Santonastaso P, Siracusano A, Vignapiano A, Vita A, Zeppegno P, Maj M, Italian Network for Research on P (2018) Interplay among psychopathologic variables, personal resources, context-related factors, and real-life functioning in individuals with schizophrenia: a network analysis. JAMA Psychiat 75:396–404CrossRef Galderisi S, Rucci P, Kirkpatrick B, Mucci A, Gibertoni D, Rocca P, Rossi A, Bertolino A, Strauss GP, Aguglia E, Bellomo A, Murri MB, Bucci P, Carpiniello B, Comparelli A, Cuomo A, De Berardis D, Dell’Osso L, Di Fabio F, Gelao B, Marchesi C, Monteleone P, Montemagni C, Orsenigo G, Pacitti F, Roncone R, Santonastaso P, Siracusano A, Vignapiano A, Vita A, Zeppegno P, Maj M, Italian Network for Research on P (2018) Interplay among psychopathologic variables, personal resources, context-related factors, and real-life functioning in individuals with schizophrenia: a network analysis. JAMA Psychiat 75:396–404CrossRef
19.
go back to reference Sambataro F, Fritze S, Rashidi M, Topor CE, Kubera KM, Wolf RC, Hirjak D (2020) Moving forward: distinct sensorimotor abnormalities predict clinical outcome after 6 months in patients with schizophrenia. Eur Neuropsychopharmacol 36:72–82PubMedCrossRef Sambataro F, Fritze S, Rashidi M, Topor CE, Kubera KM, Wolf RC, Hirjak D (2020) Moving forward: distinct sensorimotor abnormalities predict clinical outcome after 6 months in patients with schizophrenia. Eur Neuropsychopharmacol 36:72–82PubMedCrossRef
20.
go back to reference Herold CJ, Duval CZ, Schröder J (2021) Neurological soft signs and cognition in the late course of chronic schizophrenia: a longitudinal study. Eur Arch Psychiatry Clin Neurosci 271:1465–1473PubMedCrossRef Herold CJ, Duval CZ, Schröder J (2021) Neurological soft signs and cognition in the late course of chronic schizophrenia: a longitudinal study. Eur Arch Psychiatry Clin Neurosci 271:1465–1473PubMedCrossRef
21.
go back to reference Bachmann S, Schröder J (2017) Neurological soft signs in schizophrenia: an update on the state- versus trait-perspective. Front Psych 8:272CrossRef Bachmann S, Schröder J (2017) Neurological soft signs in schizophrenia: an update on the state- versus trait-perspective. Front Psych 8:272CrossRef
22.
go back to reference Valerio MP, Lomastro J, Igoa A, Martino DJ (2023) Correlates of neurological soft signs in bipolar disorder. Eur Arch Psychiatry Clin Neurosci 273:1183–1190PubMedCrossRef Valerio MP, Lomastro J, Igoa A, Martino DJ (2023) Correlates of neurological soft signs in bipolar disorder. Eur Arch Psychiatry Clin Neurosci 273:1183–1190PubMedCrossRef
23.
go back to reference Schröder J, Niethammer R, Geider FJ, Reitz C, Binkert M, Jauss M, Sauer H (1991) Neurological soft signs in schizophrenia. Schizophr Res 6:25–30PubMedCrossRef Schröder J, Niethammer R, Geider FJ, Reitz C, Binkert M, Jauss M, Sauer H (1991) Neurological soft signs in schizophrenia. Schizophr Res 6:25–30PubMedCrossRef
24.
go back to reference Hurford IM, Marder SR, Keefe RS, Reise SP, Bilder RM (2011) A brief cognitive assessment tool for schizophrenia: construction of a tool for clinicians. Schizophr Bull 37:538–545PubMedCrossRef Hurford IM, Marder SR, Keefe RS, Reise SP, Bilder RM (2011) A brief cognitive assessment tool for schizophrenia: construction of a tool for clinicians. Schizophr Bull 37:538–545PubMedCrossRef
25.
go back to reference Zhao Q, Li Z, Huang J, Yan C, Dazzan P, Pantelis C, Cheung EF, Lui SS, Chan RC (2014) Neurological soft signs are not “soft” in brain structure and functional networks: evidence from ale meta-analysis. Schizophr Bull 40:626–641PubMedCrossRef Zhao Q, Li Z, Huang J, Yan C, Dazzan P, Pantelis C, Cheung EF, Lui SS, Chan RC (2014) Neurological soft signs are not “soft” in brain structure and functional networks: evidence from ale meta-analysis. Schizophr Bull 40:626–641PubMedCrossRef
26.
go back to reference Walther S, van Harten PN, Waddington JL, Cuesta MJ, Peralta V, Dupin L, Foucher JR, Sambataro F, Morrens M, Kubera KM, Pieters LE, Stegmayer K, Strik W, Wolf RC, Hirjak D (2020) Movement disorder and sensorimotor abnormalities in schizophrenia and other psychoses—European consensus on assessment and perspectives. Eur Neuropsychopharmacol 38:25–39PubMedCrossRef Walther S, van Harten PN, Waddington JL, Cuesta MJ, Peralta V, Dupin L, Foucher JR, Sambataro F, Morrens M, Kubera KM, Pieters LE, Stegmayer K, Strik W, Wolf RC, Hirjak D (2020) Movement disorder and sensorimotor abnormalities in schizophrenia and other psychoses—European consensus on assessment and perspectives. Eur Neuropsychopharmacol 38:25–39PubMedCrossRef
27.
go back to reference Pavlidou A, Walther S (2020) Using virtual reality as a tool in the rehabilitation of movement abnormalities in schizophrenia. Front Psychol 11:607312PubMedCrossRef Pavlidou A, Walther S (2020) Using virtual reality as a tool in the rehabilitation of movement abnormalities in schizophrenia. Front Psychol 11:607312PubMedCrossRef
28.
go back to reference Sass H, Wittchen HU, Zaudig M, IH (2003) Diagnostisches und statistisches Manual psychischer Störungen DSM-IV-TR: Textrevision. Hogrefe Verlag; Auflage: 1 (1. Januar 2003) Sass H, Wittchen HU, Zaudig M, IH (2003) Diagnostisches und statistisches Manual psychischer Störungen DSM-IV-TR: Textrevision. Hogrefe Verlag; Auflage: 1 (1. Januar 2003)
29.
go back to reference Hirjak D, Kubera KM, Northoff G, Fritze S, Bertolino AL, Topor CE, Schmitgen MM, Wolf RC (2019) Cortical contributions to distinct symptom dimensions of catatonia. Schizophr Bull 45:1184–1194PubMedPubMedCentralCrossRef Hirjak D, Kubera KM, Northoff G, Fritze S, Bertolino AL, Topor CE, Schmitgen MM, Wolf RC (2019) Cortical contributions to distinct symptom dimensions of catatonia. Schizophr Bull 45:1184–1194PubMedPubMedCentralCrossRef
30.
go back to reference Hirjak D, Rashidi M, Kubera KM, Northoff G, Fritze S, Schmitgen MM, Sambataro F, Calhoun VD, Wolf RC (2019) Multimodal magnetic resonance imaging data fusion reveals distinct patterns of abnormal brain structure and function in catatonia. Schizophrenia Bull 46:202–210CrossRef Hirjak D, Rashidi M, Kubera KM, Northoff G, Fritze S, Schmitgen MM, Sambataro F, Calhoun VD, Wolf RC (2019) Multimodal magnetic resonance imaging data fusion reveals distinct patterns of abnormal brain structure and function in catatonia. Schizophrenia Bull 46:202–210CrossRef
33.
go back to reference Margraf J, Schneider S, Ehlers A, Psychologie C-D-SFK (1994) Diagnostisches interview bei psychischen störungen: dips. SpringerCrossRef Margraf J, Schneider S, Ehlers A, Psychologie C-D-SFK (1994) Diagnostisches interview bei psychischen störungen: dips. SpringerCrossRef
34.
go back to reference Leucht S, Samara M, Heres S, Patel MX, Furukawa T, Cipriani A, Geddes J, Davis JM (2015) Dose equivalents for second-generation antipsychotic drugs: the classical mean dose method. Schizophr Bull 41:1397–1402PubMedPubMedCentralCrossRef Leucht S, Samara M, Heres S, Patel MX, Furukawa T, Cipriani A, Geddes J, Davis JM (2015) Dose equivalents for second-generation antipsychotic drugs: the classical mean dose method. Schizophr Bull 41:1397–1402PubMedPubMedCentralCrossRef
35.
go back to reference Hayasaka Y, Purgato M, Magni LR, Ogawa Y, Takeshima N, Cipriani A, Barbui C, Leucht S, Furukawa TA (2015) Dose equivalents of antidepressants: evidence-based recommendations from randomized controlled trials. J Affect Disord 180:179–184PubMedCrossRef Hayasaka Y, Purgato M, Magni LR, Ogawa Y, Takeshima N, Cipriani A, Barbui C, Leucht S, Furukawa TA (2015) Dose equivalents of antidepressants: evidence-based recommendations from randomized controlled trials. J Affect Disord 180:179–184PubMedCrossRef
36.
go back to reference Kay SR, Fiszbein A, Opler LA (1987) The positive and negative syndrome scale (panss) for schizophrenia. Schizophr Bull 13:261–276PubMedCrossRef Kay SR, Fiszbein A, Opler LA (1987) The positive and negative syndrome scale (panss) for schizophrenia. Schizophr Bull 13:261–276PubMedCrossRef
37.
go back to reference Dsm-iiiR (1989) Dkudddusmpsr gaf-skala: global assessment of functioning scale. Beltz, Weinheim, Basel Dsm-iiiR (1989) Dkudddusmpsr gaf-skala: global assessment of functioning scale. Beltz, Weinheim, Basel
38.
go back to reference Amieva H, Meillon C, Proust-Lima C, Dartigues JF (2019) Is low psychomotor speed a marker of brain vulnerability in late life? Digit symbol substitution test in the prediction of Alzheimer, Parkinson, stroke, disability, and depression. Dement Geriatr Cogn Disord 47:297–305PubMedCrossRef Amieva H, Meillon C, Proust-Lima C, Dartigues JF (2019) Is low psychomotor speed a marker of brain vulnerability in late life? Digit symbol substitution test in the prediction of Alzheimer, Parkinson, stroke, disability, and depression. Dement Geriatr Cogn Disord 47:297–305PubMedCrossRef
39.
go back to reference Boylu ME, Turan S, Guler EM, Boylu FB, Kilic O, Kocyigit A, Kirpinar I (2023) Changes in neuroactive steroids, neurotrophins and immunological biomarkers after monotherapy 8-week rtms treatment and their relationship with neurocognitive functions in depression. Eur Arch Psychiatry Clin Neurosci. https://doi.org/10.1007/s00406-023-01704-9CrossRefPubMed Boylu ME, Turan S, Guler EM, Boylu FB, Kilic O, Kocyigit A, Kirpinar I (2023) Changes in neuroactive steroids, neurotrophins and immunological biomarkers after monotherapy 8-week rtms treatment and their relationship with neurocognitive functions in depression. Eur Arch Psychiatry Clin Neurosci. https://​doi.​org/​10.​1007/​s00406-023-01704-9CrossRefPubMed
40.
go back to reference Nixon N, Guo B, Kaylor-Hughes C, Simpson S, Garland A, Dalgleish T, Morriss R (2024) Specialist treatment for persistent depression in secondary care: sustained effects from a multicentre UK study at 24 and 36 months. J Affect Disord 345:70–77PubMedCrossRef Nixon N, Guo B, Kaylor-Hughes C, Simpson S, Garland A, Dalgleish T, Morriss R (2024) Specialist treatment for persistent depression in secondary care: sustained effects from a multicentre UK study at 24 and 36 months. J Affect Disord 345:70–77PubMedCrossRef
42.
43.
go back to reference Strauss GP, Esfahlani FZ, Kirkpatrick B, Allen DN, Gold JM, Visser KF, Sayama H (2019) Network analysis reveals which negative symptom domains are most central in schizophrenia vs bipolar disorder. Schizophr Bull 45:1319–1330PubMedPubMedCentralCrossRef Strauss GP, Esfahlani FZ, Kirkpatrick B, Allen DN, Gold JM, Visser KF, Sayama H (2019) Network analysis reveals which negative symptom domains are most central in schizophrenia vs bipolar disorder. Schizophr Bull 45:1319–1330PubMedPubMedCentralCrossRef
44.
go back to reference Strauss GP, Zamani Esfahlani F, Sayama H, Kirkpatrick B, Opler MG, Saoud JB, Davidson M, Luthringer R (2020) Network analysis indicates that avolition is the most central domain for the successful treatment of negative symptoms: evidence from the roluperidone randomized clinical trial. Schizophr Bull 46:964–970PubMedPubMedCentralCrossRef Strauss GP, Zamani Esfahlani F, Sayama H, Kirkpatrick B, Opler MG, Saoud JB, Davidson M, Luthringer R (2020) Network analysis indicates that avolition is the most central domain for the successful treatment of negative symptoms: evidence from the roluperidone randomized clinical trial. Schizophr Bull 46:964–970PubMedPubMedCentralCrossRef
45.
go back to reference Costantini G, Epskamp S, Borsboom D, Perugini M, Mõttus R, Waldorp LJ, Cramer AO (2015) State of the art personality research: a tutorial on network analysis of personality data in R. J Res Pers 54:13–29CrossRef Costantini G, Epskamp S, Borsboom D, Perugini M, Mõttus R, Waldorp LJ, Cramer AO (2015) State of the art personality research: a tutorial on network analysis of personality data in R. J Res Pers 54:13–29CrossRef
47.
go back to reference Epskamp S, Borsboom D, Fried EI (2018) Estimating psychological networks and their accuracy: a tutorial paper. Behav Res Methods 50:195–212PubMedCrossRef Epskamp S, Borsboom D, Fried EI (2018) Estimating psychological networks and their accuracy: a tutorial paper. Behav Res Methods 50:195–212PubMedCrossRef
48.
go back to reference Epskamp S, Fried EI (2018) A tutorial on regularized partial correlation networks. Psychol Methods 23:617–634PubMedCrossRef Epskamp S, Fried EI (2018) A tutorial on regularized partial correlation networks. Psychol Methods 23:617–634PubMedCrossRef
49.
go back to reference Christensen AP, Golino H (2021) Estimating the stability of psychological dimensions via bootstrap exploratory graph analysis: a Monte Carlo simulation and tutorial. Psych 3:479–500CrossRef Christensen AP, Golino H (2021) Estimating the stability of psychological dimensions via bootstrap exploratory graph analysis: a Monte Carlo simulation and tutorial. Psych 3:479–500CrossRef
50.
go back to reference Golino H, Shi D, Christensen AP (2020) Investigating the performance of exploratory graph analysis and traditional techniques to identify the number of latent factors: a simulation and tutorial. Psychol Methods 25:292–320PubMedPubMedCentralCrossRef Golino H, Shi D, Christensen AP (2020) Investigating the performance of exploratory graph analysis and traditional techniques to identify the number of latent factors: a simulation and tutorial. Psychol Methods 25:292–320PubMedPubMedCentralCrossRef
51.
go back to reference Golino HF, Epskamp S (2017) Exploratory graph analysis: a new approach for estimating the number of dimensions in psychological research. PLoS ONE 12:e0174035PubMedPubMedCentralCrossRef Golino HF, Epskamp S (2017) Exploratory graph analysis: a new approach for estimating the number of dimensions in psychological research. PLoS ONE 12:e0174035PubMedPubMedCentralCrossRef
52.
go back to reference Cuesta MJ, Sánchez-Torres AM, de Jalón EG, Campos MS, Ibáñez B, Moreno-Izco L, Peralta V (2014) Spontaneous parkinsonism is associated with cognitive impairment in antipsychotic-naive patients with first-episode psychosis: a 6-month follow-up study. Schizophr Bull 40:1164–1173PubMedCrossRef Cuesta MJ, Sánchez-Torres AM, de Jalón EG, Campos MS, Ibáñez B, Moreno-Izco L, Peralta V (2014) Spontaneous parkinsonism is associated with cognitive impairment in antipsychotic-naive patients with first-episode psychosis: a 6-month follow-up study. Schizophr Bull 40:1164–1173PubMedCrossRef
53.
go back to reference Peralta V, Basterra V, Campos MS, de Jalón EG, Moreno-Izco L, Cuesta MJ (2012) Characterization of spontaneous Parkinsonism in drug-naive patients with non-affective psychotic disorders. Eur Arch Psychiatry Clin Neurosci 262:131–138PubMedCrossRef Peralta V, Basterra V, Campos MS, de Jalón EG, Moreno-Izco L, Cuesta MJ (2012) Characterization of spontaneous Parkinsonism in drug-naive patients with non-affective psychotic disorders. Eur Arch Psychiatry Clin Neurosci 262:131–138PubMedCrossRef
54.
go back to reference Wolf RC, Rashidi M, Schmitgen MM, Fritze S, Sambataro F, Kubera KM, Hirjak D (2021) Neurological soft signs predict auditory verbal hallucinations in patients with schizophrenia. Schizophr Bull 47:433–443PubMedCrossRef Wolf RC, Rashidi M, Schmitgen MM, Fritze S, Sambataro F, Kubera KM, Hirjak D (2021) Neurological soft signs predict auditory verbal hallucinations in patients with schizophrenia. Schizophr Bull 47:433–443PubMedCrossRef
55.
go back to reference Osborne KJ, Walther S, Shankman SA, Mittal VA (2020) Psychomotor slowing in schizophrenia: implications for endophenotype and biomarker development. Biomark Neuropsychiatry 2:100016PubMedPubMedCentralCrossRef Osborne KJ, Walther S, Shankman SA, Mittal VA (2020) Psychomotor slowing in schizophrenia: implications for endophenotype and biomarker development. Biomark Neuropsychiatry 2:100016PubMedPubMedCentralCrossRef
56.
go back to reference Gay O, Plaze M, Oppenheim C, Gaillard R, Olie JP, Krebs MO, Cachia A (2016) Cognitive control deficit in patients with first-episode schizophrenia is associated with complex deviations of early brain development. J Psychiatry Neurosci 41:150267PubMed Gay O, Plaze M, Oppenheim C, Gaillard R, Olie JP, Krebs MO, Cachia A (2016) Cognitive control deficit in patients with first-episode schizophrenia is associated with complex deviations of early brain development. J Psychiatry Neurosci 41:150267PubMed
57.
go back to reference Hirjak D, Meyer-Lindenberg A, Kubera KM, Thomann PA, Wolf RC (2018) Motor dysfunction as research domain in the period preceding manifest schizophrenia: a systematic review. Neurosci Biobehav Rev 87:87–105PubMedCrossRef Hirjak D, Meyer-Lindenberg A, Kubera KM, Thomann PA, Wolf RC (2018) Motor dysfunction as research domain in the period preceding manifest schizophrenia: a systematic review. Neurosci Biobehav Rev 87:87–105PubMedCrossRef
58.
go back to reference Hirjak D, Thomann PA, Kubera KM, Wolf ND, Sambataro F, Wolf RC (2015) Motor dysfunction within the schizophrenia-spectrum: a dimensional step towards an underappreciated domain. Schizophr Res 169:217–233PubMedCrossRef Hirjak D, Thomann PA, Kubera KM, Wolf ND, Sambataro F, Wolf RC (2015) Motor dysfunction within the schizophrenia-spectrum: a dimensional step towards an underappreciated domain. Schizophr Res 169:217–233PubMedCrossRef
59.
go back to reference Zhao Q, Li Z, Huang J, Yan C, Dazzan P, Pantelis C, Cheung EF, Lui SS, Chan RC (2013) Neurological soft signs are not “soft” in brain structure and functional networks: evidence from ale meta-analysis. Schizophr Bull 40:626–641PubMedPubMedCentralCrossRef Zhao Q, Li Z, Huang J, Yan C, Dazzan P, Pantelis C, Cheung EF, Lui SS, Chan RC (2013) Neurological soft signs are not “soft” in brain structure and functional networks: evidence from ale meta-analysis. Schizophr Bull 40:626–641PubMedPubMedCentralCrossRef
60.
go back to reference Rusch N, Spoletini I, Wilke M, Bria P, Di Paola M, Di Iulio F, Martinotti G, Caltagirone C, Spalletta G (2007) Prefrontal-thalamic-cerebellar gray matter networks and executive functioning in schizophrenia. Schizophr Res 93:79–89PubMedCrossRef Rusch N, Spoletini I, Wilke M, Bria P, Di Paola M, Di Iulio F, Martinotti G, Caltagirone C, Spalletta G (2007) Prefrontal-thalamic-cerebellar gray matter networks and executive functioning in schizophrenia. Schizophr Res 93:79–89PubMedCrossRef
61.
go back to reference Owen MJ, Sawa A, Mortensen PB (2016) Schizophrenia. Lancet (Lond, Engl) 388:86–97CrossRef Owen MJ, Sawa A, Mortensen PB (2016) Schizophrenia. Lancet (Lond, Engl) 388:86–97CrossRef
62.
go back to reference Morrens M, Hulstijn W, Van Hecke J, Peuskens J, Sabbe BG (2006) Sensorimotor and cognitive slowing in schizophrenia as measured by the symbol digit substitution test. J Psychiatr Res 40:200–206PubMedCrossRef Morrens M, Hulstijn W, Van Hecke J, Peuskens J, Sabbe BG (2006) Sensorimotor and cognitive slowing in schizophrenia as measured by the symbol digit substitution test. J Psychiatr Res 40:200–206PubMedCrossRef
63.
go back to reference Velasques B, Machado S, Paes F, Cunha M, Sanfim A, Budde H, Cagy M, Anghinah R, Basile LF, Piedade R, Ribeiro P (2011) Sensorimotor integration and psychopathology: motor control abnormalities related to psychiatric disorders. World J Biol Psychiatry 12(8):560–573. https://doi.org/10.3109/15622975.2010.551405 Velasques B, Machado S, Paes F, Cunha M, Sanfim A, Budde H, Cagy M, Anghinah R, Basile LF, Piedade R, Ribeiro P (2011) Sensorimotor integration and psychopathology: motor control abnormalities related to psychiatric disorders. World J Biol Psychiatry 12(8):560–573. https://​doi.​org/​10.​3109/​15622975.​2010.​551405
65.
go back to reference Kharawala S, Hastedt C, Podhorna J, Shukla H, Kappelhoff B, Harvey PD (2022) The relationship between cognition and functioning in schizophrenia: a semi-systematic review. Schizophr Res Cogn 27:100217PubMedCrossRef Kharawala S, Hastedt C, Podhorna J, Shukla H, Kappelhoff B, Harvey PD (2022) The relationship between cognition and functioning in schizophrenia: a semi-systematic review. Schizophr Res Cogn 27:100217PubMedCrossRef
66.
68.
go back to reference Hirjak D, Rashidi M, Fritze S, Bertolino AL, Geiger LS, Zang Z, Kubera KM, Schmitgen MM, Sambataro F, Calhoun VD, Weisbrod M, Tost H, Wolf RC (2019) Patterns of co-altered brain structure and function underlying neurological soft signs in schizophrenia spectrum disorders. Hum Brain Mapp 40(17):5029–5041. https://doi.org/10.1002/hbm.24755 Hirjak D, Rashidi M, Fritze S, Bertolino AL, Geiger LS, Zang Z, Kubera KM, Schmitgen MM, Sambataro F, Calhoun VD, Weisbrod M, Tost H, Wolf RC (2019) Patterns of co-altered brain structure and function underlying neurological soft signs in schizophrenia spectrum disorders. Hum Brain Mapp 40(17):5029–5041. https://​doi.​org/​10.​1002/​hbm.​24755
70.
go back to reference Borsboom D, Deserno MK, Rhemtulla M, Epskamp S, Fried EI, McNally RJ, Robinaugh DJ, Perugini M, Dalege J, Costantini G (2021) Network analysis of multivariate data in psychological science. Nat Rev Methods Primers 1:58CrossRef Borsboom D, Deserno MK, Rhemtulla M, Epskamp S, Fried EI, McNally RJ, Robinaugh DJ, Perugini M, Dalege J, Costantini G (2021) Network analysis of multivariate data in psychological science. Nat Rev Methods Primers 1:58CrossRef
71.
73.
go back to reference Gay O, Plaze M, Oppenheim C, Gaillard R, Olie JP, Krebs MO, Cachia A (2017) Cognitive control deficit in patients with first-episode schizophrenia is associated with complex deviations of early brain development. J Psychiatry Neurosci 42:87–94PubMedCrossRef Gay O, Plaze M, Oppenheim C, Gaillard R, Olie JP, Krebs MO, Cachia A (2017) Cognitive control deficit in patients with first-episode schizophrenia is associated with complex deviations of early brain development. J Psychiatry Neurosci 42:87–94PubMedCrossRef
74.
go back to reference Elliott H, Jones PJ, Schmidt U (2020) Central symptoms predict posttreatment outcomes and clinical impairment in anorexia nervosa: a network analysis. Clin Psychol Sci 8:139–154CrossRef Elliott H, Jones PJ, Schmidt U (2020) Central symptoms predict posttreatment outcomes and clinical impairment in anorexia nervosa: a network analysis. Clin Psychol Sci 8:139–154CrossRef
75.
go back to reference Abplanalp SJ, Lee J, Horan WP, Kern RS, Penn DL, Green MF (2023) A bayesian network approach to social and nonsocial cognition in schizophrenia: are some domains more fundamental than others? Schizophr Bull 49:997–1006PubMedPubMedCentralCrossRef Abplanalp SJ, Lee J, Horan WP, Kern RS, Penn DL, Green MF (2023) A bayesian network approach to social and nonsocial cognition in schizophrenia: are some domains more fundamental than others? Schizophr Bull 49:997–1006PubMedPubMedCentralCrossRef
76.
go back to reference Abplanalp SJ, Green MF (2022) Symptom structure in schizophrenia: implications of latent variable modeling vs network analysis. Schizophr Bull 48:538–543PubMedPubMedCentralCrossRef Abplanalp SJ, Green MF (2022) Symptom structure in schizophrenia: implications of latent variable modeling vs network analysis. Schizophr Bull 48:538–543PubMedPubMedCentralCrossRef
77.
go back to reference Fried EI, von Stockert S, Haslbeck JMB, Lamers F, Schoevers RA, Penninx B (2020) Using network analysis to examine links between individual depressive symptoms, inflammatory markers, and covariates. Psychol Med 50:2682–2690PubMedCrossRef Fried EI, von Stockert S, Haslbeck JMB, Lamers F, Schoevers RA, Penninx B (2020) Using network analysis to examine links between individual depressive symptoms, inflammatory markers, and covariates. Psychol Med 50:2682–2690PubMedCrossRef
Metadata
Title
Deciphering the interplay between psychopathological symptoms, sensorimotor, cognitive and global functioning: a transdiagnostic network analysis
Authors
Stefan Fritze
Geva A. Brandt
Sebastian Volkmer
Jonas Daub
Maria Krayem
Jacqueline Kukovic
Emanuel Schwarz
Urs Braun
Georg Northoff
Robert Christian Wolf
Katharina M. Kubera
Andreas Meyer-Lindenberg
Dusan Hirjak
Publication date
20-03-2024
Publisher
Springer Berlin Heidelberg
Published in
European Archives of Psychiatry and Clinical Neuroscience
Print ISSN: 0940-1334
Electronic ISSN: 1433-8491
DOI
https://doi.org/10.1007/s00406-024-01782-3