Cargando…
Language production impairments in patients with a first episode of psychosis
Language production has often been described as impaired in psychiatric diseases such as in psychosis. Nevertheless, little is known about the characteristics of linguistic difficulties and their relation with other cognitive domains in patients with a first episode of psychosis (FEP), either affect...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9371299/ https://www.ncbi.nlm.nih.gov/pubmed/35951619 http://dx.doi.org/10.1371/journal.pone.0272873 |
_version_ | 1784767098349682688 |
---|---|
author | Gargano, Giulia Caletti, Elisabetta Perlini, Cinzia Turtulici, Nunzio Bellani, Marcella Bonivento, Carolina Garzitto, Marco Siri, Francesca Marzia Longo, Chiara Bonetto, Chiara Cristofalo, Doriana Scocco, Paolo Semrov, Enrico Preti, Antonio Lazzarotto, Lorenza Gardellin, Francesco Lasalvia, Antonio Ruggeri, Mirella Marini, Andrea Brambilla, Paolo |
author_facet | Gargano, Giulia Caletti, Elisabetta Perlini, Cinzia Turtulici, Nunzio Bellani, Marcella Bonivento, Carolina Garzitto, Marco Siri, Francesca Marzia Longo, Chiara Bonetto, Chiara Cristofalo, Doriana Scocco, Paolo Semrov, Enrico Preti, Antonio Lazzarotto, Lorenza Gardellin, Francesco Lasalvia, Antonio Ruggeri, Mirella Marini, Andrea Brambilla, Paolo |
author_sort | Gargano, Giulia |
collection | PubMed |
description | Language production has often been described as impaired in psychiatric diseases such as in psychosis. Nevertheless, little is known about the characteristics of linguistic difficulties and their relation with other cognitive domains in patients with a first episode of psychosis (FEP), either affective or non-affective. To deepen our comprehension of linguistic profile in FEP, 133 patients with FEP (95 non-affective, FEP-NA; 38 affective, FEP-A) and 133 healthy controls (HC) were assessed with a narrative discourse task. Speech samples were systematically analyzed with a well-established multilevel procedure investigating both micro- (lexicon, morphology, syntax) and macro-linguistic (discourse coherence, pragmatics) levels of linguistic processing. Executive functioning and IQ were also evaluated. Both linguistic and neuropsychological measures were secondarily implemented with a machine learning approach in order to explore their predictive accuracy in classifying participants as FEP or HC. Compared to HC, FEP patients showed language production difficulty at both micro- and macro-linguistic levels. As for the former, FEP produced shorter and simpler sentences and fewer words per minute, along with a reduced number of lexical fillers, compared to HC. At the macro-linguistic level, FEP performance was impaired in local coherence, which was paired with a higher percentage of utterances with semantic errors. Linguistic measures were not correlated with any neuropsychological variables. No significant differences emerged between FEP-NA and FEP-A (p≥0.02, after Bonferroni correction). Machine learning analysis showed an accuracy of group prediction of 76.36% using language features only, with semantic variables being the most impactful. Such a percentage was enhanced when paired with clinical and neuropsychological variables. Results confirm the presence of language production deficits already at the first episode of the illness, being such impairment not related to other cognitive domains. The high accuracy obtained by the linguistic set of features in classifying groups support the use of machine learning methods in neuroscience investigations. |
format | Online Article Text |
id | pubmed-9371299 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-93712992022-08-12 Language production impairments in patients with a first episode of psychosis Gargano, Giulia Caletti, Elisabetta Perlini, Cinzia Turtulici, Nunzio Bellani, Marcella Bonivento, Carolina Garzitto, Marco Siri, Francesca Marzia Longo, Chiara Bonetto, Chiara Cristofalo, Doriana Scocco, Paolo Semrov, Enrico Preti, Antonio Lazzarotto, Lorenza Gardellin, Francesco Lasalvia, Antonio Ruggeri, Mirella Marini, Andrea Brambilla, Paolo PLoS One Research Article Language production has often been described as impaired in psychiatric diseases such as in psychosis. Nevertheless, little is known about the characteristics of linguistic difficulties and their relation with other cognitive domains in patients with a first episode of psychosis (FEP), either affective or non-affective. To deepen our comprehension of linguistic profile in FEP, 133 patients with FEP (95 non-affective, FEP-NA; 38 affective, FEP-A) and 133 healthy controls (HC) were assessed with a narrative discourse task. Speech samples were systematically analyzed with a well-established multilevel procedure investigating both micro- (lexicon, morphology, syntax) and macro-linguistic (discourse coherence, pragmatics) levels of linguistic processing. Executive functioning and IQ were also evaluated. Both linguistic and neuropsychological measures were secondarily implemented with a machine learning approach in order to explore their predictive accuracy in classifying participants as FEP or HC. Compared to HC, FEP patients showed language production difficulty at both micro- and macro-linguistic levels. As for the former, FEP produced shorter and simpler sentences and fewer words per minute, along with a reduced number of lexical fillers, compared to HC. At the macro-linguistic level, FEP performance was impaired in local coherence, which was paired with a higher percentage of utterances with semantic errors. Linguistic measures were not correlated with any neuropsychological variables. No significant differences emerged between FEP-NA and FEP-A (p≥0.02, after Bonferroni correction). Machine learning analysis showed an accuracy of group prediction of 76.36% using language features only, with semantic variables being the most impactful. Such a percentage was enhanced when paired with clinical and neuropsychological variables. Results confirm the presence of language production deficits already at the first episode of the illness, being such impairment not related to other cognitive domains. The high accuracy obtained by the linguistic set of features in classifying groups support the use of machine learning methods in neuroscience investigations. Public Library of Science 2022-08-11 /pmc/articles/PMC9371299/ /pubmed/35951619 http://dx.doi.org/10.1371/journal.pone.0272873 Text en © 2022 Gargano et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Gargano, Giulia Caletti, Elisabetta Perlini, Cinzia Turtulici, Nunzio Bellani, Marcella Bonivento, Carolina Garzitto, Marco Siri, Francesca Marzia Longo, Chiara Bonetto, Chiara Cristofalo, Doriana Scocco, Paolo Semrov, Enrico Preti, Antonio Lazzarotto, Lorenza Gardellin, Francesco Lasalvia, Antonio Ruggeri, Mirella Marini, Andrea Brambilla, Paolo Language production impairments in patients with a first episode of psychosis |
title | Language production impairments in patients with a first episode of psychosis |
title_full | Language production impairments in patients with a first episode of psychosis |
title_fullStr | Language production impairments in patients with a first episode of psychosis |
title_full_unstemmed | Language production impairments in patients with a first episode of psychosis |
title_short | Language production impairments in patients with a first episode of psychosis |
title_sort | language production impairments in patients with a first episode of psychosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9371299/ https://www.ncbi.nlm.nih.gov/pubmed/35951619 http://dx.doi.org/10.1371/journal.pone.0272873 |
work_keys_str_mv | AT garganogiulia languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT calettielisabetta languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT perlinicinzia languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT turtulicinunzio languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT bellanimarcella languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT boniventocarolina languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT garzittomarco languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT sirifrancescamarzia languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT longochiara languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT bonettochiara languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT cristofalodoriana languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT scoccopaolo languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT semrovenrico languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT pretiantonio languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT lazzarottolorenza languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT gardellinfrancesco languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT lasalviaantonio languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT ruggerimirella languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT mariniandrea languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT brambillapaolo languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis AT languageproductionimpairmentsinpatientswithafirstepisodeofpsychosis |