Academic Journal
Comparative cytokine signatures and cognitive deficits in early-onset schizophrenia and adolescent major depression: Toward refined diagnostic classification frameworks.
| Τίτλος: | Comparative cytokine signatures and cognitive deficits in early-onset schizophrenia and adolescent major depression: Toward refined diagnostic classification frameworks. |
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| Συγγραφείς: | Luo X; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China. Electronic address: 1369643803@qq.com., Dong J; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China., Li T; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China; Liangzhu Laboratory, MOE Frontier Science Center for Brain Science and Brain-Machine Integration, State Key Laboratory of Brain-machine Intelligence, Zhejiang University, Hangzhou 311121, China; NHC and CAMS Key Laboratory of Medical Neurobiology, Zhejiang University, Hangzhou 310058, China; Nanhu Brain-computer Interface Institute, Hangzhou 311100, China. Electronic address: Xuntao26@hotmail.com. |
| Πηγή: | Journal of affective disorders [J Affect Disord] 2025 Nov 15; Vol. 389, pp. 119667. Date of Electronic Publication: 2025 Jun 16. |
| Τύπος έκδοσης: | Journal Article; Comparative Study |
| Γλώσσα: | English |
| Στοιχεία περιοδικού: | Publisher: Elsevier/North-Holland Biomedical Press Country of Publication: Netherlands NLM ID: 7906073 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1573-2517 (Electronic) Linking ISSN: 01650327 NLM ISO Abbreviation: J Affect Disord Subsets: MEDLINE |
| Imprint Name(s): | Original Publication: Amsterdam, Elsevier/North-Holland Biomedical Press. |
| Ιατρικοί όροι (MeSH): | Major Depressive Disorder*/blood , Major Depressive Disorder*/diagnosis , Major Depressive Disorder*/classification , Major Depressive Disorder*/psychology , Major Depressive Disorder*/complications , Schizophrenia*/blood , Schizophrenia*/diagnosis , Schizophrenia*/classification , Schizophrenia*/complications , Cytokines*/blood , Cognitive Dysfunction*/blood , Cognitive Dysfunction*/diagnosis, Biomarkers/blood ; Humans ; Male ; Adolescent ; Female ; Neuropsychological Tests ; Machine Learning |
| Περίληψη: | Background: This study analyzed plasma cytokine patterns in individuals with schizophrenia (SCZ), major depressive disorder (MDD), and healthy controls, explored the link between cytokine levels and cognitive function, and created machine learning models to evaluate the diagnostic potential of cytokine and cognitive assessments. Methods: This study involved 64 early-onset SCZ patients, 53 adolescents with MDD, and 33 healthy controls. The plasma concentrations of 44 cytokines were measured using the LUMINEX multiplex assay. Cognitive function was tested with the Cambridge Neuropsychological Test Automated Battery. Random Forest and Extreme Gradient Boosting models were used for classification, with their effectiveness evaluated via ROC curve analysis. Results: SCZ patients exhibited significantly elevated levels of CCL11, IL-2 and IL-13, while MDD patients displayed increased CXCL2 and G-CSF levels but decreased CCL20 and CCL11 levels. SCZ patients showed significant cognitive impairments compared to healthy controls. Elevated CCL11 were associated with poorer memory accuracy, and higher G-CSF were linked to worse executive function. The XGBoost model was more sensitive in classifying MDD than the Random Forest model, but both struggled to differentiate SCZ patients from healthy controls due to low specificity. Conclusion: Early-onset SCZ and adolescent MDD patients showed unique peripheral cytokine profiles, with SCZ patients experiencing significant cognitive deficits. The cytokine CCL11 was found to have a significant association with cognitive dysfunction. Cytokine levels and cognitive assessments may serve as potential biomarkers for the diagnosis of MDD. (Copyright © 2025 Elsevier B.V. All rights reserved.) |
| Competing Interests: | Declaration of competing interest The authors declare that there are no financial or other relationships that might lead to a conflict of interest of the present article. All authors have reviewed the final version of the manuscript and approved it for publication. |
| Contributed Indexing: | Keywords: CCL11; Cognitive impairment; Cytokines; Depression; Schizophrenia |
| Substance Nomenclature: | 0 (Cytokines) 0 (Biomarkers) |
| Entry Date(s): | Date Created: 20250618 Date Completed: 20250812 Latest Revision: 20260127 |
| Update Code: | 20260130 |
| DOI: | 10.1016/j.jad.2025.119667 |
| PMID: | 40532880 |
| Βάση Δεδομένων: | MEDLINE |
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| Header | DbId: cmedm DbLabel: MEDLINE An: 40532880 AccessLevel: 3 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Comparative cytokine signatures and cognitive deficits in early-onset schizophrenia and adolescent major depression: Toward refined diagnostic classification frameworks. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Luo+X%22">Luo X</searchLink>; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China. Electronic address: 1369643803@qq.com.<br /><searchLink fieldCode="AU" term="%22Dong+J%22">Dong J</searchLink>; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China.<br /><searchLink fieldCode="AU" term="%22Li+T%22">Li T</searchLink>; Affiliated Mental Health Centre, Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, 305 Tianmushan Road, Hangzhou, Zhejiang 310013, China; Liangzhu Laboratory, MOE Frontier Science Center for Brain Science and Brain-Machine Integration, State Key Laboratory of Brain-machine Intelligence, Zhejiang University, Hangzhou 311121, China; NHC and CAMS Key Laboratory of Medical Neurobiology, Zhejiang University, Hangzhou 310058, China; Nanhu Brain-computer Interface Institute, Hangzhou 311100, China. Electronic address: Xuntao26@hotmail.com. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%227906073%22">Journal of affective disorders</searchLink> [J Affect Disord] 2025 Nov 15; Vol. 389, pp. 119667. <i>Date of Electronic Publication: </i>2025 Jun 16. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Comparative Study – Name: Language Label: Language Group: Lang Data: English – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%2FNorth-Holland+Biomedical+Press%22">Elsevier/North-Holland Biomedical Press </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>7906073 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-2517 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201650327%22">01650327 </searchLink><i>NLM ISO Abbreviation: </i>J Affect Disord <i>Subsets: </i>MEDLINE – Name: PublisherInfo Label: Imprint Name(s) Group: PubInfo Data: <i>Original Publication</i>: Amsterdam, Elsevier/North-Holland Biomedical Press. – Name: SubjectMESH Label: MeSH Terms Group: Su Data: <searchLink fieldCode="MM" term="%22Major+Depressive+Disorder%22">Major Depressive Disorder*</searchLink>/<searchLink fieldCode="MM" term="%22Major+Depressive+Disorder+blood%22">blood</searchLink> <br /><searchLink fieldCode="MM" term="%22Major+Depressive+Disorder%22">Major Depressive Disorder*</searchLink>/<searchLink fieldCode="MM" term="%22Major+Depressive+Disorder+diagnosis%22">diagnosis</searchLink> <br /><searchLink fieldCode="MM" term="%22Major+Depressive+Disorder%22">Major Depressive Disorder*</searchLink>/<searchLink fieldCode="MM" term="%22Major+Depressive+Disorder+classification%22">classification</searchLink> <br /><searchLink fieldCode="MM" term="%22Major+Depressive+Disorder%22">Major Depressive Disorder*</searchLink>/<searchLink fieldCode="MM" term="%22Major+Depressive+Disorder+psychology%22">psychology</searchLink> <br /><searchLink fieldCode="MM" term="%22Major+Depressive+Disorder%22">Major Depressive Disorder*</searchLink>/<searchLink fieldCode="MM" term="%22Major+Depressive+Disorder+complications%22">complications</searchLink> <br /><searchLink fieldCode="MM" term="%22Schizophrenia%22">Schizophrenia*</searchLink>/<searchLink fieldCode="MM" term="%22Schizophrenia+blood%22">blood</searchLink> <br /><searchLink fieldCode="MM" term="%22Schizophrenia%22">Schizophrenia*</searchLink>/<searchLink fieldCode="MM" term="%22Schizophrenia+diagnosis%22">diagnosis</searchLink> <br /><searchLink fieldCode="MM" term="%22Schizophrenia%22">Schizophrenia*</searchLink>/<searchLink fieldCode="MM" term="%22Schizophrenia+classification%22">classification</searchLink> <br /><searchLink fieldCode="MM" term="%22Schizophrenia%22">Schizophrenia*</searchLink>/<searchLink fieldCode="MM" term="%22Schizophrenia+complications%22">complications</searchLink> <br /><searchLink fieldCode="MM" term="%22Cytokines%22">Cytokines*</searchLink>/<searchLink fieldCode="MM" term="%22Cytokines+blood%22">blood</searchLink> <br /><searchLink fieldCode="MM" term="%22Cognitive+Dysfunction%22">Cognitive Dysfunction*</searchLink>/<searchLink fieldCode="MM" term="%22Cognitive+Dysfunction+blood%22">blood</searchLink> <br /><searchLink fieldCode="MM" term="%22Cognitive+Dysfunction%22">Cognitive Dysfunction*</searchLink>/<searchLink fieldCode="MM" term="%22Cognitive+Dysfunction+diagnosis%22">diagnosis</searchLink><br /><searchLink fieldCode="MH" term="%22Biomarkers%22">Biomarkers</searchLink>/<searchLink fieldCode="MH" term="%22Biomarkers+blood%22">blood</searchLink> ; <searchLink fieldCode="MH" term="%22Humans%22">Humans</searchLink> ; <searchLink fieldCode="MH" term="%22Male%22">Male</searchLink> ; <searchLink fieldCode="MH" term="%22Adolescent%22">Adolescent</searchLink> ; <searchLink fieldCode="MH" term="%22Female%22">Female</searchLink> ; <searchLink fieldCode="MH" term="%22Neuropsychological+Tests%22">Neuropsychological Tests</searchLink> ; <searchLink fieldCode="MH" term="%22Machine+Learning%22">Machine Learning</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Background: This study analyzed plasma cytokine patterns in individuals with schizophrenia (SCZ), major depressive disorder (MDD), and healthy controls, explored the link between cytokine levels and cognitive function, and created machine learning models to evaluate the diagnostic potential of cytokine and cognitive assessments.<br />Methods: This study involved 64 early-onset SCZ patients, 53 adolescents with MDD, and 33 healthy controls. The plasma concentrations of 44 cytokines were measured using the LUMINEX multiplex assay. Cognitive function was tested with the Cambridge Neuropsychological Test Automated Battery. Random Forest and Extreme Gradient Boosting models were used for classification, with their effectiveness evaluated via ROC curve analysis.<br />Results: SCZ patients exhibited significantly elevated levels of CCL11, IL-2 and IL-13, while MDD patients displayed increased CXCL2 and G-CSF levels but decreased CCL20 and CCL11 levels. SCZ patients showed significant cognitive impairments compared to healthy controls. Elevated CCL11 were associated with poorer memory accuracy, and higher G-CSF were linked to worse executive function. The XGBoost model was more sensitive in classifying MDD than the Random Forest model, but both struggled to differentiate SCZ patients from healthy controls due to low specificity.<br />Conclusion: Early-onset SCZ and adolescent MDD patients showed unique peripheral cytokine profiles, with SCZ patients experiencing significant cognitive deficits. The cytokine CCL11 was found to have a significant association with cognitive dysfunction. Cytokine levels and cognitive assessments may serve as potential biomarkers for the diagnosis of MDD.<br /> (Copyright © 2025 Elsevier B.V. All rights reserved.) – Name: Abstract Label: Competing Interests Group: Ab Data: Declaration of competing interest The authors declare that there are no financial or other relationships that might lead to a conflict of interest of the present article. All authors have reviewed the final version of the manuscript and approved it for publication. – Name: SubjectMinor Label: Contributed Indexing Group: Data: <i>Keywords: </i>CCL11; Cognitive impairment; Cytokines; Depression; Schizophrenia – Name: NumberCAS Label: Substance Nomenclature Group: ID Data: 0 (Cytokines)<br />0 (Biomarkers) – Name: DateEntry Label: Entry Date(s) Group: Date Data: <i>Date Created: </i>20250618 <i>Date Completed: </i>20250812 <i>Latest Revision: </i>20260127 – Name: DateUpdate Label: Update Code Group: Date Data: 20260130 – Name: DOI Label: DOI Group: ID Data: 10.1016/j.jad.2025.119667 – Name: AN Label: PMID Group: ID Data: 40532880 |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.jad.2025.119667 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 119667 Subjects: – SubjectFull: Biomarkers blood Type: general – SubjectFull: Humans Type: general – SubjectFull: Male Type: general – SubjectFull: Adolescent Type: general – SubjectFull: Female Type: general – SubjectFull: Neuropsychological Tests Type: general – SubjectFull: Machine Learning Type: general – SubjectFull: Major Depressive Disorder blood Type: general – SubjectFull: Major Depressive Disorder diagnosis Type: general – SubjectFull: Major Depressive Disorder classification Type: general – SubjectFull: Major Depressive Disorder psychology Type: general – SubjectFull: Major Depressive Disorder complications Type: general – SubjectFull: Schizophrenia blood Type: general – SubjectFull: Schizophrenia diagnosis Type: general – SubjectFull: Schizophrenia classification Type: general – SubjectFull: Schizophrenia complications Type: general – SubjectFull: Cytokines blood Type: general – SubjectFull: Cognitive Dysfunction blood Type: general – SubjectFull: Cognitive Dysfunction diagnosis Type: general Titles: – TitleFull: Comparative cytokine signatures and cognitive deficits in early-onset schizophrenia and adolescent major depression: Toward refined diagnostic classification frameworks. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Luo X – PersonEntity: Name: NameFull: Dong J – PersonEntity: Name: NameFull: Li T IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 11 Text: 2025 Nov 15 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1573-2517 Numbering: – Type: volume Value: 389 Titles: – TitleFull: Journal of affective disorders Type: main |
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