- Title
- Transcriptomic abnormalities in peripheral blood in bipolar disorder, and discrimination of the major psychoses
- Creator
- Hess, Jonathan L.; Tylee, Daniel S.; Barve, Rahul; de Jong, Simone; Ophoff, Roel A.; Kumarasinghe, Nishantha; Tooney, Paul; Schall, Ulrich; Gardiner, Erin; Beveridge, Natalie Jane; Scott, Rodney J.; Yasawardene, Surangi; Perera, Antoinette; Mendis, Jayan; Carr, Vaughan; Kelly, Brian; Cairns, Murray; Neurobehavioural Genetics Unit,; Tsuang, Ming T.; Glatt, Stephen J.
- Relation
- Schizophrenia Research Vol. 217, p. 124-135
- Publisher Link
- http://dx.doi.org/10.1016/j.schres.2019.07.036
- Publisher
- Elsevier
- Resource Type
- journal article
- Date
- 2020
- Description
- We performed a transcriptome-wide meta-analysis and gene co-expression network analysis to identify genes and gene networks dysregulated in the peripheral blood of bipolar disorder (BD) cases relative to unaffected comparison subjects, and determined the specificity of the transcriptomic signatures of BD and schizophrenia (SZ). Nineteen genes and 4 gene modules were significantly differentially expressed in BD cases. Thirteen gene modules were shown to be differentially expressed in a combined case-group of BD and SZ subjects called “major psychosis”, including genes biologically linked to apoptosis, reactive oxygen, chromatin remodeling, and immune signaling. No modules were differentially expressed between BD and SZ cases. Machine-learning classifiers trained to separate diagnostic classes based solely on gene expression profiles could distinguish BD cases from unaffected comparison subjects with an area under the curve (AUC) of 0.724, as well as BD cases from SZ cases with AUC = 0.677 in withheld test samples. We introduced a novel and straightforward method called “polytranscript risk scoring” that could distinguish BD cases from unaffected subjects (AUC = 0.672) and SZ cases (AUC = 0.607) significantly better than expected by chance. Taken together, our results highlighted gene expression alterations common to BD and SZ that involve biological processes of inflammation, oxidative stress, apoptosis, and chromatin regulation, and highlight disorder-specific changes in gene expression that discriminate the major psychoses.
- Subject
- bipolar disorder; biomarker; peripheral blood; schizophrenia; transcriptome
- Identifier
- http://hdl.handle.net/1959.13/1443081
- Identifier
- uon:41878
- Identifier
- ISSN:0920-9964
- Language
- eng
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