Evidence map›Paper›PMID 27450777›Full record

ArticleSchizophrenia research2016

Transcriptome-wide mega-analyses reveal joint dysregulation of immunologic genes and transcription regulators in brain and blood in schizophrenia.

Jonathan L Hess, Daniel S Tylee, Rahul Barve, Simone de Jong, Roel A Ophoff, Nishantha Kumarasinghe, Paul Tooney, Ulrich Schall, Erin Gardiner, Natalie Jane Beveridge and 10 more

Registry-linked trialOpen access · greenAbstract read
In one paragraph

Article in Schizophrenia research, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06112093 (Using Repetitive Transcranial Magnetic Stimulation to Manage Headaches and Improve Rehabilitation Outcomes in Mild Traumatic Brain Injury), which is not on this map. Cited by 51 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
51citing papers in PubMed, 4 pooled it
4.4field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06112093 phase1recruitingnot on this mapstarted 2023, after this paper: background citation

Using Repetitive Transcranial Magnetic Stimulation to Manage Headaches and Improve Rehabilitation Outcomes in Mild Traumatic Brain Injury: A Longitudinal Study

TypeinterventionalSponsorState University of New York - Upstate Medical UniversityRan2023 to 2027Enrolled60ConditionsBrain Concussion, Mild Traumatic Brain Injury, Headache, Post-Concussion SymptomsArmsRepetitive Transcranial Magnetic Stimulation, Sham Repetitive Transcranial Magnetic Stimulation
3 · Its place in the literature

Who cites it

51 citing papers in PubMed, 4 syntheses or guidelines pooled it, 90 citations in OpenAlex.

  1. Pooled it
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  4. PTSD Blood Transcriptome Mega-Analysis: Shared Inflammatory Pathways across Biological Sex and Modes of Trauma.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2018
    Pooled it
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  9. Alteration in CaMolecular biology reports · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

20 authors at 7 institutions in 5 countries.

Jonathan L HessPsychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA.
Daniel S TyleePsychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA.
Rahul BarvePsychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA.
Simone de JongCenter for Neurobehavioral Genetics, Semel Institute for Neuroscience and Behavior, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, California, USA; MRC Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK.
Roel A OphoffCenter for Neurobehavioral Genetics, Semel Institute for Neuroscience and Behavior, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, California, USA; Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands.
Nishantha KumarasingheSchool of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Department of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka; Schizophrenia Research Institute, Sydney, New South Wales, Australia; Faculty of Medicine, Sir John Kotelawala Defence University, Ratmalana, Sri Lanka.
Paul TooneySchizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Ulrich SchallSchool of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Schizophrenia Research Institute, Sydney, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Erin GardinerSchizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Natalie Jane BeveridgeSchizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Rodney J ScottSchool of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia.
Surangi YasawardeneDepartment of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka.
Antionette PereraDepartment of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka.
Jayan MendisDepartment of Anatomy, Faculty of Medical Sciences, University of Sri Jayawardenepura, Nugegoda, Sri Lanka.
Vaughan CarrSchizophrenia Research Institute, Sydney, New South Wales, Australia; School of Psychiatry, University of New South Wales, Kensington, New South Wales, Australia.
Brian KellySchool of Medicine & Public Health, The University of Newcastle, Callaghan, Newcastle, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Murray CairnsSchizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences & Pharmacy, Faculty of Health, The University of Newcastle, New South Wales, Australia; Hunter Medical Research Institute, Newcastle, Australia; Centre for Translational Neuroscience & Mental Health, University of Newcastle, Callaghan, Newcastle, Australia.
Neurobehavioural Genetics Unit
Ming T TsuangCenter for Behavioral Genomics, Department of Psychiatry, Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA; Harvard Institute of Psychiatric Epidemiology and Genetics, Boston, USA.
Stephen J GlattPsychiatric Genetic Epidemiology & Neurobiology Laboratory (PsychGENe Lab), Syracuse, NY, USA; Departments of Psychiatry and Behavioral Sciences & Neuroscience and Physiology, Syracuse, NY, USA; SUNY Upstate Medical University, Syracuse, NY, USA. Electronic address: stephen.glatt@psychgenelab.com.
Hunter Medical Research Institute · AUSUNY Upstate Medical University · USUniversity of Sri Jayewardenepura · LKSchizophrenia Research Institute · AUUniversity of California, Los Angeles · USUniversity of California San Diego · USUNSW Sydney · AU

Funding

Longitudinal Family/Molecular Genetic Study to Validate Research Domain CriteriaR01MH101519 · NIMH · UPSTATE MEDICAL UNIVERSITY · PI FARAONE, STEPHEN V, GLATT, STEPHEN J · 2014 to 2018
$3.5M
NIMH NIH HHS R01 MH101519
6 · The paper itself

Abstract

The application of microarray technology in schizophrenia research was heralded as paradigm-shifting, as it allowed for high-throughput assessment of cell and tissue function. This technology was widely adopted, initially in studies of postmortem brain tissue, and later in studies of peripheral blood. The collective body of schizophrenia microarray literature contains apparent inconsistencies between studies, with failures to replicate top hits, in part due to small sample sizes, cohort-specific effects, differences in array types, and other confounders. In an attempt to summarize existing studies of schizophrenia cases and non-related comparison subjects, we performed two mega-analyses of a combined set of microarray data from postmortem prefrontal cortices (n=315) and from ex-vivo blood tissues (n=578). We adjusted regression models per gene to remove non-significant covariates, providing best-estimates of transcripts dysregulated in schizophrenia. We also examined dysregulation of functionally related gene sets and gene co-expression modules, and assessed enrichment of cell types and genetic risk factors. The identities of the most significantly dysregulated genes were largely distinct for each tissue, but the findings indicated common emergent biological functions (e.g. immunity) and regulatory factors (e.g., predicted targets of transcription factors and miRNA species across tissues). Our network-based analyses converged upon similar patterns of heightened innate immune gene expression in both brain and blood in schizophrenia. We also constructed generalizable machine-learning classifiers using the blood-based microarray data. Our study provides an informative atlas for future pathophysiologic and biomarker studies of schizophrenia.

Indexed as

TranscriptomeBiomarkersGene Expression ProfilingHumansMachine LearningMicroarray AnalysisModels, StatisticalPrefrontal CortexPsychotic DisordersSchizophreniaBiomarkersBloodBrainGene expressionInnate immunityRandom forestsSchizophreniaSupport vector machineTranscriptome

Identifiers

PMID27450777
PMCPMC5026943
OpenAlexW2500955566

What OpenQuestion holds

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.