Evidence map›Paper›PMID 27177811›Full record

ArticleBiochimica et biophysica acta2016

A heuristic model for working memory deficit in schizophrenia.

Zhen Qi, Gina P Yu, Felix Tretter, Oliver Pogarell, Anthony A Grace, Eberhard O Voit

Open access · greenAbstract read
In one paragraph

Article in Biochimica et biophysica acta, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
1.3field-weighted citation impact, top 22% 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 15 citations in OpenAlex.

  1. Trial
  2. Format-Preserving Reduction of Canonical Nonlinear Models.Bulletin of mathematical biology · 2026
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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

6 authors at 4 institutions in 3 countries.

Zhen QiDepartment of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA 30332, USA; Integrative BioSystems Institute, Georgia Institute of Technology, Atlanta, GA 30332, USA. Electronic address: zhen.qi@gatech.edu.
Gina P YuDepartment of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA 30332, USA.
Felix TretterBertalanffy Center for the Study of Systems Science, 1040 Vienna, Austria.
Oliver PogarellDept. of Psychiatry, University of Munich, Munich, Germany.
Anthony A GraceDepartment of Neuroscience, Psychiatry and Psychology, University of Pittsburgh, 456 Langley Hall, Pittsburgh, PA, USA.
Eberhard O VoitDepartment of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA 30332, USA; Integrative BioSystems Institute, Georgia Institute of Technology, Atlanta, GA 30332, USA.
Georgia Institute of Technology · USBertalanffy Center for the Study of Systems Science · ATLudwig-Maximilians-Universität München · DEUniversity of Pittsburgh · US

Funding

Gating of Information Flow Within the Nucleus Accumbens (Supplement)R01MH057440 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI ANTHONY A GRACE · 1997 to 2026
$7.2M
PROJECT 3: METABOLOMIC BIOMARKERS OF PARKINSON'S DISEASEP01ES016731 · NIEHS · EMORY UNIVERSITY · PI MILLER, GARY W · 2008 to 2012
$6.7M
Adverse effects of RBC transfusions: A unifying hypothesisR01HL095479 · NHLBI · EMORY UNIVERSITY · PI ROBACK, JOHN D · 2009 to 2017
$5.2M
NHLBI NIH HHS R01 HL095479NIEHS NIH HHS P01 ES016731NIMH NIH HHS R01 MH057440
6 · The paper itself

Abstract

backgroundThe life of schizophrenia patients is severely affected by deficits in working memory. In various brain regions, the reciprocal interactions between excitatory glutamatergic neurons and inhibitory GABAergic neurons are crucial. Other neurotransmitters, in particular dopamine, serotonin, acetylcholine, and norepinephrine, modulate the local balance between glutamate and GABA and therefore regulate the function of brain regions. Persistent alterations in the balances between the neurotransmitters can result in working memory deficits.

methodsHere we present a heuristic computational model that accounts for interactions among neurotransmitters across various brain regions. The model is based on the concept of a neurochemical interaction matrix at the biochemical level and combines this matrix with a mobile model representing physiological dynamic balances among neurotransmitter systems associated with working memory.

resultsThe comparison of clinical and simulation results demonstrates that the model output is qualitatively very consistent with the available data. In addition, the model captured how perturbations migrated through different neurotransmitters and brain regions. Results showed that chronic administration of ketamine can cause a variety of imbalances, and application of an antagonist of the D2 receptor in PFC can also induce imbalances but in a very different manner.

conclusionsThe heuristic computational model permits a variety of assessments of genetic, biochemical, and pharmacological perturbations and serves as an intuitive tool for explaining clinical and biological observations. GENERAL SIGNIFICANCE: The heuristic model is more intuitive than biophysically detailed models. It can serve as an important tool for interdisciplinary communication and even for psychiatric education of patients and relatives. This article is part of a Special Issue entitled "System Genetics" Guest Editor: Dr. Yudong Cai and Dr. Tao Huang.

Indexed as

BrainComputer Simulationgamma-Aminobutyric AcidGlutamic AcidHeuristicsHumansKetamineMemory DisordersMemory, Short-TermModels, BiologicalNeuronsNeurotransmitter AgentsSchizophreniagamma-Aminobutyric AcidGlutamic AcidKetamineNeurotransmitter AgentsInteraction matrixMesoscopic modelMobileNeurotransmitterSchizophreniaSystems biologyWorking memory deficit

Identifiers

PMID27177811
PMCPMC5018429
OpenAlexW2347249787

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.