Evidence map›Paper›PMID 36165907›Full record

ArticleJournal of magnetic resonance imaging : JMRI2023

Independent Component and Graph Theory Analyses Reveal Normalized Brain Networks on Resting-State Functional MRI After Working Memory Training in People With HIV.

Chunying Jia, Qunfang Long, Thomas Ernst, Yuanqi Shang, Linda Chang, Tülay Adali

Open access · greenAbstract read
In one paragraph

Article in Journal of magnetic resonance imaging : JMRI, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
1.6field-weighted citation impact, top 17% 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

9 citing papers in PubMed, 1 synthesis or guideline pooled it, 16 citations in OpenAlex.

  1. Pooled it
  2. Neurology(R) neuroimmunology & neuroinflammation · 2026
    Trial
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  6. Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors at 2 institutions in 1 country.

Chunying JiaDepartment of Computer Science and Electrical Engineering, University of Maryland Baltimore County, Baltimore, Maryland, USA.ORCID 0000-0002-7941-0605
Qunfang LongDepartment of Computer Science and Electrical Engineering, University of Maryland Baltimore County, Baltimore, Maryland, USA.
Thomas ErnstDepartment of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA.
Yuanqi ShangDepartment of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA.
Linda ChangDepartment of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA.
Tülay AdaliDepartment of Computer Science and Electrical Engineering, University of Maryland Baltimore County, Baltimore, Maryland, USA.
University of Maryland, Baltimore · USUniversity of Maryland, Baltimore County · US

Funding

Male/Female differences in psychosis and mood disorders:Dynamic imaging-genomic models for characterizing and predicting psychosis and mood dR01MH118695 · NIMH · GEORGIA STATE UNIVERSITY · PI ADALI, TULAY, CALHOUN, VINCE D · 2019 to 2023
$3.8M
Neural Correlates of Working Memory Training For HIV PatientsR01DA035659 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI CHANG, LINDA · 2012 to 2017
$2.8M
Unified multivariate data-driven solutions for static and dynamic brain connectivityR01EB020407 · NIBIB · THE MIND RESEARCH NETWORK · PI ADALI, TULAY, CALHOUN, VINCE D · 2015 to 2018
$2.7M
NIBIB NIH HHS R01 EB020407NIDA NIH HHS R01 DA035659NIMH NIH HHS R01 MH118695
6 · The paper itself

Abstract

backgroundCognitive training may partially reverse cognitive deficits in people with HIV (PWH). Previous functional MRI (fMRI) studies demonstrate that working memory training (WMT) alters brain activity during working memory tasks, but its effects on resting brain network organization remain unknown. PURPOSE: To test whether WMT affects PWH brain functional connectivity in resting-state fMRI (rsfMRI). STUDY TYPE: Prospective. POPULATION: A total of 53 PWH (ages 50.7 ± 1.5 years, two women) and 53 HIV-seronegative controls (SN, ages 49.5 ± 1.6 years, six women). FIELD STRENGTH/SEQUENCE: Axial single-shot gradient-echo echo-planar imaging at 3.0 T was performed at baseline (TL1), at 1-month (TL2), and at 6-months (TL3), after WMT. ASSESSMENT: All participants had rsfMRI and clinical assessments (including neuropsychological tests) at TL1 before randomization to Cogmed WMT (adaptive training, n = 58: 28 PWH, 30 SN; nonadaptive training, n = 48: 25 PWH, 23 SN), 25 sessions over 5-8 weeks. All assessments were repeated at TL2 and at TL3. The functional connectivity estimated by independent component analysis (ICA) or graph theory (GT) metrics (eigenvector centrality, etc.) for different link densities (LDs) were compared between PWH and SN groups at TL1 and TL2. STATISTICAL TESTS: Two-way analyses of variance (ANOVA) on GT metrics and two-sample t-tests on FC or GT metrics were performed. Cognitive (eg memory) measures were correlated with eigenvector centrality (eCent) using Pearson's correlations. The significance level was set at P < 0.05 after false discovery rate correction.

resultsThe ventral default mode network (vDMN) eCent differed between PWH and SN groups at TL1 but not at TL2 (P = 0.28). In PWH, vDMN eCent changes significantly correlated with changes in the memory ability in PWH (r = -0.62 at LD = 50%) and vDMN eCent before training significantly correlated with memory performance changes (r = 0.53 at LD = 50%). DATA

conclusionICA and GT analyses showed that adaptive WMT normalized graph properties of the vDMN in PWH. EVIDENCE LEVEL: 1 TECHNICAL EFFICACY: 1.

Indexed as

HIV InfectionsMemory, Short-TermBrainBrain MappingCase-Control StudiesCognitive TrainingFemaleHumansMagnetic Resonance ImagingMiddle AgedProspective Studiesfunctional network connectivitygraph-theoretical analysishuman immunodeficiency virusindependent component analysisresting-state functional MRIworking memory training

Identifiers

PMID36165907
PMCPMC10040468
OpenAlexW4297261187

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.