Evidence map›Paper›PMID 36170233›Full record

ArticlePloS one2022

CVR-MRICloud: An online processing tool for CO2-inhalation and resting-state cerebrovascular reactivity (CVR) MRI data.

Peiying Liu, Zachary Baker, Yue Li, Yang Li, Jiadi Xu, Denise C Park, Babu G Welch, Marco Pinho, Jay J Pillai, Argye E Hillis and 2 more

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
2.4field-weighted citation impact, top 11% 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

15 citing papers in PubMed, 17 citations in OpenAlex.

  1. Trial
  2. Cerebrovascular reactivity delay measured by blood oxygen level dependent magnetic resonance imaging and gas challenges: A systematic review.Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism · 2026
    Review
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  7. The dependence of COImaging neuroscience (Cambridge, Mass.) · 2025
    Article
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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

12 authors at 6 institutions in 1 country.

Peiying LiuDepartment of Diagnostic Radiology & Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America.ORCID 0000-0003-0830-5960
Zachary BakerDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Yue LiAnatomyWorks, LLC, Baltimore, Maryland, United States of America.
Yang LiDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Jiadi XuDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Denise C ParkCenter for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, Texas, United States of America.
Babu G WelchDepartment of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America.
Marco PinhoDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America.
Jay J PillaiDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Argye E HillisDepartment of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Susumu MoriDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Hanzhang LuDepartment of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Johns Hopkins University · USKennedy Krieger Institute · USNeurological Surgery · USThe University of Texas at Dallas · USThe University of Texas Southwestern Medical Center · USUniversity of Maryland, Baltimore · US

Funding

Neural Basis of Lexical Deficits in Hyperacute StrokeR01DC005375 · NIDCD · JOHNS HOPKINS UNIVERSITY · PI Argye E. Hillis · 2002 to 2026
$11.8M
TRD 4: Platforms for multi-modal and multi-scale imaging dataP41EB031771 · NIBIB · HUGO W. MOSER RES INST KENNEDY KRIEGER · PI Hanzhang Lu, Peter CM Van Zijl · 2021 to 2026
$9.9M
Dallas Lifespan Brain Study-Wave 3: Neurodegeneration & Resilience in CognitionRF1AG006265 · NIA · UNIVERSITY OF TEXAS DALLAS · PI PARK, DENISE CORTIS · 2017 to 2019
$7.1M
Continued Development and Maintenance of MriStudioR01NS084957 · NINDS · JOHNS HOPKINS UNIVERSITY · PI MILLER, MICHAEL I, MORI, SUSUMU · 2013 to 2022
$3.6M
The Neural Basis of Impaired Affective Prosody in Alzheimer's Disease and Frontotemporal DegenerationR01DC015466 · NIDCD · JOHNS HOPKINS UNIVERSITY · PI HILLIS, ARGYE E. · 2017 to 2021
$3.5M
Gas-free cerebrovascular reactivity (CVR) MRI in vascular cognitive impairmentR01NS115771 · NINDS · UNIVERSITY OF MARYLAND BALTIMORE · PI LIU, PEIYING · 2021 to 2025
$3.0M
An integrated vascular MR imaging suite in brain diseasesR01NS106702 · NINDS · JOHNS HOPKINS UNIVERSITY · PI LU, HANZHANG · 2018 to 2022
$2.7M
Validation of small vessel vascular contributions to cognitive impairment and dementia (VCID) biomarkersUF1NS100588 · NINDS · JOHNS HOPKINS UNIVERSITY · PI ALBERT, MARILYN S., LU, HANZHANG · 2021 to 2021
$2.6M
Non-contrast MR imaging of blood-brain-barrier permeability in Alzheimer's diseaseR01AG064792 · NIA · JOHNS HOPKINS UNIVERSITY · PI LU, HANZHANG · 2020 to 2023
$2.6M
Blood-brain barrier dysfunction in Alzheimer's disease: from humans to animal modelsRF1AG071515 · NIA · JOHNS HOPKINS UNIVERSITY · PI LU, HANZHANG · 2021 to 2021
$2.4M
MR fingerprinting (MRF) perfusion imaging in cerebral vascular diseaseR01NS106711 · NINDS · JOHNS HOPKINS UNIVERSITY · PI LU, HANZHANG · 2018 to 2022
$2.2M
State of the Art 3T Research ScannerS10OD021648 · OD · HUGO W. MOSER RES INST KENNEDY KRIEGER · PI VAN ZIJL, PETER CM · 2016 to 2016
$2.0M
NIA NIH HHS R01 AG064792NIA NIH HHS R21 AG061851NIA NIH HHS RF1 AG006265NIA NIH HHS RF1 AG071515NIBIB NIH HHS P41 EB031771NIDCD NIH HHS R01 DC005375NIDCD NIH HHS R01 DC015466NIH HHS S10 OD021648NINDS NIH HHS R01 NS084957NINDS NIH HHS R01 NS106702NINDS NIH HHS R01 NS106711NINDS NIH HHS R01 NS115771NINDS NIH HHS R56 NS115771NINDS NIH HHS UF1 NS100588
6 · The paper itself

Abstract

Cerebrovascular Reactivity (CVR) provides an assessment of the brain's vascular reserve and has been postulated to be a sensitive marker in cerebrovascular diseases. MRI-based CVR measurement typically employs alterations in arterial carbon dioxide (CO2) level while continuously acquiring Blood-Oxygenation-Level-Dependent (BOLD) images. CO2-inhalation and resting-state methods are two commonly used approaches for CVR MRI. However, processing of CVR MRI data often requires special expertise and may become an obstacle in broad utilization of this promising technique. The aim of this work was to develop CVR-MRICloud, a cloud-based CVR processing pipeline, to enable automated processing of CVR MRI data. The CVR-MRICloud consists of several major steps including extraction of end-tidal CO2 (EtCO2) curve from raw CO2 recording, alignment of EtCO2 curve with BOLD time course, computation of CVR value on a whole-brain, regional, and voxel-wise basis. The pipeline also includes standard BOLD image processing steps such as motion correction, registration between functional and anatomic images, and transformation of the CVR images to canonical space. This paper describes these algorithms and demonstrates the performance of the CVR-MRICloud in lifespan healthy subjects and patients with clinical conditions such as stroke, brain tumor, and Moyamoya disease. CVR-MRICloud has potential to be used as a data processing tool for a variety of basic science and clinical applications.

Indexed as

Carbon DioxideCerebrovascular CirculationBrainBrain MappingHumansMagnetic Resonance ImagingCarbon Dioxide

Identifiers

PMID36170233
PMCPMC9518872
OpenAlexW4297460029

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.