Evidence map›Paper›PMID 39579623›Full record

ArticleMedical image analysis2025

Noise-aware dynamic image denoising and positron range correction for Rubidium-82 cardiac PET imaging via self-supervision.

Huidong Xie, Liang Guo, Alexandre Velo, Zhao Liu, Qiong Liu, Xueqi Guo, Bo Zhou, Xiongchao Chen, Yu-Jung Tsai, Tianshun Miao and 7 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Medical image analysis, 2025. 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
–field-weighted citation impact
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.

  1. Review
  2. Article
  3. Review
  4. Article
  5. Article
  6. Lower Extremity Flow Quantification Using DynamicIEEE transactions on radiation and plasma medical sciences · 2025
    Article
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

17 authors.

Huidong XieDepartment of Biomedical Engineering, Yale University, USA. Electronic address: huidong.xie@yale.edu.
Liang GuoDepartment of Biomedical Engineering, Yale University, USA.
Alexandre VeloDepartment of Radiology and Biomedical Imaging, Yale University, USA.
Zhao LiuDepartment of Radiology and Biomedical Imaging, Yale University, USA.
Qiong LiuDepartment of Biomedical Engineering, Yale University, USA.
Xueqi GuoDepartment of Biomedical Engineering, Yale University, USA.
Bo ZhouDepartment of Biomedical Engineering, Yale University, USA.
Xiongchao ChenDepartment of Biomedical Engineering, Yale University, USA.
Yu-Jung TsaiDepartment of Radiology and Biomedical Imaging, Yale University, USA.
Tianshun MiaoDepartment of Radiology and Biomedical Imaging, Yale University, USA.
Menghua XiaDepartment of Radiology and Biomedical Imaging, Yale University, USA.
Yi-Hwa LiuDepartment of Internal Medicine (Cardiology), Yale University, USA.
Ian S ArmstrongDepartment of Nuclear Medicine, University of Manchester, UK.
Ge WangDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, USA.
Richard E CarsonDepartment of Biomedical Engineering, Yale University, USA; Department of Radiology and Biomedical Imaging, Yale University, USA.
Albert J SinusasDepartment of Biomedical Engineering, Yale University, USA; Department of Radiology and Biomedical Imaging, Yale University, USA; Department of Internal Medicine (Cardiology), Yale University, USA.
Chi LiuDepartment of Biomedical Engineering, Yale University, USA; Department of Radiology and Biomedical Imaging, Yale University, USA. Electronic address: chi.liu@yale.edu.

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Development of advanced cardiac SPECT imaging technologiesR01HL154345 · NHLBI · YALE UNIVERSITY · PI LIU, CHI, SINUSAS, ALBERT J · 2020 to 2023
$3.2M
Quantitative Low-Dose PET ImagingR01EB025468 · NIBIB · YALE UNIVERSITY · PI CARSON, RICHARD E., LIU, CHI · 2018 to 2022
$3.2M
Multi-Center Academic-Industrial Partnership for Personalized Al-Enabled High Count PETR01CA275188 · NCI · YALE UNIVERSITY · PI RAMSEY D. BADAWI, Georges El Fakhri · 2023 to 2026
$2.5M
Development and Translation of Advanced Motion Correction Technologies for Cardiac PET/CTR01HL169868 · NHLBI · YALE UNIVERSITY · PI Chi Liu · 2024 to 2026
$2.0M
NCATS NIH HHS UL1 TR001863NCI NIH HHS R01 CA275188NHLBI NIH HHS R01 HL154345NHLBI NIH HHS R01 HL169868NIBIB NIH HHS R01 EB025468
6 · The paper itself

Abstract

Rubidium-82 (

Indexed as

Positron-Emission TomographyRubidium RadioisotopesSignal-To-Noise RatioAlgorithmsHeartHumansImage Processing, Computer-AssistedRubidium-82Rubidium RadioisotopesDeep learningMedical image denoisingPositron range correctionRubidium-82 cardiac PET imagingSelf-supervised learning

Identifiers

PMID39579623
PMCPMC11647511

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.