Evidence map›Paper›PMID 35313293›Full record

ArticlePhysics in medicine and biology2022

Patient-specific deep learning model to enhance 4D-CBCT image for radiomics analysis.

Zeyu Zhang, Mi Huang, Zhuoran Jiang, Yushi Chang, Ke Lu, Fang-Fang Yin, Phuoc Tran, Dapeng Wu, Chris Beltran, Lei Ren

Abstract read
In one paragraph

Article in Physics in medicine and biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed, 2 pooled it
–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

17 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
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  4. Article
  5. Review
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  7. Article
  8. Machine Learning-Based X-Ray Projection Interpolation for Improved 4D-CBCT Reconstruction.IEEE open journal of engineering in medicine and biology · 2025
    Article
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  13. Review
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  16. Interpretable AI-assisted clinical decision making (CDM) for dose prescription in radiosurgery of brain metastases.Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology · 2023
    Article
  17. 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

10 authors.

Zeyu ZhangDepartment of Radiation Oncology, Duke University Medical Center, DUMC Box 3295, Durham, NC 27710, United States of America.ORCID 0000-0002-7796-2887
Mi HuangMayo Clinic Radiation Oncology, 4500 San Pablo Road, Jacksonville, FL 32224, United States of America.
Zhuoran JiangDepartment of Radiation Oncology, Duke University Medical Center, DUMC Box 3295, Durham, NC 27710, United States of America.
Yushi ChangRadiation Oncology, University of Pennsylvania, PA 19104, United States of America.
Ke LuDepartment of Radiation Oncology, Duke University Medical Center, DUMC Box 3295, Durham, NC 27710, United States of America.ORCID 0000-0001-8513-3352
Fang-Fang YinDepartment of Radiation Oncology, Duke University Medical Center, DUMC Box 3295, Durham, NC 27710, United States of America.
Phuoc TranRadiation Oncology, University of Maryland, 22 South Greene Street, Baltimore, MD 21201, United States of America.
Dapeng WuDepartment of Electrical & Computer Engineering, University of Florida, 1064 Center Drive, Room # NEB 431, Gainesville, FL 32611, United States of America.
Chris BeltranMayo Clinic Radiation Oncology, 4500 San Pablo Road, Jacksonville, FL 32224, United States of America.
Lei RenRadiation Oncology, University of Maryland, 22 South Greene Street, Baltimore, MD 21201, United States of America.

Funding

Hybrid virtual-MRI/CBCT: A new paradigm for image guidance in liver SBRTR01EB028324 · NIBIB · UNIVERSITY OF MARYLAND BALTIMORE · PI REN, LEI, YIN, FANG-FANG · 2019 to 2022
$2.1M
A Limited-angle Intra-fractional Verification (LIVE) System for SBRT TreatmentsR01CA184173 · NCI · DUKE UNIVERSITY · PI REN, LEI, YIN, FANG-FANG · 2015 to 2018
$1.5M
NCI NIH HHS R01 CA184173NIBIB NIH HHS R01 EB028324
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningLung NeoplasmsSpiral Cone-Beam Computed TomographyCone-Beam Computed TomographyFour-Dimensional Computed TomographyHumansImage Processing, Computer-AssistedPhantoms, Imaging4D-CBCTCBCTdeep learninggenerative adversarial networkpatient-specificradiomicsunder-sampled projections

Identifiers

PMID35313293
PMCPMC9066277

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.