Evidence map›Paper›PMID 41435426›Full record

SynthesisBiomedical physics & engineering express2026

Patient outcome prognosis for external beam radiation therapy using CBCT-based radiomics: a systematic review.

Chih-Wei Chang, Tonghe Wang, Richard L J Qiu, Xiang Li, Jochen Cammin, Kailin Yang, Yue-Houng Hu, Lei Ren, Ping Xia, Amit Sawant and 3 more

Abstract readSystematic Review
In one paragraph

Synthesis in Biomedical physics & engineering express, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

13 authors.

Chih-Wei ChangDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, United States of America.ORCID 0000-0002-3818-4381
Tonghe WangDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York City, NY, United States of America.
Richard L J QiuDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, United States of America.ORCID 0000-0002-7877-1900
Xiang LiDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York City, NY, United States of America.ORCID 0000-0002-6895-6418
Jochen CamminDepartment of Radiation Oncology, University of Maryland, Baltimore, MD, United States of America.ORCID 0000-0001-6056-9686
Kailin YangDepartment of Radiation Oncology, Holden Comprehensive Cancer Center, Iowa Neuroscience Institute, University of Iowa, Iowa City, IA, United States of America.
Yue-Houng HuDepartment of Radiation Oncology, Harvard University, Boston, MA, United States of America.ORCID 0000-0002-7800-6053
Lei RenDepartment of Radiation Oncology, University of Maryland, Baltimore, MD, United States of America.ORCID 0009-0005-2384-5676
Ping XiaDepartment of Radiation Oncology, Cleveland Clinic Foundation, Cleveland, OH, United States of America.
Amit SawantDepartment of Radiation Oncology, University of Maryland, Baltimore, MD, United States of America.ORCID 0000-0002-3901-5774
Jacob ScottDepartment of Radiation Oncology, Cleveland Clinic Foundation, Cleveland, OH, United States of America.
Jeffrey BuchsbaumNational Cancer Institute, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, United States of America.
Xiaofeng YangDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, United States of America.ORCID 0000-0001-9023-5855

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
Translational and Clinical Trial Correlates CoreU54CA274513 · NCI · CLEVELAND CLINIC LERNER COM-CWRU · PI Timothy An-thy Chan · 2022 to 2026
$9.3M
Resource Sharing CoreU54CA273956 · NCI · UNIVERSITY OF MARYLAND BALTIMORE · PI Luigi Marchionni · 2022 to 2026
$8.9M
eXtended Modular ANthropomorphic (XMAN) phantom for Imaging and Treatment Optimization in Radiotherapy.R01EB032680 · NIBIB · UNIVERSITY OF MARYLAND BALTIMORE · PI REN, LEI, YANG, XIAOFENG · 2022 to 2025
$2.4M
Real-time Volumetric Imaging for Motion Management and Dose Delivery VerificationR01CA272991 · NCI · EMORY UNIVERSITY · PI Zhen Tian, Xiaofeng Yang · 2023 to 2026
$2.3M
3-dimensional prompt gamma imaging for online proton beam dose verificationR01CA279013 · NCI · UNIVERSITY OF MARYLAND BALTIMORE · PI Jerimy C. Polf, Lei Ren · 2023 to 2026
$1.9M
Intelligent and Personalized Online Adaptive Proton TherapyR01DE033512 · NIDCR · UNIVERSITY OF CHICAGO · PI Zhen Tian, Xiaofeng Yang · 2024 to 2026
$1.8M
NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA272991NCI NIH HHS R01 CA279013NCI NIH HHS U54 CA273956NCI NIH HHS U54 CA274513NIBIB NIH HHS R01 EB032680NIDCR NIH HHS R01 DE033512
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Cone-Beam Computed TomographyNeoplasmsRadiotherapy Planning, Computer-AssistedHumansImage Processing, Computer-AssistedPrognosisRadiomicsRadiotherapy, Image-GuidedTreatment OutcomeCBCToutcome predictionradiomicsradiotherapy

Identifiers

PMID41435426
PMCPMC13193058

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.