Evidence map›Paper›PMID 37972414›Full record

ArticlePhysics in medicine and biology2023

Hippocampus substructure segmentation using morphological vision transformer learning.

Yang Lei, Yifu Ding, Richard L J Qiu, Tonghe Wang, Justin Roper, Yabo Fu, Hui-Kuo Shu, Hui Mao, Xiaofeng Yang

Abstract read
In one paragraph

Article in Physics in medicine and biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Yang LeiDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Yifu DingDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Richard L J QiuDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Tonghe WangDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, United States of America.
Justin RoperDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Yabo FuDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, United States of America.
Hui-Kuo ShuDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.
Hui MaoDepartment of Radiology and Imaging Sciences and Winship Cancer Institute, Atlanta, GA 30308, United States of America.
Xiaofeng YangDepartment of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA 30308, United States of America.ORCID 0000-0001-9023-5855

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
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
Multiparametric MRI-guided Prostate HDR Brachytherapy with Focal Tumor BoostR01CA215718 · NCI · EMORY UNIVERSITY · PI YANG, XIAOFENG · 2018 to 2022
$1.8M
Artificial Intelligence Driven Platform for PET/MR ImagingR56EB033332 · NIBIB · EMORY UNIVERSITY · PI MAO, HUI, YANG, XIAOFENG · 2022 to 2022
$764k
NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA215718NIBIB NIH HHS R01 EB032680NIBIB NIH HHS R56 EB033332
6 · The paper itself

Abstract

The hippocampus plays a crucial role in memory and cognition. Because of the associated toxicity from whole brain radiotherapy, more advanced treatment planning techniques prioritize hippocampal avoidance, which depends on an accurate segmentation of the small and complexly shaped hippocampus. To achieve accurate segmentation of the anterior and posterior regions of the hippocampus from T1 weighted (T1w) MR images, we developed a novel model, Hippo-Net, which uses a cascaded model strategy. The proposed model consists of two major parts: (1) a localization model is used to detect the volume-of-interest (VOI) of hippocampus. (2) An end-to-end morphological vision transformer network (Franchi

Indexed as

HippocampusMagnetic Resonance ImagingArtificial IntelligenceImage Processing, Computer-Assisteddeep learninghippocampus substructuresegmentation

Identifiers

PMID37972414
PMCPMC10690959

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.