Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Cooperative UAV swarms for zero knowledge verification of edge generative AI using trust-aware multiagent learning.

Scientific reports·2026
Same author

YOLOv9-Based Detection of Diseases in Poplar Trees Using Histogram Equalization and Computer Vision.

Sensors (Basel, Switzerland)·2026
Same author

Lightweight Multimodal Fusion for Urban Tree Health and Ecosystem Services.

Sensors (Basel, Switzerland)·2026
Same author

PatientEase-Domain-Aware RAG for Rehabilitation Instruction Simplification.

Bioengineering (Basel, Switzerland)·2025
Same author

Elevating intrusion detection and security fortification in intelligent networks through cutting-edge machine learning paradigms.

Scientific reports·2025
Same author

A Generative Expert-Narrated Simplification Model for Enhancing Health Literacy Among the Older Population.

Bioengineering (Basel, Switzerland)·2025
Same journal

Correction: Komatsu et al. Three-Dimensional Visualization and Detection of the Pulmonary Venous-Left Atrium Connection Using Artificial Intelligence in Fetal Cardiac Ultrasound Screening. <i>Bioengineering</i> 2026, <i>13</i>, 100.

Bioengineering (Basel, Switzerland)·2026
Same journal

Comparison of CO<sub>2</sub> Laser and Microdebrider in the Surgical Treatment of Pediatric Recurrent Respiratory Papillomatosis: A Retrospective Analysis.

Bioengineering (Basel, Switzerland)·2026
Same journal

Toward More Translational Tumor Models: Breast dECM-Based 3D Systems Capture Native Microenvironmental Cues.

Bioengineering (Basel, Switzerland)·2026
Same journal

Postural Stability Changes During the 4 Phases of the Half Squat: Kinematics Profile of the Center of Pressure and Center of Mass in High-Performance Weightlifters-A Pilot Study.

Bioengineering (Basel, Switzerland)·2026
Same journal

Definite Implant Position as Novel Readout for Effectiveness of Ridge Preservation Indicates to Beneficial Effect of Combined Treatment with Platelet-Rich Fibrin (PRF) and Xenogenic Biomaterial in Bone Regeneration.

Bioengineering (Basel, Switzerland)·2026
Same journal

Trueness and Precision of Intraoral Scanners for 3D-Printed Orthodontic Models with Attachments: An In Vitro Comparative Study.

Bioengineering (Basel, Switzerland)·2026
查看所有相关文章

相关实验视频

Updated: Jan 16, 2026

Laser Capture Microdissection of Glioma Subregions for Spatial and Molecular Characterization of Intratumoral Heterogeneity, Oncostreams, and Invasion
09:09

Laser Capture Microdissection of Glioma Subregions for Spatial and Molecular Characterization of Intratumoral Heterogeneity, Oncostreams, and Invasion

Published on: April 12, 2020

7.4K

从解剖学到基因组学,使用多任务深度学习方法进行全面的质瘤分析.

Akmalbek Abdusalomov1, Sabina Umirzakova1,2, Obidjon Bekmirzaev3

  • 1Department of Computer Engineering, Gachon University Sujeong-Gu, Seongnam-Si 13120, Republic of Korea.

Bioengineering (Basel, Switzerland)
|September 27, 2025
PubMed
概括
此摘要是机器生成的。

这项研究介绍了MGMT-Net,这是一种用于质瘤分析的AI模型. 它集成了MRI成像和基因组数据,用于精确的瘤细分和分子生物标志物分类,改善神经瘤学诊断.

关键词:
终端到终端的瘤表征.综合性质瘤诊断 综合性质瘤诊断多任务医学成像 多任务医学成像进行非侵入性分子分析.大脑体积核磁共振分析

更多相关视频

Digital Spatial Profiling for Characterization of the Microenvironment in Adult-Type Diffusely Infiltrating Glioma
09:17

Digital Spatial Profiling for Characterization of the Microenvironment in Adult-Type Diffusely Infiltrating Glioma

Published on: September 13, 2022

2.7K
Author Spotlight: Advancing Alzheimer's Research &#8211; Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.7K

相关实验视频

Last Updated: Jan 16, 2026

Laser Capture Microdissection of Glioma Subregions for Spatial and Molecular Characterization of Intratumoral Heterogeneity, Oncostreams, and Invasion
09:09

Laser Capture Microdissection of Glioma Subregions for Spatial and Molecular Characterization of Intratumoral Heterogeneity, Oncostreams, and Invasion

Published on: April 12, 2020

7.4K
Digital Spatial Profiling for Characterization of the Microenvironment in Adult-Type Diffusely Infiltrating Glioma
09:17

Digital Spatial Profiling for Characterization of the Microenvironment in Adult-Type Diffusely Infiltrating Glioma

Published on: September 13, 2022

2.7K
Author Spotlight: Advancing Alzheimer's Research &#8211; Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.7K

科学领域:

  • 神经瘤学神经瘤学
  • 医疗成像医学成像
  • 基因组学就是基因组学.
  • 人工智能的人工智能

背景情况:

  • 质瘤是一种复杂而致命的原发性脑瘤.
  • 对解剖学子区域和分子变化的准确评估对于质瘤管理至关重要.
  • 当前的生物图像分析管道经常将MRI细分和分子生物标志物预测视为单独的任务,导致效率低下.

研究的目的:

  • 开发一个集成的深度学习框架,用于同时对质瘤进行解剖细分和分子生物标志物预测.
  • 克服现有的生物图像分析管道的断开性质.
  • 为了提高精度和减少神经瘤学的诊断延迟.

主要方法:

  • 推出了MGMT-Net,这是一个新的深度学习方案,使用多模态MRI数据而无需转换.
  • 整合了一个跨模态注意力融合 (CMAF) 模块,用于整合不同的成像序列.
  • 采用混合变压器-CNN编码器来捕获全球和本地细节,并使用双任务解码器进行细分和基因组分类.

主要成果:

  • 在BraTS 2024和TCGA/EGD数据集上,MGMT-Net展示了高细分精度和强大的生物标志物分类性能.
  • 该模型在外部机构队列中显示出强大的通用性.
  • 废弃研究验证了每个建筑组件对模型强度的贡献.

结论:

  • MGMT-Net提供了一个可扩展的,临床相关的解决方案,集成放射性成像和基因组见解.
  • 这种人工智能驱动的方法有可能减少诊断延迟,提高神经瘤学的精度.
  • 这项工作通过整合空间和遗传分析,推进了全面的AI驱动的质瘤评估.