MX2023006446A - Aprendizaje automático para predecir afectación de cáncer en ganglios linfáticos. - Google Patents

Aprendizaje automático para predecir afectación de cáncer en ganglios linfáticos.

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Publication number
MX2023006446A
MX2023006446A MX2023006446A MX2023006446A MX2023006446A MX 2023006446 A MX2023006446 A MX 2023006446A MX 2023006446 A MX2023006446 A MX 2023006446A MX 2023006446 A MX2023006446 A MX 2023006446A MX 2023006446 A MX2023006446 A MX 2023006446A
Authority
MX
Mexico
Prior art keywords
machine learning
lymph nodes
lymph node
predict cancer
involvement
Prior art date
Application number
MX2023006446A
Other languages
English (en)
Spanish (es)
Inventor
Christopher Scott Stevenson
Raul San Jose Estepar
Jr George Washko
Charles Matthew Kinsey
Original Assignee
Johnson & Johnson Entpr Innovation Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Johnson & Johnson Entpr Innovation Inc filed Critical Johnson & Johnson Entpr Innovation Inc
Publication of MX2023006446A publication Critical patent/MX2023006446A/es

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    • G06T2207/20064Wavelet transform [DWT]
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    • G06T2207/30061Lung
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    • G06T2207/30101Blood vessel; Artery; Vein; Vascular
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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Public Health (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Epidemiology (AREA)
  • Biomedical Technology (AREA)
  • Primary Health Care (AREA)
  • Data Mining & Analysis (AREA)
  • Multimedia (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Pathology (AREA)
  • Quality & Reliability (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Biophysics (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Image Analysis (AREA)
  • Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Steroid Compounds (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
  • Nuclear Medicine (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
MX2023006446A 2020-12-01 2021-11-30 Aprendizaje automático para predecir afectación de cáncer en ganglios linfáticos. MX2023006446A (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202063120102P 2020-12-01 2020-12-01
PCT/IB2021/061125 WO2022118190A1 (en) 2020-12-01 2021-11-30 Machine learning to predict cancer involvement of lymph nodes

Publications (1)

Publication Number Publication Date
MX2023006446A true MX2023006446A (es) 2023-08-11

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Country Link
US (1) US12608805B2 (https=)
EP (1) EP4256511A1 (https=)
JP (1) JP2023551335A (https=)
KR (1) KR20230117391A (https=)
CN (1) CN116848548A (https=)
AU (1) AU2021390184A1 (https=)
CA (1) CA3203664A1 (https=)
MX (1) MX2023006446A (https=)
TW (1) TW202238515A (https=)
WO (1) WO2022118190A1 (https=)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12333729B2 (en) * 2022-08-11 2025-06-17 Siemens Medical Solutions Usa, Inc. Automatic staging of non-small cell lung cancer from medical imaging and biopsy reports
KR20250138867A (ko) * 2024-03-13 2025-09-23 연세대학교 산학협력단 인공지능 모델을 기반으로 조기위암에서 절제 전 림프절 전이 위험도를 예측하기 위한 진단 보조 장치 및 방법
CN118334440B (zh) * 2024-04-26 2025-09-26 北京安德医智科技有限公司 一种基于ct影像进行m期分类预测的处理方法和装置
CN119517426A (zh) * 2024-11-19 2025-02-25 中南大学湘雅二医院 一种乳腺癌腋窝淋巴结转移预测半监督模型的构建方法

Family Cites Families (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1356421B1 (en) * 2001-01-23 2009-12-02 Health Discovery Corporation Computer-aided image analysis
KR101038729B1 (ko) * 2008-08-08 2011-06-03 울산대학교 산학협력단 확산강조영상 기반의 임파절 추출 방법
US8078554B2 (en) * 2008-09-03 2011-12-13 Siemens Medical Solutions Usa, Inc. Knowledge-based interpretable predictive model for survival analysis
US8391579B2 (en) * 2010-03-11 2013-03-05 Siemens Corporation Method and system for automatic detection and segmentation of axillary lymph nodes
WO2016191567A1 (en) * 2015-05-26 2016-12-01 Memorial Sloan-Kettering Cancer Center System, method and computer-accessible medium for texture analysis of hepatopancreatobiliary diseases
EP3629898A4 (en) * 2017-05-30 2021-01-20 Arterys Inc. AUTOMATED LESION DETECTION, SEGMENTATION AND LENGTH IDENTIFICATION
CA3069612A1 (en) * 2017-07-13 2019-01-17 Institut Gustave-Roussy A radiomics-based imaging tool to monitor tumor-lymphocyte infiltration and outcome in cancer patients treated by anti-pd-1/pd-l1
US10441225B2 (en) * 2018-02-21 2019-10-15 Case Western Reserve University Predicting disease recurrence following trimodality therapy in non-small cell lung cancer using computed tomography derived radiomic features and clinico-pathologic features
WO2020014477A1 (en) * 2018-07-11 2020-01-16 The University Of North Carolina At Chapel Hill Methods, systems, and computer readable media for image analysis with deep learning to predict breast cancer classes
US12369842B2 (en) * 2018-08-31 2025-07-29 Seno Medical Instruments, Inc. Optoacoustic feature score correlation to ipsilateral axillary lymph node status
US11514571B2 (en) 2018-12-17 2022-11-29 Siemens Healthcare Gmbh Hierarchical analysis of medical images for identifying and assessing lymph nodes
EP4597424A3 (en) * 2019-01-07 2025-10-29 Exini Diagnostics AB Systems and methods for platform agnostic whole body image segmentation
CN109785310B (zh) * 2019-01-11 2023-06-06 南京信息工程大学 一种基于乳腺淋巴结全景图像计算的自动分期系统
JP7381590B2 (ja) * 2019-02-04 2023-11-15 マサチューセッツ インスティテュート オブ テクノロジー リンパ節及びリンパ管イメージングのためのシステム及び方法
KR102258756B1 (ko) * 2019-04-12 2021-05-28 계명대학교 산학협력단 의료 영상을 이용한 암의 병기 결정 방법 및 의료 영상 분석 장치
CN111340128A (zh) * 2020-03-05 2020-06-26 上海市肺科医院(上海市职业病防治院) 一种肺癌转移性淋巴结病理图像识别系统及方法
CN111445946B (zh) * 2020-03-26 2021-07-30 山东省肿瘤防治研究院(山东省肿瘤医院) 一种利用pet/ct图像推算肺癌基因分型的演算方法
CN111539918B (zh) * 2020-04-15 2023-05-02 复旦大学附属肿瘤医院 基于深度学习的磨玻璃肺结节风险分层预测系统
GB202007256D0 (en) * 2020-05-15 2020-07-01 Univ Oxford Innovation Ltd Functional imaging features from computed tomography images
CN111584046B (zh) * 2020-05-15 2023-10-27 周凌霄 一种医学影像数据ai处理方法
JP7702477B2 (ja) * 2020-07-24 2025-07-03 オンク エーアイ インコーポレイテッド 画像データ及び臨床データの深層学習解析を用いた免疫療法治療に対する反応予測
AU2020101581A4 (en) * 2020-07-31 2020-09-17 Ampavathi, Anusha MS Lymph node metastases detection from ct images using deep learning
CN111862085A (zh) * 2020-08-03 2020-10-30 徐州市肿瘤医院 一种周围型nsclc的隐匿性n2淋巴结转移的预测方法及系统
CN112530592A (zh) * 2020-12-14 2021-03-19 青岛大学 一种基于机器学习的非小细胞肺癌风险预测方法
US12094107B2 (en) * 2021-04-07 2024-09-17 Optellum Limited CAD device and method for analyzing medical images

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US12608805B2 (en) 2026-04-21
JP2023551335A (ja) 2023-12-07
EP4256511A1 (en) 2023-10-11
WO2022118190A1 (en) 2022-06-09
AU2021390184A9 (en) 2024-07-11
CA3203664A1 (en) 2022-06-09
US20240005502A1 (en) 2024-01-04
KR20230117391A (ko) 2023-08-08
TW202238515A (zh) 2022-10-01
CN116848548A (zh) 2023-10-03
AU2021390184A1 (en) 2023-07-20

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