CN111742375B - 用于预测测试组织样本中的转移病变的医学分析方法 - Google Patents

用于预测测试组织样本中的转移病变的医学分析方法 Download PDF

Info

Publication number
CN111742375B
CN111742375B CN201980013915.7A CN201980013915A CN111742375B CN 111742375 B CN111742375 B CN 111742375B CN 201980013915 A CN201980013915 A CN 201980013915A CN 111742375 B CN111742375 B CN 111742375B
Authority
CN
China
Prior art keywords
image data
tumor
tissue sample
training
metastatic lesion
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
CN201980013915.7A
Other languages
English (en)
Chinese (zh)
Other versions
CN111742375A (zh
Inventor
U·卡切尔
K·佐默
A·扎尔巴赫
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Koninklijke Philips NV
Original Assignee
Koninklijke Philips NV
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 Koninklijke Philips NV filed Critical Koninklijke Philips NV
Publication of CN111742375A publication Critical patent/CN111742375A/zh
Application granted granted Critical
Publication of CN111742375B publication Critical patent/CN111742375B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/698—Matching; Classification
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10081—Computed x-ray tomography [CT]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10088—Magnetic resonance imaging [MRI]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10104—Positron emission tomography [PET]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20076—Probabilistic image processing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30096—Tumor; Lesion
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images

Landscapes

  • Engineering & Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Quality & Reliability (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Molecular Biology (AREA)
  • Multimedia (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Primary Health Care (AREA)
  • Public Health (AREA)
  • Epidemiology (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
  • Image Analysis (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
CN201980013915.7A 2018-01-18 2019-01-17 用于预测测试组织样本中的转移病变的医学分析方法 Active CN111742375B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP18152265.7A EP3514756A1 (en) 2018-01-18 2018-01-18 Medical analysis method for predicting metastases in a test tissue sample
EP18152265.7 2018-01-18
PCT/EP2019/051087 WO2019141748A1 (en) 2018-01-18 2019-01-17 Medical analysis method for predicting metastases in a test tissue sample

Publications (2)

Publication Number Publication Date
CN111742375A CN111742375A (zh) 2020-10-02
CN111742375B true CN111742375B (zh) 2024-12-10

Family

ID=61007507

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201980013915.7A Active CN111742375B (zh) 2018-01-18 2019-01-17 用于预测测试组织样本中的转移病变的医学分析方法

Country Status (5)

Country Link
US (1) US11373304B2 (https=)
EP (2) EP3514756A1 (https=)
JP (1) JP7304866B2 (https=)
CN (1) CN111742375B (https=)
WO (1) WO2019141748A1 (https=)

Families Citing this family (30)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113035327B (zh) 2016-10-27 2025-02-07 普罗热尼奇制药公司 用于医学图像分析的网络、决策支持系统和相关图形用户界面(gui)应用
US12602772B2 (en) 2018-01-08 2026-04-14 Progenics Pharmaceuticals, Inc. Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination
WO2020121678A1 (ja) * 2018-12-14 2020-06-18 富士フイルム株式会社 ミニバッチ学習装置とその作動プログラム、作動方法、および画像処理装置
JP7568628B2 (ja) 2019-01-07 2024-10-16 エクシーニ ディアグノスティクス アーべー プラットホーム非依存の全身画像セグメント化のためのシステムおよび方法
JP7125358B2 (ja) * 2019-01-30 2022-08-24 株式会社日立製作所 計算機システム及び入力データに対する予測結果の根拠に関する情報の提示方法
EP4564288A3 (en) * 2019-04-24 2025-09-17 Progenics Pharmaceuticals, Inc. Systems and methods for automated and interactive analysis of bone scan images for detection of metastases
KR102329546B1 (ko) * 2019-07-13 2021-11-23 주식회사 딥바이오 뉴럴 네트워크 및 비국소적 블록을 이용하여 세그멘테이션을 수행하는 질병 진단 시스템 및 방법
CN110516759B (zh) * 2019-09-02 2022-09-30 河南师范大学 一种基于机器学习的软组织肉瘤转移风险预测系统
US11900597B2 (en) 2019-09-27 2024-02-13 Progenics Pharmaceuticals, Inc. Systems and methods for artificial intelligence-based image analysis for cancer assessment
US12417533B2 (en) 2019-09-27 2025-09-16 Progenics Pharmaceuticals, Inc. Systems and methods for artificial intelligence-based image analysis for cancer assessment
US11476004B2 (en) * 2019-10-11 2022-10-18 Hualien Armed Forces General Hospital System capable of establishing model for cardiac ventricular hypertrophy screening
KR102537214B1 (ko) * 2019-11-26 2023-05-31 주식회사 고영테크놀러지 자기 공명 이미지들에서 정중시상 평면을 결정하기 위한 방법 및 장치
TWI743693B (zh) * 2020-02-27 2021-10-21 國立陽明交通大學 良性腫瘤發展趨勢評估系統、其伺服計算機裝置及計算機可讀取的儲存媒體
US11478124B2 (en) * 2020-06-09 2022-10-25 DOCBOT, Inc. System and methods for enhanced automated endoscopy procedure workflow
US11721428B2 (en) 2020-07-06 2023-08-08 Exini Diagnostics Ab Systems and methods for artificial intelligence-based image analysis for detection and characterization of lesions
US11100373B1 (en) 2020-11-02 2021-08-24 DOCBOT, Inc. Autonomous and continuously self-improving learning system
JP7124041B2 (ja) * 2020-11-25 2022-08-23 株式会社朋 ハンナ病変の指摘のためのプログラム
JP7747668B2 (ja) * 2021-01-20 2025-10-01 京セラ株式会社 予測システム、制御方法、および制御プログラム
WO2022204591A1 (en) * 2021-03-26 2022-09-29 Carnegie Mellon University System and method for direct diagnostic and prognostic semantic segmentation of images
US12159403B2 (en) * 2021-06-18 2024-12-03 The United States Government As Represented By The Department Of Veteran Affairs Combination of features from biopsies and scans to predict prognosis in SCLC
US11954853B2 (en) * 2021-07-21 2024-04-09 GE Precision Healthcare LLC Systems and methods for fast mammography data handling
US12141966B2 (en) * 2021-09-28 2024-11-12 Siemens Healthineers International Ag AI-based atlas mapping slice localizer for deep learning autosegmentation
WO2023058746A1 (ja) * 2021-10-08 2023-04-13 北海道公立大学法人 札幌医科大学 画像診断装置、画像診断装置の作動方法及びプログラム
US12597127B2 (en) 2021-10-08 2026-04-07 Exini Diagnostics Ab Systems and methods for automated identification and classification of lesions in local lymph and distant metastases
CN114187293B (zh) * 2022-02-15 2022-06-03 四川大学 基于注意力机制和集成配准的口腔腭部软硬组织分割方法
US12475564B2 (en) 2022-02-16 2025-11-18 Proscia Inc. Digital pathology artificial intelligence quality check
CN115359040B (zh) * 2022-09-26 2023-08-15 至本医疗科技（上海）有限公司 预测待测对象的组织样本属性的方法、设备和介质
TWI845373B (zh) * 2023-07-10 2024-06-11 佛教慈濟醫療財團法人 多重螢光組織影像分析方法及其系統
CN117252831A (zh) * 2023-09-19 2023-12-19 联影智能医疗科技(成都)有限公司 一种病灶转移预测方法、装置、存储介质及电子设备
DE102023209340A1 (de) 2023-09-25 2025-03-27 Siemens Healthineers Ag Verfahren zum Vorhersagen von Metastasierungsorten

Family Cites Families (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP2087135B8 (en) * 2006-11-01 2013-07-24 The Ohio State University Research Foundation Microrna expression signature for predicting survival and metastases in hepatocellular carcinoma
EP2173246A1 (en) 2007-06-29 2010-04-14 Amag Pharmaceuticals. Inc. Macrophage-enhanced mri (memri)
USRE47609E1 (en) 2007-12-28 2019-09-17 Exini Diagnostics Ab System for detecting bone cancer metastases
US9858389B2 (en) * 2008-07-25 2018-01-02 Fundação D. Anna De Sommer Champalimaud E Dr. Carlos Montez Champalimaud Method and system for determining the risk of occurrence of prostate cancer
WO2010024926A2 (en) * 2008-08-28 2010-03-04 Aureon Laboratories, Inc. Systems and methods for treating, diagnosing and predicting the occurrence of a medical condition
US20120010528A1 (en) * 2010-04-26 2012-01-12 Aureon Biosciences, Inc. Systems and methods for predicting disease progression in patients treated with radiotherapy
EP2611933A1 (en) * 2010-09-02 2013-07-10 INSERM (Institut National de la Santé et de la Recherche Médicale) Method for the prognosis of the progression of cancer
US9934361B2 (en) * 2011-09-30 2018-04-03 Univfy Inc. Method for generating healthcare-related validated prediction models from multiple sources
JP6013042B2 (ja) 2012-06-27 2016-10-25 富士フイルムＲｉファーマ株式会社 画像処理プログラム、記録媒体、画像処理装置、及び画像処理方法
JP2014050527A (ja) 2012-09-06 2014-03-20 Toshiba Corp 画像処理装置及び画像処理方法
PL3201635T3 (pl) * 2014-10-03 2024-07-15 Universität Basel Sposób przewidywania postępu raka za pomocą profilowania nanomechanicznego
US9779499B2 (en) * 2015-09-18 2017-10-03 Definiens Ag Grading of glandular tissue cancer by detailed image analysis of stained tissue slices
KR20180091024A (ko) * 2015-12-02 2018-08-14 클리어라이트 다이어그노스틱스 엘엘씨 암의 검출 및 모니터링을 위해 종양 조직 시료를 준비하고 분석하는 방법
US10049770B2 (en) * 2015-12-30 2018-08-14 Case Western Reserve University Prediction of recurrence of non-small cell lung cancer
US10282588B2 (en) 2016-06-09 2019-05-07 Siemens Healthcare Gmbh Image-based tumor phenotyping with machine learning from synthetic data
US10573003B2 (en) * 2017-02-13 2020-02-25 Amit Sethi Systems and methods for computational pathology using points-of-interest

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Classification of Suspected Liver Metastases Using fMRI Images: A Machine Learning Approach;M. Freiman等;《Medical Image Computing and Computer-Assisted Intervention》(2008年第11期);第93-100页 *
M. Freiman等.Classification of Suspected Liver Metastases Using fMRI Images: A Machine Learning Approach.《Medical Image Computing and Computer-Assisted Intervention》.2008,(2008年第11期),第93-100页. *

Also Published As

Publication number Publication date
JP7304866B2 (ja) 2023-07-07
WO2019141748A1 (en) 2019-07-25
JP2021511138A (ja) 2021-05-06
CN111742375A (zh) 2020-10-02
EP3514756A1 (en) 2019-07-24
US11373304B2 (en) 2022-06-28
EP3740933A1 (en) 2020-11-25
US20200410672A1 (en) 2020-12-31

Similar Documents

Publication Publication Date Title
CN111742375B (zh) 用于预测测试组织样本中的转移病变的医学分析方法
CN111356930B (zh) 用于定位预定义的解剖结构的解剖界标的方法和系统
CN111989710B (zh) 医学成像中的自动切片选择
CN108351395B (zh) 来自磁共振图像的虚拟ct图像
CN105263407B (zh) 使用磁共振成像的对骨组织的探测
US20140296696A1 (en) Method and system using magnetic resonance imaging for tissue classification and bulk-density assignment
JP7437397B2 (ja) 球状ニューラルネットワークを用いた拡散磁気共鳴撮像
CN107743588B (zh) 在磁共振成像中使用b0不均匀性图的骨骼成像
US10997726B2 (en) Automated tumor partitioning
CN114080184A (zh) 电学属性断层摄影的深度学习
CN113711076B (zh) 狄克逊磁共振成像中的水-脂肪交换的自动检测
CN115335717B (zh) 乳房微钙化的磁共振成像
CN112292067B (zh) 电导率变化的电学属性断层摄影图
CN115552273A (zh) 基于机器学习的运动损坏数据检测
CN114097041A (zh) 针对深度学习电特性断层摄影的不确定度图

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant