SG11202003330PA - Detecting intratumor heterogeneity of molecular subtypes in pathology slide images using deep-learning - Google Patents
Detecting intratumor heterogeneity of molecular subtypes in pathology slide images using deep-learningInfo
- Publication number
- SG11202003330PA SG11202003330PA SG11202003330PA SG11202003330PA SG11202003330PA SG 11202003330P A SG11202003330P A SG 11202003330PA SG 11202003330P A SG11202003330P A SG 11202003330PA SG 11202003330P A SG11202003330P A SG 11202003330PA SG 11202003330P A SG11202003330P A SG 11202003330PA
- Authority
- SG
- Singapore
- Prior art keywords
- learning
- deep
- detecting
- slide images
- molecular subtypes
- Prior art date
Links
- 238000013135 deep learning Methods 0.000 title 1
- 230000007170 pathology Effects 0.000 title 1
Classifications
-
- 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
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
- G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
- G16B40/20—Supervised data analysis
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B10/00—Instruments for taking body samples for diagnostic purposes; Other methods or instruments for diagnosis, e.g. for vaccination diagnosis, sex determination or ovulation-period determination; Throat striking implements
- A61B10/0041—Detection of breast cancer
-
- 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
- G16H10/40—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for data related to laboratory analysis, e.g. patient specimen analysis
-
- 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
- G16H30/00—ICT specially adapted for the handling or processing of medical images
- G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
-
- 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
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
Landscapes
- Health & Medical Sciences (AREA)
- Engineering & Computer Science (AREA)
- Medical Informatics (AREA)
- Public Health (AREA)
- General Health & Medical Sciences (AREA)
- Data Mining & Analysis (AREA)
- Epidemiology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Primary Health Care (AREA)
- Biomedical Technology (AREA)
- Databases & Information Systems (AREA)
- Physics & Mathematics (AREA)
- Pathology (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Artificial Intelligence (AREA)
- Bioinformatics & Computational Biology (AREA)
- Biotechnology (AREA)
- Evolutionary Biology (AREA)
- Software Systems (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Theoretical Computer Science (AREA)
- Evolutionary Computation (AREA)
- Biophysics (AREA)
- Bioethics (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Radiology & Medical Imaging (AREA)
- Heart & Thoracic Surgery (AREA)
- Molecular Biology (AREA)
- Surgery (AREA)
- Animal Behavior & Ethology (AREA)
- Veterinary Medicine (AREA)
- Oncology (AREA)
- Image Analysis (AREA)
- Investigating Or Analysing Biological Materials (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201762593224P | 2017-11-30 | 2017-11-30 | |
| US201862656918P | 2018-04-12 | 2018-04-12 | |
| PCT/US2018/062911 WO2019108695A1 (en) | 2017-11-30 | 2018-11-28 | Detecting intratumor heterogeneity of molecular subtypes in pathology slide images using deep-learning |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| SG11202003330PA true SG11202003330PA (en) | 2020-05-28 |
Family
ID=66665290
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| SG11202003330PA SG11202003330PA (en) | 2017-11-30 | 2018-11-28 | Detecting intratumor heterogeneity of molecular subtypes in pathology slide images using deep-learning |
Country Status (7)
| Country | Link |
|---|---|
| KR (1) | KR20200066732A (en) |
| AU (1) | AU2018374207A1 (en) |
| CA (1) | CA3079438A1 (en) |
| IL (1) | IL274101A (en) |
| SG (1) | SG11202003330PA (en) |
| TW (1) | TWI689944B (en) |
| WO (1) | WO2019108695A1 (en) |
Families Citing this family (26)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110246579B (en) * | 2019-06-13 | 2023-06-09 | 西安九清生物科技有限公司 | Pathological diagnosis method and device |
| CN110532408A (en) * | 2019-08-28 | 2019-12-03 | 广州金域医学检验中心有限公司 | Pathological section management method, device, computer equipment and storage medium |
| TWI701638B (en) * | 2019-09-20 | 2020-08-11 | 國立中興大學 | Learning technique of mechanical application on automatic optical inspection system |
| JP7406745B2 (en) | 2020-01-28 | 2023-12-28 | ペイジ．エーアイ インコーポレイテッド | System and method for processing electronic images for computer detection methods |
| TWI744798B (en) * | 2020-02-13 | 2021-11-01 | 國立陽明交通大學 | Evaluation method and system of neuropsychiatric diseases based on brain imaging |
| CN111507381B (en) * | 2020-03-31 | 2024-04-02 | 上海商汤智能科技有限公司 | Image recognition method, related device and equipment |
| KR20230037568A (en) * | 2020-07-15 | 2023-03-16 | 제넨테크, 인크. | Evaluation of Heterogeneity of Features in Digital Pathology Images Using Machine Learning Technique -Journal of Digital Convergence Korea Science |
| KR102437193B1 (en) | 2020-07-31 | 2022-08-30 | 동국대학교 산학협력단 | Apparatus and method for parallel deep neural networks trained by resized images with multiple scaling factors |
| KR102304370B1 (en) | 2020-09-18 | 2021-09-24 | 동국대학교 산학협력단 | Apparatus and method of analyzing status and change of wound area based on deep learning |
| EP3975110A1 (en) * | 2020-09-25 | 2022-03-30 | Panakeia Technologies Limited | A method of processing an image of tissue and a system for processing an image of tissue |
| WO2022081214A1 (en) * | 2020-10-18 | 2022-04-21 | Aixmed, Inc. | Method and system to obtain cytology image in cytopathology |
| TWI815057B (en) * | 2020-11-11 | 2023-09-11 | 臺北醫學大學 | Visualization methods for cancer lesions |
| TWI836280B (en) * | 2020-12-16 | 2024-03-21 | 財團法人工業技術研究院 | Medical image analysis method and device |
| US11610306B2 (en) | 2020-12-16 | 2023-03-21 | Industrial Technology Research Institute | Medical image analysis method and device |
| KR102692189B1 (en) * | 2021-03-15 | 2024-08-07 | 연세대학교 산학협력단 | Apparatus and method for determining disease of target object based on patch image |
| US12039720B2 (en) | 2021-06-15 | 2024-07-16 | Sony Group Corporation | Automatic estimation of tumor cellularity using a DPI AI platform |
| KR102720930B1 (en) * | 2021-09-30 | 2024-10-23 | 서울여자대학교 산학협력단 | Method, apparatus and program to read pneumonia |
| CN113903400B (en) * | 2021-10-29 | 2024-10-01 | 复旦大学附属华山医院 | Classification method and system of immune related disease molecular typing and subtype classifier |
| TWI781027B (en) * | 2021-12-22 | 2022-10-11 | 國立臺南大學 | Neural network system for staining images and image staining conversion method |
| JP2023098287A (en) | 2021-12-28 | 2023-07-10 | 株式会社Ｓｃｒｅｅｎホールディングス | Image display method, computer program and recording medium |
| JP2023123987A (en) * | 2022-02-25 | 2023-09-06 | 株式会社Ｓｃｒｅｅｎホールディングス | Model selection method and image processing method |
| CN115330778B (en) * | 2022-10-13 | 2023-03-10 | 浙江华是科技股份有限公司 | Substation target detection network model training method and system |
| WO2024112121A1 (en) * | 2022-11-23 | 2024-05-30 | (주) 노보믹스 | Artificial intelligence software for reading image of gastric cancer pathological tissue |
| WO2024154982A1 (en) * | 2023-01-19 | 2024-07-25 | 주식회사 루닛 | Method and device for analyzing pathology slide image |
| KR102748660B1 (en) * | 2023-09-06 | 2025-01-03 | (주)메드에이아이 | System and method for performing cancer diagnosis with incomplete ct images |
| CN117711579B (en) * | 2024-02-02 | 2024-08-23 | 首都医科大学宣武医院 | Method and device for visualizing heterogeneous pathology of glioma based on multi-modal image |
Family Cites Families (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP1789923A1 (en) * | 2004-08-11 | 2007-05-30 | Aureon Laboratories, Inc. | Systems and methods for automated diagnosis and grading of tissue images |
| TWI399194B (en) * | 2011-01-25 | 2013-06-21 | Univ Nat Yunlin Sci & Tech | Semi-automatic knee cartilage mri image segmentation based on cellular automata |
| JP6629762B2 (en) * | 2014-05-23 | 2020-01-15 | ベンタナ メディカル システムズ， インコーポレイテッド | Systems and methods for detection of biological structures and / or patterns in images |
| EP3155592B1 (en) * | 2014-06-10 | 2019-09-11 | Leland Stanford Junior University | Predicting breast cancer recurrence directly from image features computed from digitized immunohistopathology tissue slides |
| US9836839B2 (en) * | 2015-05-28 | 2017-12-05 | Tokitae Llc | Image analysis systems and related methods |
| US10078895B2 (en) * | 2015-12-30 | 2018-09-18 | Case Western Reserve University | Prediction of recurrence of non-small cell lung cancer with tumor infiltrating lymphocyte (TIL) graphs |
-
2018
- 2018-11-28 SG SG11202003330PA patent/SG11202003330PA/en unknown
- 2018-11-28 WO PCT/US2018/062911 patent/WO2019108695A1/en active Application Filing
- 2018-11-28 CA CA3079438A patent/CA3079438A1/en not_active Abandoned
- 2018-11-28 AU AU2018374207A patent/AU2018374207A1/en not_active Withdrawn
- 2018-11-28 KR KR1020207014947A patent/KR20200066732A/en not_active Application Discontinuation
- 2018-11-30 TW TW107142917A patent/TWI689944B/en not_active IP Right Cessation
-
2020
- 2020-04-21 IL IL274101A patent/IL274101A/en unknown
Also Published As
| Publication number | Publication date |
|---|---|
| KR20200066732A (en) | 2020-06-10 |
| WO2019108695A1 (en) | 2019-06-06 |
| TWI689944B (en) | 2020-04-01 |
| CA3079438A1 (en) | 2019-06-06 |
| TW201926359A (en) | 2019-07-01 |
| IL274101A (en) | 2020-06-30 |
| AU2018374207A1 (en) | 2020-04-30 |
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