JP7846702B2 - 検査用スライド及びブロックの品質を検証する人工知能を活用した分子ワークフロー用のシステム及び方法 - Google Patents

検査用スライド及びブロックの品質を検証する人工知能を活用した分子ワークフロー用のシステム及び方法

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Publication number
JP7846702B2
JP7846702B2 JP2023551707A JP2023551707A JP7846702B2 JP 7846702 B2 JP7846702 B2 JP 7846702B2 JP 2023551707 A JP2023551707 A JP 2023551707A JP 2023551707 A JP2023551707 A JP 2023551707A JP 7846702 B2 JP7846702 B2 JP 7846702B2
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necrosis
percentage
quality score
implementation method
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JP2024510394A (ja
JP2024510394A5 (https=
JPWO2022191884A5 (https=
Inventor
パトリシア ラシティ,
クリストファー カナン,
アリカン ボズクルト,
ベルマ ドグダス,
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Paige AI Inc
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Paige AI Inc
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/40ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • GPHYSICS
    • G02OPTICS
    • G02BOPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B21/00Microscopes
    • G02B21/36Microscopes arranged for photographic purposes or projection purposes or digital imaging or video purposes including associated control and data processing arrangements
    • G02B21/365Control or image processing arrangements for digital or video microscopes
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • G06T7/0014Biomedical image inspection using an image reference approach
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT 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
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT 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
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00ICT specially adapted for the handling or processing of medical references
    • G16H70/60ICT specially adapted for the handling or processing of medical references relating to pathologies
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10056Microscopic image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30024Cell structures in vitro; Tissue sections in vitro
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30168Image quality inspection

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • General Health & Medical Sciences (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Pathology (AREA)
  • Quality & Reliability (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Multimedia (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Optics & Photonics (AREA)
  • Image Analysis (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
JP2023551707A 2021-03-09 2021-12-07 検査用スライド及びブロックの品質を検証する人工知能を活用した分子ワークフロー用のシステム及び方法 Active JP7846702B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202163158781P 2021-03-09 2021-03-09
US63/158,781 2021-03-09
PCT/US2021/062092 WO2022191884A1 (en) 2021-03-09 2021-12-07 Systems and methods for artificial intelligence powered molecular workflow verifying slide and block quality for testing

Publications (4)

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JP2024510394A JP2024510394A (ja) 2024-03-07
JP2024510394A5 JP2024510394A5 (https=) 2024-11-20
JPWO2022191884A5 JPWO2022191884A5 (https=) 2024-11-20
JP7846702B2 true JP7846702B2 (ja) 2026-04-15

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JP2023551707A Active JP7846702B2 (ja) 2021-03-09 2021-12-07 検査用スライド及びブロックの品質を検証する人工知能を活用した分子ワークフロー用のシステム及び方法

Country Status (7)

Country Link
US (4) US11791035B2 (https=)
EP (1) EP4305591B1 (https=)
JP (1) JP7846702B2 (https=)
KR (1) KR20230156319A (https=)
BR (1) BR112023017277A2 (https=)
CA (1) CA3207584A1 (https=)
WO (1) WO2022191884A1 (https=)

Families Citing this family (1)

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KR102715713B1 (ko) * 2024-01-19 2024-10-11 주식회사 이노크라스코리아 세포 샘플 내 진양성 변이를 검출하기 위한 기계학습 모델을 학습시키는 방법 및 장치

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20180226138A1 (en) 2017-02-09 2018-08-09 Leavitt Medical, Inc. Systems and methods for tissue sample processing
JP2019148473A (ja) 2018-02-27 2019-09-05 シスメックス株式会社 画像解析方法、画像解析装置、プログラム、学習済み深層学習アルゴリズムの製造方法および学習済み深層学習アルゴリズム
WO2020198380A1 (en) 2019-03-26 2020-10-01 Tempus Labs, Inc. Determining biomarkers from histopathology slide images
WO2020243193A1 (en) 2019-05-28 2020-12-03 PAIGE.AI, Inc. Systems and methods for processing images to prepare slides for processed images for digital pathology
WO2020243550A1 (en) 2019-05-31 2020-12-03 PAIGE.AI, Inc. Systems and methods for processing images of slides to automatically prioritize the processed images of slides for digital pathology
JP2021506022A (ja) 2017-12-07 2021-02-18 ベンタナ メディカル システムズ, インコーポレイテッド 生体画像における連帯的細胞および領域分類のための深層学習システムならびに方法
US20210263055A1 (en) 2020-02-22 2021-08-26 Clarapath, Inc. Facing and Quality Control in Microtomy

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9495515B1 (en) 2009-12-09 2016-11-15 Veracyte, Inc. Algorithms for disease diagnostics
US10117596B2 (en) * 2013-08-19 2018-11-06 Prolung, Inc. Method for diagnosing a malignant lung tumor
EP3718119A1 (en) 2017-11-27 2020-10-07 Deciphex Automated screening of histopathology tissue samples via analysis of a normal model
CN108538399A (zh) * 2018-03-22 2018-09-14 复旦大学 一种磁共振肝癌疗效评估方法和系统
US11348661B2 (en) 2018-05-14 2022-05-31 Tempus Labs, Inc. Predicting total nucleic acid yield and dissection boundaries for histology slides
US11348240B2 (en) * 2018-05-14 2022-05-31 Tempus Labs, Inc. Predicting total nucleic acid yield and dissection boundaries for histology slides
WO2020182710A1 (en) * 2019-03-12 2020-09-17 F. Hoffmann-La Roche Ag Multiple instance learner for prognostic tissue pattern identification
EP3966830A1 (en) * 2019-05-10 2022-03-16 Bayer Consumer Care AG Identification of candidate signs indicative of an ntrk oncogenic fusion
US11705226B2 (en) 2019-09-19 2023-07-18 Tempus Labs, Inc. Data based cancer research and treatment systems and methods
CA3167253A1 (en) * 2020-02-18 2021-08-26 Robert Tell Methods and systems for a liquid biopsy assay
AU2021228737A1 (en) * 2020-02-28 2022-09-22 Grail, LLC. Identifying methylation patterns that discriminate or indicate a cancer condition

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20180226138A1 (en) 2017-02-09 2018-08-09 Leavitt Medical, Inc. Systems and methods for tissue sample processing
JP2021506022A (ja) 2017-12-07 2021-02-18 ベンタナ メディカル システムズ, インコーポレイテッド 生体画像における連帯的細胞および領域分類のための深層学習システムならびに方法
JP2019148473A (ja) 2018-02-27 2019-09-05 シスメックス株式会社 画像解析方法、画像解析装置、プログラム、学習済み深層学習アルゴリズムの製造方法および学習済み深層学習アルゴリズム
WO2020198380A1 (en) 2019-03-26 2020-10-01 Tempus Labs, Inc. Determining biomarkers from histopathology slide images
WO2020243193A1 (en) 2019-05-28 2020-12-03 PAIGE.AI, Inc. Systems and methods for processing images to prepare slides for processed images for digital pathology
WO2020243550A1 (en) 2019-05-31 2020-12-03 PAIGE.AI, Inc. Systems and methods for processing images of slides to automatically prioritize the processed images of slides for digital pathology
US20210263055A1 (en) 2020-02-22 2021-08-26 Clarapath, Inc. Facing and Quality Control in Microtomy

Also Published As

Publication number Publication date
US11501872B2 (en) 2022-11-15
BR112023017277A2 (pt) 2023-10-03
EP4305591A1 (en) 2024-01-17
US20230420116A1 (en) 2023-12-28
US20220293249A1 (en) 2022-09-15
JP2024510394A (ja) 2024-03-07
US20250078988A1 (en) 2025-03-06
US20220293248A1 (en) 2022-09-15
US12183451B2 (en) 2024-12-31
WO2022191884A1 (en) 2022-09-15
US11791035B2 (en) 2023-10-17
CA3207584A1 (en) 2022-09-15
EP4305591B1 (en) 2026-04-22
KR20230156319A (ko) 2023-11-14

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