Deep Learning, Lung Cancer Screening & the Data Science Bowl 2017
|
|
- Ashlynn Potter
- 5 years ago
- Views:
Transcription
1 Deep Learning, Lung Cancer Screening & the Data Science Bowl 2017 Bram van Ginneken, Arnaud Arindra Adiyoso Setio, Colin Jacobs Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands Fraunhofer MEVIS, Bremen, Germany
2 Background and disclosures : PhD Detection of tuberculosis in chest radiographs: CAD4TB now in use in >20 countries 2004: Research on automated analysis of chest CT scans for lung cancer screening, with many partners in Europe, USA, Canada, Korea 2010: Chair of Diagnostic Image Analysis Group, 40 researchers at Radboud University Medical Center, Nijmegen, The Netherlands; working for Fraunhofer MEVIS in Bremen, Germany 2010: Developed software for automated reading of chest CT screening scans, available via Mevis Medical Solutions (Veolity) and InVivo (DynaCAD Lung) 2014: Founder of Thirona 2016: Involved in Data Science Bowl
3 Contents Why should you do lung cancer screening with CT Human reading of screening CT scans Computer reading of screening CT scans 2017 Data Science Bowl results
4 Lung cancer is the biggest cancer killer Lung cancer can grow unnoticed for years, because the lungs are very big organs When the patient goes to the doctor with complaints and lung cancer is diagnosed, the median size of the cancer is 4 cm, and usually it has already metastasized
5
6 Early detection is our only hope
7
8
9 Screening with CT Hold your breath, slide through scanner in <10 seconds High resolution (<1mm) 3D image of the lungs Very low dose possible No contrast material needed, very user friendly No high-end scanner needed: cheap (~200 k$)
10 Baseline
11 After 1 year 6mm nodule
12 After 2 years 2cm nodule Squamous cell lung cancer Still early stage!
13 NLST led to screening implementation
14 Screening centers in the United States
15 Human reading of screening CT scans
16
17 Nodule malignancy calculator
18 Radiologists often don t agree on nodules Show table and images from LIDC study...
19
20
21 Some radiologists see many more nodules...
22 Radiologist often don t agree on nodule type
23 What type of nodule is it? Complete agreement non-solid nodule Complete agreement solid nodule
24 What type of nodule is it? Complete disagreement part-solid nodule Complete disagreement part-solid nodule
25 Lung-RADS 4X
26 The Lung-RADS 4X category in practice
27 The Lung-RADS 4X category in practice
28 Computer reading of screening CT scans
29 Sensitivity 2009: Finding nodules with computers All together Dayton Pisa Utrecht Torino Bremen Florianópolis Bari Hamburg Average number of false alarms per scan
30 2017: Finding nodules with deep learning
31
32 LUNA16: Nodule detection competition
33 LUNA16 leaderboard
34 Deep learning for nodule type classification Nature Scientific Reports 2017
35
36
37
38 Automatic segmentation May 2005: 640 mm 3 / 10.7mm; -490 HU, 326 mg Jan 2010: 1042 mm 3 / 12.5mm; -324 HU, 703 mg Case from the Danish Lung Cancer Screening Trial
39 Data Science Bowl 2017 Results
40 Data Science Bowl 2017 Teams were provided with a single low dose CT scan from a lung cancer screening participant Task: predict if this subject was diagnosed with lung cancer within one year of the CT scan Approach of most teams: Look for suspicious nodules Estimate probability of malignancy for the most suspicious nodule(s)
41
42 ROC analysis Data Science Bowl test set 4B 4B,4A 4B,4A,3 4B,4A,3,2 Lung-RADS category Non-cancer cases Cancer cases A B 54 67
43 ROC analysis Data Science Bowl test set 4B 4B,4A 4B,4A,3 4B,4A,3,2 Lung-RADS category Non-cancer cases Cancer cases A B 54 67
44 ROC analysis Data Science Bowl test set 4B,4A 4B,4A,3 4B,4A,3,2 4B
45 ROC analysis Data Science Bowl test set 4B,4A 4B,4A,3 4B,4A,3,2 4B
46 Conclusions and future work DSB 2017 provides very promising results In lung cancer screening the vast majority of all scans are follow-up scans: estimating probability of lung cancer given a single CT scan is therefore not the most important and most relevant problem Future competitions: Estimate probability of lung cancer given multiple CT screening rounds Extend the problem, taking into account clinical information Add liquid biopsy results (blood tests), genetic tests, etc Predict 5-year probability of lung cancer: personalized screening intervals
Learning Objectives. 1. Identify which patients meet criteria for annual lung cancer screening
Disclosure I, Taylor Rowlett, DO NOT have a financial interest /arrangement or affiliation with one or more organizations that could be perceived as a real or apparent conflict of interest in the context
More informationLung Screening: Do s and Don t s
18th Annual Interna3onal Symposium on Mul3detector-Row CT June 20-23 2015 HyaH Regency San Franciscio Wednesday June 22 7.00 AM Lung Screening: Do s and Don t s Mathias Prokop, MD PhD Department of Radiology
More informationObserver variability for Lung-RADS categorisation of lung cancer screening CTs: impact on patient management
European Radiology https://doi.org/10.1007/s00330-018-5599-4 CHEST Observer variability for Lung-RADS categorisation of lung cancer screening CTs: impact on patient management Sarah J. van Riel 1 & Colin
More informationSCBT-MR 2015 LungRADS : Basics
SCBT-MR 2015 LungRADS : Basics Reginald F. Munden MD, DMD, MBA I have no conflicts of interest to report National Lung Cancer Screening Trial 20% lung cancer mortality reduction 6.9% all cause mortality
More informationComputer-aided detection of pulmonary nodules: a comparative study using the public LIDC/IDRI database
Eur Radiol (2016) 26:2139 2147 DOI 10.1007/s00330-015-4030-7 COMPUTER APPLICATIONS Computer-aided detection of pulmonary nodules: a comparative study using the public LIDC/IDRI database Colin Jacobs 1
More informationRelative Survival Rate
5X Su r vi val Th r ou gh Ear l y Det ect i on Cancer Stage I II III IV Relative Survival Rate 55,2% 28% 8% 2% 90% TIME AND COST IS W AITING IN LINE OBJ ECTIVES Reduce Screening Time By Reduce Screening
More informationCT Lung Screening Implementation Challenges: ALA/ATS Implementation Microsite
CT Lung Screening Implementation Challenges: ALA/ATS Implementation Microsite Andrea McKee, MD Chair Radiation Oncology Lahey Hospital and Medical Center November 2018 2016 data, 3 years after ACS recommendation
More informationThe Maine Lung Cancer Coalition. Working Together to Reduce Lung Cancer in Maine
The Maine Lung Cancer Coalition Working Together to Reduce Lung Cancer in Maine funding Maine Lung Cancer Coalition (MLCC) Webinar Lung Cancer Screening: Following Up On Abnormal Low Dose CT Scans with
More informationarxiv: v2 [cs.cv] 23 May 2017
Towards automatic pulmonary nodule management in lung cancer screening with deep learning Francesco Ciompi 1,2*, Kaman Chung 1, Sarah J. van Riel 1, Arnaud Arindra Adiyoso Setio 1, Paul K. Gerke 1, Colin
More informationLung Cancer Screening
Lung Cancer Screening Steven Leh, MD, FCCP Diplomat of the American Association for Bronchology and Interventional Pulmonology Aurora Medical Group Pulmonary and Sleep Medicine February 10, 2018 Disclosures
More informationTHE BENEFITS OF BIG DATA
THE BENEFITS OF BIG DATA Disclosures I am a named inventor on a number of patents and patent applications relating to the evaluation of pulmonary nodules on CT scans of the chest which are owned by Cornell
More informationSHARED DECISION MAKING AND LUNG CANCER SCREENING
SHARED DECISION MAKING AND LUNG CANCER SCREENING DISCLOSURES Cathleen E. Morrow, MD None William C. Black, MD No financial disclosure Co-investigator for NLST Member of the ACR Lung-RADS Screening Registry
More informationSCBT-MR 2016 Lung Cancer Screening in Practice: State of the Art
SCBT-MR 2016 Lung Cancer Screening in Practice: State of the Art Reginald F. Munden MD, DMD, MBA I have no conflicts of interest to report National Lung Cancer Screening Trial 20% lung cancer mortality
More informationPDF hosted at the Radboud Repository of the Radboud University Nijmegen
PDF hosted at the Radboud Repository of the Radboud University Nijmegen The following full text is a publisher's version. For additional information about this publication click this link. http://hdl.handle.net/2066/183711
More informationCOMPUTERIZED SYSTEM DESIGN FOR THE DETECTION AND DIAGNOSIS OF LUNG NODULES IN CT IMAGES 1
ISSN 258-8739 3 st August 28, Volume 3, Issue 2, JSEIS, CAOMEI Copyright 26-28 COMPUTERIZED SYSTEM DESIGN FOR THE DETECTION AND DIAGNOSIS OF LUNG NODULES IN CT IMAGES ALI ABDRHMAN UKASHA, 2 EMHMED SAAID
More informationApproach to Pulmonary Nodules
Approach to Pulmonary Nodules Edwin Jackson, Jr., DO Assistant Professor-Clinical Director, James Early Detection Clinic Department of Internal Medicine Division of Pulmonary, Allergy, Critical Care and
More informationCT Lung Screening Implementation Challenges: State Based Initiatives
CT Lung Screening Implementation Challenges: State Based Initiatives Andrea McKee, MD Chair Radiation Oncology Lahey Hospital and Medical Center Co-Director Rescue Lung, Rescue Life Program Co-Chair Massachusetts
More informationExample of lung screening
Justification of the use of CT for individual health assessment of asymptomatic people How to obtain evidence for IHA - Example of lung screening Mathias Prokop, MD PhD Professor of Radiology Radboud University
More informationWhat to know and what to make of it
Lung Cancer Screening: What to know and what to make of it J. Matthew Reinersman, MD Assistant Professor of Surgery Division of Thoracic and Cardiovascular Surgery Department of Surgery University of Oklahoma
More informationThe prognostic relevance of pulmonary subsolid nodules (SSNs) has
ORIGINAL ARTICLE Detection of Subsolid Nodules in Lung Cancer Screening Complementary Sensitivity of Visual Reading and Computer-Aided Diagnosis Mario Silva, MD, PhD,* Cornelia M. Schaefer-Prokop, MD,
More informationSubsolid pulmonary nodule morphology and associated patient characteristics in a routine clinical population
Eur Radiol (2017) 27:689 696 DOI 10.1007/s00330-016-4429-9 CHEST Subsolid pulmonary nodule morphology and associated patient characteristics in a routine clinical population Onno M. Mets 1 & Pim A. de
More informationIncidental perifissural nodules on routine chest computed tomography: lung cancer or not?
Eur Radiol (2018) 28:1095 1101 DOI 10.1007/s00330-017-5055-x COMPUTED TOMOGRAPHY Incidental perifissural nodules on routine chest computed tomography: lung cancer or not? Onno M. Mets 1 & Kaman Chung 2
More informationLung Cancer Screening: To Screen or Not to Screen?
Lung Cancer Screening: To Screen or Not to Screen? Lorriana Leard, MD Co-Director of UCSF Lung Cancer Screening Program Vice Chief of Clinical Activities UCSF Pulmonary, Critical Care, Allergy & Sleep
More informationA Comprehensive Cancer Center Designated by the National Cancer Institute
N C I C C C A Comprehensive Cancer Center Designated by the National Cancer Institute Screening and Early Detection of Lung Cancer: Ready for Practice? David S. Ettinger, MD, FACP, FCCP Alex Grass Professor
More informationDetecting Lung Nodules: Challenges and Solutions. Geoffrey D. Rubin, MD, MBA, FACR, FSCBTMR
Detecting Lung Nodules: Challenges and Solutions Geoffrey D. Rubin, MD, MBA, FACR, FSCBTMR Learning Objectives Awareness of lung nodule detection performance Apply best practice for detection of lung nodules
More informationLung Cancer Screening
Scan for mobile link. Lung Cancer Screening What is lung cancer screening? Screening examinations are tests performed to find disease before symptoms begin. The goal of screening is to detect disease at
More informationOutcomes in the NLST. Health system infrastructure needs to implement screening
Outcomes in the NLST Health system infrastructure needs to implement screening Denise R. Aberle, MD Professor of Radiology and Bioengineering David Geffen School of Medicine at UCLA 1 Disclosures I have
More informationRobert J. McKenna M.D. Chief, Thoracic Surgery Cedars Sinai Medical Center
You Smoke, You Get Lung Cancer, You Die: Can Screening Change this Paradigm? Robert J. McKenna M.D. Chief, Thoracic Surgery Cedars Sinai Medical Center AATS Saturday 4/28/2012 Cancer Screening Cancer
More informationThe latest developments - Automated Breast Volume Scanning. Dr. med. M. Golatta
The latest developments - Automated Breast Volume Scanning Dr. med. M. Golatta Automated Breast Volume US: Why? o Mammography is limited in dense breasts: high false negative rate o Many of these tumors
More informationPulmonary Nodules: When to worry, when to chill. Douglas Arenberg Associate Professor Pulmonary & Critical Care
Pulmonary Nodules: When to worry, when to chill Douglas Arenberg Associate Professor Pulmonary & Critical Care Disclosure MDCH Grant Funds to improve tobacco cessation service in the Michigan Medicine
More informationVHA Demonstration Project for Lung Cancer Screening Using Low-Dose Chest CT Screening
VHA Demonstration Project for Lung Cancer Screening Using Low-Dose Chest CT Screening ATS San Francisco 2016 James K. Brown MD 1, Kathryn L. Rice, MD 2 (1) San Francisco VA (2) Minneapolis VAMC Disclosures
More informationCopyright 2007 IEEE. Reprinted from 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, April 2007.
Copyright 27 IEEE. Reprinted from 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, April 27. This material is posted here with permission of the IEEE. Such permission of the
More informationVA PARTNERSHIP Increase ACCESS to LUNG SCREENING
VA PARTNERSHIP Increase ACCESS to LUNG SCREENING Project PI: Drew Moghanaki, MD, MPH Clinical Co-PI: Claudia Henschke, PhD, MD Technical Co-PI: Rick Avila, MS Sponsored by the Bristol-Myers Squibb Foundation
More informationQUANTITATIVE IMAGING ANALYTICS
QUANTITATIVE IMAGING ANALYTICS the future of radiology enabling evidence based care for oncology September 2015 Madison, Wisconsin HealthMyne.com Page 1 quantitative imaging analytics the future of radiology
More informationA method for the automatic quantification of the completeness of pulmonary fissures: evaluation in a database of subjects with severe emphysema
Eur Radiol (2012) 22:302 309 DOI 10.1007/s00330-011-2278-0 CHEST A method for the automatic quantification of the completeness of pulmonary fissures: evaluation in a database of subjects with severe emphysema
More informationLung Cancer Screening. Ashish Maskey MD Interventional Pulmonology UK Health Care Dec 1 st 2017
Lung Cancer Screening Ashish Maskey MD Interventional Pulmonology UK Health Care Dec 1 st 2017 Nearly one in six American adults currently smoke cigarettes An estimated 40 million adults in the United
More informationImaging Decisions Start Here SM
Owing to its high resolution and wide anatomic coverage, dynamic first-pass perfusion 320-detector-row CT outperforms PET/CT for distinguishing benign from malignant lung nodules, researchers from Japan
More informationQUANTITATIVE LUNG NODULE ANALYSIS SYSTEM (NAS) FROM CHEST CT
QUANTITATIVE LUNG NODULE ANALYSIS SYSTEM (NAS) FROM CHEST CT Amal Farag 1, PhD, Salwa Elshazly 1, Asem Ali 2, PhD, Islam Alkabbany 2, Albert Seow 2, MD and Aly Farag 2, PhD 1 Kentucky Imaging Technologies,
More informationWelcome to a better way for
Welcome to a better way for The Next Generation of Prostate Care from Invivo biopsy standard, commonly suffers from poor image resolution, and the biopsy needle often passes through tumor-free areas of
More informationLUNG NODULE SEGMENTATION IN COMPUTED TOMOGRAPHY IMAGE. Hemahashiny, Ketheesan Department of Physical Science, Vavuniya Campus
LUNG NODULE SEGMENTATION IN COMPUTED TOMOGRAPHY IMAGE Hemahashiny, Ketheesan Department of Physical Science, Vavuniya Campus tketheesan@vau.jfn.ac.lk ABSTRACT: The key process to detect the Lung cancer
More informationLUNG CANCER: LDCT DISCLOSURES NONE. Erika Swanson, MD Radiation Oncologist Ascension Columbia-St. Mary s February 1, /9/2018
LUNG CANCER: LDCT Erika Swanson, MD Radiation Oncologist Ascension Columbia-St. Mary s February 1, 2018 DISCLOSURES 2 NONE 1 OBJECTIVES 3 Rationale and evidence for LDCT for lung cancer screening Review
More informationSCREENING FOR EARLY LUNG CANCER. Pang Yong Kek
SCREENING FOR EARLY LUNG CANCER Pang Yong Kek Lecture Outline Why performing screening? How to improve early detection? Benefits and Risks of screening Challenges in screening Conclusion Why Performing
More informationLung Cancer: Moving Imaging to the Front of Outpatient Pathways
Lung Cancer: Moving Imaging to the Front of Outpatient Pathways Andrew Nanapragasam, N Maddock, A McIver, C Smyth, M Walshaw, M Ledson Liverpool Heart and Chest Hospital, Liverpool, United Kingdom Family
More informationCurrent Evidence for Lung Cancer Screening: The North American Perspective
RC201 Chest Series: Lung Cancer Screening Monday, Nov. 30 8:30AM - 12:00PM Location: S406B CH CT AMA PRA Category 1 Credits : 3.25 ARRT Category A+ Credits: 3.75 Caroline Chiles, MD, Winston-Salem, NC
More informationLung Cancer Screening
Scan for mobile link. Lung Cancer Screening What is lung cancer screening? Screening examinations are tests performed to find disease before symptoms begin. The goal of screening is to detect disease at
More informationScreening for Lung Cancer: Are We There Yet?
Screening for Lung Cancer: Are We There Yet? Kavita Garg, MD Professor of Radiology University of CO, Denver Mountain States Cancer Conference Nov 6 th 2010 The Epidemiology of Lung Cancer Tobacco is the
More informationCT Screening for Lung Cancer for High Risk Patients
CT Screening for Lung Cancer for High Risk Patients The recently published National Lung Cancer Screening Trial (NLST) showed that low-dose CT screening for lung cancer reduces mortality in high-risk patients
More informationLung cancer prediction using machine learning and advanced imaging techniques
Review Article Lung cancer prediction using machine learning and advanced imaging techniques Timor Kadir 1, Fergus Gleeson 2 1 Optellum Ltd, Oxford, UK; 2 Department of Radiology, Oxford University Hospitals
More informationObjectives. Why? Why? Background 11/5/ % incurable disease at presentation Locally advanced disease Metastasis. 14% 5 year survival
Objectives Appraise lung cancer screening trials results Review screening guidelines Lung Cancer Screening: Past, Present and Future Chi Wan Koo, MD Koo.chiwan@mayo.edu Discuss recommendations essential
More informationLUNG CANCER continues to rank as the leading cause
1138 IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. 24, NO. 9, SEPTEMBER 2005 Computer-Aided Diagnostic Scheme for Distinction Between Benign and Malignant Nodules in Thoracic Low-Dose CT by Use of Massive
More informationNational Lung Screening Trial Results
National Lung Screening Trial Results Ella A. Kazerooni, M.D. Professor & Director Cardiothoracic Radiology Associate Chair for Clinical Affairs University of Michigan NLST STOPPED! Lung cancer trial results
More informationWelcome to a better way for YOU and YOUR patient.
Welcome to a better way for YOU and YOUR patient. The Next Generation of Prostate Care from Invivo Current methods of prostate cancer screening, such as prostate-specifi c antigen (PSA) tests and digital
More informationEarly Detection of Lung Cancer
Early Detection of Lung Cancer Aswathy N Iyer Dept Of Electronics And Communication Engineering Lymie Jose Dept Of Electronics And Communication Engineering Anumol Thomas Dept Of Electronics And Communication
More informationBREAKING THE SOUND WAVES!
BREAKING THE SOUND WAVES! SURVEY (HAND-HELD) VERSES AUTOMATIC BREAST ULTRASOUND WHAT S THE DIFFERENCE Patricia Gaspard (RT)(M)(R)(CRA)/Marie Barnett (RT)(M)(R) March 16, 2019 Hand Held vs ABUS (Automatic
More informationPET CT for Staging Lung Cancer
PET CT for Staging Lung Cancer Rohit Kochhar Consultant Radiologist Disclosures Neither I nor my immediate family members have financial relationships with commercial organizations that may have a direct
More informationGUIDELINES FOR PULMONARY NODULE MANAGEMENT : RECENT CHANGES AND UPDATES
Venice 2017 GUIDELINES FOR PULMONARY NODULE MANAGEMENT : RECENT CHANGES AND UPDATES Heber MacMahon MB, BCh Department of Radiology The University of Chicago Disclosures Consultant for Riverain Medical
More informationLung Cancer Risk Associated With New Solid Nodules in the National Lung Screening Trial
Cardiopulmonary Imaging Original Research Pinsky et al. Lung Cancer Risk Associated With New Nodules Cardiopulmonary Imaging Original Research Paul F. Pinsky 1 David S. Gierada 2 P. Hrudaya Nath 3 Reginald
More informationScreening Programs background and clinical implementation. Denise R. Aberle, MD Professor of Radiology and Engineering
Screening Programs background and clinical implementation Denise R. Aberle, MD Professor of Radiology and Engineering disclosures I have no disclosures. I have no conflicts of interest relevant to this
More information2018 OPTIONS FOR INDIVIDUAL MEASURES: REGISTRY ONLY. MEASURE TYPE: Process
Quality ID #364: Optimizing Patient Exposure to Ionizing Radiation: Appropriateness: Follow-up CT Imaging for Incidentally Detected Pulmonary Nodules According to Recommended Guidelines National Quality
More informationLung Region Segmentation using Artificial Neural Network Hopfield Model for Cancer Diagnosis in Thorax CT Images
Automation, Control and Intelligent Systems 2015; 3(2): 19-25 Published online March 20, 2015 (http://www.sciencepublishinggroup.com/j/acis) doi: 10.11648/j.acis.20150302.12 ISSN: 2328-5583 (Print); ISSN:
More informationHaving a Computerised Tomography (CT) scan
The Clatterbridge Cancer Centre NHS Foundation Trust Having a Computerised Tomography (CT) scan Imaging A guide for patients and carers Contents What is a CT scanner?... 1 Why do I need a CT scan?... 1
More informationCT Low Dose Lung Cancer Screening. Part I. Journey to LDCT LCS Program
CT Low Dose Lung Cancer Screening Part I Journey to LDCT LCS Program Paul Johnson, M.S., DABHP, DABR Cleveland Clinic September 26, 2015 Lung Caner is No. 1 In Cancer Related Death In The United States
More informationChapter 6. Hester Gietema Cornelia Schaefer-Prokop Willem Mali Gerard Groenewegen Mathias Prokop. Accepted for publication in Radiology
Chapter 6 Interscan variability of semiautomated volume measurements in intraparenchymal pulmonary nodules using multidetector-row computed tomography: Influence of inspirational level, nodule size and
More informationAcknowledgments. A Specific Diagnostic Task: Lung Nodule Detection. A Specific Diagnostic Task: Chest CT Protocols. Chest CT Protocols
Personalization of Pediatric Imaging in Terms of Needed Indication-Based Quality Per Dose Acknowledgments Duke University Medical Center Ehsan Samei, PhD Donald Frush, MD Xiang Li PhD DABR Cleveland Clinic
More informationPULMONARY NODULES AND MASSES : DIAGNOSTIC APPROACH AND NEW MANAGEMENT GUIDELINES. https://tinyurl.com/hmpn2018
PULMONARY NODULES AND MASSES : DIAGNOSTIC APPROACH AND NEW MANAGEMENT GUIDELINES Heber MacMahon MB, BCh Department of Radiology The University of Chicago https://tinyurl.com/hmpn2018 Disclosures Consultant
More informationBackground Information
Background Information Erlangen, November 26, 2017 RSNA 2017 in Chicago: South Building, Hall A, Booth 1937 Artificial intelligence: Transforming data into knowledge for better care Inspired by neural
More informationDiffuse high-attenuation within mediastinal lymph nodes on non-enhanced CT scan: Usefulness in the prediction of benignancy
Diffuse high-attenuation within mediastinal lymph nodes on non-enhanced CT scan: Usefulness in the prediction of benignancy Poster No.: C-1785 Congress: ECR 2012 Type: Authors: Keywords: DOI: Scientific
More informationInnovative Lung Cancer Screening Solution
Innovative Lung Cancer Screening Solution Lung cancer is the leading cause of cancer deaths for both men and women, resulting in more than 150,000 deaths each year in the United State; a fi gure that is
More informationChapter 5. Pulmonary nodules detected at lung cancer screening: Interobserver variability of semiautomated volume measurements
Chapter 5 Pulmonary nodules detected at lung cancer screening: Interobserver variability of semiautomated volume measurements Hester Gietema Ying Wang Dongming Xu Rob van Klaveren Harry de Koning Ernst
More informationLUNGS? YOU GET THESE YOUR GUIDE TO YEARLY LUNG CANCER SCREENING CHECKED REGULARLY. WHAT ABOUT YOUR. Think. Screen. Know.
YOU GET THESE CHECKED REGULARLY. WHAT ABOUT YOUR LUNGS? YOUR GUIDE TO YEARLY LUNG CANCER SCREENING WHAT YOU SHOULD KNOW BEFORE, DURING, AND AFTER Think. Screen. Know. Talk to your doctor. TABLE OF CONTENTS
More information1 Introduction. Abstract: Accurate optic disc (OD) segmentation and fovea. Keywords: optic disc segmentation, fovea detection.
Current Directions in Biomedical Engineering 2017; 3(2): 533 537 Caterina Rust*, Stephanie Häger, Nadine Traulsen and Jan Modersitzki A robust algorithm for optic disc segmentation and fovea detection
More informationScreening for Lung Cancer - State of the Art
Screening for Lung Cancer - State of the Art Rohit Kumar, MD Assistant Professor of Medicine Fox Chase Cancer Center Temple University School of Medicine Philadelphia, PA Objectives Review current evidence
More informationLiquid Biopsies. Next Generation Cancer Molecular Diagnostics. William Annett Chief Executive Officer
Liquid Biopsies Next Generation Cancer Molecular Diagnostics William Annett Chief Executive Officer June 2016 Forward Looking Statements Statements pertaining to future financial and/or operating results,
More informationHHS Public Access Author manuscript Med Image Comput Comput Assist Interv. Author manuscript; available in PMC 2018 January 04.
Discriminative Localization in CNNs for Weakly-Supervised Segmentation of Pulmonary Nodules Xinyang Feng 1, Jie Yang 1, Andrew F. Laine 1, and Elsa D. Angelini 1,2 1 Department of Biomedical Engineering,
More informationLung Cancer screening :
Lung Cancer screening : Pro-Contra SAMO interdisciplinary workshop on chest tumors 27 and 28 january 2017 Prof L.P.Nicod Sevice de pneumologie CHUV-Lausanne -CH Lung Cancer How big is the problem? Epidemiology
More informationThe solitary pulmonary nodule: Assessing the success of predicting malignancy
The solitary pulmonary nodule: Assessing the success of predicting malignancy Poster No.: C-0829 Congress: ECR 2010 Type: Scientific Exhibit Topic: Chest Authors: R. W. K. Lindsay, J. Foster, K. McManus;
More informationPushing the boundaries: feature extraction from the lung improves pulmonary nodule classification
University of Iowa Iowa Research Online Theses and Dissertations Spring 2016 Pushing the boundaries: feature extraction from the lung improves pulmonary nodule classification Samantha Kirsten Nowik Dilger
More informationAmerican College of Radiology ACR Appropriateness Criteria
American College of Radiology ACR Criteria Radiologic Management of Thoracic Nodules and Masses Variant 1: Middle-aged patient (35 60 years old) with an incidental 1.5-cm lung nodule. The lesion was smooth.
More informationVacuum-assisted breast biopsy using computer-aided 3.0 T- MRI guidance: diagnostic performance in 173 lesions
Vacuum-assisted breast biopsy using computer-aided 3.0 T- MRI guidance: diagnostic performance in 173 lesions Poster No.: C-2870 Congress: ECR 2017 Type: Scientific Exhibit Authors: A. Pozzetto, L. Camera,
More informationCase Scenario 1. The patient agreed to a CT guided biopsy of the left upper lobe mass. This was performed and confirmed non-small cell carcinoma.
Case Scenario 1 An 89 year old male patient presented with a progressive cough for approximately six weeks for which he received approximately three rounds of antibiotic therapy without response. A chest
More informationPulmonary nodule detection in PET/CT images: Improved approach using combined nodule detection and hybrid FP reduction
Pulmonary nodule detection in PET/CT images: Improved approach using combined nodule detection and hybrid FP reduction Atsushi Teramoto* a, Hiroshi Fujita b, Yoya Tomita c, Katsuaki Takahashi c, Osamu
More informationManaging Patient Dose in Computed Tomography (CT) INTERNATIONAL COMMISSION ON RADIOLOGICAL PROTECTION
Managing Patient Dose in Computed Tomography (CT) International Commission on Radiological Protection Information abstracted from ICRP Publication 87 Available at www.icrp.org Task Group: M.M. Rehani,
More informationError, Injury & Loss in Medical Imaging. Matthew J Fleishman MD MMM FACR
Error, Injury & Loss in Medical Imaging Matthew J Fleishman MD MMM FACR Disclosures: None Objectives 1. Magnitude of errors & $ losses 2. Basis for major errors 3. Strategies to mitigate error, injury
More informationPAPILLARY THYROID CARCINOMA PRESENTING AS A LATERAL NECK MASS MASS. Dr. Pamela Hanson DO PGY3
PAPILLARY THYROID CARCINOMA PRESENTING AS A LATERAL NECK MASS MASS Dr. Pamela Hanson DO PGY3 MK CASE PRESENTATION 28 yo Female presented to the ENT Clinic in October 2016, with the complaint of chronic
More informationMEASUREMENT OF EFFECT SOLID TUMOR EXAMPLES
MEASUREMENT OF EFFECT SOLID TUMOR EXAMPLES Although response is not the primary endpoint of this trial, subjects with measurable disease will be assessed by standard criteria. For the purposes of this
More informationLung cancer Screening
Lung cancer Screening Family Physicians and CancerControl 2018 Alain Tremblay Division of Respiratory Medicine University of Calgary Disclosures BD Inc - Consultant / Medical Device development Olympus
More informationVeterans Health Administration Lung Cancer Screening Demonstration Project: Results & Lessons Learned
Veterans Health Administration Lung Cancer Screening Demonstration Project: Results & Lessons Learned Jane Kim, MD, MPH Acting Chief Consultant for Preventive Medicine National Center for Health Promotion
More informationMR-guided prostatic biopsy at 3T: the role of PI-RADS-score: a histopahologic-radiologic correlation
MR-guided prostatic biopsy at 3T: the role of PI-RADS-score: a histopahologic-radiologic correlation Poster No.: B-0969 Congress: ECR 2015 Type: Scientific Paper Authors: A. Malich; Nordhausen/DE Keywords:
More informationCopyright 2008 Society of Photo Optical Instrumentation Engineers. This paper was published in Proceedings of SPIE, vol. 6915, Medical Imaging 2008:
Copyright 2008 Society of Photo Optical Instrumentation Engineers. This paper was published in Proceedings of SPIE, vol. 6915, Medical Imaging 2008: Computer Aided Diagnosis and is made available as an
More informationLung Cancer Screening
Lung Cancer Screening Ravi Salgia, M.D., Ph.D. Professor and Chair Medical Oncology and Therapeutics Research City of Hope Nothing to disclose Disclosure Lung Cancer 2016 >200,000 cases projected >160,000
More informationAutomatic Lung Cancer Detection Using Volumetric CT Imaging Features
Automatic Lung Cancer Detection Using Volumetric CT Imaging Features A Research Project Report Submitted To Computer Science Department Brown University By Dronika Solanki (B01159827) Abstract Lung cancer
More informationThe Virtual Lung Nodule Clinic
The Virtual Lung Nodule Clinic Poster No.: C-1023 Congress: ECR 2016 Type: Educational Exhibit Authors: S. Higgins, F. C. Lyall, J. Taylor, J. goldman, S. Rolin, B. 1 2 1 2 2 3 2 2 3 Soar ; Torbay/UK,
More informationMulticentre analysis of incidental findings on low resolution CT attenuation correction images : an extended study
Multicentre analysis of incidental findings on low resolution CT attenuation correction images : an extended study Coward, J, Lawson, R, Kane, T, Elias, M, Howes, A, Birchall, J and Hogg, P http://dx.doi.org/10.1259/bjr.20150555
More informationLung structure recognition: a further study of thoracic organ recognitions based on CT images
Lung structure recognition: a further study of thoracic organ recognitions based on CT images X. Zhou a, S. Kobayashi a, T. Hayashi a, N. Murata a, T. Hara a, H. Fujita a, R. Yokoyama b, T. Kiryu b, H.
More informationLung Cancer and CT Screening
Lung Cancer and CT Screening Samer Kanaan, MD February 17 th, 2012 Goals Understand the Societal impact of Lung Cancer Identify Risk Factors for Lung Cancer List Diagnostic Tests Available for Lung Cancer
More informationClinically focused workflow with unique ability to integrate fmri, DTI, fiber tracks and perfusion in a single, multi-layered 3D rendering
Clinically focused workflow with unique ability to integrate fmri, DTI, fiber tracks and perfusion in a single, multi-layered 3D rendering Neurosurgeons are demanding more from neuroradiologists and increasingly
More informationLung Cancer Screening:
Lung Cancer Screening: Maximizing Gain and Dealing with Pandora s Box Mark M. Fuster, MD Division of Pulmonary & Critical Care UCSD Department of Medicine & VA San Diego Healthcare Service San Diego, CA
More informationLung Cancer Screening: Radiologic and Clinical Implications. Katherine R. Birchard, M.D. University of North Carolina at Chapel Hill
Lung Cancer Screening: Radiologic and Clinical Implications Katherine R. Birchard, M.D. University of North Carolina at Chapel Hill Nothing to disclose Objectives In context of NLST: Review Imaging Techniques
More informationUltralow Dose Chest CT with MBIR
Ultralow Dose Chest CT with MBIR Ella A. Kazerooni, M.D. Professor & Director Cardiothoracic Radiology Associate Chair for Clinical Affairs University of Michigan Disclosures Consultant: GE Healthcare
More information