Slides on Qualia Radiomics

Novel Functional Radiomics for Predicting Cardiotoxicity in Lung Cancer Radiotherapy using Cardiac FDG-PET Uptake

Mon, 11 Sep 2023 12:03:17 -0400

Our paper “Novel Functional Radiomics for Prediction of Cardiac Positron Emission Tomography Avidity in Lung Cancer Radiotherapy” has been published in JCO CCI. This research work delves into an innovative approach to predict clinical cardiac assessment using functional imaging.

Note: This post summarizes broader functional cardiac PET radiomics work. Only one related presentation below is specifically a delta-radiomics analysis.

Abstract:

Traditional methods for evaluating cardiotoxicity primarily focus on radiation doses to the heart. However, functional imaging offers the potential to enhance early prediction of cardiotoxicity in lung cancer patients undergoing radiotherapy. In this context, Fluorine-18 (18F) fluorodeoxyglucose (FDG)-positron emission tomography (PET)/computed tomography (CT) imaging plays a crucial role. This study aims to develop a radiomics model that predicts clinical cardiac assessment using 18F-FDG PET/CT scans before thoracic radiation therapy.

Artificial Intelligence in Radiation Oncology

Fri, 15 Oct 2021 00:49:35 -0400

Quantitative Cancer Image Analysis

Sun, 03 Nov 2019 01:17:37 -0400

Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Neck Radiation Therapy

Thu, 18 Jul 2019 20:09:34 -0400

Radiomics in Lung Cancer

Mon, 01 Oct 2018 14:04:27 -0400

Interpretable Spiculation Quantification for Lung Cancer Screening

Tue, 11 Sep 2018 14:02:03 -0400

UKC2018 Aug 4, 2018

MSKCC Postdoctoral Research Symposium Sep 28, 2018

https://twitter.com/arxiv_org/status/1034746650089021445

Presented at MICCAI ShapeMI Workshop https://shapemi.github.io/program/

Quantitative Image Analysis for Cancer Diagnosis and Radiation Therapy

Thu, 21 Jun 2018 01:59:26 -0400

Sep 17, 2018

May 21, 2018

Radiomics and Deep Learning for Lung Cancer Screening

Sun, 12 Nov 2017 08:12:54 -0500

KOCSEA Technical Symposium 2017, Invited Talk, KSEA Travel Grant

Robust Normal Lung CT Texture Features for the Prediction of Radiation-Induced Lung Disease

Mon, 02 Oct 2017 01:30:51 -0400

2017 ASTRO annual meeting

http://www.redjournal.org/article/S0360-3016(17)31540-7/fulltext

Radiomics Analysis of Pulmonary Nodules in Low Dose CT for Early Detection of Lung Cancer

Thu, 03 Aug 2017 16:07:23 -0400

2017 AAPM annual meeting

http://www.aapm.org/meetings/2017AM/PRAbs.asp?mid=127&aid=36486

Aggressive Lung Adenocarcinoma Subtype Prediction Using FDG-PET/CT Radiomics

Tue, 01 Aug 2017 12:07:40 -0400

This paper has been published in the Computational and Structural Biotechnology Journal.

Preoperative 18F-FDG PET/CT and CT radiomics for identifying aggressive histopathological subtypes in early stage lung adenocarcinoma

Wookjin Choi a d1, Chia-Ju Liu b 1, Sadegh Riyahi Alam a, Jung Hun Oh a, Raj Vaghjiani c, John Humm a, Wolfgang Weber b, Prasad S. Adusumilli c, Joseph O. Deasy a, Wei Lu a

a Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA b Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA c Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA d Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA 19107, USA

Current Projects - Sep 13, 2016

Wed, 14 Sep 2016 10:30:00 -0400

Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in Pancreatic Ductal Adenocarcinoma

Fri, 05 Aug 2016 01:26:35 -0400

2016 AAPM annual meeting

http://scitation.aip.org/content/aapm/journal/medphys/43/6/10.1118/1.4958261

Image processing in lung cancer screening and treatment

Thu, 10 Mar 2016 21:11:35 -0500

Invited talk in GIST, Nov 2014

Computer Aided Detection of Pulmonary Nodules in CT Scans

Fri, 03 Oct 2014 00:43:00 -0400

Pulmonary Nodule Detection using Voxel Classification in Lung CT images (Korean)

Thu, 02 Oct 2014 01:41:10 -0400

Lung structure segmentation and nodule detection based on 3D block analysis in CT image (Korean)

Thu, 02 Oct 2014 01:38:33 -0400

Lung Volume Segmentation using Graph-Cut (Korean)

Thu, 02 Oct 2014 01:36:49 -0400

Computer-aided Detection of Pulmonary Nodules using Genetic Programming (Korean)

Thu, 02 Oct 2014 01:22:27 -0400

Computer aided detection of pulmonary nodules using genetic programming

Thu, 02 Oct 2014 01:16:49 -0400

Image Analysis and Nodule Detection System in 3D Lung CT Images using Insight toolkit (Korean)

Thu, 02 Oct 2014 01:00:15 -0400

Invited talk in CNUH, Apr 2014

Automatic detection of pulmonary nodules in lung CT images

Thu, 02 Oct 2014 00:53:56 -0400