Literature DB >> 33506164

Detecting spatial susceptibility to cardiac toxicity of radiation therapy for lung cancer.

Xiaonan Liu1, Mirek Fatyga2, Steven E Schild2, Jing Li1.   

Abstract

Radiation therapy (RT) is a commonly used approach for treating lung cancer. Because the lungs are close to the heart, radiation dose may inevitably spill to the heart, causing heart damage and diminishing treatment outcomes. There is an urgent need to better understand how treatment outcomes are affected by radiation dose spilled to the heart in order to optimize RT planning. However, despite the fact that dose distribution on the heart is 3-D, most existing research collapses the 3-D dose map into a 1-D histogram to be linked with outcomes. This ignores the spatial information. We propose a novel method that automatically searches for subregions of the heart that are susceptible to radiation toxicity, called Toxicity-Susceptible Subregions (TSSs), based on the 3-D dose distribution. We apply the proposed method to a real-world dataset and find TSSs that harbor the sinoatrial node of the electronic conduction system of the heart. Damage of the sinoatrial node by radiation toxicity disrupts the crucial function of the heart, leading to shortening of the overall survival. Our finding suggests that protective strategies may be developed to spare the TSSs, and thus helping RT planning achieve optimal results in treating lung cancer patients.

Entities:  

Keywords:  Generalized linear model; lung cancer; radiation toxicity

Year:  2020        PMID: 33506164      PMCID: PMC7837605          DOI: 10.1080/24725579.2020.1795012

Source DB:  PubMed          Journal:  IISE Trans Healthc Syst Eng        ISSN: 2472-5579


  24 in total

1.  Anatomy of the human sinus node.

Authors:  T N JAMES
Journal:  Anat Rec       Date:  1961-10

2.  Dose-volume histograms.

Authors:  R E Drzymala; R Mohan; L Brewster; J Chu; M Goitein; W Harms; M Urie
Journal:  Int J Radiat Oncol Biol Phys       Date:  1991-05-15       Impact factor: 7.038

Review 3.  Radiation dose-volume effects in the heart.

Authors:  Giovanna Gagliardi; Louis S Constine; Vitali Moiseenko; Candace Correa; Lori J Pierce; Aaron M Allen; Lawrence B Marks
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-03-01       Impact factor: 7.038

4.  Expert consensus for multi-modality imaging evaluation of cardiovascular complications of radiotherapy in adults: a report from the European Association of Cardiovascular Imaging and the American Society of Echocardiography.

Authors:  Patrizio Lancellotti; Vuyisile T Nkomo; Luigi P Badano; Jutta Bergler-Klein; Jan Bogaert; Laurent Davin; Bernard Cosyns; Philippe Coucke; Raluca Dulgheru; Thor Edvardsen; Oliver Gaemperli; Maurizio Galderisi; Brian Griffin; Paul A Heidenreich; Koen Nieman; Juan C Plana; Steven C Port; Marielle Scherrer-Crosbie; Ronald G Schwartz; Igal A Sebag; Jens-Uwe Voigt; Samuel Wann; Phillip C Yang
Journal:  Eur Heart J Cardiovasc Imaging       Date:  2013-08       Impact factor: 6.875

5.  Deep convolutional neural network with transfer learning for rectum toxicity prediction in cervical cancer radiotherapy: a feasibility study.

Authors:  Xin Zhen; Jiawei Chen; Zichun Zhong; Brian Hrycushko; Linghong Zhou; Steve Jiang; Kevin Albuquerque; Xuejun Gu
Journal:  Phys Med Biol       Date:  2017-10-12       Impact factor: 3.609

6.  Heart Dose Is an Independent Dosimetric Predictor of Overall Survival in Locally Advanced Non-Small Cell Lung Cancer.

Authors:  Christina K Speirs; Todd A DeWees; Sana Rehman; Alerson Molotievschi; Maria A Velez; Daniel Mullen; Sandra Fergus; Marco Trovo; Jeffrey D Bradley; Cliff G Robinson
Journal:  J Thorac Oncol       Date:  2016-10-12       Impact factor: 15.609

7.  Cardiac toxicity in association with chemotherapy and radiation therapy in a large cohort of older patients with non-small-cell lung cancer.

Authors:  D Hardy; C-C Liu; J N Cormier; R Xia; X L Du
Journal:  Ann Oncol       Date:  2010-03-08       Impact factor: 32.976

Review 8.  Cardiac complications of thoracic irradiation.

Authors:  Catherine Jaworski; Justin A Mariani; Greg Wheeler; David M Kaye
Journal:  J Am Coll Cardiol       Date:  2013-04-10       Impact factor: 24.094

9.  A Novel Classification Method for Prediction of Rectal Bleeding in Prostate Cancer Radiotherapy Based on a Semi-Nonnegative ICA of 3D Planned Dose Distributions.

Authors:  Julie Coloigner; Auréline Fargeas; Amar Kachenoura; Lu Wang; Gaël Dréan; Caroline Lafond; Lotfi Senhadji; Renaud de Crevoisier; Oscar Acosta; Laurent Albera
Journal:  IEEE J Biomed Health Inform       Date:  2014-06-30       Impact factor: 5.772

10.  Modeling late rectal toxicities based on a parameterized representation of the 3D dose distribution.

Authors:  Florian Buettner; Sarah L Gulliford; Steve Webb; Mike Partridge
Journal:  Phys Med Biol       Date:  2011-03-08       Impact factor: 3.609

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  2 in total

1.  Using Novel Statistical Techniques to Accurately Determine the Predictive Dose Range in a Study of Overall Survival after Definitive Radiotherapy for Stage III Non-Small Cell Lung Cancer in Association with Heart Dose.

Authors:  Joshua R Niska; Jiuyun Hu; Jing Li; Michael G Herman; Cameron S Thorpe; Steven E Schild; Mirek Fatyga
Journal:  J Cancer Ther       Date:  2021-09-29

2.  Impact of Cardiac Dose on Overall Survival in Lung Stereotactic Body Radiotherapy (SBRT) Compared to Conventionally Fractionated Radiotherapy for Locally Advanced Non-Small Cell Lung Cancer (LA-NSCLC).

Authors:  Justin D Anderson; Jiuyun Hu; Jing Li; Steven E Schild; Mirek Fatyga
Journal:  J Cancer Ther       Date:  2021-07
  2 in total

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