4.6 Article

Dosiomics-Based Prediction of Radiation-Induced Valvulopathy after Childhood Cancer

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Oncology

The risk of valvular heart disease in the French Childhood Cancer Survivors' Study: Contribution of dose-volume histogram parameters

Stefania Chounta et al.

Summary: This study investigates the dose-volume-effect relationships of valvular heart disease (VHD) in childhood cancer survivors after radiotherapy. The findings suggest that higher doses to the heart are associated with an increased risk of VHD. Age also plays a role in the risk.

RADIOTHERAPY AND ONCOLOGY (2023)

Review Oncology

Deep Learning for Radiotherapy Outcome Prediction Using Dose Data-A Review

A. L. Appelt et al.

Summary: Artificial intelligence, particularly deep learning, has been widely used in image classification and segmentation, as well as in the analysis of radiotherapy dose data. However, there are still challenges in terms of data quality, validation, and model reporting. These studies demonstrate the potential of integrating radiation dose, imaging, and clinical data, and explore the use of deep learning in radiotherapy.

CLINICAL ONCOLOGY (2022)

Article Oncology

Dose-Based Radiomic Analysis (Dosiomics) for Intensity Modulated Radiation Therapy in Patients With Prostate Cancer: Correlation Between Planned Dose Distribution and Biochemical Failure

Yu Murakami et al.

Summary: A dosiomics-based prediction model for biochemical recurrence (BCR) in prostate cancer patients was developed, with dosiomic features significantly associated with BCR. Combining dosiomic features with clinical variables improved performance, suggesting the potential for integrating dosiomics into clinical workflows.

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS (2022)

Article Medical Informatics

Monte Carlo cross-validation for a study with binary outcome and limited sample size

Guogen Shan

Summary: Cross-validation is a resampling method commonly used to evaluate machine learning models with limited sample size. Monte Carlo cross-validation is a flexible approach that allows for a varying number of simulations. Compared to CV, MCCV generally provides higher accuracy, especially when the sample size is larger.

BMC MEDICAL INFORMATICS AND DECISION MAKING (2022)

Review Oncology

Mediastinal irradiation and valvular heart disease

Shivaraj Patil et al.

Summary: This review aims to describe the epidemiology, pathophysiology, risk prediction, non-invasive imaging modalities, and management of radiation-induced valvular heart disease, with a focus on pre-operative risk assessment and contemporary treatment options.

CARDIO-ONCOLOGY (2022)

Article Oncology

Risk Factors of Subsequent Central Nervous System Tumors after Childhood and Adolescent Cancers: Findings from the French Childhood Cancer Survivor Study

Neige Marie Yvanne Journy et al.

Summary: Childhood or adolescent cancer survivors undergoing cranial irradiation are at increased risk of developing subsequent primary neoplasms of the central nervous system (CNS), particularly meningiomas, and the risk is significantly associated with radiation dose. Monitoring patients with cranial irradiation should continue for at least 30 years post-treatment to ensure early detection and intervention. Identified risk factors, such as radiation dose and cumulative alkylating agents, can help inform long-term surveillance strategies for this population.

CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION (2021)

Review Cardiac & Cardiovascular Systems

Usefulness of Stress Echocardiography in the Management of Patients Treated with Anticancer Drugs

Giuseppina Novo et al.

Summary: The field of cardio-oncology aims to prevent and treat cardiovascular complications related to anticancer treatment. Stress echocardiography plays a crucial role in diagnosing coronary artery disease and evaluating cardiac function in this clinical setting.

JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY (2021)

Article Oncology

Radiation therapy related cardiac disease risk in childhood cancer survivors: Updated dosimetry analysis from the Childhood Cancer Survivor Study

Suman Shrestha et al.

Summary: This study reevaluated survivors in the CCSS cohort using an improved HHybrid model, finding associations between heart RT doses and late cardiac disease risk. Updated risk estimates were generally consistent with prior estimates, but there were significant increases in cardiac disease risk in certain dose and volume categories with the updated dosimetry.

RADIOTHERAPY AND ONCOLOGY (2021)

Article Oncology

Recent Progress in the Treatment of Cancer in Children

Erin Butler et al.

Summary: Although there have been significant improvements in the outcomes of children with cancer, the limits of therapy intensification may have been reached and the long-term side effects of treatment have become increasingly apparent. Attention has now shifted to the use of molecularly targeted agents and immunotherapies to improve outcomes for children who are not cured by traditional cytotoxic chemotherapies and to reduce exposure to cytotoxic chemotherapy.

CA-A CANCER JOURNAL FOR CLINICIANS (2021)

Article Engineering, Environmental

Combining random forests and class-balancing to discriminate between three classes of avalanche activity in the French Alps

Pascal Dkengne Sielenou et al.

Summary: This study presents an approach combining random forests with class-balancing to predict avalanche activity in the French Alps, which is compared with competing methods. The research shows that variables of higher importance in random forest classifiers align with current avalanche literature and can distinguish days with different levels of avalanche activity effectively.

COLD REGIONS SCIENCE AND TECHNOLOGY (2021)

Article Radiology, Nuclear Medicine & Medical Imaging

Dosiomics-based prediction of radiation-induced hypothyroidism in nasopharyngeal carcinoma patients

Wenting Ren et al.

Summary: This study established prediction models based on dosiomics features with better performance than conventional dose-volume factors, leading to early prediction of potential RHT in nasopharyngeal carcinoma (NPC) patients who had received radiotherapy and taking precaution measures for them. Research showed demographical factors like age and gender were significant factors in prediction models, with dosiomics features exhibiting better results with the best AUC value of 0.7 compared to dose-volume factor-based models with 0.61.

PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS (2021)

Article Oncology

A Multicentre Evaluation of Dosiomics Features Reproducibility, Stability and Sensitivity

Lorenzo Placidi et al.

Summary: Dosiomics is a texture analysis method that extracts features from three-dimensional radiotherapy dose distributions. This study evaluated the reproducibility, stability, and sensitivity of dosiomic features across various dose distributions obtained from multiple technologies and techniques in a multicentre setting. The study identified stable features for minimal dose distribution variation and sensitive features for clear identification of dose distribution variations, supporting future multicentre studies.

CANCERS (2021)

Review Oncology

The Evolving Role of Radiotherapy for Pediatric Cancers With Advancements in Molecular Tumor Characterization and Targeted Therapies

Colette J. Shen et al.

Summary: With ongoing advancements in medical technologies, treatment of pediatric cancers is constantly evolving, with radiotherapy playing a critical role in the era of precision medicine, adapting and undergoing re-evaluation.

FRONTIERS IN ONCOLOGY (2021)

Review Oncology

Machine Learning-Based Models for Prediction of Toxicity Outcomes in Radiotherapy

Lars J. Isaksson et al.

FRONTIERS IN ONCOLOGY (2020)

Review Multidisciplinary Sciences

Array programming with NumPy

Charles R. Harris et al.

NATURE (2020)

Article Cardiac & Cardiovascular Systems

The role of irradiated heart and left ventricular volumes in heart failure occurrence after childhood cancer

Imene Mansouri et al.

EUROPEAN JOURNAL OF HEART FAILURE (2019)

Review Oncology

Surveillance for Late Effects in Childhood Cancer Survivors

Wendy Landier et al.

JOURNAL OF CLINICAL ONCOLOGY (2018)

Review Cardiac & Cardiovascular Systems

Radiation Matters of the Heart: A Mini Review

Kareena M. Menezes et al.

FRONTIERS IN CARDIOVASCULAR MEDICINE (2018)

Meeting Abstract Oncology

Focus on the Low-Dose Bath: No Increased Cancer Risk After Mediastinal VMAT Versus AP/PA Irradiation in a Tumor-Prone Rat Model

K. Gomarteli et al.

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS (2017)

Review Environmental Sciences

A review of uncertainties in radiotherapy dose reconstruction and their impacts on dose-response relationships

Jeremi Vu Bezin et al.

JOURNAL OF RADIOLOGICAL PROTECTION (2017)

Article Oncology

Computational Radiomics System to Decode the Radiographic Phenotype

Joost J. M. van Griethuysen et al.

CANCER RESEARCH (2017)

Article Cardiac & Cardiovascular Systems

Cardiac Diseases Following Childhood Cancer Treatment Cohort Study

Nadia Haddy et al.

CIRCULATION (2016)

Review Cardiac & Cardiovascular Systems

Radiation-induced valvular heart disease

Dorothy M. Gujral et al.

Article Oncology

Predicting radiation-induced valvular heart damage

Laura Cella et al.

ACTA ONCOLOGICA (2015)

Article Oncology

Valvular Abnormalities Detected by Echocardiography in 5-Year Survivors of Childhood Cancer: A Long-Term Follow-Up Study

Helena J. van der Pal et al.

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS (2015)

Article Oncology

Risk for Valvular Heart Disease After Treatment for Hodgkin Lymphoma

David J. Cutter et al.

JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE (2015)

Article Oncology

Risk for Valvular Heart Disease After Treatment for Hodgkin Lymphoma

David J. Cutter et al.

JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE (2015)

Article Oncology

Retrospective Reconstructions of Active Bone Marrow Dose-Volume Histograms

Cristina Veres et al.

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS (2014)

Article Oncology

Historical Trends in the Use of Radiation Therapy for Pediatric Cancers: 1973-2008

Vikram Jairam et al.

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS (2013)

Article Statistics & Probability

Regularization and variable selection via the elastic net

H Zou et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2005)