Predicting Mismatch-Repair Status in Rectal Cancer Using Multiparametric MRI-Based Radiomics Models: A Preliminary Study
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DOI: 10.1155/2022/6623574
Abstract: Detecting mismatch-repair (MMR) status is crucial for personalized treatment strategies and prognosis in rectal cancer (RC). A preoperative, noninvasive, and cost-efficient predictive tool for MMR is critically needed. Therefore, this study developed and validated machine… read more here.
Keywords: mmr status; mismatch repair; status; radiomics models ... See more keywords
Evaluating treatment response to neoadjuvant chemoradiotherapy in rectal cancer using various MRI-based radiomics models
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DOI: 10.1186/s12880-021-00560-0
Abstract: Background To validate and compare various MRI-based radiomics models to evaluate treatment response to neoadjuvant chemoradiotherapy (nCRT) of rectal cancer. Methods A total of 80 patients with locally advanced rectal cancer (LARC) who underwent surgical… read more here.
Keywords: rectal cancer; treatment response; response; mri based ... See more keywords
Predicting Kirsten Rat Sarcoma Virus Gene Mutation Status in Patients With Colorectal Cancer by Radiomics Models Based on Multiphasic CT
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DOI: 10.3389/fonc.2022.848798
Abstract: Objective To develop and validate radiomics models based on multiphasic CT in predicting Kirsten rat sarcoma virus (KRAS) gene mutation status in patients with colorectal cancer (CRC). Materials and Methods A total of 231 patients… read more here.
Keywords: radiomics models; prediction; model; phase ... See more keywords
Development of a MRI-Based Radiomics Nomogram for Prediction of Response of Patients With Muscle-Invasive Bladder Cancer to Neoadjuvant Chemotherapy
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Oncology"
DOI: 10.3389/fonc.2022.878499
Abstract: Objective To develop and evaluate the performance of a magnetic resonance imaging (MRI)-based radiomics nomogram for prediction of response of patients with muscle-invasive bladder cancer (MIBC) to neoadjuvant chemotherapy (NAC). Methods A total of 70… read more here.
Keywords: radiomics nomogram; radiomics models; nomogram prediction; based radiomics ... See more keywords
Radiomics models based on CT at different phases predicting lymph node metastasis of esophageal squamous cell carcinoma (GASTO-1089)
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DOI: 10.3389/fonc.2022.988859
Abstract: Purpose To investigate the value of radiomics models based on CT at different phases (non-contrast-enhanced and contrast-enhanced images) in predicting lymph node (LN) metastasis in esophageal squamous cell carcinoma (ESCC). Methods and materials Two hundred… read more here.
Keywords: metastasis; different phases; radiomics models; models based ... See more keywords
Radiomics Models for Predicting Microvascular Invasion in Hepatocellular Carcinoma: A Systematic Review and Radiomics Quality Score Assessment
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DOI: 10.3390/cancers13225864
Abstract: Simple Summary Microvascular invasion (MVI) is regarded as a sign of early metastasis in liver cancer and can be only diagnosed by a histopathology exam in the resected specimen. Preoperative prediction of MVI status may… read more here.
Keywords: quality; mvi; microvascular invasion; radiomics models ... See more keywords
Longitudinal and Multimodal Radiomics Models for Head and Neck Cancer Outcome Prediction
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DOI: 10.3390/cancers15030673
Abstract: Simple Summary Machine learning based radiomics models for prediction of loco-regional recurrence today mostly rely on features extracted from pre-treatment imaging data. In this work, we investigate the predictive ability of such models when imaging… read more here.
Keywords: head neck; fdg pet; radiomics models; multimodal radiomics ... See more keywords
The Effect of Magnetic Resonance Imaging Based Radiomics Models in Discriminating stage I–II and III–IVa Nasopharyngeal Carcinoma
Sign Up to like & getrecommendations! Published in 2023 at "Diagnostics"
DOI: 10.3390/diagnostics13020300
Abstract: Background: Nasopharyngeal carcinoma (NPC) is a common tumor in China. Accurate stages of NPC are crucial for treatment. We therefore aim to develop radiomics models for discriminating early-stage (I–II) and advanced-stage (III–IVa) NPC based on… read more here.
Keywords: nasopharyngeal carcinoma; models discriminating; stage iii; radiomics models ... See more keywords