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References from Noninvasive immune-inflammatory profiling by ultrasound radiomics for preoperative prediction of central lymph node metastasis in papillary thyroid carcinoma. Local targets link to admitted publications; unresolved targets remain external evidence.
Cancer statistics, 2024
10.3322/caac.21820 · 2024 · External reference
Thyroid cancer: a review
10.1001/jama.2023.26348 · 2024 · External reference
Younger than 55 years old and BRAF V600E mutation are risk factors for lymph node metastasis in papillary thyroid carcinomas <= 1.0 cm but not in > 1.0 cm
10.2147/ijgm.s408588 · 2023 · External reference
The association of pretreatment systemic immune inflammatory response index (SII) and neutrophil-to-lymphocyte ratio (NLR) with lymph node metastasis in patients with papillary thyroid carcinoma
10.2147/ijgm.s461708 · 2024 · External reference
The prognostic value of inflammatory biomarkers in papillary thyroid carcinoma: a systematic review and network meta-analysis
2023 · External reference
Preoperative systemic inflammatory markers as prognostic factors in differentiated thyroid cancer: a systematic review and meta-analysis
10.1007/s11154-023-09845-x · 2023 · External reference
Evaluation of neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR) and systemic immune-inflammation index (SII) as potential biomarkers in patients with sporadic medullary thyroid cancer (MTC)
10.3390/jpm13060953 · 2023 · External reference
Assessing the role of inflammatory markers in predicting central lymph node metastasis in papillary thyroid carcinoma
10.22038/ijorl.2025.84332.3840 · 2025 · External reference
Preoperatively predicting the central lymph node metastasis for papillary thyroid cancer patients with Hashimoto's thyroiditis
10.3389/fendo.2021.713475 · 2021 · External reference
Nomogram based on shear-wave elastography radiomics can improve preoperative cervical lymph node staging for papillary thyroid carcinoma
10.1089/thy.2019.0780 · 2020 · External reference
Nomograms based on preoperative multimodal ultrasound of papillary thyroid carcinoma for predicting central lymph node metastasis
10.1007/s00330-022-08565-1 · 2022 · External reference
Ultrasound-based radiomics XGBoost model to assess the risk of central cervical lymph node metastasis in patients with papillary thyroid carcinoma: Individual application of SHAP
10.3389/fonc.2022.897596 · 2022 · External reference
Clinical-radiomics nomogram based on contrast-enhanced ultrasound for preoperative prediction of cervical lymph node metastasis in papillary thyroid carcinoma
10.3390/cancers15051613 · 2023 · External reference
Development of a clinical-radiomics nomogram that used contrast-enhanced ultrasound images to anticipate the occurrence of preoperative cervical lymph node metastasis in papillary thyroid carcinoma patients
10.2147/ijgm.s424880 · 2023 · External reference
Ultrasound-based radiomics analysis for preoperative prediction of central and lateral cervical lymph node metastasis in papillary thyroid carcinoma: a multi-institutional study
10.21203/rs.3.rs-1257799/v1 · 2022 · External reference
Ultrasound radiomics nomogram for predicting large-number cervical lymph node metastasis in papillary thyroid carcinoma
10.3389/fonc.2023.1159114 · 2023 · External reference
Evaluation of cervical lymph node metastasis in papillary thyroid carcinoma using clinical-ultrasound radiomic machine learning-based model
10.3390/cancers14215266 · 2022 · External reference
A radiomics nomogram for the ultrasound-based evaluation of central cervical lymph node metastasis in papillary thyroid carcinoma
10.3389/fendo.2022.1064434 · 2022 · External reference
Predictive value of an ultrasound-based radiomics model for central lymph node metastasis of papillary thyroid carcinoma
10.7150/ijms.95022 · 2024 · External reference
Ultrasound radiomics signature for predicting central lymph node metastasis in clinically node-negative papillary thyroid microcarcinoma
10.1186/s13044-024-00191-x · 2024 · External reference
Application of ultrasound elastography and radiomic for predicting central cervical lymph node metastasis in papillary thyroid microcarcinoma
10.3389/fonc.2024.1354288 · 2024 · External reference
Development and validation of a machine learning model for central compartmental lymph node metastasis in solitary papillary thyroid microcarcinoma via ultrasound imaging features and clinical parameters
10.1186/s12880-025-01757-3 · 2025 · External reference
Application and validation of the machine learning-based multimodal radiomics model for preoperative prediction of lateral lymph node metastasis in papillary thyroid carcinoma
10.3389/fendo.2025.1618902 · 2025 · External reference
The application of a clinical-multimodal ultrasound radiomics model for predicting cervical lymph node metastasis of thyroid papillary carcinoma
10.3389/fonc.2024.1507953 · 2025 · External reference
Ultrasound-based radiomic nomogram for predicting lateral cervical lymph node metastasis in papillary thyroid carcinoma
10.1016/j.acra.2020.07.017 · 2021 · External reference
Deep learning predicts cervical lymph node metastasis in clinically node-negative papillary thyroid carcinoma
10.1186/s13244-023-01550-2 · 2023 · External reference
Nomogram for predicting cervical lymph node metastasis of papillary thyroid carcinoma using deep learning-based super-resolution ultrasound image
10.1007/s12672-024-01601-0 · 2024 · External reference
Automatic tumor segmentation and lymph node metastasis prediction in papillary thyroid carcinoma using ultrasound keyframes
10.1002/mp.17498 · 2025 · External reference
AI-based multimodal prediction of lymph node metastasis and capsular invasion in cT1N0M0 papillary thyroid carcinoma
10.3389/fendo.2025.1580885 · 2025 · External reference
Ultrasound-based nomogram to predict the recurrence in papillary thyroid carcinoma using machine learning
10.1186/s12885-024-12546-6 · 2024 · External reference
Multiparameter and ultrasound radiomics nomogram to predict the aggressiveness of papillary thyroid carcinomas: A multicenter, retrospective study
10.1016/j.acra.2024.10.015 · 2025 · External reference
Construction of a multimodal machine learning model for papillary thyroid carcinoma based on pathomics and ultrasound radiomics dataset
10.1016/j.dib.2025.111583 · 2025 · External reference
Radiomics from primary tumor on dual-energy CT derived iodine maps can predict cervical lymph node metastasis in papillary thyroid cancer
10.1016/j.acra.2021.06.014 · 2022 · External reference
Combining radiomics with thyroid imaging reporting and data system to predict lateral cervical lymph node metastases in medullary thyroid cancer
10.1186/s12880-024-01222-7 · 2024 · External reference
Application of deep-learning to the automatic segmentation and classification of lateral lymph nodes on ultrasound images of papillary thyroid carcinoma
10.1016/j.asjsur.2024.02.140 · 2024 · External reference
An integrated nomogram combining deep learning, clinical characteristics and ultrasound features for predicting central lymph node metastasis in papillary thyroid cancer: A multicenter study
10.3389/fendo.2023.964074 · 2023 · External reference
Models of ultrasonic radiomics and clinical characters for lymph node metastasis assessment in thyroid cancer: a retrospective study
10.7717/peerj.14546 · 2023 · External reference
Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach
10.1038/ncomms5006 · 2014 · External reference
Radiomics: images are more than pictures, they are data
10.1148/radiol.2015151169 · 2016 · External reference
Radiomics assessment of the tumor immune microenvironment to predict outcomes in breast cancer
10.3389/fimmu.2021.773581 · 2022 · External reference
MRI-derived radiomics assessing tumor-infiltrating macrophages enable prediction of immune-phenotype, immunotherapy response and survival in glioma
10.1186/s40364-024-00560-6 · 2024 · External reference
Advancing precision medicine: the transformative role of artificial intelligence in immunogenomics, radiomics, and pathomics for biomarker discovery and immunotherapy optimization
10.20892/j.issn.2095-3941.2024.0376 · 2025 · External reference
2015 American Thyroid Association management guidelines for adult patients with thyroid nodules and differentiated thyroid cancer: the American Thyroid Association guidelines task force on thyroid nodules and differentiated thyroid cancer
10.1089/thy.2015.0020 · 2016 · External reference
Systemic immune-inflammation index predicts prognosis of patients after curative resection for hepatocellular carcinoma
10.1158/1078-0432.ccr-14-0442 · 2014 · External reference
Radiomics: the bridge between medical imaging and personalized medicine
10.1038/nrclinonc.2017.141 · 2017 · External reference
Radiomics reveals the biological basis for non-small cell lung cancer prognostic stratification by reflecting tumor immune microenvironment heterogeneity
10.3389/fimmu.2025.1708692 · 2025 · External reference
AI-based non-invasive profiling of the tumor immune microenvironment using longitudinal CT radiomics predicts immunotherapy response in lung cancer
10.3389/fimmu.2025.1664726 · 2025 · External reference
Multi-omics analysis and metastasis risk factor prediction in N1b stage PTMC: insights into immune infiltration and therapeutic implications
10.3389/fimmu.2025.1620085 · 2025 · External reference
Development and validation of clinical-radiomics nomogram for preoperative prediction of central lymph node metastasis in papillary thyroid carcinoma
10.1016/j.acra.2023.12.008 · 2024 · External reference
Ultrasound radiomics models based on multimodal imaging feature fusion of papillary thyroid carcinoma for predicting central lymph node metastasis
10.3389/fonc.2023.1261080 · 2023 · External reference
Multi-region nomogram for predicting central lymph node metastasis in papillary thyroid carcinoma using multimodal imaging: A multicenter study
10.1016/j.cmpb.2025.108608 · 2025 · External reference
The predictive value of a nomogram based on ultrasound radiomics, clinical factors, and enhanced ultrasound features for central lymph node metastasis in papillary thyroid microcarcinoma
10.1177/01617346251313982 · 2025 · External reference
Thyroid cancer: a review
10.1001/jama.2023.26348 · ExternalCitation · doi-reference
Automatic tumor segmentation and lymph node metastasis prediction in papillary thyroid carcinoma using ultrasound keyframes
10.1002/mp.17498 · ExternalCitation · doi-reference
Nomograms based on preoperative multimodal ultrasound of papillary thyroid carcinoma for predicting central lymph node metastasis
10.1007/s00330-022-08565-1 · ExternalCitation · doi-reference
Preoperative systemic inflammatory markers as prognostic factors in differentiated thyroid cancer: a systematic review and meta-analysis
10.1007/s11154-023-09845-x · ExternalCitation · doi-reference
Nomogram for predicting cervical lymph node metastasis of papillary thyroid carcinoma using deep learning-based super-resolution ultrasound image
10.1007/s12672-024-01601-0 · ExternalCitation · doi-reference
Ultrasound-based radiomic nomogram for predicting lateral cervical lymph node metastasis in papillary thyroid carcinoma
10.1016/j.acra.2020.07.017 · ExternalCitation · doi-reference
Radiomics from primary tumor on dual-energy CT derived iodine maps can predict cervical lymph node metastasis in papillary thyroid cancer
10.1016/j.acra.2021.06.014 · ExternalCitation · doi-reference
Development and validation of clinical-radiomics nomogram for preoperative prediction of central lymph node metastasis in papillary thyroid carcinoma
10.1016/j.acra.2023.12.008 · ExternalCitation · doi-reference
Multiparameter and ultrasound radiomics nomogram to predict the aggressiveness of papillary thyroid carcinomas: A multicenter, retrospective study
10.1016/j.acra.2024.10.015 · ExternalCitation · doi-reference
Application of deep-learning to the automatic segmentation and classification of lateral lymph nodes on ultrasound images of papillary thyroid carcinoma
10.1016/j.asjsur.2024.02.140 · ExternalCitation · doi-reference
Multi-region nomogram for predicting central lymph node metastasis in papillary thyroid carcinoma using multimodal imaging: A multicenter study
10.1016/j.cmpb.2025.108608 · ExternalCitation · doi-reference
Construction of a multimodal machine learning model for papillary thyroid carcinoma based on pathomics and ultrasound radiomics dataset
10.1016/j.dib.2025.111583 · ExternalCitation · doi-reference
Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach
10.1038/ncomms5006 · ExternalCitation · doi-reference
Radiomics: the bridge between medical imaging and personalized medicine
10.1038/nrclinonc.2017.141 · ExternalCitation · doi-reference
2015 American Thyroid Association management guidelines for adult patients with thyroid nodules and differentiated thyroid cancer: the American Thyroid Association guidelines task force on thyroid nodules and differentiated thyroid cancer
10.1089/thy.2015.0020 · ExternalCitation · doi-reference
Nomogram based on shear-wave elastography radiomics can improve preoperative cervical lymph node staging for papillary thyroid carcinoma
10.1089/thy.2019.0780 · ExternalCitation · doi-reference
Radiomics: images are more than pictures, they are data
10.1148/radiol.2015151169 · ExternalCitation · doi-reference
Systemic immune-inflammation index predicts prognosis of patients after curative resection for hepatocellular carcinoma
10.1158/1078-0432.ccr-14-0442 · ExternalCitation · doi-reference
The predictive value of a nomogram based on ultrasound radiomics, clinical factors, and enhanced ultrasound features for central lymph node metastasis in papillary thyroid microcarcinoma
10.1177/01617346251313982 · ExternalCitation · doi-reference
Combining radiomics with thyroid imaging reporting and data system to predict lateral cervical lymph node metastases in medullary thyroid cancer
10.1186/s12880-024-01222-7 · ExternalCitation · doi-reference
Development and validation of a machine learning model for central compartmental lymph node metastasis in solitary papillary thyroid microcarcinoma via ultrasound imaging features and clinical parameters
10.1186/s12880-025-01757-3 · ExternalCitation · doi-reference
Ultrasound-based nomogram to predict the recurrence in papillary thyroid carcinoma using machine learning
10.1186/s12885-024-12546-6 · ExternalCitation · doi-reference
Ultrasound radiomics signature for predicting central lymph node metastasis in clinically node-negative papillary thyroid microcarcinoma
10.1186/s13044-024-00191-x · ExternalCitation · doi-reference
Deep learning predicts cervical lymph node metastasis in clinically node-negative papillary thyroid carcinoma
10.1186/s13244-023-01550-2 · ExternalCitation · doi-reference
MRI-derived radiomics assessing tumor-infiltrating macrophages enable prediction of immune-phenotype, immunotherapy response and survival in glioma
10.1186/s40364-024-00560-6 · ExternalCitation · doi-reference
Advancing precision medicine: the transformative role of artificial intelligence in immunogenomics, radiomics, and pathomics for biomarker discovery and immunotherapy optimization
10.20892/j.issn.2095-3941.2024.0376 · ExternalCitation · doi-reference
Ultrasound-based radiomics analysis for preoperative prediction of central and lateral cervical lymph node metastasis in papillary thyroid carcinoma: a multi-institutional study
10.21203/rs.3.rs-1257799/v1 · ExternalCitation · doi-reference
Younger than 55 years old and BRAF V600E mutation are risk factors for lymph node metastasis in papillary thyroid carcinomas <= 1.0 cm but not in > 1.0 cm
10.2147/ijgm.s408588 · ExternalCitation · doi-reference
Development of a clinical-radiomics nomogram that used contrast-enhanced ultrasound images to anticipate the occurrence of preoperative cervical lymph node metastasis in papillary thyroid carcinoma patients
10.2147/ijgm.s424880 · ExternalCitation · doi-reference
The association of pretreatment systemic immune inflammatory response index (SII) and neutrophil-to-lymphocyte ratio (NLR) with lymph node metastasis in patients with papillary thyroid carcinoma
10.2147/ijgm.s461708 · ExternalCitation · doi-reference
Assessing the role of inflammatory markers in predicting central lymph node metastasis in papillary thyroid carcinoma
10.22038/ijorl.2025.84332.3840 · ExternalCitation · doi-reference
Cancer statistics, 2024
10.3322/caac.21820 · ExternalCitation · doi-reference
Preoperatively predicting the central lymph node metastasis for papillary thyroid cancer patients with Hashimoto's thyroiditis
10.3389/fendo.2021.713475 · ExternalCitation · doi-reference
A radiomics nomogram for the ultrasound-based evaluation of central cervical lymph node metastasis in papillary thyroid carcinoma
10.3389/fendo.2022.1064434 · ExternalCitation · doi-reference
An integrated nomogram combining deep learning, clinical characteristics and ultrasound features for predicting central lymph node metastasis in papillary thyroid cancer: A multicenter study
10.3389/fendo.2023.964074 · ExternalCitation · doi-reference
AI-based multimodal prediction of lymph node metastasis and capsular invasion in cT1N0M0 papillary thyroid carcinoma
10.3389/fendo.2025.1580885 · ExternalCitation · doi-reference
Application and validation of the machine learning-based multimodal radiomics model for preoperative prediction of lateral lymph node metastasis in papillary thyroid carcinoma
10.3389/fendo.2025.1618902 · ExternalCitation · doi-reference
Radiomics assessment of the tumor immune microenvironment to predict outcomes in breast cancer
10.3389/fimmu.2021.773581 · ExternalCitation · doi-reference
Multi-omics analysis and metastasis risk factor prediction in N1b stage PTMC: insights into immune infiltration and therapeutic implications
10.3389/fimmu.2025.1620085 · ExternalCitation · doi-reference
AI-based non-invasive profiling of the tumor immune microenvironment using longitudinal CT radiomics predicts immunotherapy response in lung cancer
10.3389/fimmu.2025.1664726 · ExternalCitation · doi-reference
Radiomics reveals the biological basis for non-small cell lung cancer prognostic stratification by reflecting tumor immune microenvironment heterogeneity
10.3389/fimmu.2025.1708692 · ExternalCitation · doi-reference
Ultrasound-based radiomics XGBoost model to assess the risk of central cervical lymph node metastasis in patients with papillary thyroid carcinoma: Individual application of SHAP
10.3389/fonc.2022.897596 · ExternalCitation · doi-reference
Ultrasound radiomics nomogram for predicting large-number cervical lymph node metastasis in papillary thyroid carcinoma
10.3389/fonc.2023.1159114 · ExternalCitation · doi-reference
Ultrasound radiomics models based on multimodal imaging feature fusion of papillary thyroid carcinoma for predicting central lymph node metastasis
10.3389/fonc.2023.1261080 · ExternalCitation · doi-reference
Application of ultrasound elastography and radiomic for predicting central cervical lymph node metastasis in papillary thyroid microcarcinoma
10.3389/fonc.2024.1354288 · ExternalCitation · doi-reference
The application of a clinical-multimodal ultrasound radiomics model for predicting cervical lymph node metastasis of thyroid papillary carcinoma
10.3389/fonc.2024.1507953 · ExternalCitation · doi-reference
Evaluation of cervical lymph node metastasis in papillary thyroid carcinoma using clinical-ultrasound radiomic machine learning-based model
10.3390/cancers14215266 · ExternalCitation · doi-reference
Clinical-radiomics nomogram based on contrast-enhanced ultrasound for preoperative prediction of cervical lymph node metastasis in papillary thyroid carcinoma
10.3390/cancers15051613 · ExternalCitation · doi-reference
Evaluation of neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR) and systemic immune-inflammation index (SII) as potential biomarkers in patients with sporadic medullary thyroid cancer (MTC)
10.3390/jpm13060953 · ExternalCitation · doi-reference
Predictive value of an ultrasound-based radiomics model for central lymph node metastasis of papillary thyroid carcinoma
10.7150/ijms.95022 · ExternalCitation · doi-reference
Models of ultrasonic radiomics and clinical characters for lymph node metastasis assessment in thyroid cancer: a retrospective study
10.7717/peerj.14546 · ExternalCitation · doi-reference