Combining Ultrasound Imaging and Molecular Testing in a Multimodal Deep Learning Model for Risk Stratification of Indeterminate Thyroid Nodules

被引：0
|
作者：
Athreya, Shreeram [1 ]
Melehy, Andrew [2 ]
Suthahar, Sujit Silas Armstrong [3 ]
Ivezic, Vedrana [4 ]
Radhachandran, Ashwath [3 ]
Sant, Vivek R. [5 ]
Moleta, Chace [6 ]
Zheng, Henry [4 ]
Patel, Maitraya [7 ]
Masamed, Rinat [7 ]
Livhits, Masha [2 ]
Yeh, Michael [2 ]
Arnold, Corey W. [1 ,3 ,4 ,6 ,7 ]
Speier, William [3 ,4 ,7 ]
机构：
[1] UCLA, Dept Elect & Comp Engn, Los Angeles, CA USA
[2] UCLA, Dept Surg, Los Angeles, CA USA
[3] UCLA, Dept Bioengn, Los Angeles, CA USA
[4] UCLA, Med Informat, Los Angeles, CA USA
[5] UT Southwestern Med Ctr, Dept Surg, Dallas, TX USA
[6] UCLA, Dept Pathol & Lab Med, Los Angeles, CA USA
[7] UCLA, Dept Radiol Sci, Los Angeles, CA USA
来源：
THYROID | 2025年
基金：
美国国家卫生研究院;
关键词：
MANAGEMENT; CANCER;
D O I：
10.1089/thy.2024.0584
中图分类号：
R5 [内科学];
学科分类号：
1002 ; 100201 ;
摘要：
引用
收藏
页数：4
相关论文
共 50 条
  • [31] Accuracy of international ultrasound risk stratification systems in thyroid lesions cytologically classified as indeterminate
    Trimboli, Pierpaolo
    Fulciniti, Franco
    Zilioli, Valentina
    Ceriani, Luca
    Giovanella, Luca
    DIAGNOSTIC CYTOPATHOLOGY, 2017, 45 (02) : 113 - 117
  • [32] Comparison of ultrasound risk stratification systems for pediatric thyroid nodules
    Yu, Jing
    Cui, Yiyang
    Fu, Chao
    Ma, Xiao
    Si, Caifeng
    Huang, Yuanjing
    Cui, Kefei
    Zhang, Yan
    FRONTIERS IN ENDOCRINOLOGY, 2024, 15
  • [33] PAPPA Expression in Indeterminate Thyroid Nodules as Screening Test to Select Patients for Molecular Testing
    Marzocchi, Carlotta
    Cantara, Silvia
    Sagnella, Alfonso
    Castagna, Maria Grazia
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (09)
  • [34] Insights into Ultrasound Features and Risk Stratification Systems in Pediatric Patients with Thyroid Nodules
    Gambale, Carla
    Rocha, Jose Vicente
    Prete, Alessandro
    Minaldi, Elisa
    Elisei, Rossella
    Matrone, Antonio
    JOURNAL OF IMAGING, 2024, 10 (08)
  • [35] Can ultrasound systems for risk stratification of thyroid nodules identify follicular carcinoma?
    Castellana, Marco
    Piccardo, Arnoldo
    Virili, Camilla
    Scappaticcio, Lorenzo
    Grani, Giorgio
    Durante, Cosimo
    Giovanella, Luca
    Trimboli, Pierpaolo
    CANCER CYTOPATHOLOGY, 2020, 128 (04) : 250 - 259
  • [36] Diagnostic Performance Evaluation of a Computer-Assisted Imaging Analysis System for Ultrasound Risk Stratification of Thyroid Nodules
    Reverter, Jordi L.
    Vazquez, Federico
    Puig-Domingo, Manuel
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2019, 213 (01) : 169 - 174
  • [37] QUALITY OF LIFE FOLLOWING MOLECULAR MARKER TESTING FOR INDETERMINATE THYROID NODULES
    Wong, Calvin W.
    Schumm, Max A.
    Zhu, Catherine Y.
    Tseng, Chi-Hong
    Arasu, Aarthi
    Han, Jennifer
    Livhits, Masha J.
    ENDOCRINE PRACTICE, 2020, 26 (09) : 960 - 966
  • [38] Negative Results on Thyroid Molecular Testing Decrease Rates of Surgery for Indeterminate Thyroid Nodules
    Jug, Rachel
    Parajuli, Shobha
    Ahmadi, Sara
    Jiang, Xiaoyin Sara
    ENDOCRINE PATHOLOGY, 2019, 30 (02) : 134 - 137
  • [39] Ultrasound imaging classifications of thyroid nodules for malignancy risk stratification and clinical management: state of the art
    Floridi, Chiara
    Cellina, Michaela
    Buccimazza, Giorgio
    Arrichiello, Antonio
    Sacrini, Andrea
    Arrigoni, Francesco
    Pompili, Giovanni
    Barile, Antonio
    Carrafiello, Gianpaolo
    GLAND SURGERY, 2019, 8 : S233 - S244
  • [40] Ensemble Deep Learning Model for Multicenter Classification of Thyroid Nodules on Ultrasound Images
    Wei, Xi
    Gao, Ming
    Yu, Ruiguo
    Liu, Zhiqiang
    Gu, Qing
    Liu, Xun
    Zheng, Zhiming
    Zheng, Xiangqian
    Zhu, Jialin
    Zhang, Sheng
    MEDICAL SCIENCE MONITOR, 2020, 26
12345