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
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
  • [11] Malignant Risk Stratification of Thyroid FNA Specimens With Indeterminate Cytology Based on Molecular Testing
    Paskas, Svetlana
    Jankovic, Jelena
    Zivaljevic, Vladan
    Tatic, Svetislav
    Bozic, Vesna
    Nikolic, Aleksandra
    Radojkovic, Dragica
    Savin, Svetlana
    Cvejic, Dubravka
    CANCER CYTOPATHOLOGY, 2015, 123 (08) : 471 - 479
  • [12] Risk stratification of cytologically indeterminate thyroid nodules with nondiagnostic or benign cytology on repeat FNA: Implications for molecular testing and surveillance
    Hall, Elizabeth A.
    Hartzband, Pamela
    VanderLaan, Paul A.
    Nishino, Michiya
    CANCER CYTOPATHOLOGY, 2023, 131 (05) : 313 - 324
  • [13] Malignancy risk stratification of thyroid nodules: comparisons of four ultrasound Thyroid Imaging Reporting and Data Systems in surgically resected nodules
    Wang, Ying
    Lei, Kai-Rong
    He, Ya-Ping
    Li, Xiao-Long
    Ren, Wei-Wei
    Zhao, Chong-Ke
    Bo, Xiao-Wan
    Wang, Dan
    Sun, Cheng-Yu
    Xu, Hui-Xiong
    SCIENTIFIC REPORTS, 2017, 7
  • [14] Combining radiomics with ultrasound-based risk stratification systems for thyroid nodules: an approach for improving performance
    Park, Vivian Y.
    Lee, Eunjung
    Lee, Hye Sun
    Kim, Hye Jung
    Yoon, Jiyoung
    Son, Jinwoo
    Song, Kijun
    Moon, Hee Jung
    Yoon, Jung Hyun
    Kim, Ga Ram
    Kwak, Jin Young
    EUROPEAN RADIOLOGY, 2021, 31 (04) : 2405 - 2413
  • [15] Management of Indeterminate Thyroid Nodules: A Model Comparing Surgery, Molecular Testing, and Observation
    Welschmeyer, Alexandra
    Kligerman, Maxwell
    Noel, Julia
    OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 2024, 171 (05) : 1349 - 1354
  • [16] Clinical and ultrasonographic features in cancer risk stratification of indeterminate thyroid nodules
    Alqahtani, Saad M.
    Alanesi, Sultan F.
    Mahmood, Waqas S.
    Moustafa, Yassin M.
    Moharram, Laila M.
    Alharthi, Nawaf F.
    Alzahrani, Attiya M.
    Alalawi, Yousef S.
    SAUDI MEDICAL JOURNAL, 2022, 43 (05) : 473 - 478
  • [17] Comparison of Afirma GEC and GSC to Nodules Without Molecular Testing in Cytologically Indeterminate Thyroid Nodules
    Polavarapu, Preethi
    Fingeret, Abbey
    Yuil-Valdes, Ana
    Olson, Daniel
    Patel, Anery
    Shivaswamy, Vijay
    Matthias, Troy D.
    Goldner, Whitney
    JOURNAL OF THE ENDOCRINE SOCIETY, 2021, 5 (11)
  • [18] Ultrasound systems for risk stratification of thyroid nodules prompt inappropriate biopsy in autonomously functioning thyroid nodules
    Castellana, Marco
    Virili, Camilla
    Paone, Gaetano
    Scappaticcio, Lorenzo
    Piccardo, Arnoldo
    Giovanella, Luca
    Trimboli, Pierpaolo
    CLINICAL ENDOCRINOLOGY, 2020, 93 (01) : 67 - 75
  • [19] Molecular testing for indeterminate thyroid nodules: past, present, and future
    Raghunathan, Rajam
    Praw, Stephanie Smooke
    Livhits, Masha
    CURRENT OPINION IN ENDOCRINOLOGY DIABETES AND OBESITY, 2023, 30 (05) : 231 - 237
  • [20] Role of Dynamic Markers in the Molecular Testing of Indeterminate Thyroid Nodules
    Banizs, Anna B.
    Toney, Nicole A.
    Jackson, Sara A.
    Narick, Christina M.
    Silverman, Jan E.
    Finkelstein, Sydney D.
    AJSP-REVIEWS AND REPORTS, 2019, 24 (01): : 9 - 12