1.Application of artificial intelligence in the diagnosis of thyroid nodules
Yeqin NI ; Xujie WANG ; Shuoying QIAN ; Juncong FAN ; Zekai ZHANG ; Rong NI ; Ningxin WANG ; Dingcun LUO
Chinese Journal of Endocrine Surgery 2025;19(4):478-481
The differentiation between benign and malignant thyroid nodules is pivotal in clinical practice. However, current diagnostic systems face challenges, such as heterogeneity in ultrasound interpretation, the invasiveness of fine-needle aspiration cytology and indeterminate of results. Artificial intelligence (AI) has evolved from traditional machine learning to deep learning, enabling advances in image recognition, feature extraction, and multimodal data integration. Nevertheless, AI applications remain constrained by limitations, including the insufficiency of high-quality annotated data and inadequate cross-center generalizability. Future progress will focus on algorithm refinement, multimodal data fusion, and multicenter clinical validation to enhance model generalizability and diagnostic accuracy.
2.Application of artificial intelligence in the diagnosis of thyroid nodules
Yeqin NI ; Xujie WANG ; Shuoying QIAN ; Juncong FAN ; Zekai ZHANG ; Rong NI ; Ningxin WANG ; Dingcun LUO
Chinese Journal of Endocrine Surgery 2025;19(4):478-481
The differentiation between benign and malignant thyroid nodules is pivotal in clinical practice. However, current diagnostic systems face challenges, such as heterogeneity in ultrasound interpretation, the invasiveness of fine-needle aspiration cytology and indeterminate of results. Artificial intelligence (AI) has evolved from traditional machine learning to deep learning, enabling advances in image recognition, feature extraction, and multimodal data integration. Nevertheless, AI applications remain constrained by limitations, including the insufficiency of high-quality annotated data and inadequate cross-center generalizability. Future progress will focus on algorithm refinement, multimodal data fusion, and multicenter clinical validation to enhance model generalizability and diagnostic accuracy.
3.Bibliometric visualization analysis of research on anaplastic thyroid carcinoma treatment
Qianyu WANG ; Yu ZHANG ; Yeqin NI ; Yuying CHEN ; Ping SONG ; Dingcun LUO
Chinese Journal of General Surgery 2024;33(12):2038-2050
Background and Aims:Anaplastic thyroid carcinoma (ATC) is the most aggressive form of thyroid cancer,with a 5-year survival rate of approximately 0% and a disease-specific mortality rate nearing 100%. Despite the efforts of clinicians and researchers to advance ATC treatment,there is a lack of visualized analysis on trends,leading authors,and research focuses in this field. This study was conducted to explore research hotspots and trends in ATC treatment through visualized analysis of relevant studies.Methods:Relevant literature was retrieved from the Web of Science Core Collection (WoSCC) database,spanning from January 1,2000,to October 31,2023. Visualization analysis was conducted using CiteSpace,VOSviewer,and Pajek software,focusing on indicators such as collaborations among countries/institutions,co-cited journals,co-authorship,co-cited authors,co-cited references and timelines,co-occurring keywords,and citation bursts. Additionally,impact factors (IF) and H-indices were obtained from WoSCC and Scopus databases.Results:A total of 1434 studies were included,involving 7408 authors from 267 countries/regions and 1545 institutions,published in 427 journals. These articles collectively cited 36460 papers authored by 25724 authors from 4032 journals. The analysis revealed that the United States led in publication output (485 articles,33.82%),followed by China (317 articles,22.11%) and Italy (188 articles,13.11%). The University of Texas System was the most prolific institution. The journal Thyroid was the leading contributor in terms of publications and citations. Maria E. Cabanillas was the most prolific author,contributing 30 publications and achieving an H-index of 51 in this field. Co-cited reference analysis identified the study "Anaplastic thyroid carcinoma. Treatment outcome and prognostic factors" by Kebebew Electron,published in Cancer,as the most cited reference,with 241 citations. The timeline of co-cited references highlighted that recent research in the past five years has primarily focused on targeted therapies,novel drug exploration,clinical trials,and guidelines. Keyword clustering analysis identified Akt signaling pathway,targeted therapy,and peptide mRNA nanoparticles as hotspots in ATC research over the past five years. Citation burst analysis showed a shift in research focus from surgery and chemotherapy in earlier years to targeted therapy (2018-2023),BRAF (2020-2023),association guidelines (2020-2023),and radioactive iodine (2020-2023). Additionally,an increasing number of studies have shown significant progress in the application of chimeric antigen receptor T-cell immunotherapy (CAR-T) and nanomaterials in the precision medicine and targeted treatment of thyroid cancer.Conclusion:Research on ATC treatment is on the rise,with the United States maintaining a leading position in this field. Further exploration of molecular biomarkers and specific targets for ATC is essential. Molecular targeted therapies,immunotherapy,CAR-T,and nanomaterials are likely to be key areas of future research.
4.Bibliometric visualization analysis of research on anaplastic thyroid carcinoma treatment
Qianyu WANG ; Yu ZHANG ; Yeqin NI ; Yuying CHEN ; Ping SONG ; Dingcun LUO
Chinese Journal of General Surgery 2024;33(12):2038-2050
Background and Aims:Anaplastic thyroid carcinoma (ATC) is the most aggressive form of thyroid cancer,with a 5-year survival rate of approximately 0% and a disease-specific mortality rate nearing 100%. Despite the efforts of clinicians and researchers to advance ATC treatment,there is a lack of visualized analysis on trends,leading authors,and research focuses in this field. This study was conducted to explore research hotspots and trends in ATC treatment through visualized analysis of relevant studies.Methods:Relevant literature was retrieved from the Web of Science Core Collection (WoSCC) database,spanning from January 1,2000,to October 31,2023. Visualization analysis was conducted using CiteSpace,VOSviewer,and Pajek software,focusing on indicators such as collaborations among countries/institutions,co-cited journals,co-authorship,co-cited authors,co-cited references and timelines,co-occurring keywords,and citation bursts. Additionally,impact factors (IF) and H-indices were obtained from WoSCC and Scopus databases.Results:A total of 1434 studies were included,involving 7408 authors from 267 countries/regions and 1545 institutions,published in 427 journals. These articles collectively cited 36460 papers authored by 25724 authors from 4032 journals. The analysis revealed that the United States led in publication output (485 articles,33.82%),followed by China (317 articles,22.11%) and Italy (188 articles,13.11%). The University of Texas System was the most prolific institution. The journal Thyroid was the leading contributor in terms of publications and citations. Maria E. Cabanillas was the most prolific author,contributing 30 publications and achieving an H-index of 51 in this field. Co-cited reference analysis identified the study "Anaplastic thyroid carcinoma. Treatment outcome and prognostic factors" by Kebebew Electron,published in Cancer,as the most cited reference,with 241 citations. The timeline of co-cited references highlighted that recent research in the past five years has primarily focused on targeted therapies,novel drug exploration,clinical trials,and guidelines. Keyword clustering analysis identified Akt signaling pathway,targeted therapy,and peptide mRNA nanoparticles as hotspots in ATC research over the past five years. Citation burst analysis showed a shift in research focus from surgery and chemotherapy in earlier years to targeted therapy (2018-2023),BRAF (2020-2023),association guidelines (2020-2023),and radioactive iodine (2020-2023). Additionally,an increasing number of studies have shown significant progress in the application of chimeric antigen receptor T-cell immunotherapy (CAR-T) and nanomaterials in the precision medicine and targeted treatment of thyroid cancer.Conclusion:Research on ATC treatment is on the rise,with the United States maintaining a leading position in this field. Further exploration of molecular biomarkers and specific targets for ATC is essential. Molecular targeted therapies,immunotherapy,CAR-T,and nanomaterials are likely to be key areas of future research.

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