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Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer
PURPOSE: An accurate postoperative assessment is pivotal to inform postoperative (131)I treatment in patients with differentiated thyroid cancer (DTC). We developed a predictive model for post-treatment whole-body scintigraphy (PT-WBS) results (as a proxy for persistent disease) by adopting a decisi...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10317893/ https://www.ncbi.nlm.nih.gov/pubmed/37121981 http://dx.doi.org/10.1007/s00259-023-06239-8 |
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author | Giovanella, Luca Milan, Lisa Roll, Wolfgang Weber, Manuel Schenke, Simone Kreissl, Michael Vrachimis, Alexis Pabst, Kim Murat, Tuncel Petranovic Ovcaricek, Petra Riemann, Burkhard Ceriani, Luca Campenni, Alfredo Görges, Rainer |
author_facet | Giovanella, Luca Milan, Lisa Roll, Wolfgang Weber, Manuel Schenke, Simone Kreissl, Michael Vrachimis, Alexis Pabst, Kim Murat, Tuncel Petranovic Ovcaricek, Petra Riemann, Burkhard Ceriani, Luca Campenni, Alfredo Görges, Rainer |
author_sort | Giovanella, Luca |
collection | PubMed |
description | PURPOSE: An accurate postoperative assessment is pivotal to inform postoperative (131)I treatment in patients with differentiated thyroid cancer (DTC). We developed a predictive model for post-treatment whole-body scintigraphy (PT-WBS) results (as a proxy for persistent disease) by adopting a decision tree model. METHODS: Age, sex, histology, T stage, N stage, risk classes, remnant estimation, TSH, and Tg were identified as potential predictors and were put into regression algorithm (conditional inference tree, ctree) to develop a risk stratification model for predicting the presence of metastases in PT-WBS. RESULTS: The lymph node (N) stage identified a partition of the population into two subgroups (N-positive vs N-negative). Among N-positive patients, a Tg value > 23.3 ng/mL conferred a 83% probability to have metastatic disease compared to those with lower Tg values. Additionally, N-negative patients were further substratified in three subgroups with different risk rates according to their Tg values. The model remained stable and reproducible in the iterative process of cross validation. CONCLUSIONS: We developed a simple and robust decision tree model able to provide reliable informations on the probability of persistent/metastatic DTC after surgery. These information may guide post-surgery (131)I administration and select patients requiring curative rather than adjuvant (131)I therapy schedules. |
format | Online Article Text |
id | pubmed-10317893 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-103178932023-07-05 Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer Giovanella, Luca Milan, Lisa Roll, Wolfgang Weber, Manuel Schenke, Simone Kreissl, Michael Vrachimis, Alexis Pabst, Kim Murat, Tuncel Petranovic Ovcaricek, Petra Riemann, Burkhard Ceriani, Luca Campenni, Alfredo Görges, Rainer Eur J Nucl Med Mol Imaging Original Article PURPOSE: An accurate postoperative assessment is pivotal to inform postoperative (131)I treatment in patients with differentiated thyroid cancer (DTC). We developed a predictive model for post-treatment whole-body scintigraphy (PT-WBS) results (as a proxy for persistent disease) by adopting a decision tree model. METHODS: Age, sex, histology, T stage, N stage, risk classes, remnant estimation, TSH, and Tg were identified as potential predictors and were put into regression algorithm (conditional inference tree, ctree) to develop a risk stratification model for predicting the presence of metastases in PT-WBS. RESULTS: The lymph node (N) stage identified a partition of the population into two subgroups (N-positive vs N-negative). Among N-positive patients, a Tg value > 23.3 ng/mL conferred a 83% probability to have metastatic disease compared to those with lower Tg values. Additionally, N-negative patients were further substratified in three subgroups with different risk rates according to their Tg values. The model remained stable and reproducible in the iterative process of cross validation. CONCLUSIONS: We developed a simple and robust decision tree model able to provide reliable informations on the probability of persistent/metastatic DTC after surgery. These information may guide post-surgery (131)I administration and select patients requiring curative rather than adjuvant (131)I therapy schedules. Springer Berlin Heidelberg 2023-05-01 2023 /pmc/articles/PMC10317893/ /pubmed/37121981 http://dx.doi.org/10.1007/s00259-023-06239-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Giovanella, Luca Milan, Lisa Roll, Wolfgang Weber, Manuel Schenke, Simone Kreissl, Michael Vrachimis, Alexis Pabst, Kim Murat, Tuncel Petranovic Ovcaricek, Petra Riemann, Burkhard Ceriani, Luca Campenni, Alfredo Görges, Rainer Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title | Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title_full | Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title_fullStr | Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title_full_unstemmed | Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title_short | Postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a European multicenter series of 1317 patients with differentiated thyroid cancer |
title_sort | postoperative thyroglobulin as a yard-stick for radioiodine therapy: decision tree analysis in a european multicenter series of 1317 patients with differentiated thyroid cancer |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10317893/ https://www.ncbi.nlm.nih.gov/pubmed/37121981 http://dx.doi.org/10.1007/s00259-023-06239-8 |
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