DOI 10.1097/md.0000000000047658
Construction and evaluation of a SPECT-based radiomics nomogram for predicting the therapeutic response to radioactive iodine in patients with differentiated thyroid carcinoma.
Аннотация
Differentiated thyroid carcinoma (DTC) frequently requires radioactive iodine therapy, yet accurately predicting short-term therapeutic response remains challenging. Radiomics offers a means to quantify intratumoral heterogeneity from routine imaging. We aimed to develop and internally validate a Single-photon emission computed tomography (SPECT)-based radiomics nomogram for predicting 6-month response after RAI in DTC. We conducted a single-center retrospective study of 420 patients with DTC. Post-therapy 131I SPECT/CT images were processed to extract image biomarker standardisation initiative-aligned radiomic features in MATLAB; features passing reproducibility (ICC ≥ 0.80) and redundancy (|r|<0.85) filters were entered into a nested-cross-validation (CV) least absolute shrinkage and selection operator to derive a radiomics score, which was combined with clinicopathologic variables to build a nomogram. Model performance was assessed for discrimination (receiver operating characteristic area under the curve [AUC]), calibration (concordance index [C-index]; calibration intercept/slope), and clinical utility (decision-curve analysis); internal validation used outer 10-fold CV and 1000 bootstrap with permutation testing. Multicollinearity was checked by variance inflation factor. Interobserver reproducibility was high: 79/107 (73.8%) features achieved ICC ≥ 0.80 (median ICC 0.88), and the median mask-level Dice was 0.87. The nomogram showed AUC = 0.853 (95% confidence interval: 0.786-0.892) and C-index = 0.889 (95% confidence interval: 0.812-0.934) with good calibration. Internal validation yielded CV-AUC = 0.846 (SD 0.037) and bootstrap optimism-corrected C-index = 0.876/AUC = 0.848; permutation AUCs centered near 0.50. Decision-curve analysis indicated clinical net benefit across thresholds 0.15 to 0.95. All validation was internal; no external cohort was available. Radiomics score, age, regional lymph node metastasis, extrathyroidal extension, and tumor diameter independently influence the therapeutic outcome of RAI in DTC patients. In this exploratory, single-center study, the SPECT-based radiomics nomogram demonstrates promising internal performance; however, it must undergo external, multi-center validation and, if necessary, local recalibration before it can be considered for routine clinical use.
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Обработка статьи · этапы, ошибки и управление
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История · было → стало
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