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Keywords = incidentalomas

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5 pages, 809 KiB  
Case Report
Mild SARS-CoV-2 Infection with the Omicron Variant Mimicking Metastatic Cancer on Whole-Body 18-F FDG PET/CT Imaging
by Gunnhild Helmsdal, Sissal Clemmensen, Jann Mortensen, Marnar Fríðheim Kristiansen, Maria Skaalum Petersen and Herborg L. Johannesen
COVID 2025, 5(7), 98; https://doi.org/10.3390/covid5070098 - 29 Jun 2025
Viewed by 257
Abstract
We present a case with unusual findings on nuclear imaging after mild SARS-CoV-2 infection. During evaluation for an incidentaloma, 18F-Fluorodeoxyglucose Positron Emission Tomography–Computed Tomography imaging showed activity in the thyroid gland, in the lower thoracic spinal column, in portal lymph nodes, and in [...] Read more.
We present a case with unusual findings on nuclear imaging after mild SARS-CoV-2 infection. During evaluation for an incidentaloma, 18F-Fluorodeoxyglucose Positron Emission Tomography–Computed Tomography imaging showed activity in the thyroid gland, in the lower thoracic spinal column, in portal lymph nodes, and in the terminal ileum and surrounding lymph nodes, all suspicious for metastatic cancer. The patient underwent extensive invasive and non-invasive diagnostic procedures, including biopsies of all the suspicious foci, only showing a small low-grade thyroid cancer that would often be followed and not immediately operated on. Three months later, the findings had either disappeared or were considered reactive. The patient later recalled having had mild COVID-19 seven days prior to the PET/CT. Full article
(This article belongs to the Section COVID Clinical Manifestations and Management)
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18 pages, 3703 KiB  
Article
The Value of PET/CT-Based Radiomics in Predicting Adrenal Metastases in Patients with Cancer
by Qiujun He, Xiangxing Kong, Xiangxi Meng, Xiuling Shen and Nan Li
Diagnostics 2025, 15(11), 1356; https://doi.org/10.3390/diagnostics15111356 - 28 May 2025
Viewed by 630
Abstract
Objectives: Differentiation of adrenal incidentalomas (AIs) remains a challenge in the oncological setting. The aim of the study was to explore the diagnostic efficacy of [18F]Fluorodeoxyglucose (FDG) positron emission tomography combined with computed tomography (PET/CT)-based radiomics in identifying adrenal metastases and to compare [...] Read more.
Objectives: Differentiation of adrenal incidentalomas (AIs) remains a challenge in the oncological setting. The aim of the study was to explore the diagnostic efficacy of [18F]Fluorodeoxyglucose (FDG) positron emission tomography combined with computed tomography (PET/CT)-based radiomics in identifying adrenal metastases and to compare it with that of conventional PET/CT parameters. Materials: Retrospective analysis was performed on 195 AIs for model construction, nomogram drawing, and internal validation. An additional 30 AIs were collected for external validation of the radiomics model and nomogram. Logistic regression analysis was employed to build models based on clinical and PET/CT routine parameters. The open-source software Python (version 3.7.11) was utilized to process the regions of interest (ROI) delineated by ITK-SNAP, extracting radiomic features. Least absolute shrinkage and selection operator (LASSO) regression analysis was applied for feature selection. Based on the selected features, the optimal model was chosen from ten machine learning algorithms, and the nomogram was constructed. Results: The area under the curve (AUC), sensitivity, specificity, and accuracy of conventional parameters of PET/CT were 0.919, 0.849, 0.892, and 0.844, respectively. XGBoost demonstrated superior diagnostic efficiency among the radiomics models, outperforming those constructed using independent predictors. The AUC, accuracy, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of XGBoost’s internal and external validation were 0.945, 0.932, 0.930, 0.960, 0.970, 0.890 and 0.910, 0.900, 0.860, 1, 1, 0.750. The accuracy, sensitivity, specificity, PPV, and NPV of the nomogram in external validation were 0.870, 0.952, 0.667, 0.870, and 0.857. Conclusions: The radiomics model and conventional PET/CT parameters both showed high diagnostic performance (AUC p > 0.05) in discriminating adrenal metastases from benign lesions, offering a practical, non-invasive approach for clinical assessment. Full article
(This article belongs to the Topic Machine Learning and Deep Learning in Medical Imaging)
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21 pages, 2133 KiB  
Article
A Study of Adrenal Incidentaloma-Related Hormonal Assays After First Integration of the Diagnosis Within Primary Healthcare
by Oana-Claudia Sima, Mihai Costachescu, Ana Valea, Mihaela Stanciu, Ioana Codruta Lebada, Tiberiu Vasile Ioan Nistor, Mihai-Lucian Ciobica, Claudiu Nistor and Mara Carsote
Diseases 2025, 13(6), 169; https://doi.org/10.3390/diseases13060169 - 26 May 2025
Viewed by 448
Abstract
Background: Adrenal incidentalomas are detected in various medical and surgical healthcare departments, including primary healthcare. One up to three out of ten individuals confirmed with nonfunctioning adrenal incidentalomas (NFAs) actually present a mild autonomous cortisol secretion (MACS), which is distinct from Cushing’s syndrome. [...] Read more.
Background: Adrenal incidentalomas are detected in various medical and surgical healthcare departments, including primary healthcare. One up to three out of ten individuals confirmed with nonfunctioning adrenal incidentalomas (NFAs) actually present a mild autonomous cortisol secretion (MACS), which is distinct from Cushing’s syndrome. Objective: We aimed to assess the cortisol secretion in newly detected adrenal incidentalomas in patients who were referred by their primary healthcare physician upon accidental detection of an adrenal tumor at abdominal computed tomography (CT) scan that was performed for unrelated (non-endocrine) purposes. Methods: This retrospective study included adults diagnosed with an adrenal incidentaloma via CT during the previous 3 months. Inclusion criteria: age ≥ 40 years (y). A triple stratification of exclusion criteria involved: (1) Clinical aspects and medical records such as active malignancies or malignancies under surveillance protocols, subjects under exogenous glucocorticoid exposure (current or during the previous year), or suggestive endocrine phenotypes for any hormonal ailment; (2) Radiological appearance of suspected/confirmed (primary or secondary) adrenal malignancy, adrenal cysts, or myelolipomas; (3) Endocrine assays consistent with active endocrine tumors. Protocol of assessment included baseline ACTH, morning plasma cortisol (C-B), cortisol at 6 p.m. (C-6 pm), and after 1 mg dexamethasone suppression testing (C-1 mg-DST), 24-h urinary free cortisol (UFC), and a second opinion for all CT scans. MACS were defined based on C-1 mg-DST ≥ 1.8 and <5 µg/dL (non-MACS: C-1 mg-DST < 1.8 µg/dL). Results: The cohort (N = 60, 78.33% female; 60.72 ± 10.62 y) associated high blood pressure (HBP) in 66.67%, respectively, type 2 diabetes (T2D) in 28.37% of the patients. Females were statistically significantly older than males (62.40 ± 10.47 vs. 54.62 ± 9.11 y, p = 0.018), while subjects with unilateral vs. bilateral tumors (affecting 26.67% of the individuals) and those with MACS-positive vs. MACS-negative profile had a similar age. Body mass index (BMI) was similar between patients with unilateral vs. bilateral incidentalomas, regardless of MACS. Patients were divided into five age groups (decades); most of them were found between 60 and 69 years (40%). Left-gland involvement was found in 43.33% of all cases. The mean largest tumor diameter was 26.08 ± 8.78 mm. The highest rate of bilateral tumors was 46.67% in the 50–59 y decade. The rate of unilateral/bilateral and tumor diameters was similar in females vs. males. The MACS-positive rate was similar in females vs. males (23.40% vs. 23.08%). A statistically significant negative correlation (N = 60) was found between BMI and C-B (r = −0.193, p = 0.03) and BMI and UFC (r = −0.185, p = 0.038), and a positive correlation was found between C-B and C-6 pm (r = 0.32, p < 0.001), C-B and UFC (r = 0.226, p = 0.011), and C-6 pm and C-1 mg-DST (r = 0.229, p = 0.010), and the largest tumor diameter and C-1 mg-DST (r = 0.241, p = 0.007). Conclusions: Adrenal incidentalomas belong to a complex scenario of detection in the modern medical era, requiring a multidisciplinary collaboration since the patients might be initially detected in different departments (as seen in the current study) and then referred to primary healthcare for further decision. In these consecutive patients, we found a higher female prevalence, a MACS rate of 23.33%, regardless of uni/bilateral involvement or gender distribution, and a relatively high rate (than expected from general data) of bilateral involvement of 26.67%. The MACS-positive profile adds to the disease burden and might require additional assessments during follow-up and a protocol of surveillance, including a tailored decision of tumor removal. The identification of an adrenal incidentaloma at CT and its hormonal characterization needs to be integrated into the panel of various chronic disorders of one patient. The collaboration between endocrinologists and primary healthcare physicians might improve the overall long-term outcomes. Full article
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18 pages, 1649 KiB  
Review
Thyroid Ultrasonography: Much Ado About Nothing? A Provocative Analysis
by Petra Petranović Ovčariček and Luca Giovanella
Cancers 2025, 17(11), 1764; https://doi.org/10.3390/cancers17111764 - 24 May 2025
Viewed by 1338
Abstract
Thyroid ultrasonography (US) usage has risen significantly over the past two decades, with annual increases of up to 21% in some healthcare systems. This review examines patterns in thyroid US usage, factors driving potential misuse, and strategies to mitigate overuse. While thyroid US [...] Read more.
Thyroid ultrasonography (US) usage has risen significantly over the past two decades, with annual increases of up to 21% in some healthcare systems. This review examines patterns in thyroid US usage, factors driving potential misuse, and strategies to mitigate overuse. While thyroid US provides valuable information on thyroid morphology and structure without radiation exposure, inappropriate use—estimated at 10–50% of exams—leads to adverse consequences, including patient anxiety, unnecessary procedures, and potential overdiagnosis of thyroid cancer. The widespread adoption of US has coincided with increased thyroid cancer diagnoses, yet mortality rates remain unchanged, suggesting overdiagnosis rather than actual disease increase. Clinical guidelines consistently recommend selective US use not for routine evaluation of thyroid dysfunction (hyper/hypothyroidism) without palpable abnormalities, but for the anatomical assessment of palpable nodules. For thyroid incidentalomas (ITNs), evidence suggests negligible malignancy risk for nodules < 1 cm, arguing against further investigation. The paper proposes a rational approach to thyroid US, emphasizing that patients with thyroid dysfunction without palpable abnormalities, euthyroid patients without palpable nodules, and patients with subcentimetric ITNs should not undergo thyroid US. Addressing this overutilization requires a better understanding of contributing factors and targeted interventions. By restricting US to appropriate clinical scenarios, healthcare resources can be optimized without compromising patient outcomes, ensuring that rare cases of clinically significant thyroid cancer receive proper diagnosis and treatment. Full article
(This article belongs to the Special Issue Thyroid Cancer: Diagnosis, Prognosis and Treatment (2nd Edition))
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13 pages, 3924 KiB  
Systematic Review
Meta-Analysis on the Prevalence and Significance of Incidental Findings in the Thyroid Gland Using Other PET Radiopharmaceuticals Beyond [18F]FDG
by Cesare Michele Iacovitti, Domenico Albano, Alessio Rizzo, Arnoldo Piccardo, Marco Cuzzocrea, Gaetano Paone, Pierpaolo Trimboli and Giorgio Treglia
Pharmaceuticals 2025, 18(5), 723; https://doi.org/10.3390/ph18050723 - 15 May 2025
Viewed by 771
Abstract
Background: Meta-analyses on the prevalence and significance of thyroid incidentalomas at PET (TIP) are available only about [18F]FDG. Focal TIP at [18F]FDG PET is not rare and may be malignant lesions in about one-third of cases. The aim [...] Read more.
Background: Meta-analyses on the prevalence and significance of thyroid incidentalomas at PET (TIP) are available only about [18F]FDG. Focal TIP at [18F]FDG PET is not rare and may be malignant lesions in about one-third of cases. The aim of this study is to perform a meta-analysis on the prevalence and clinical significance of TIP using other PET radiotracers beyond [18F]FDG. Methods: A comprehensive literature search of studies about TIP was carried out using four different databases, screened until 31 December 2024. Only original articles about TIP using radiopharmaceuticals other than [18F]FDG were selected. A proportion meta-analysis on the prevalence and clinical significance of TIP was carried out on a patient-based analysis using a random-effects model. Results: 21 studies (29,409 patients) were included in the meta-analysis. PET was performed using radiolabeled somatostatin analogues (SSA) [n = 5], choline [n = 6], prostate-specific membrane antigen (PSMA) [n = 7], or fibroblast activation protein inhibitors (FAPI) [n = 3]. The uptake pattern of TIP was described as focal, diffuse, or mixed/heterogeneous. The pooled prevalence of TIP was 5.6% for SSA-PET, 6.1% for choline-PET, 4.2% for PSMA-PET, and 3.6% for FAPI-PET. The final diagnosis of TIP with a diffuse pattern was a benign condition or represented a physiological uptake. Conversely, TIP with focal or mixed/heterogeneous pattern may represent a benign condition in most cases, but even a malignant lesion in 6–10% of cases. Conclusions: As for [18F]FDG, TIP using other radiopharmaceuticals is not rare. Most of them are benign, but those with focal or heterogeneous uptake patterns may represent a malignant lesion in some cases (even if the risk of malignancy is lower compared to [18F]FDG PET), thus requiring further evaluation. Further studies are warranted to better clarify the clinical impact of TIP detection. Full article
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12 pages, 2492 KiB  
Review
The Prevalence and Significance of Incidental Positron Emission Tomography Findings in the Brain Using Radiotracers Other than [18F]FDG: A Systematic Review and Meta-Analysis
by Cesare Michele Iacovitti, Barbara Muoio, Domenico Albano, Alessio Rizzo, Marco Cuzzocrea, Gaetano Paone and Giorgio Treglia
Diagnostics 2025, 15(10), 1204; https://doi.org/10.3390/diagnostics15101204 - 9 May 2025
Viewed by 894
Abstract
Background: Incidental brain imaging findings could be clinically relevant, and advancements in molecular imaging could lead to their more frequent identification. The aim of this review is to establish the prevalence and clinical significance of brain incidentalomas at PET (BIPs) using radiotracers [...] Read more.
Background: Incidental brain imaging findings could be clinically relevant, and advancements in molecular imaging could lead to their more frequent identification. The aim of this review is to establish the prevalence and clinical significance of brain incidentalomas at PET (BIPs) using radiotracers other than [18F]FDG. Methods: A comprehensive literature search of studies about BIPs was carried out. Four different databases (PubMed/MEDLINE, EMBASE, the Cochrane library, and Google Scholar) were screened up to December 2024. Only original articles about BIPs using radiotracers other than [18F]FDG were selected. A proportion meta-analysis of the prevalence of BIPs was carried out using a random-effects model. Results: Fourteen studies were included in the review, using somatostatin receptor (SSTR) PET (n = 6), radiolabeled choline PET (n = 5), prostate-specific membrane antigen (PSMA) ligands PET (n = 1), [18F]Fluciclovine PET (n = 1), and [18F]FDOPA PET (n = 1). The pooled prevalence of BIPs was 4.6% for SSTR PET, 1.1% for choline PET, 1.2% for PSMA ligands PET, 2.5% for [18F]Fluciclovine PET, and 3.9% for [18F]FDOPA PET. When BIPs were further evaluated using MRI, meningiomas were the most frequent lesions detected, but both benign and malignant lesions could be incidentally diagnosed. Conclusions: BIPs using radiotracers other than [18F]FDG are not rare, in particular at SSTR PET, further justifying the extension of PET scans to the brain when radiotracers other than [18F]FDG are used. When detected, a BIP should be further evaluated using brain MRI. Both benign and malignant lesions could be incidentally detected in the brain. Further studies are warranted to better clarify the clinical impact of BIP detection. Full article
(This article belongs to the Special Issue Advances in the Diagnosis and Management of Cancer/Tumors)
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13 pages, 1362 KiB  
Article
Radiomics Results for Adrenal Mass Characterization Are Stable and Reproducible Under Different Software
by Giacomo Feliciani, Francesca Mascolo, Alberto Cossu, Luca Urso, Francesco Feletti, Enrico Menghi, Anna Sarnelli, Maria Rosaria Ambrosio, Melchiore Giganti and Aldo Carnevale
Life 2025, 15(4), 560; https://doi.org/10.3390/life15040560 - 31 Mar 2025
Viewed by 566
Abstract
Background: This study aims to investigate stability and reproducibility of radiomics biomarkers for adrenal lesion characterization across different software packages. Methods: Unenhanced CT images from patients with adrenal tumors were analyzed. Radiomic features were extracted using SOPHIA Radiomics and SIBEX software. [...] Read more.
Background: This study aims to investigate stability and reproducibility of radiomics biomarkers for adrenal lesion characterization across different software packages. Methods: Unenhanced CT images from patients with adrenal tumors were analyzed. Radiomic features were extracted using SOPHIA Radiomics and SIBEX software. The datasets underwent Z-score normalization. Statistical comparisons were made using two-sample t-tests and Spearman correlation coefficients. Three classification models—Logistic Regression, Linear Discriminant Analysis, and Linear Support Vector Machine—were trained on the datasets. Model performance was evaluated using accuracy, precision, recall, F1 score, and ROC curves. Feature importance and the statistical significance of model performance differences were also analyzed. Results: The t-test results showed no significant differences in the radiomic features extracted by SOPHIA and SIBEX (p-values all equal to 1.0). Spearman correlation coefficients were high for most features, suggesting a strong similarity between the two software tools. Classification models generally performed better on the SOPHIA dataset, with higher accuracy and precision. Feature importance analysis identified “Quadratic mean” and “Strength” as consistently influential features. Paired t-tests indicated significant differences in accuracy and precision, while Wilcoxon signed-rank tests did not find significant differences across all performance metrics. Conclusions: Radiomic features extracted by SOPHIA and SIBEX are comparable, but slight variations in model performance highlight the need for standardized extraction protocols and fine-tuning of predictive features. The study underscores the importance of ensuring the stability and reproducibility of radiomics features for reliable clinical application in adrenal lesion characterization. Full article
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15 pages, 247 KiB  
Review
The Role of Dual-Energy CT in Differentiating Adrenal Adenomas from Metastases: A Comprehensive Narrative Review
by Francesco Tiralongo, Cristina Mosconi, Pietro Valerio Foti, Aldo Eugenio Calogero, Sandro La Vignera, Corrado Ini’, Davide Giuseppe Castiglione, Emanuele David, Stefania Tamburrini, Sebastiano Barbarino, Stefano Palmucci and Antonio Basile
J. Pers. Med. 2025, 15(4), 131; https://doi.org/10.3390/jpm15040131 - 28 Mar 2025
Cited by 1 | Viewed by 716
Abstract
Dual-energy CT (DECT) has emerged as a novel imaging modality that offers a multiparametric approach for noninvasive adrenal lesion characterization. This narrative review examines recent advances in DECT—including virtual non-contrast imaging, iodine density quantification, spectral curve analysis, and material density mapping—for differentiating benign [...] Read more.
Dual-energy CT (DECT) has emerged as a novel imaging modality that offers a multiparametric approach for noninvasive adrenal lesion characterization. This narrative review examines recent advances in DECT—including virtual non-contrast imaging, iodine density quantification, spectral curve analysis, and material density mapping—for differentiating benign adrenal adenomas from metastases. Conventional CT techniques rely primarily on unenhanced attenuation measurements and contrast washout kinetics; however, these methods may be limited in evaluating lipid-poor adenomas, and in cases where imaging features overlap with metastatic lesions. Although virtual non-contrast imaging with DECT tends to overestimate attenuation relative to true non-contrast scans, the recalibration of diagnostic thresholds and integration with complementary parameters, such as the iodine density-to-virtual non-contrast attenuation ratio, can significantly enhance sensitivity and specificity. Additional parameters, including fat fraction analysis and the evaluation of attenuation changes across energy spectra, further refine tissue characterization by quantifying intracellular lipid content and vascularity. Material density analysis has demonstrated near-perfect diagnostic accuracy in select studies. By tailoring imaging evaluation to the unique spectral and compositional features of each adrenal lesion, DECT contributes to a more personalized diagnostic approach. This individualization allows for better differentiation between benign and malignant findings, potentially avoiding unnecessary interventions and enabling more targeted clinical management. Despite these promising developments, challenges remain regarding the standardization of acquisition protocols, optimization of diagnostic thresholds, and minimization of interobserver variability. Emerging radiomics and machine learning applications may further automate lesion classification and improve diagnostic accuracy. Thus, DECT holds considerable potential to improve diagnostic confidence, reduce radiation exposure, and streamline the management of patients with adrenal incidentalomas, although further multicenter validation is warranted. Full article
(This article belongs to the Section Methodology, Drug and Device Discovery)
18 pages, 2380 KiB  
Article
Assessment of the 10-Year Probability of Fracture Using Femoral Neck (FRAX) and Lumbar BMD (FRAXplus) in Menopausal Women with Non-Functioning Adrenal Tumors: Where We Stand Today (A Study-Focused Analysis)
by Mihaela Stanciu, Oana-Claudia Sima, Mihai Costachescu, Ana Valea, Claudiu Nistor, Alexandra-Ioana Trandafir, Denisa Tanasescu, Tiberiu Vasile Ioan Nistor, Mihai-Lucian Ciobica and Mara Carsote
J. Clin. Med. 2025, 14(7), 2302; https://doi.org/10.3390/jcm14072302 - 27 Mar 2025
Viewed by 600
Abstract
Background/Objective: Osteoporotic fractures may be prevalent, as expected, in patients with primary osteoporosis such as menopause-related or age-related bone loss, but a supplementary contribution to the risk may be added by less than common conditions, including a non-functioning adrenal tumor with or without [...] Read more.
Background/Objective: Osteoporotic fractures may be prevalent, as expected, in patients with primary osteoporosis such as menopause-related or age-related bone loss, but a supplementary contribution to the risk may be added by less than common conditions, including a non-functioning adrenal tumor with or without mild autonomous cortisol secretion (MACS). Many of the standard fracture risk-related elements are captured by the FRAX model; yet, novel insights are brought by an improved algorithm, namely, FRAXplus. Our objective was to analyze the fracture risk in menopausal females diagnosed with low bone mineral density (BMD) and MACS-negative adrenal incidentalomas using FRAXplus (lumbar BMD adjustment). Methods: This as a retrospective, multi-center study of 66 menopausal women, where 50% of them had non-MACS adrenal tumors (group A), and 33 were controls (group B). They were put into four sub-groups, either group A1 (N = 14/33 subjects with normal DXA), or A2 (19/33 subjects with lowest T-score < −1), or group B1 (14/33) where subjects had normal DXA, or group B2 (19/33) for subjects with low BMD. Results: The sub-groups were matched on age, body mass index, and years since menopause, as well BMD matched (A versus B, A1 versus B1, A2 versus B2). FRAX analysis showed similar results for 10-year probability between groups A and B, and A2 and B2, while lumbar BMD adjustment showed statistically significant lower risk in group A1 versus B1 (p = 0.013), but not for hip fracture (p = 0.064). Conclusions: we introduced a pilot study in the FRAXplus model regarding adrenal tumors diagnosed in menopausal females with or without low BMD at central DXA assessment, a pilot study that to the best of our knowledge represents the first of this kind due to the novelty of using this fracture risk calculator with lumbar BMD adjustment. FRAXplus algorithm might be a better discriminator for fracture risk in these patients since we found that in age-, BMI-, and years since menopause-matched sub-groups, patients with normal DXA and MACS-free adrenal incidentalomas display a lower 10-year probability of major osteoporotic fractures than controls upon lumbar BMD adjustment. Full article
(This article belongs to the Special Issue Advances in Clinical Rheumatology)
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23 pages, 16020 KiB  
Review
Adrenal Mass Evaluation: Suspicious Radiological Signs of Malignancy
by Giulia Grazzini, Silvia Pradella, Federica De Litteris, Antonio Galluzzo, Matilde Anichini, Francesca Treballi, Eleonora Bicci and Vittorio Miele
Cancers 2025, 17(5), 849; https://doi.org/10.3390/cancers17050849 - 28 Feb 2025
Cited by 2 | Viewed by 1970
Abstract
An adrenal mass discovered incidentally during imaging for unrelated clinical reasons is termed an “adrenal incidentaloma” (AI). AIs can be categorized as primary or metastatic, functioning or non-functioning, and benign or malignant. The primary goal of radiological evaluation is to exclude malignancy by [...] Read more.
An adrenal mass discovered incidentally during imaging for unrelated clinical reasons is termed an “adrenal incidentaloma” (AI). AIs can be categorized as primary or metastatic, functioning or non-functioning, and benign or malignant. The primary goal of radiological evaluation is to exclude malignancy by differentiating between benign and malignant lesions. Most AIs are benign, with adenomas and macronodular bilateral adrenal hyperplasia being the most common types. Less common benign lesions include myelolipomas, pheochromocytomas, cysts, and hematomas. Malignant adrenal masses account for less than 10% of cases and often include metastases from other cancers or primary adrenal diseases, such as adrenocortical carcinoma and pheochromocytoma. Computed Tomography (CT) remains the gold standard for diagnosing adrenal incidentalomas, while Magnetic Resonance Imaging (MRI) and Positron Emission Tomography (PET) are utilized for indeterminate cases. Additionally, innovative imaging techniques such as texture analysis are gaining importance, as they can assess quantitative parameters that are not visible to the human eye. This review aims to provide an updated overview of malignant adrenal lesions on CT and MRI, emphasizing key imaging features suspicious for malignancy to aid in distinguishing between benign and malignant lesions. Furthermore, it highlights the growing role of radiomics as a supportive tool for radiologists. Full article
(This article belongs to the Special Issue The Development and Application of Imaging Biomarkers in Cancer)
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12 pages, 3714 KiB  
Article
A Machine Learning-Based Radiomics Model for the Differential Diagnosis of Benign and Malignant Thyroid Nodules in F-18 FDG PET/CT: External Validation in the Different Scanner
by Junchae Lee, Jinny Lee and Bong-Il Song
Cancers 2025, 17(2), 331; https://doi.org/10.3390/cancers17020331 - 20 Jan 2025
Viewed by 1084
Abstract
Background/Objectives: Accurate diagnosis is essential to avoid unnecessary procedures for thyroid incidentalomas (TIs). Advances in radiomics and machine learning applied to medical imaging offer promise for assessing thyroid nodules. This study utilized radiomics analysis on F-18 FDG PET/CT to improve preoperative differential diagnosis [...] Read more.
Background/Objectives: Accurate diagnosis is essential to avoid unnecessary procedures for thyroid incidentalomas (TIs). Advances in radiomics and machine learning applied to medical imaging offer promise for assessing thyroid nodules. This study utilized radiomics analysis on F-18 FDG PET/CT to improve preoperative differential diagnosis of TIs. Methods: A total of 152 patient cases were retrospectively analyzed and split into training and validation sets (7:3) using stratification and randomization. Results: The least absolute shrinkage and selection operator (LASSO) algorithm identified nine radiomics features from 960 candidates to construct a radiomics signature predictive of malignancy. Performance of the radiomics score was evaluated using receiver operating characteristic (ROC) analysis and area under the curve (AUC). In the training set, the radiomics score achieved an AUC of 0.794 (95% CI: 0.703–0.885, p < 0.001). Validation was performed on internal and external datasets, yielding AUCs of 0.702 (95% CI: 0.547–0.858, p = 0.011) and 0.668 (95% CI: 0.500–0.838, p = 0.043), respectively. Conclusions: These results demonstrate that the selected nine radiomics features effectively differentiate malignant thyroid nodules. Overall, the radiomics model shows potential as a valuable predictive tool for thyroid cancer in patients with TIs, supporting improved preoperative decision-making. Full article
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13 pages, 1008 KiB  
Article
Unexpected Clinically Relevant Findings Detected via Computed Tomography in Patients with Severe Aortic Stenosis Who Are Candidates for Transcatheter Aortic Valve Replacement
by Nicola Bianchi, Federica Frascaro, Luca Zanarelli, Federico Marchini, Federico Sanguettoli, Sofia Meossi, Matteo Serenelli, Alessandro Leone, Carlo Penzo, Carlo Tumscitz, Gianluca Campo and Rita Pavasini
J. Clin. Med. 2025, 14(2), 467; https://doi.org/10.3390/jcm14020467 - 13 Jan 2025
Cited by 1 | Viewed by 834
Abstract
Background: The detection of unexpected findings (UF) during CT scans of patients undergoing TAVR is frequent; however, it is unclear whether such findings have a clinical impact on the TAVR pathway. Methods: We conducted a retrospective, single-center observational study enrolling patients who were [...] Read more.
Background: The detection of unexpected findings (UF) during CT scans of patients undergoing TAVR is frequent; however, it is unclear whether such findings have a clinical impact on the TAVR pathway. Methods: We conducted a retrospective, single-center observational study enrolling patients who were candidates for TAVR. All enrolled patients underwent a CT scan before valve implantation. The primary outcome of this study was all-cause mortality, while the secondary outcome was to determine whether the diagnosis of clinically relevant UF on CT scans results in a significant delay in the TAVR procedure. Results: A total of 284 patients were enrolled. Clinically relevant UF were identified in 15% of the patients, with the most common types being pulmonary masses or nodules. During the follow-up period, 83 patients (29.2%) died. The prognosis was worsened by chronic kidney disease (HR 1.76, p = 0.03) and left ventricular dilatation (HR 1.74, p = 0.04), while the diagnosis of clinically relevant UF did not impact all-cause mortality (p = 0.38). No statistically significant differences were found in the delay from the diagnosis of severe aortic stenosis to TAVR between patients with and without clinically relevant UF (p = 0.07), although patients with clinically relevant UF experienced a median delay of approximately 37 days in the TAVR procedure. Conclusions: The presence of clinically relevant UF on preoperative CT scans does not affect all-cause mortality but shows a trend toward increasing the time from diagnosis to the procedure in patients with severe aortic stenosis undergoing TAVR. Further studies are required to confirm these findings in larger patient cohorts. Full article
(This article belongs to the Section Cardiovascular Medicine)
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16 pages, 8753 KiB  
Case Report
Ectopic Mediastinal Thyroid: A Crossroad Between a Multi-Layered Endocrine Perspective and a Contemporary Approach in Thoracic Surgery
by Claudiu Nistor, Mihai-Lucian Ciobica, Oana-Claudia Sima, Anca-Pati Cucu, Florina Vasilescu, Lucian-George Eftimie, Dana Terzea, Mihai Costachescu, Adrian Ciuche and Mara Carsote
Life 2024, 14(11), 1374; https://doi.org/10.3390/life14111374 - 25 Oct 2024
Viewed by 1353
Abstract
An ectopic thyroid (ET) involves numerous scenarios of detection and outcomes, while its current management is not standardised. A mediastinal ET (MET) represents a low index of suspicion. In this paper, we introduce a 47-year-old female who was accidentally identified with an MET, [...] Read more.
An ectopic thyroid (ET) involves numerous scenarios of detection and outcomes, while its current management is not standardised. A mediastinal ET (MET) represents a low index of suspicion. In this paper, we introduce a 47-year-old female who was accidentally identified with an MET, and a modern surgical approach was provided. An anterior mediastinal mass of 3.2 cm was found at CT upon a prior COVID-19 infection. Previous to the infection, she experienced non-specific complaints for a few months (intermittent night sweats, facial erythema, chest pressure, and dyspnoea). Also, CT identified a thymus-like mass and a left adrenal incidentaloma of 3 cm. The endocrine panel was normal, and the subject declined further investigations. She was re-admitted 12 months later: the MET had increased +1 cm (+45% volume) and was confirmed at a 99mTc pertechnetate scintigraphy. Noting the symptoms, mediastinal anatomy, and size change, the MET was removed via a minimally invasive trans-cervical approach (eutopic gland preservation) with the help of a Cooper thymectomy retractor (which also allowed for a synchronous thymus mass resection). No post-operatory complications were registered, the thyroid function remained normal, and the mentioned symptoms were remitted. A histological exam confirmed a benign MET and thymus hyperplasia, respectively. To conclude, this case pinpoints important aspects, such as the clinical picture became clear only upon thoracic surgery due to the complete remission of the complaints that initially seemed widely non-specific. The incidental MET finding was associated with a second (adrenal) incidentaloma, a scenario that might not be so rare, following multiple imaging scans amid the COVID-19 era (no common pathogenic traits have been identified so far). The co-presence of a thymus mass represented one more argument for surgery. Minimally invasive cervicotomy associated with eutopic gland conservation and the use of a Cooper thymectomy retractor highlight modern aspects in video-assisted thoracic surgery, which provided an excellent outcome, involving one of the lowest mediastinal thyroids to be removed by this specific procedure. Awareness of such unusual entities helps inform individualised, multidisciplinary decisions for optimum prognoses. Full article
(This article belongs to the Special Issue Recent Advances in Modern Thoracic Surgery)
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11 pages, 1188 KiB  
Article
The Influence of Remnant Cholesterol on Cardiovascular Risk and Mortality in Patients with Non-Functional Adrenal Incidentalomas and Mild Autonomous Cortisol Secretion: A Retrospective Cohort Study
by Fernando Sebastian-Valles, Maria Jesús Fernández-Moreno, Iñigo García-Sanz, Natalia Fernanda Pascual Gómez, Víctor Navas-Moreno, Miguel Antonio Sampedro-Núñez and Monica Marazuela
J. Clin. Med. 2024, 13(19), 5947; https://doi.org/10.3390/jcm13195947 - 6 Oct 2024
Cited by 1 | Viewed by 1647
Abstract
Background: Increased cardiovascular risk has been described in individuals with adrenal incidentalomas. The aim of the present study is to assess the effect of remnant cholesterol (RC) on the cardiovascular risk and mortality of patients with adrenal incidentalomas. Methods: A retrospective [...] Read more.
Background: Increased cardiovascular risk has been described in individuals with adrenal incidentalomas. The aim of the present study is to assess the effect of remnant cholesterol (RC) on the cardiovascular risk and mortality of patients with adrenal incidentalomas. Methods: A retrospective cohort study was conducted with patients with adrenal incidentalomas between 2001 and 2024. One hundred thirty-seven patients (mean age of 61.2 ± 11.5 years; 56.6% women) with non-functioning adrenal incidentalomas and with mild autonomous cortisol secretion (MACS) (cortisol post-dexamethasone suppression test ≥1.8 µg/mL) were included. The patients were divided into two groups using 30 mg/dL as the cut-off for RC. Logistic regression models were used to study the impact of RC on major adverse cardiovascular events and mortality (MACEs). Results: Patients with RC ≥ 30 mg/dL exhibited a higher prevalence of type 2 diabetes mellitus (T2D) (p < 0.001), lower HDL-C (p < 0.001) and LDL-C (p = 0.025) levels, a higher frequency of treatment with statins (p = 0.032), and a higher rate of non-fatal major cardiovascular events (p = 0.038) and MACEs (p = 0.038). Patients with MACS showed no differences in RC or complications during the follow-up. The relative risk of high RC was 2.65 (1.04–6.77) for cardiovascular events and 2.27 (1.05–4.92) for MACEs, with p < 0.05 in both cases. The only variables independently affecting MACEs were age ([odds ratio] OR = 1.13 [p = 0.004]), female sex (OR = 0.20; p = 0.016), LDL-C (OR = 1.02; p = 0.029), and RC (OR = 1.06; p = 0.014). T2D and HDL-C were not independently associated with MACEs. Conclusions: RC ≥30 mg/dL in patients with adrenal incidentalomas was associated with a higher prevalence of T2D, lower HDL-C levels, and a higher risk of MACEs. MACS was not associated with RC or MACEs during the follow-up. Full article
(This article belongs to the Section Endocrinology & Metabolism)
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15 pages, 2026 KiB  
Article
A Real-World Longitudinal Study in Non-Functioning Pituitary Incidentalomas: A PRECES Micro-Adenomas Sub-Analysis
by Mihai Costachescu, Claudiu Nistor, Ana Valea, Oana-Claudia Sima, Adrian Ciuche, Mihaela Stanciu, Mara Carsote and Mihai-Lucian Ciobica
Diseases 2024, 12(10), 240; https://doi.org/10.3390/diseases12100240 - 2 Oct 2024
Viewed by 1247
Abstract
Background. Incidentalomas have an increasing incidence all over the world due to a larger access to imaging assessments, and endocrine incidentalomas make no exception in this matter, including pituitary incidentalomas (PIs). Objective. Our objective was to analyse the dynamic changes amid a second [...] Read more.
Background. Incidentalomas have an increasing incidence all over the world due to a larger access to imaging assessments, and endocrine incidentalomas make no exception in this matter, including pituitary incidentalomas (PIs). Objective. Our objective was to analyse the dynamic changes amid a second computed tomography (CT) scan after adult patients were initially confirmed with a PI (non-functioning micro-adenoma). Methods. This was a multi-centric, longitudinal, retrospective study in adults (aged between 20 and 70 y) amid real-world data collection. We excluded patients who experienced baseline pituitary hormonal excess or deficiency or those with tumours larger than 1 cm. Results. A total of 117 adults were included (94.02% females) with a mean age of 43.86 ± 11.99 years, followed between 6 and 156 months with a median (M) of 40 months (Q1 Q3: 13.50, 72.00). At the time of PI diagnosis, the transverse diameter had a mean value of 0.53 ± 0.16 cm, the longitudinal mean diameter was 0.41 ± 0.13 cm, and the largest diameter was 0.55 ± 0.16 cm. No PI became functioning during follow-up, neither associated hypopituitarism nor increased >1 cm diameter. A total of 46/117 (39.32%) patients had a larger diameter during follow-up (increase group = IG) versus a non-increase group (non-IG; N = 71, 60.68%) that included the subjects with stationary or decreased diameters. IG had lower initial transverse, longitudinal, and largest diameter versus non-IG: 0.45 ± 0.12 versus 0.57 ± 0.17 (p < 0.0001), 0.36 ± 0.11 versus 0.43 ± 0.13 (p = 0.004), respectively, 0.46 ± 0.12 versus 0.6 ± 0.16 (p < 0.0001). IG versus non-IG had a larger period of surveillance: M (Q1, Q3) of 48 (24, 84) versus 32.5 (12, 72) months (p = 0.045) and showed similar age, pituitary hormone profile, and tumour lateralisation at baseline and displayed a median diameter change of +0.14 cm versus −0.03 cm (p < 0.0001). To conclude, a rather high percent of patients might experience PI diameter increase during a longer period of follow-up, including those with a smaller initial size, while the age at diagnosis does not predict the tumour growth. This might help practitioners with further long-term surveillance protocols. Full article
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