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1.
Sci Rep ; 11(1): 13526, 2021 06 29.
Article in English | MEDLINE | ID: mdl-34188146

ABSTRACT

Tumor spread through air spaces (STAS) in non-small-cell lung cancer (NSCLC) is known to influence a poor patient outcome, even in patients presenting with early-stage disease. However, the pre-operative diagnosis of STAS remains challenging. With the progress of radiomics-based analyses several attempts have been made to predict STAS based on radiological findings. In the present study, patients with NSCLC which is located peripherally and tumors ≤ 2 cm in size on computed tomography (CT) that were potential candidates for sublobar resection were enrolled in this study. The radiologic features of the targeted tumors on thin-section CT were extracted using the PyRadiomics v3.0 software package, and a predictive model for STAS was built using the t-test and XGBoost. Thirty-five out of 226 patients had a STAS histology. The predictive model of STAS indicated an area under the receiver-operator characteristic curve (AUC) of 0.77. There was no significant difference in the overall survival (OS) for lobectomy between the predicted-STAS (+) and (-) groups (p = 0.19), but an unfavorable OS for sublobar resection was indicated in the predicted-STAS (+) group (p < 0.01). These results suggest that radiomics with machine-learning helped to develop a favorable model of STAS (+) NSCLC, which might be useful for the proper selection of candidates who should undergo sublobar resection.


Subject(s)
Carcinoma, Non-Small-Cell Lung/diagnostic imaging , Lung Neoplasms/diagnostic imaging , Tomography, X-Ray Computed , Adult , Aged , Aged, 80 and over , Carcinoma, Non-Small-Cell Lung/surgery , Female , Humans , Lung Neoplasms/surgery , Male , Middle Aged , Neoplasm Invasiveness , Neoplasm Staging
2.
Surg Today ; 41(7): 989-91, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21748618

ABSTRACT

We report a case of schwannoma arising from the 9th intercostal nerve, which caused a bloodstained pleural effusion. The patient, a 37-year-old woman, presented with left-sided back pain. A chest X-ray showed left pleural effusion, which was subsequently found to be bloodstained but without malignant cells. Chest magnetic resonance imaging showed a 76-mm tumor arising from the 9th intercostal nerve. The tumor and intercostal nerve were successfully resected. Histological examination revealed that the tumor comprised spindle cells with both Antoni types A and B patterns. There were necrotic changes and cystic degeneration, but no atypical or mitotic cells. Based on these findings, benign schwannoma was diagnosed. Schwannoma is rarely accompanied by bloody pleural effusion, which we assume was caused by partial tumor rupture. Magnetic resonance imaging proved very useful in localizing and characterizing the tumor in this case.


Subject(s)
Hemothorax , Intercostal Nerves/surgery , Neoplasms/pathology , Neurilemmoma/surgery , Pleural Effusion/etiology , Adult , Female , Humans , Intercostal Nerves/pathology , Magnetic Resonance Imaging , Neurilemmoma/pathology , Pleural Effusion/diagnostic imaging , Radiography
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