A fundamental study assessing the generalized fitting method in conjunction with every possible coalition of N-combinations (G-EPOC) using the appendicitis detection task of computed tomography

Purpose: Increased use of deep learning (DL) in medical imaging diagnoses has led to more frequent use of 10-fold cross-validation (10-CV) for the evaluation of the performance of DL. To eliminate some of the (10-fold) repetitive processing in 10-CV, we proposed a "generalized fitting method in conjunction with every possible coalition of N-combinations (G-EPOC)", to estimate the range of the mean accuracy of 10-CV using less than 10 results of 10-CV. Material and methods: G-EPOC was executed as follows. We first provided (2N-1) coalition subsets using a specified N, which was 9 or less, out of 10 result datasets of 10-CV. We then obtained the estimation range of the accuracy by applying those subsets to the distribution fitting twice using a combination of normal, binominal, or Poisson distributions. Using datasets of 10-CVs acquired from the practical detection task of the appendicitis on CT by DL, we scored the estimation success rates if the range provided by G-EPOC included the true accuracy. Results: G-EPOC successfully estimated the range of the mean accuracy by 10-CV at over 95% rates for datasets with N assigned as 2 to 9. Conclusions: G-EPOC will help lessen the consumption of time and computer resources in the development of computer-based diagnoses in medical imaging and could become an option for the selection of a reasonable K value in K-CV

Supraglottic NUT Carcinoma: A Case Report and Literature Review

Nuclear protein of the testis (NUT) carcinoma is a very rare cancer that occurs in relatively young patients. In this study, we experienced a case of laryngeal NUT carcinoma that followed a rapid course. A 22-year-old woman was diagnosed with supraglottic squamous cell carcinoma, cT3N2bM0. She underwent chemoradiotherapy (CRT) (total dose, 70 Gy; 2 Gy × 35 Fr; 80 mg/m2 every 3 weeks with CDDP) as a curative treatment and achieved a complete response. However, 3 weeks after the completion of CRT, she presented to the outpatient clinic complaining of abdominal pain. Magnetic resonance imaging revealed a huge neoplastic lesion in the right ovary. Abdominal right adnexal resection plus partial retreatment was performed. The pathology of ovarian tumor was poorly differentiated squamous cell carcinoma, and NUT protein was positive. The laryngeal carcinoma was also positive for NUT protein; therefore, we diagnosed ovarian tumor is metastasis from supraglottic carcinoma. Peritoneal dissemination was observed in the early postoperative period. She was refractory to subsequent chemotherapy and had a rapid progression. Subsequently, CT showed further thickening of the peritoneum, increased ascites, and increased metastases. She died 32 weeks after initial diagnosis and 14 weeks after abdominal surgery. NUT carcinoma is difficult to diagnose without suspicion. Therefore, the possibility of NUT carcinoma should be considered in young patients with laryngeal carcinoma

Increase in Chymase-Positive Mast Cells in Recurrent Pleomorphic Adenoma and Carcinoma Ex Pleomorphic Adenoma of the Parotid Gland

Incomplete excision of pleomorphic adenoma (PA) may result in recurrent pleomorphic adenoma (RPA). Furthermore, long-term neglected PA may become carcinoma ex pleomorphic adenoma (CXPA). In the present study, the relationships between mast cell-derived chymase and these tumors were examined. The tumor tissues of PA consisted of either or both glandular and fibrotic structures. Histological features of RPA were almost similar to those of PA, except that they showed multinodular structures. CXPA is composed of a mixture of PA and carcinoma. The main stromal cells in PA were myofibroblasts, whereas fibroblasts constituted the main cellular portion in the stromal tissue of RPA. Cancer-associated fibroblasts (CAFs) were present abundantly in CXPA. With increased VEGF expression, neovascularization tended to increase in RPA or CXPA. Compared with PA, chymase-positive mast cells, as well as chymase gene expression, were increased in the tumor tissues from patients with RPA or CXPA. SCF, TGFβ1, and PCNA-positive staining was widely observed in these tumor tissues. The above results suggest that mast cell-derived chymase through its direct or cooperative effects with other mediators may participate in the pathophysiology of RPA and CXPA

Retrospective study of predictive factors for postoperative complications of hepatectomies lasting 12 or more hours

OBJECTIVES: Hepatectomy is used to treat several liver diseases, although perioperative mortality and postoperative complication rates remain high. Given the lack of relevant studies to date, the present study aimed to investigate potential predictive factors for postoperative complications in patients undergoing hepatectomies lasting 12 or more hours (termed “extremely long hepatectomies”). METHODS: Adult patients undergoing treatment in the intensive care unit (ICU) after extremely long hepatectomies at Fujita Health University Hospital between 2014 and 2017 were enrolled in the study. Postoperative complications were classified as “major complications” and “non-major complications” according to the Clavien–Dindo Classification grading system. We also divided our study population into “simple hepatectomy” and “non-simple hepatectomy” subgroups for further analysis. Statistical analyses were performed using the Mann–Whitney U test, chi-squared test, and multiple logistic regression analysis. RESULTS: In total, 114 patients (Major Complications Group, n=44; Non-Major Complications Group, n=70) were enrolled. In the Simple Hepatectomy Group, there were no significant variables. In the Non-Simple Hepatectomy Group, female sex (odds ratio [OR], 13.4; 95% confidence interval [CI], 1.00–1.81×10(2); p=0.04) and lactate levels at ICU admission (OR, 1.6; 95% CI, 0.99–2.59; p=0.05) were independent factors associated with major postoperative complications. CONCLUSIONS: In the Simple Hepatectomy Group, there were no significant variables. In the Non-Simple Hepatectomy Group, female sex and lactate levels at ICU admission of patients who underwent extremely long hepatectomies may be independent factors associated with major postoperative complications