Effective Invasiveness Recognition of Imbalanced Data by Semi-Automated Segmentations of Lung Nodules.

Over the past few decades, recognition of early lung cancers was researched for effective treatments. In early lung cancers, the invasiveness is an important factor for expected survival rates. Hence, how to effectively identify the invasiveness by computed tomography (CT) images became a hot topic in the field of biomedical science. Although a number of previous works were shown to be effective on this topic, there remain some problems unsettled still. First, it needs a large amount of marked data for a better prediction, but the manual cost is high. Second, the accuracy is always limited in imbalance data. To alleviate these problems, in this paper, we propose an effective CT invasiveness recognizer by semi-automated segmentation. In terms of semi-automated segmentation, it is easy for doctors to mark the nodules. Just based on one clicked pixel, a nodule object in a CT image can be marked by fusing two proposed segmentation methods, including thresholding-based morphology and deep learning-based mask region-based convolutional neural network (Mask-RCNN). For thresholding-based morphology, an initial segmentation is derived by adaptive pixel connections. Then, a mathematical morphology is performed to achieve a better segmentation. For deep learning-based mask-RCNN, the anchor is fixed by the clicked pixel to reduce the computational complexity. To incorporate advantages of both, the segmentation is switched between these two sub-methods. After segmenting the nodules, a boosting ensemble classification model with feature selection is executed to identify the invasiveness by equalized down-sampling. The extensive experimental results on a real dataset reveal that the proposed segmentation method performs better than the traditional segmentation ones, which can reach an average dice improvement of 392.3%. Additionally, the proposed ensemble classification model infers better performances than the compared method, which can reach an area under curve (AUC) improvement of 5.3% and a specificity improvement of 14.3%. Moreover, in comparison with the models with imbalance data, the improvements of AUC and specificity can reach 10.4% and 33.3%, respectively.

Transarterial Chemoembolization Using 100-µm Drug-Eluting Microspheres in Patients with Hepatocellular Carcinoma: A Prospective Study and Midterm Follow-up.

PURPOSE: The purpose of this study was to assess the safety and efficacy of drug-eluting embolic (DEE) transarterial chemoembolization for hepatocellular carcinoma (HCC) in patients who are ineligible for curative treatment, using doxorubicin-loaded Tandem (Varian Medical) microspheres. MATERIALS AND METHODS: Between October 2015 and December 2017, 98 patients with unresectable HCC (69 males, 29 females; mean age, 60.5 ± 10.0 years of age; and American Joint Committee on Cancer [AJCC] stage ≦T3a) treated with DEE transarterial chemoembolization using 100-µm doxorubicin-loaded microspheres were enrolled prospectively. All studies were reviewed and approved by the Institutional Review Board of Chang Gung Memorial Hospital. Dynamic contrast-enhanced computed tomography or magnetic resonance imaging 1 month after treatment was used for tumor response assessment according to the modified Response Evaluation Criteria in Solid Tumors (mRECIST). Outcomes included overall survival (OS), progression-free survival (PFS), and downstaging profile. RESULTS: Median follow-up was 21.2 months. At follow-up examinations at 0.5-, 1-, 1.5- and 2.5-year follow-up, OS rates were 93.8%, 89.5%, 79.4%, and 77.0%, respectively. Complete response (CR), partial response, stable disease, and progressive disease were noted in 50 (51.0%), 23 (23.5%), 18 (18.4%), and 7 (7.1%) patients, respectively, with 93.9% disease control rate and 74.5% objective response rate. Mean OS was 28.7 months, and mean PFS was 19.6 months. Number of nodules >3, bilobar disease, larger tumor, and higher AJCC stage correlated with worse CR. No serious adverse events occurred after DEE transarterial chemoembolization. Successful downstage rate was 73.3% (22 of 30) and number of nodules predicting successful downstaging was 7 nodules (cutoff). CONCLUSIONS: Tandem DEE transarterial chemoembolization provides safe and effective treatment for HCC and a bridge or downstage therapy for liver transplantation.

Planned conservative management of placenta increta and percreta with prophylactic transcatheter arterial embolization and leaving placenta in situ for women who desire fertility preservation.

INTRODUCTION: The objective of our study was to demonstrate planned conservative management of placenta increta and percreta in a single tertiary center. METHODS: From April 2005 to July 2019, patients with placenta increta and percreta were managed conservatively at the Kaohsiung Chang Gung Memorial Hospital in Taiwan. The severity of placenta invasion was diagnosed by magnetic resonance imaging (MRI). After delivery of the neonate, prophylactic transcatheter arterial embolization (TAE) was performed immediately. The placenta was left in situ and prophylactic antibiotics were administered during hospitalization. The patient profiles, outcomes, and complications were retrospectively reviewed. RESULTS: Based on the MRI findings, twenty-one patients with placenta increta or percreta were included. With prophylactic TAE, the mean surgical blood loss was 854.7 ± 478.2 mL. The mean natural resorption time of residual placenta was 4.69 ± 1.65 months. Regarding maternal complications, 4 patients (19%) had delayed postpartum hemorrhage (PPH), 12 patients (57.1%) developed postpartum infections, 3 patients (14.3%) progressed to sepsis, 4 patients (19%) underwent surgical evacuation, and 4 patients (19%) underwent hysterectomy. No maternal mortality was reported. Main neonatal complications were prematurity and respiratory distress. Regarding fertility, 16 (76.1%) patients had return of menstruation, and one (4.7%) had a subsequent pregnancy resulting in a live birth. DISCUSSION: Planned conservative management with prophylactic TAE and leaving placenta in situ is feasible and safe for women with placenta increta or percreta who desire fertility preservation. Delayed PPH and postpartum infection are common complications after conservative treatment.

Quantification of Functional MR Predicts Early Response in Post-doxorubicin Drug-Eluting Beads Chemoembolization for Hepatocellular Carcinoma.

BACKGROUND: The purpose of this study was to assess the value of functional MRI (fMRI) of post-doxorubicin drug-eluting beads transcatheter arterial chemoembolization (DEB-TACE) for hepatocellular carcinoma (HCC) as an early imaging biomarker of response to therapy. METHODS: This prospective analysis included 21 consecutive patients undergoing fMRI before and after DEB-TACE at a single medical center from January 2013 to December 2014. Functional MRI, including relative changes in apparent diffusion coefficient (ADC) and choline levels measured at hydrogen-1 magnetic resonance spectroscopy (MRS) of treated lesions, was recorded at baseline before DEB-TACE, and at 1, 2, and 4 weeks after DEB-TACE therapy. Assessment of tumor response was based on dynamic contrast-enhanced computer tomography imaging response according to modified response evaluation criteria in solid tumors. RESULTS: At post-therapy, 76% (n = 16) of patients demonstrated objective tumor response, 10% (n = 2) had stable disease, and 3 (14%) had progressive disease. Stable disease and progressive disease were designated as non-response. At week 2, the mean change in ADC value of responsive tumors was 0.35 ± 0.24 mm2/s, which was greater than that of non-response tumors (mean 0.01 ± 0.13 × 10-3 mm2/s) (P = 0.006). Significant differences were found in mean choline/water ratio between responsive (7.8 ± 4.9 × 10-3) and non-responsive (17.2 ± 4.9 × 10-3) tumors (P = 0.005). Composite scores of choline/water ratio and relative change of ADC showed significantly better diagnostic accuracy in non-responsive tumors than responsive tumors (area under the curve = 1.0; P < 0.001). CONCLUSIONS: Combined DWI and MRS may be used as an early imaging biomarker of therapy response in HCC patients after chemoembolization therapy.