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1.
Fam Cancer ; 2024 May 11.
Article in English | MEDLINE | ID: mdl-38733420

ABSTRACT

A 73-year-old Japanese man with a history of distal biliary cancer treated by pancreatoduodenectomy developed pancreatic acinar cell carcinoma (PACC) treated by remnant pancreatectomy and adjuvant chemotherapy. Thirteen months after surgery, multiple liver metastases developed and FOLFOX chemotherapy was initiated. Based on the PACC diagnosis and a positive family history for breast and ovarian cancer genetic testing was performed which revealed a pathogenic germline BRCA2 variant (c.8629G > T, p.Glu2877Ter). Olaparib therapy was initiated and the metastases responded well (partial response). PACC is a BRCA2-associated cancer which may respond well to PARP inhibitors.

2.
Endosc Int Open ; 12(4): E561-E567, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38628392

ABSTRACT

Background and study aims Endoscopic transpapillary biliary forceps biopsy (TBFB) is a common method for obtaining specimens from biliary lesions. Its diagnostic yield is unsatisfactory; to overcome this disadvantage, a dedicated sheath has been developed. This study aimed to evaluate the outcomes of conventional TBFB and TBFB with a novel sheath device. Patients and methods Consecutive patients who underwent TBFB between January 2020 and December 2021 were retrospectively evaluated. The rate of obtaining adequate samples, failed attempts at forceps insertion into the bile duct, and sensitivity were compared between the two groups. Results Ninety-two patients who underwent 115 endoscopic retrograde cholangiopancreatographies (76 in the conventional group vs. 39 in the dedicated sheath group) were included. The rates of obtaining adequate samples, failed attempts of the forceps into the bile duct, and sensitivity were 72.4% vs. 89.7% ( P = 0.03), 28.3% vs. 0% ( P < 0.01), and 66.7% vs. 88.9% ( P = 0.02), respectively. Conclusions TBFB with the novel sheath device contributed to improved sensitivity for diagnosis of biliary stricture without insertion of forceps outside the bile duct.

3.
Article in English | MEDLINE | ID: mdl-38646886

ABSTRACT

BACKGROUND AND AIM: Tip-in endoscopic mucosal resection (EMR) has a high en bloc resection rate for large colorectal neoplasms. However, non-experts' performance in Tip-in EMR has not been investigated. We investigated whether Tip-in EMR can be achieved effectively and safely even by non-experts. METHODS: This retrospective study included consecutive patients who underwent Tip-in EMR for 15-25 mm colorectal nonpedunculated neoplasms at a Japanese tertiary cancer center between January 2014 and December 2020. Baseline characteristics, treatment outcomes, learning curve of non-experts, and risk factors of failing self-achieved en bloc resection were analyzed. RESULTS: A total of 597 lesions were analyzed (438 by experts and 159 by non-experts). The self-achieved en bloc resection (69.8% vs 88.6%, P < 0.001) and self-achieved R0 resection (58.3% vs 76.5%, P < 0.001) rates were significantly lower in non-experts with <10 cases of experience than in experts, but not in non-experts with >10 cases. Adverse event (P = 0.165) and local recurrence (P = 0.892) rates were not significantly different between experts and non-experts. Risk factors of failing self-achieved en bloc resection were non-polypoid morphology (OR 3.4, 95% CI 1.6-7.3, P = 0.001), lesions with an underlying semilunar fold (OR 3.6, 95% CI 1.6-7.3, P < 0.001), positive non-lifting sign (OR 3.1, 95% CI 1.2-8.0, P = 0.023), and non-experts with an experience of ≤10 cases (OR 3.6, 95% CI 2.1-6.3, P < 0.001). CONCLUSION: The clinical outcomes of Tip-in EMR for 15-25 mm lesions performed by non-experts were favorable.

4.
Sci Rep ; 14(1): 8334, 2024 04 09.
Article in English | MEDLINE | ID: mdl-38594295

ABSTRACT

Fluorine-18-fluorodeoxyglucose (18F-FDG) positron emission tomography (PET)/computed tomography (CT) is widely used for the detection, diagnosis, and clinical decision-making in oncological diseases. However, in daily medical practice, it is often difficult to make clinical decisions because of physiological FDG uptake or cancers with poor FDG uptake. False negative clinical diagnoses of malignant lesions are critical issues that require attention. In this study, Vision Transformer (ViT) was used to automatically classify 18F-FDG PET/CT slices as benign or malignant. This retrospective study included 18F-FDG PET/CT data of 207 (143 malignant and 64 benign) patients from a medical institute to train and test our models. The ViT model achieved an area under the receiver operating characteristic curve (AUC) of 0.90 [95% CI 0.89, 0.91], which was superior to the baseline Convolutional Neural Network (CNN) models (EfficientNet, 0.87 [95% CI 0.86, 0.88], P < 0.001; DenseNet, 0.87 [95% CI 0.86, 0.88], P < 0.001). Even when FDG uptake was low, ViT produced an AUC of 0.81 [95% CI 0.77, 0.85], which was higher than that of the CNN (DenseNet, 0.65 [95% CI 0.59, 0.70], P < 0.001). We demonstrated the clinical value of ViT by showing its sensitive analysis of easy-to-miss cases of oncological diseases.


Subject(s)
Fluorodeoxyglucose F18 , Positron Emission Tomography Computed Tomography , Humans , Positron Emission Tomography Computed Tomography/methods , Radiopharmaceuticals , Retrospective Studies , Positron-Emission Tomography/methods
5.
Dig Endosc ; 2024 Apr 17.
Article in English | MEDLINE | ID: mdl-38629308

ABSTRACT

The purpose of preoperative biliary drainage (PBD) is to reduce complications during the perioperative period. The extrahepatic bile duct comprises distal and hilar bile ducts and assessing the need for PBD must be considered separately for each duct, as surgical procedures and morbidities vary. The representative disease-causing distal bile duct obstruction is pancreatic cancer. A randomized controlled trial has revealed that PBD carries the risk of recurrent cholangitis and pancreatitis before surgery, thus eliminating the need for PBD when early surgery is feasible. However, neoadjuvant therapy has seen a rise in recent years, resulting in longer preoperative waiting periods and an increased demand for PBD. In such cases, metal stents are preferable to plastic stents due to their lower stent occlusion rates. When endoscopic transpapillary biliary drainage (EBD) is not viable, endoscopic ultrasound-guided biliary drainage may be a suitable substitute. In the hilar bile duct, the representative disease-causing obstruction is hilar cholangiocarcinoma. PBD's necessity has long been a subject of contention. In spite of earlier criticisms of routine PBD, recent views have emerged recommending PBD, particularly when major hepatectomy is required, to prevent postoperative liver failure. Given the risk of tumor seeding associated with percutaneous transhepatic biliary drainage, EBD is preferable. Nevertheless, as its shortcomings involve recurrent cholangitis until surgery due to stent or tube obstruction, it is necessary to seek out novel approaches to circumvent complications. In this review we summarize the current evidence for PBD in patients with distal and hilar biliary obstruction.

7.
Jpn J Radiol ; 2024 Mar 29.
Article in English | MEDLINE | ID: mdl-38551771

ABSTRACT

PURPOSE: To propose a five-point scale for radiology report importance called Report Importance Category (RIC) and to compare the performance of natural language processing (NLP) algorithms in assessing RIC using head computed tomography (CT) reports written in Japanese. MATERIALS AND METHODS: 3728 Japanese head CT reports performed at Osaka University Hospital in 2020 were included. RIC (category 0: no findings, category 1: minor findings, category 2: routine follow-up, category 3: careful follow-up, and category 4: examination or therapy) was established based not only on patient severity but also on the novelty of the information. The manual assessment of RIC for the reports was performed under the consensus of two out of four neuroradiologists. The performance of four NLP models for classifying RIC was compared using fivefold cross-validation: logistic regression, bidirectional long-short-term memory (BiLSTM), general bidirectional encoder representations of transformers (general BERT), and domain-specific BERT (BERT for medical domain). RESULTS: The proportion of each RIC in the whole data set was 15.0%, 26.7%, 44.2%, 7.7%, and 6.4%, respectively. Domain-specific BERT showed the highest accuracy (0.8434 ± 0.0063) in assessing RIC and significantly higher AUC in categories 1 (0.9813 ± 0.0011), 2 (0.9492 ± 0.0045), 3 (0.9637 ± 0.0050), and 4 (0.9548 ± 0.0074) than the other models (p < .05). Analysis using layer-integrated gradients showed that the domain-specific BERT model could detect important words, such as disease names in reports. CONCLUSIONS: Domain-specific BERT has superiority over the other models in assessing our newly proposed criteria called RIC of head CT radiology reports. The accumulation of similar and further studies of has a potential to contribute to medical safety by preventing missed important findings by clinicians.

8.
Comput Biol Med ; 172: 108197, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38452472

ABSTRACT

BACKGROUND: Health-related patient-reported outcomes (HR-PROs) are crucial for assessing the quality of life among individuals experiencing low back pain. However, manual data entry from paper forms, while convenient for patients, imposes a considerable tallying burden on collectors. In this study, we developed a deep learning (DL) model capable of automatically reading these paper forms. METHODS: We employed the Japanese Orthopaedic Association Back Pain Evaluation Questionnaire, a globally recognized assessment tool for low back pain. The questionnaire comprised 25 low back pain-related multiple-choice questions and three pain-related visual analog scales (VASs). We collected 1305 forms from an academic medical center as the training set, and 483 forms from a community medical center as the test set. The performance of our DL model for multiple-choice questions was evaluated using accuracy as a categorical classification task. The performance for VASs was evaluated using the correlation coefficient and absolute error as regression tasks. RESULT: In external validation, the mean accuracy of the categorical questions was 0.997. When outputs for categorical questions with low probability (threshold: 0.9996) were excluded, the accuracy reached 1.000 for the remaining 65 % of questions. Regarding the VASs, the average of the correlation coefficients was 0.989, with the mean absolute error being 0.25. CONCLUSION: Our DL model demonstrated remarkable accuracy and correlation coefficients when automatic reading paper-based HR-PROs during external validation.


Subject(s)
Deep Learning , Low Back Pain , Orthopedics , Humans , Low Back Pain/diagnosis , Low Back Pain/therapy , Quality of Life , Japan , Back Pain , Surveys and Questionnaires
9.
In Vivo ; 38(2): 944-948, 2024.
Article in English | MEDLINE | ID: mdl-38418122

ABSTRACT

BACKGROUND/AIM: Transient pain enhancement or flare pain, is observed following the administration of immune checkpoint inhibitors (ICIs). However, the detailed mechanism of this phenomenon remains unclear. In this report, we present our experience of documenting the course of flare pain following ICI administration in six cases. PATIENTS AND METHODS: Six patients with advanced solid tumors received ICI monotherapy between July 2017 and November 2019. Their pain increased within hours of ICI administration despite being stable before ICI administration. We evaluated the changes in the numerical rating scale (NRS) score over 72 h after ICI administration. RESULTS: Four non-small cell lung cancer patients, one gastric cancer patient, and one renal cell cancer patient were included. Four patients experienced an increase in NRS, as evidenced by scores on two or more scales compared to the day before administration, whereas two patients showed an increase only on one scale. The NRS score decreased to almost the same level as that on the day before administration. Flare pain is observed in the same area as the primary site. Most of the pain was alleviated without the need for rescue analgesics, although one patient experienced a 4-point increase in the NRS scale. CONCLUSION: Flare pain may occur following ICI administration. Healthcare providers should be aware of these events and provide patients with suitable information and coping techniques.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Kidney Neoplasms , Lung Neoplasms , Humans , Immune Checkpoint Inhibitors/adverse effects , Carcinoma, Non-Small-Cell Lung/drug therapy , Lung Neoplasms/drug therapy , Pain/chemically induced , Pain/diagnosis , Pain/drug therapy , Retrospective Studies
10.
Gastrointest Endosc ; 2024 Feb 19.
Article in English | MEDLINE | ID: mdl-38382887

ABSTRACT

BACKGROUND AND AIMS: Endoscopic ultrasound-guided hepaticogastrostomy (EUS-HGS) is a rescue procedure when endoscopic retrograde cholangiopancreatography fails. Peritonitis and recurrent biliary obstruction (RBO) are adverse events (AEs) associated with EUS-HGS. Antegrade stenting across a malignant distal biliary obstruction (MDBO) followed by EUS-HGS (EUS-HGAS) creates two biliary drainage routes, potentially reducing peritonitis and prolonging time to RBO (TRBO). We compared the outcomes of the two techniques. METHODS: Data of consecutive patients with MDBO who underwent attempted EUS-HGS or EUS-HGAS across five institutions from January 2014 to December 2020 were retrospectively analyzed. A matched cohort of the patients was obtained using one-to-one propensity score matching. The primary outcome was TRBO, and secondary outcomes included AEs except for RBO and overall survival (OS). RESULTS: Among 360 patients, 283 (176 and 107 in the HGS and HGAS groups, respectively) were eligible. The matched cohorts included 81 patients in each group. AEs developed in 10 (12.3%) and 15 (18.5%) patients (p=0.38) in the HGS and HGAS groups, respectively. RBO occurred in 18 and 2 patients in the HGS and HGAS groups, respectively (p<0.001). TRBO was significantly longer in the HGAS group (median 194 vs. 716 days; hazard ratio [HR]=0.050, 95% confidence interval [CI]=0.0066-0.37, p<0.01). However, there was no significant difference in OS between the groups (median 97 vs. 112 days; HR=0.97, 95% CI=0.66-1.4, p=0.88). CONCLUSIONS: EUS-HGAS extended TRBO compared with EUS-HGS, while AEs, except for RBO and OS, did not differ. The longer TRBO of EUS-HGAS could benefit patients with longer life expectancy.

11.
J Pain Palliat Care Pharmacother ; 38(1): 3-12, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38227839

ABSTRACT

Polypharmacy is becoming increasingly troublesome in the treatment of cancer. The aim of this study was to explore the effects of concomitant polypharmacy comprising drugs that inhibit CYP3A4 and/or CYP2D6 on the oxycodone tolerability in patients with cancer. We conducted a multicenter retrospective study encompassing 20 hospitals. The data used for the study were obtained during the first 2 wk of oxycodone administration. The incidence of oxycodone discontinuation or dose reductions due to side effects and oxycodone-induced nausea and vomiting (OINV) were compared between patients not treated with either inhibitor and those treated with concomitant CYP3A4 or CYP2D6 inhibitors. The incidence of oxycodone discontinuation or dose reductions in patients treated with ≥3 concomitant CYP2D6 inhibitors (18.2%) tended to be higher than that in patients without this treatment (8.2%; p = 0.09). Moreover, the incidence of OINV in patients treated with 2 concomitant CYP3A4 inhibitors (29.8%) was significantly higher than that in patients without this treatment (15.5%; p = 0.049). Multivariate analysis showed that more than two concomitant CYP3A4 inhibitors and no concomitant use of naldemedine were independent risk factors for OINV. Concomitant polypharmacy involving CYP3A4 inhibitors increases the risk of OINV. Therefore, medications concomitantly used with oxycodone should be optimized.


Subject(s)
Cytochrome P-450 CYP2D6 Inhibitors , Polypharmacy , Humans , Cytochrome P-450 CYP3A , Cytochrome P-450 CYP3A Inhibitors , Oxycodone/adverse effects , Retrospective Studies , Nausea , Vomiting
12.
Surg Laparosc Endosc Percutan Tech ; 34(2): 171-177, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38260964

ABSTRACT

OBJECTIVE: To investigate the influence of endoscopic gallbladder stenting (EGBS) on subsequent cholecystectomy. We retrospectively compared the surgical outcomes of EGBS, followed by elective cholecystectomy with those of immediate cholecystectomy (IC). PATIENTS AND METHODS: A total of 503 patients were included in this study. Patients who underwent EGBS as initial treatment for acute cholecystitis, followed by elective cholecystectomy, were included in the EGBS group and patients who underwent IC during hospitalization were included in the IC group. Propensity score matching analysis was used to compare the surgical outcomes. In addition, the factors that increased the amount of bleeding were examined by multivariate analysis after matching. RESULTS: Fifty-seven matched pairs were obtained after propensity matching the EGBS group and the IC group. The rate of laparoscopic cholecystectomy in the EGBS versus IC groups was 91.2% versus 49.1% ( P < 0.001). The amount of bleeding was 5 mL in the EGBS versus 188 mL in the IC group ( P < 0.001). In the EGBS and IC groups, multivariate analysis of factors associated with more blood loss revealed IC (odds ratio: 4.76, 95% CI: 1.25-20.76, P = 0.022) as an independent risk factor. CONCLUSION: EGBS as the initial treatment for acute cholecystitis and subsequent elective cholecystectomy after the inflammation has disappeared can be performed in minimally invasive procedures and safely.


Subject(s)
Cholecystectomy, Laparoscopic , Cholecystitis, Acute , Humans , Gallbladder/surgery , Propensity Score , Retrospective Studies , Cholecystectomy/methods , Cholecystitis, Acute/surgery , Cholecystectomy, Laparoscopic/adverse effects , Cholecystectomy, Laparoscopic/methods
13.
J Gastroenterol Hepatol ; 39(5): 927-934, 2024 May.
Article in English | MEDLINE | ID: mdl-38273460

ABSTRACT

BACKGROUND AND AIM: Computer-aided detection (CADe) systems can efficiently detect polyps during colonoscopy. However, false-positive (FP) activation is a major limitation of CADe. We aimed to compare the rate and causes of FP using CADe before and after an update designed to reduce FP. METHODS: We analyzed CADe-assisted colonoscopy videos recorded between July 2022 and October 2022. The number and causes of FPs and excessive time spent by the endoscopist on FP (ET) were compared pre- and post-update using 1:1 propensity score matching. RESULTS: During the study period, 191 colonoscopy videos (94 and 97 in the pre- and post-update groups, respectively) were recorded. Propensity score matching resulted in 146 videos (73 in each group). The mean number of FPs and median ET per colonoscopy were significantly lower in the post-update group than those in the pre-update group (4.2 ± 3.7 vs 18.1 ± 11.1; P < 0.001 and 0 vs 16 s; P < 0.001, respectively). Mucosal tags, bubbles, and folds had the strongest association with decreased FP post-update (pre-update vs post-update: 4.3 ± 3.6 vs 0.4 ± 0.8, 0.32 ± 0.70 vs 0.04 ± 0.20, and 8.6 ± 6.7 vs 1.6 ± 1.7, respectively). There was no significant decrease in the true positive rate (post-update vs pre-update: 95.0% vs 99.2%; P = 0.09) or the adenoma detection rate (post-update vs pre-update: 52.1% vs 49.3%; P = 0.87). CONCLUSIONS: The updated CADe can reduce FP without impairing polyp detection. A reduction in FP may help relieve the burden on endoscopists.


Subject(s)
Colonic Polyps , Colonoscopy , Diagnosis, Computer-Assisted , Humans , Colonoscopy/methods , Diagnosis, Computer-Assisted/methods , False Positive Reactions , Male , Female , Middle Aged , Colonic Polyps/diagnosis , Colonic Polyps/diagnostic imaging , Aged , Video Recording , Propensity Score , Time Factors
14.
Radiol Artif Intell ; 6(1): e230488, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38166327
15.
Intern Med ; 63(8): 1119-1123, 2024 Apr 15.
Article in English | MEDLINE | ID: mdl-37661450

ABSTRACT

Multiple gastroenteric, pancreatic, and pituitary neuroendocrine neoplasms (NENs) were diagnosed in a 74-year-old man with a history of primary hyperparathyroidism (PHPT). Germline testing demonstrated a variant of MEN1 (c.1694T>A, p.L565Q), whose pathogenicity was classified as a variant of uncertain significance (VUS) according to the ACMG/AMP guidelines. The same germline variant was detected in the patient's son and daughter, who also showed PHPT or hypercalcemia and met the clinical diagnostic criteria for multiple endocrine neoplasia type 1 (MEN1). During surveillance of the son, multiple pancreatic tumors suggestive of NENs were detected. The pathogenicity of the current MEN1 variant was re-evaluated as likely pathogenic, based on additional family data.


Subject(s)
Multiple Endocrine Neoplasia Type 1 , Neuroendocrine Tumors , Pituitary Neoplasms , Male , Humans , Aged , Multiple Endocrine Neoplasia Type 1/diagnosis , Multiple Endocrine Neoplasia Type 1/genetics , Multiple Endocrine Neoplasia Type 1/pathology , Japan , Neuroendocrine Tumors/pathology , Germ-Line Mutation
16.
J Gastroenterol Hepatol ; 39(4): 667-673, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38149747

ABSTRACT

BACKGROUND AND AIM: Hot snare polypectomy using blend or coagulation current is widely used; however, it causes deeper tissue heat injury, leading to adverse events. We hypothesized that hot polypectomy using low-power pure cut current (PureCut, effect 1 10 W) could reduce deeper tissue heat injury. We conducted animal experiments to evaluate the deeper tissue heat injury and conducted a prospective clinical study to examine its cutting ability. METHODS: In a porcine rectum, hot polypectomy using Blend current (EndoCut, effect 3 40 W) and low-power pure cut current was performed. The deepest part of heat destruction and thickness of the non-burned submucosal layer were evaluated histologically. Based on the results, we performed low-power pure cut current hot polypectomy for 10-14 mm adenoma. The primary endpoint was complete resection defined as one-piece resection with negative for adenoma in quadrant biopsies from the defect margin. RESULTS: In experiments, all low-power pure-cut resections were limited within the submucosal layer whereas blend current resections coagulated the muscular layer in 13% (3/23). The remaining submucosal layer was thicker in low-power pure cut current than in blend current resections. In the clinical study, low-power pure-cut hot polypectomy removed all 100 enrolled polyps. For 98 pathologically neoplastic polyps, complete resection was achieved in 84 (85.7%, 95% confidence interval, 77-92%). The lower limit of the 95% confidence interval was not more than 15% below the pre-defined threshold of 86.6%. No severe adverse events occurred. CONCLUSIONS: A novel low-power pure-cut hot polypectomy may be feasible for adenoma measuring 10-14 mm. (UMIN000037678).


Subject(s)
Adenoma , Colonic Polyps , Colorectal Neoplasms , Humans , Colonic Polyps/surgery , Colonic Polyps/pathology , Colonoscopy/methods , Prospective Studies , Feasibility Studies , Colorectal Neoplasms/surgery , Colorectal Neoplasms/pathology , Adenoma/surgery , Adenoma/pathology
17.
Sci Rep ; 13(1): 21363, 2023 12 04.
Article in English | MEDLINE | ID: mdl-38049475

ABSTRACT

Rapid and precise intraoperative diagnosing systems are required for improving surgical outcomes and patient prognosis. Because of the poor quality and time-intensive process of the prevalent frozen section procedure, various intraoperative diagnostic imaging systems have been explored. Microscopy with ultraviolet surface excitation (MUSE) is an inexpensive, maintenance-free, and rapid imaging technique that yields images like thin-sectioned samples without sectioning. However, pathologists find it nearly impossible to assign diagnostic labels to MUSE images of unfixed specimens; thus, AI for intraoperative diagnosis cannot be trained in a supervised learning manner. In this study, we propose a deep-learning pipeline model for lymph node metastasis detection, in which CycleGAN translate MUSE images of unfixed lymph nodes to formalin-fixed paraffin-embedded (FFPE) sample, and diagnostic prediction is performed using deep convolutional neural network trained on FFPE sample images. Our pipeline yielded an average accuracy of 84.6% when using each of the three deep convolutional neural networks, which is a 18.3% increase over the classification-only model without CycleGAN. The modality translation to FFPE sample images using CycleGAN can be applied to various intraoperative diagnostic imaging systems and eliminate the difficulty for pathologists in labeling new modality images in clinical sites. We anticipate our pipeline to be a starting point for accurate rapid intraoperative diagnostic systems for new imaging modalities, leading to healthcare quality improvement.


Subject(s)
Alprostadil , Neural Networks, Computer , Humans , Lymphatic Metastasis/diagnostic imaging , Microscopy, Fluorescence
18.
J Pharm Health Care Sci ; 9(1): 42, 2023 Dec 01.
Article in English | MEDLINE | ID: mdl-38037168

ABSTRACT

BACKGROUND: Suvorexant and ramelteon have been presented as useful for preventing postoperative delirium. Previous studies reported on the comparison with benzodiazepine hypnotics which have been known for the risk for inducing delirium, but the comparison with patients not taking any hypnotics has not been reported yet. Therefore, we assessed the incidence rates for postoperative delirium comparing cancer patients who received preoperative combined administration with suvorexant and ramelteon and those not taking any hypnotics. METHODS: Among 110 cancer patients who underwent surgeries at the Division of Hepato-Biliary-Pancreatic Surgery at the Shizuoka Cancer Center between April 1, 2017 and June 30, 2020, 50 patients who received combined administration with suvorexant and ramelteon from 7 days prior to their surgeries and 60 patients who did not take any hypnotics including suvorexant and ramelteon were classified. They were retrospectively observed during the 7 days from their surgeries onward to compare the cumulative incidence rates for postoperative delirium. RESULTS: The cumulative incidence rate for postoperative delirium during the 7 days in the combined-administration group was 14.0% (7/50), while that for the no-hypnotic group was 36.7% (22/60), which proved that the incidence rate for the former was significantly low (OR: 0.28, 95%CI: 0.11-0.73, P = 0.009). CONCLUSIONS: The present study suggests that the preventive combined administration with suvorexant and ramelteon starting from the preoperative period for cancer patients can be effective in lowering the incidence rate for postoperative delirium. TRIAL REGISTRATION: Retrospectively registered.

19.
Article in English | MEDLINE | ID: mdl-37943467

ABSTRACT

PURPOSE: The visualization of an anomaly area is easier in anomaly detection methods that use generative models rather than classification models. However, achieving both anomaly detection accuracy and a clear visualization of anomalous areas is challenging. This study aimed to establish a method that combines both detection accuracy and clear visualization of anomalous areas using a generative adversarial network (GAN). METHODS: In this study, StyleGAN2 with adaptive discriminator augmentation (StyleGAN2-ADA), which can generate high-resolution and high-quality images with limited number of datasets, was used as the image generation model, and pixel-to-style-to-pixel (pSp) encoder was used to convert images into intermediate latent variables. We combined existing methods for training and proposed a method for calculating anomaly scores using intermediate latent variables. The proposed method, which combines these two methods, is called high-quality anomaly GAN (HQ-AnoGAN). RESULTS: The experimental results obtained using three datasets demonstrated that HQ-AnoGAN has equal or better detection accuracy than the existing methods. The results of the visualization of abnormal areas using the generated images showed that HQ-AnoGAN could generate more natural images than the existing methods and was qualitatively more accurate in the visualization of abnormal areas. CONCLUSION: In this study, HQ-AnoGAN comprising StyleGAN2-ADA and pSp encoder was proposed with an optimal anomaly score calculation method. The experimental results show that HQ-AnoGAN can achieve both high abnormality detection accuracy and clear visualization of abnormal areas; thus, HQ-AnoGAN demonstrates significant potential for application in medical imaging diagnosis cases where an explanation of diagnosis is required.

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