Automated non-contact measurement of the spine curvature at the sagittal plane using a deep neural network.

BACKGROUND: Non-radiographical techniques have been suggested to measure the spine curvature at the sagittal plane. However, a neural network has not been used to measure the curvature. METHODS: A single video camera captured images of a standing posture at the sagittal plane from twenty healthy males. Six marker positions along the spine's contour in each image were identified for measuring inclination, thoracic kyphosis, and lumbar lordosis angles. We estimated three inflection points around the neck, hip, and between the neck and hip, followed by identifying two adjacent marker positions per inflection point to compute its tangent. The angular deviation of each tangent line from the horizontal was computed to measure inclination angles. Thoracic kyphosis and lumbar lordosis angles were computed by the angular difference between the two adjacent tangents. A deep neural network was trained with 500,000 iterations using the labeled images from 18 participants (388 and 44 images for training and test set) and then evaluated using the unseen images (2 participants, 48 images; evaluation set). FINDINGS: The mean total training and test errors were <2 pixels (∼ 0.6 cm). The total error in the evaluation set was qualitatively comparable (∼ 3 pixels = âˆ¼ 0.9 cm), suggesting the model performance was maintained in the unseen data. The angle values between labeled and network-predicted marker positions were similar in the evaluation set. INTERPRETATION: The network training with a relatively small number of images was successful based on the small error values observed in the evaluation set. The model may be an affordable, automated, and non-contact measurement tool for the human spine curvature.

Cloud-based digital healthcare development for precision medical hospital information system.

Aim: This study aims to develop a cloud-based digital healthcare system for precision medical hospital information systems (P-HIS). Methods: In 2020, international standardization of P-HIS clinical terms and codes was performed. In 2021, South Korea's first tertiary hospital cloud was established and implemented successfully. Results: P-HIS was applied at Korea's first tertiary general hospital. Common data model-compatible precision medicine/medical service solutions were developed for medical support. Ultrahigh-quality medical data for precision medicine were acquired and built using big data. Joint global commercialization and dissemination/spreading were achieved using the P-HIS consortium and global common data model-based observational medical outcome partnership network. Conclusion: To provide personalized precision medical services in the future, establishing and using big medical data is essential.

Examining the factors associated with inpatients' perception of overtreatment in Korea: a cross-sectional study.

BACKGROUND: Patients' perception of receiving overtreatment can cause distrust in medical services. Unlike outpatients, inpatients are highly likely to receive many medical services without fully understanding their medical situation. This information asymmetry could prompt inpatients to perceive treatment as excessive. This study tested the hypothesis that there are systematic patterns in inpatients' perceptions of overtreatment. METHODS: We examined determinant factors of inpatients' perception of overtreatment in a cross-sectional design that used data from the 2017 Korean Health Panel (KHP), a nationally representative survey. For sensitivity analysis, the concept of overtreatment was analyzed by dividing it into a broad meaning (any overtreatment) and a narrow meaning (strict overtreatment). We performed chi-square for descriptive statistics, and multivariate logistic regression with sampling weights employing Andersen's behavioral model. RESULTS: There were 1,742 inpatients from the KHP data set that were included in the analysis. Among them, 347 (19.9%) reported any overtreatment and 77 (4.42%) reported strict overtreatment. Furthermore, we found that the inpatient's perception of overtreatment was associated with gender, marital status, income level, chronic disease, subjective health status, health recovery, and general tertiary hospital. CONCLUSION: Medical institutions should understand factors that contribute to inpatients' perception of overtreatment to mitigate patients' complaints due to information asymmetry. Moreover, based on the result of this study, government agencies, such as the Health Insurance Review and Assessment Service, should create policy-based controls and evaluate overtreatment behavior of the medical providers and intervene in the miscommunication between patients and providers.

Is intercellular space different among layers in normal esophageal mucosa? An electron microscopic study.

BACKGROUND/INTRODUCTION: Dilatation of intercellular space (IS) of esophageal epithelial cells is described as a sensitive early marker for epithelial damage by refluxate. Esophageal epithelia are morphologically subdivided into three layers according to the shape of the cells and nuclei. Meanwhile, ten transmission electron microscopy (TEM) photographs and ten randomly selected measurements per photo from gastroesophageal reflux disease (GERD) patients have been widely accepted without any theoretical criticism. We assumed that the IS differs among each layer and thus studied IS according to subdivided layers of normal esophageal epithelium. We also evaluated an optimal number of IS measurements per photograph. MATERIALS AND METHODS: Esophagogastroduodenoscopy was performed in 15 healthy adults without any symptom of GERD, taking biopsies from mucosa above 5 cm from the squamo-columnar junction. Tissues were handled and prepared for TEM, verifying three layers of esophageal mucosa, i.e., squamous cell layer, prickle cell layer, and basal layer. Ten digital photomicrographs were taken from each three layers by TEM, and ISs were measured with a computerized image analysis program. For the method of measuring IS, 5, 10, 20, 30, and 40 measurements per photomicrograph were respectively performed by four different examiners. Mean value and intraclass correlation coefficient (ICC) was also yielded. RESULTS: Mean IS of lower esophagus irrelevant to three epithelial layers were 0.39 ± 0.30 µm. When subdivided into three layers, however, mean IS of squamous cell layer was 0.62 ± 0.23 µm, prickle cell layer 0.23 ± 0.19 µm, and basal layer 0.55 ± 0.36 µm, with their difference statistically significant (p < 0.05). On the other hand, ICC of 5, 10, 20, 30, and 40 measurements were 0.688, 0.917, 0.837, 0.790, and 0.765, respectively. CONCLUSIONS: Mean IS values of each three layers of esophageal epithelium in normal subjects were significantly different, and reconsideration of the standard measurement method is needed. Ten measurements per photo had an adequate inter-observer agreement.

[Accessibility of peritoneal organs according to the routes of approach in NOTES].

BACKGROUND/AIMS: Natural orifice transluminal endoscopic surgery (NOTES) is a new era of minimally invasive surgery which has the potential to offer scarless surgery. So far, numerous reports on various routes to peritoneal organs in NOTES have been published. In case of transgastric approach, it is more inconvenient than transcolonic approach to access upper abdominal organs because of retroflexion. However, most data were subjective and there was no report examining the best access route for the exploration of peritoneal organs. The aim of this study was to evaluate the best access route according to the abdominal organs objectively. METHODS: Six female pigs weighing 30 to 35 kg were placed under general anesthesia. Incisions were made on both anterior wall of stomach body and rectosigmoid colon 15 to 20 cm above anal verge, respectively. Then, via each incision site, we evaluated the endoscopic visibility and checked the elapsed time to access abdominal organs in sequence [(gallbladder (GB), spleen, bladder, uterus, and ovary)]. RESULTS: On comparison of the mean time to approach each organs, GB and ovary showed statistical difference in the mean time to approach between transgastric and transcolonic approaches. It took relatively shorter time to access GB via transcolonic route than transgastric route (352.3+/-80.1 sec vs. 222.2+/-82.0 sec, p=0.021). Next, we evaluated the time to access upper organs (GB and spleen) and lower organs (bladder, uterus and ovary). In case of lower organs, it showed no difference in time between transgastric and transcolonic approaches. However, to explore upper organs, transcolonic route was more favorable than transgastric route (351.8+/-80.7 sec vs. 273.3+/-110.3 sec, p=0.002). CONCLUSIONS: For exploration of lower organs, there is statistically no significant difference in time between transgastric and transcolonic approaches. But, in case of upper organs, transcolonic approach is superior to transgastric approach.

Electrical characteristics of various submucosal injection fluids for endoscopic mucosal resection.

Submucosal fluid injection, prerequisite to endoscopic mucosal resection, necessitates detailed evaluation for proper selection. We aimed to compare height of gastric tissues after submucosal injection, and to verify electrical implications of injectants. Porcine stomach pieces were cut out, and eight solutions were used: normal saline, 0.5% sodium hyaluronate (SH), 0.25% SH, hydroxypropyl methylcellulose, 10% glycerin, fibrinogen, 1% sodium alginate (SA), and 2.5% SA. Elevated heights were measured after submucosal injection of the eight fluids, and electrical impedance was measured for fluids plus a reference solution (0.01 N KCl) with a potentiostat electroimpedance spectrometry and an insulation-tipped knife. Resistivity was calculated thereafter. Normal saline and 10% glycerin solution showed greater height diminution. Resistivity were in the range of 80-110 Omega cm, except for 309.7 Omega cm for fibrinogen. Higher resistivity may improve performance of electrosurgery, probably by strengthening impedance and heat dissipation. Further studies are required to back up this basic experiment for clinical application.

Changes in liver stiffness during the course of acute hepatitis A.

BACKGROUNDS/AIMS: In some patients with chronic hepatitis, liver stiffness (LS) findings do not reflect fibrosis stage. This study was performed to evaluate whether acute liver inflammation could influence LS findings. METHODS: Patients with acute hepatitis A admitted to our hospital were included. Hepatitis was classified on admission using serum ALT and bilirubin levels as inflammation phase, jaundice phase, or recovery phase. Patients who admitted during the recovery phase (whose ALT and bilirubin levels fell continuously during hospitalization) and therefore, their peak-ALT and peak bilirubin levels could not be determined were exduded. Enrolled patients underwent FibroScan during hospitalization and after discharge. RESULTS: Seventy-six patients with acute hepatitis A were enrolled (median age, 29 years; 46 men and 30 women). Among them, 33 (43.4%) and 43 (56.6%) patients were admitted during the inflammation phase and jaundice phase, respectively. For patients admitted during the inflammation phase, mean (+/-SD) time from symptom-onset day to maximum ALT level was 7 (+/-3) days. For all patients, mean time from symptom-onset to maximum bilirubin level was 11 (+/-4) days. Mean LS during admission was 8.9 (+/-Pa (median, 8.4 kPa). LS was significantly correlated with serum bilirubin level, which was the only factor found to be significantly associated with the increased LS (>7.08 kPa). In all patients, LS increased gradually from the symptom-onset and peaked at 8-9 days later. CONCLUSIONS: Severe hepatic inflammation can affect the LS findings and thus, care is required when assessing fibrosis stage using LS measurement in patients with severe inflammation.

[A case of hepatic metastasis of small cell carcinoma from mixed small cell carcinoma and adenocarcinoma of the stomach].

Primary small cell carcinoma (SCC) of stomach is a rare and highly aggressive malignancy with extremely poor prognosis. We report a 71-year-old man with upper abdominal pain diagnosed as single hepatic metastasis of SCC from mixed SCC and adenocarcinoma of the stomach. An endoscopic examination showed the presence of Borrmann type 2 gastric cancer, 2 cm in size on the lesser curvature of antrum. An abdominal CT scan revealed a huge dumbbell shaped mass with peripheral arterial enhancement and central low density in left lobe of the liver. Endoscopic biopsies showed solid proliferation of small, monotonous tumor cells with hyperchromatic nuclei and scanty cytoplasm. The neoplastic cells were positive for immunostaining with anti-chromogranin and anti-synaptophysin. There were also other neoplastic cells with gland formation being positive for anti- cytokeratin. On the basis of these findings, we made a final diagnosis of mixed SCC and adenocarcinoma of the stomach. In addition, we also confirmed hepatic metastasis of SCC through the microscopic finding and immunostaining of tissues of liver mass. Conclusively, we report a case of hepatic metastasis of SCC only from mixed SCC adenocarcinoma of the stomach.