Deep learning algorithm for predicting subacromial motion trajectory: Dynamic shoulder ultrasound analysis.

Subacromial motion metrics can be extracted from dynamic shoulder ultrasonography, which is useful for identifying abnormal motion patterns in painful shoulders. However, frame-by-frame manual labeling of anatomical landmarks in ultrasound images is time consuming. The present study aims to investigate the feasibility of a deep learning algorithm for extracting subacromial motion metrics from dynamic ultrasonography. Dynamic ultrasound imaging was retrieved by asking 17 participants to perform cyclic shoulder abduction and adduction along the scapular plane, whereby the trajectory of the humeral greater tubercle (in relation to the lateral acromion) was depicted by the deep learning algorithm. Extraction of the subacromial motion metrics was conducted using a convolutional neural network (CNN) or a self-transfer learning-based (STL)-CNN with or without an autoencoder (AE). The mean absolute error (MAE) compared with the manually-labeled data (ground truth) served as the main outcome variable. Using eight-fold cross-validation, the average MAE was proven to be significantly higher in the group using CNN than in those using STL-CNN or STL-CNN+AE for the relative difference between the greater tubercle and lateral acromion on the horizontal axis. The MAE for the localization of the two aforementioned landmarks on the vertical axis also seemed to be enlarged in those using CNN compared with those using STL-CNN. In the testing dataset, the errors in relation to the ground truth for the minimal vertical acromiohumeral distance were 0.081-0.333 cm using CNN, compared with 0.002-0.007 cm using STL-CNN. We successfully demonstrated the feasibility of a deep learning algorithm for automatic detection of the greater tubercle and lateral acromion during dynamic shoulder ultrasonography. Our framework also demonstrated the capability of capturing the minimal vertical acromiohumeral distance, which is the most important indicator of subacromial motion metrics in daily clinical practice.

Application of deep learning algorithms in automatic sonographic localization and segmentation of the median nerve: A systematic review and meta-analysis.

OBJECTIVE: High-resolution ultrasound is an emerging tool for diagnosing carpal tunnel syndrome caused by the compression of the median nerve at the wrist. This systematic review and meta-analysis aimed to explore and summarize the performance of deep learning algorithms in the automatic sonographic assessment of the median nerve at the carpal tunnel level. METHODS: PubMed, Medline, Embase, and Web of Science were searched from the earliest records to May 2022 for studies investigating the utility of deep neural networks in the evaluation of the median nerve in carpal tunnel syndrome. The quality of the included studies was evaluated using the Quality Assessment Tool for Diagnostic Accuracy Studies. The outcome variables included precision, recall, accuracy, F-score, and Dice coefficient. RESULTS: In total, seven articles were included, comprising 373 participants. The deep learning and related algorithms comprised U-Net, phase-based probabilistic active contour, MaskTrack, ConvLSTM, DeepNerve, DeepSL, ResNet, Feature Pyramid Network, DeepLab, Mask R-CNN, region proposal network, and ROI Align. The pooled values of precision and recall were 0.917 (95 % confidence interval [CI], 0.873-0.961) and 0.940 (95 % CI, 0.892-0.988), respectively. The pooled accuracy and Dice coefficient were 0.924 (95 % CI, 0.840-1.008) and 0.898 (95 % CI, 0.872-0.923), respectively, whereas the summarized F-score was 0.904 (95 % CI, 0.871-0.937). CONCLUSION: The deep learning algorithm enables automated localization and segmentation of the median nerve at the carpal tunnel level in ultrasound imaging with acceptable accuracy and precision. Future research is expected to validate the performance of deep learning algorithms in detecting and segmenting the median nerve along its entire length as well as across datasets obtained from various ultrasound manufacturers.

Development of a deep learning-based tool to assist wound classification.

This paper presents a deep learning-based wound classification tool that can assist medical personnel in non-wound care specialization to classify five key wound conditions, namely deep wound, infected wound, arterial wound, venous wound, and pressure wound, given color images captured using readily available cameras. The accuracy of the classification is vital for appropriate wound management. The proposed wound classification method adopts a multi-task deep learning framework that leverages the relationships among the five key wound conditions for a unified wound classification architecture. With differences in Cohen's kappa coefficients as the metrics to compare our proposed model with humans, the performance of our model was better or non-inferior to those of all human medical personnel. Our convolutional neural network-based model is the first to classify five tasks of deep, infected, arterial, venous, and pressure wounds simultaneously with good accuracy. The proposed model is compact and matches or exceeds the performance of human doctors and nurses. Medical personnel who do not specialize in wound care can potentially benefit from an app equipped with the proposed deep learning model.

Does nail size or difference between canal and nail diameter influence likelihood of union or time to union of femoral shaft fractures treated with intramedullary nailing? A retrospective cohort study.

BACKGROUND: This study aims to determine whether nail size or the difference between canal and nail diameter (CN difference) affects the union rate and time of femoral shaft fracture treated with an interlocking intramedullary nail (IMN). METHODS: This was a retrospective review of 257 patients with femoral shaft fractures treated with IMN at a tertiary trauma medical center. All the IMN inserted were the same (Stryker T2 Femoral Nail). The patients were divided into groups based on nail size (10-, 11-, 12-, or 13-mm) and CN difference (< 1, 1-2, or > 2 mm), and union rate and time to union were compared. RESULTS: The 10-, 11-, 12-, and 13-mm groups based on nail size had 113, 74, 54, and 16 patients, respectively. The overall union rate was 97% (257/265). No significant differences in union rate or time to union were observed among these 4 groups. The groups based on CN differences of < 1-, 1 to 2, and > 2 mm comprised 143, 79, and 35 patients, respectively. Again, no significant differences were noted in union rate or mean time to union among the groups. CONCLUSIONS: Similar union rate and time to union were observed, regardless of nail size or CN difference. This finding indicates that most simple femoral shaft fractures can be treated with a standard, reamed 10-mm IMN. A larger nail insertion is unnecessary and presents more risks; comparatively, the use of a small nail with less reaming is simpler, requires shorter operative times, results in less blood loss, and is less expensive.

Increased antibiotic exposure in early life is associated with adverse outcomes in very low birth weight infants.

BACKGROUND: The use of antibiotics in the early lives of premature infants may alter the microbiota and influence their clinical outcomes. However, whether the administration of probiotics can influence these outcomes remains unknown. In our study, probiotics were routinely administered unless contraindicated. We explored whether increased antibiotic exposure with the routine use of probiotics was associated with necrotizing enterocolitis (NEC) or bronchopulmonary dysplasia (BPD). METHODS: A retrospective cohort study was conducted, enrolling very low birth weight (VLBW) infants admitted between January 1, 2016, and March 31, 2020, to a medical center. Days of antibiotic exposure in the first 14 days of life were recorded. The primary outcomes were NEC and BPD. Adjusted odds ratios (aORs) and 95% confidence intervals (CIs) were calculated using multivariable regression analyses to assess risk factors. RESULTS: Of 185 VLBW infants admitted to the medical center, 132 met the inclusion criteria. Each additional day of antibiotic treatment was associated with increased odds of NEC (aOR, 1.278; 95% CI, 1.025-1.593) and BPD (aOR, 1.630; 95% CI, 1.233-2.156). The association remained in the NEC analysis after adjustment for probiotic use. CONCLUSION: Increased antibiotic exposure in the early lives of VLBW infants was associated with increased risks of NEC and BPD. The probiotics did not influence the outcomes. Our findings suggest that clinicians should be alerted to the adverse outcomes of antibiotic use in infants with VLBWs.

Relationship between infectious screening and early unconjugated hyperbilirubinemia in well-appearing neonates.

BACKGROUND: Neonatal hyperbilirubinemia (NH) may be the initial and solitary sign of infectious condition in neonates. This retrospective cohort study aims to evaluate the risk of sepsis or urinary tract infection in well-appearing infants with NH below 7 days old. METHODS: All neonates (n = 8779) born in Taipei Veterans General Hospital from 2013 to 2017 were evaluated retrospectively. A total of 2523 initially well-appearing babies were admitted because of NH. After being hospitalized, patients were categorized into two groups according to the initial transcutaneous bilirubin (TCB) level. Infectious screening results, which include C-reactive protein (CRP), differential count, blood culture, urinalysis, and urine culture, were analyzed. RESULTS: Regarding CRP, 2.7% (18/667) of neonates with NH had elevated CRP (≥1 mg/dL). Among 547 blood cultures, eight were positive, with 0.4% (2/547) non-coagulase-negative staphylococcus (CoNS) bacteremia and 1.1% (6/547) CoNS bacteremia. In urinalysis, 16.6% (182/1094) of NH neonates had pyuria, and 6.7% (25/372) had positive urine cultures. NH with a higher initial TCB level was related to an increased chance of elevated CRP (4.7% vs. 1.5%, odds ratio: 3.29, p = 0.024) and pyuria (20.6% vs. 12.6%, odds ratio: 1.79, p < 0.001). The rate of positive urine culture between the higher and lower TCB groups had no significant difference (6.6% vs. 6.9%, p > 0.99). Significant bacteriuria was more common in NH neonates admitted at later age (>2 days) (4.9% vs. 11.5%, p = 0.035). CONCLUSION: In well-appearing neonates below 7 days old, NH with a higher initial TCB is associated with an increased rate in pyuria and abnormal CRP. No difference was found in the rate of positive urine culture between higher and lower TCB levels. Significant bacteriuria was more common in older NH neonates. Septicemia is rare among well-appearing neonates with NH.

The relationship of seasonality and the increase in urinary tract infections among hospitalized patients with spinal cord injury.

BACKGROUND: Urinary tract infection (UTI) is the most frequent complication in patients who have spinal cord injury (SCI). The occurrence rate of UTI in this type of hospitalized patients was correlated to seasonality, age, and gender. METHODS: Patients hospitalized during the 4-year study period with underlying SCI were identified from Taiwan's National Health Insurance Research Database. Patients with a discharge diagnosis of UTI were identified as those with SCI and UTI; they were divided into the following four age groups: <18 years, 18 to 44 years, 45 to 64 years, and ≥65 years. The gender, monthly number of cases, major complication rate, seasonal differences, and odds ratios (ORs) of associated factors were analyzed. RESULTS: Data of 30 149 hospitalized patients diagnosed with SCI were retrieved. SCI and UTI were diagnosed in 3405 (11.3%) patients, of them 2296 were males (67.4%) and 1109 were females (32.6%). The UTI occurrence rate in hospitalized SCI patients was higher in males (11.8%) than in females (10.4%) (OR: 1.24; 95% CI: 1.15-1.34); it was highest in the ≥65-year-old age group (12.8%) and lowest in the <18-year-old age group (5.8%) (OR: 2.51; 95% CI: 1.83-3.44). The UTI occurrence rate varied from 7% to 18%, and it was highest in the summer (13.0% ± 2.6%) and lowest in the winter (10.2% ± 1.9%) (OR: 1.27; 95% CI: 1.15-1.40). Acute pyelonephritis was the most common complication in SCI and UTI cases. CONCLUSION: The mean occurrence rate of UTI in hospitalized SCI patients was 11.3%; it was higher in males, in patients aged ≥65 years, and in the summer. Therefore, physicians should pay attention to the occurrence of UTI in aged male patients with SCI, especially in the summer.

Augmentation Plate Fixation for Treating Subtrochanteric Fracture Nonunion.

BACKGROUND: The treatment of subtrochanteric fracture nonunion is challenging. Although revision with either an intramedullary or extramedullary device had been advocated with acceptable results, complications that require secondary procedures still arise. The use of an intramedullary device with augmentation plate fixation is a well-known approach for femoral or tibial diaphyseal nonunion. However, this approach has not previously been reported for subtrochanteric fracture nonunion. MATERIALS AND METHODS: A series of 21 cases of subtrochanteric fracture nonunion treated with an intramedullary device in combination with augmentation side plating were collected and retrospectively reviewed after an average of 18 months of followup. Fourteen patients with a prior well-fixed intramedullary device were treated with side plating and bone grafting. Seven patients underwent revision nailing in addition to side plating and bone grafting. RESULTS: All fractures united well without major complication. The average time to union was 7.1 months. CONCLUSION: The use of an intramedullary device with augmentation plate fixation is a reliable and decisive procedure for treating subtrochanteric fracture nonunion that produces satisfactory results with a low complication rate.

Carnosol-Induced ROS Inhibits Cell Viability of Human Osteosarcoma by Apoptosis and Autophagy.

Carnosol is an anti-oxidant and anti-inflammatory compound from rosemary. In this paper, we investigated antitumor activity of carnosol against human osteosarcoma cells. We found the viability of human osteosarcoma MG-63 cells was significantly decreased in the presence of carnosol (cell viabilities: 17.2% for 20[Formula: see text]µg/ml of CS vs. 100% for control, [Formula: see text]). Carnosol induced apoptosis and cell cycle arrest in a dose-dependent manner in MG-63 cells. Furthermore, carnosol exposure increased the levels of reactive oxygen species (ROS). The pre-treatment of NAC, the ROS scavenger, blocked the inhibition of cell viability in the carnosol treatment, indicating that ROS is important in the antiproliferation effect. Moreover, we demonstrated that carnosol significantly induced autophagy and co-administration of autophagy inhibitor reduced the antiproliferating effect of carnosol. This result exhibited the cytotoxic effect of autophagy induced by carnosol in MG-63 cells. Interestingly, the treatment of NAC decreased carnosol-induced autophagy. Collectively, these data indicate that carnosol suppresses the viability of human osteosarcoma MG-63 cells by upregulation of apoptosis and autophagy, which are both mediated by ROS. Thus, carnosol might serve as a potential therapeutic agent against osteosarcoma.

Risk of cancer in patients with genital warts: A nationwide, population-based cohort study in Taiwan.

BACKGROUND: Condyloma acuminata currently affects around 1% of sexually active adults, and its incidence is increasing. The coexistence of genital warts (GW) and certain cancers and an association between human papillomavirus (HPV) and various malignancies have been reported. Therefore, we conducted this large national study to analyze the risk of malignancies among men and women with GW in Taiwan. METHODS AND FINDINGS: Between January 2000 and December 2013, approximately 3 million patients were reported to the National Health Insurance Research Database of Taiwan. Of these patients, 21,763 were diagnosed with GW. In the same time period, a total of 213,541 cancer cases were reported to the registry, of which 1002 were recorded among patients with GW. The age-specific incidence rates of GW and standardized incidence ratios (SIRs) of malignancies compared to the general population were calculated. Women acquired GW earlier than men, with a mean age at diagnosis of 32.63±12.78 years. The highest incidence rate for both genders peaked at 20-29 years. Of the 1002 patients with GW and malignancies, the SIR was 1.95 (95%CI 1.83-2.07). The most markedly increased risk was found for HPV-related cancers, with a SIR of 9.74 (95%CI 3.70-15.77). Significantly elevated risks were also noted for smoking-related cancers, anogenital cancers, cervix in situ, colon, rectum, lung, kidney, and prostate cancers. Most cancers developed within 10 years after the diagnosis of GW. CONCLUSIONS: Patients with GW have an increased risk of HPV-related cancers, especially anogenital malignancies in Taiwan. The elevated risk of other cancers highlights differences in exposure and risk factors among patients with GW compared to the general population. Cancer screening and HPV vaccination programs should be emphasized for at-risk patients.

Gastrointestinal complications and extraintestinal manifestations of inflammatory bowel disease in Taiwan: A population-based study.

BACKGROUND: Despite a rising incidence of inflammatory bowel disease (IBD) in Taiwan, the clinical presentation of IBDs in this population has yet to be well characterized. Therefore, the aim of our study was to identify and describe the clinical features of gastrointestinal (GI) complications and extraintestinal manifestations (EIMs) of IBDs in the Taiwanese population. METHODS: We conducted a retrospective study between 1998 and 2011, with relevant medical information extracted from the National Health Insurance Research Database. The diagnoses of IBD, GI complications, and EIMs were defined from the health registry using the appropriate International Classification of Diseases 9 codes. RESULTS: A total of 3153 patients with IBDs were identified: 611 with Crohn's disease (CD) and 2542 with ulcerative colitis, with GI complications and EIMs identified in 22.2% and 11.9% of cases, respectively. CD was associated with an increased incidence of intestinal fistula, perforation, obstruction, peritonitis and perianal disease, and ulcerative colitis with benign neoplasm of the colon. Colorectal cancer developed in 0.35% of patients. Children with CD characteristically have more complex intestinal complications. The prevalence of EIMs was higher in females and in CD, with peripheral arthritis identified as the most common EIMs, overall. The rate of major EIMs affecting the articular, cutaneous, and visual systems was lower than the rate reported in Western countries. CONCLUSION: Our study found that CD had a more complicated course, with a higher incidence of GI complications and EIMs. However, the prevalence of intestinal complications, perianal disease, and major EIMs was less common than in Western countries. This study provided a distinct clinical feature of IBD in Taiwan.

The relationship between physician case volume and in-hospital mortality of critically ill children with a diagnosis of pneumonia: a cross-sectional observational analytical study.

PURPOSE: The aim of this study is to examine the relationship between physician case volume and the outcomes of critically ill children with pneumonia. MATERIALS AND METHODS: This is a population-based cohort study analyzed data provided from by the National Health Insurance Research Database of Taiwan, 2006-2009. Children (aged 3 months to 17 years) having records of intensive care unit (ICU) admission and a diagnosis of pneumonia were included. A total of 9754 critically ill children and 1042 attending physicians were enrolled. The children were assigned to 1 of 4 groups based on the physician's pneumonia case volume. RESULTS: The patients in the very high case volume group had a significantly lower length of hospital stay, in-hospital mortality rate, and hospitalization expenses, and a significantly higher ratio of ICU to hospital stays than the other 3 groups (P<.001). The probability of death tended to be lower when the physician's case volume was higher. The risk-adjusted odds ratio for in-hospital mortality of very-high case volume group was 0.48 (95% confidence interval, 0.35-0.65; P<.001) compared to low case volume group. CONCLUSIONS: A higher physician's pneumonia case volume is associated with a lower length of hospital stay, lower in-hospital mortality rate, and lower hospitalization expenses among critically ill children with pneumonia.