Deep Learning-Based Prediction Model for the Cobb Angle in Adolescent Idiopathic Scoliosis Patients.

Scoliosis, characterized by spine deformity, is most common in adolescent idiopathic scoliosis (AIS). Manual Cobb angle measurement limitations underscore the need for automated tools. This study employed a vertebral landmark extraction method and Feedforward Neural Network (FNN) to predict scoliosis progression in 79 AIS patients. The novel intervertebral angles matrix format showcased results. The mean absolute error for the intervertebral angle progression was 1.5 degrees, while the Pearson correlation of the predicted Cobb angles was 0.86. The accuracy in classifying Cobb angles (<15°, 15-25°, 25-35°, 35-45°, >45°) was 0.85, with 0.65 sensitivity and 0.91 specificity. The FNN demonstrated superior accuracy, sensitivity, and specificity, aiding in tailored treatments for potential scoliosis progression. Addressing FNNs' over-fitting issue through strategies like "dropout" or regularization could further enhance their performance. This study presents a promising step towards automated scoliosis diagnosis and prognosis.

Comparison of Characteristics of Breast Cancer Detected through Different Imaging Modalities in a Large Cohort of Hong Kong Chinese Women: Implication of Imaging Choice on Upcoming Local Screening Program.

Background: We compared the clinico-radio-pathological characteristics of breast cancer detected through mammogram (MMG) and ultrasound (USG) and discuss the implication of the choice of imaging as the future direction of our recently launched local screening program. Methods: Retrospective study of 14613 Hong Kong Chinese female patients with histologically confirmed breast cancer registered in the Hong Kong Breast Cancer Registry between January 2006 and February 2020. Patients were classified into four groups based on the mode of breast cancer detection (detectable by both mammogram and ultrasound (MMG+/USG+), mammogram only (MMG+/USG-), ultrasound only (MMG-/USG+), or not detectable by either (MMG-/USG-). Characteristics of breast cancer detected were compared, including patient demographics, breast density on MMG, mode of presentation, tumour size, histological type, and staging. Types of mammographic abnormalities were also evaluated for MMG+ subgroups. Results: 85% of the cancers were detectable by MMG, while USG detected an additional 9%. MMG+/USG+ cancers were larger, more advanced in stage, often of symptomatic presentation, and commonly manifested as mammographic mass. MMG+/USG- cancers were more likely of asymptomatic presentation, manifested as microcalcifications, and of earlier stage and to be ductal carcinoma in situ. MMG-/USG+ cancers were more likely seen in young patients and those with denser breasts and more likely of symptomatic presentation. MMG-/USG- cancers were often smaller and found in denser breasts. Conclusion: Mammogram has a good detection rate of cancers in our local population. It has superiority in detecting early cancers by detecting microcalcifications. Our current study agrees that ultrasound is one of the key adjunct tools of breast cancer detection.

Enlarged perivascular spaces in the centrum semiovale are associated with poststroke depression: A 3-month prospective study.

BACKGROUND: Enlarged perivascular spaces (EPVS), markers of cerebral small vessel disease, are associated with unfavorable prognosis of stroke. This study explored the relationship between EPVS and poststroke depression (PSD). METHODS: A total of 725 patients with acute ischemic stroke were recruited from the Stroke Unit of a university-affiliated hospital in Hong Kong. PSD was defined as a Geriatric Depression Scale score of ≥ 7 assessed at three months after stroke. The extent of EPVS in the basal ganglia (BG) and the centrum semiovale (CS) was assessed on axial T2 weighted magnetic resonance imaging using a validated scale. Patients' EPVS status was categorized as either mild or moderate to severe degree. The association between EPVS and PSD was examined with logistic regression. RESULTS: One hundred and fifty-three (21.1%) of the study sample had PSD three month after stroke. 55.6% of the study sample were classified as having a minor stroke. The median scores of CS- and BG-EPVS were 1 (1-2) and 1 (0-2), respectively. After adjusting for demographic, clinical and imaging characteristics in multivariate logistic regression analyses, the CS-EPVS continuous score remained an independent predictor of PSD [odds ratio (OR) = 1.27; 95% confidence interval (CI) = 1.03-1.57]. After dichotomized, moderate to severe CS-EPVS was independently associated with PSD with an OR of 1.68 (95%CI = 1.10-2.57). LIMITATIONS: The diagnosis of PSD was based on GDS score rather than a standardized clinical examination. The study favored the patients with milder stroke. CONCLUSION: CS-EPVS were associated with PSD identified at three months after mild to moderate acute ischemic stroke.

Enlarged perivascular spaces are associated with health-related quality of life in patients with acute ischemic stroke.

AIMS: This study explored the association between enlarged perivascular spaces (EPVS) and the health-related quality of life (HRQoL) in patients with acute ischemic stroke. METHODS: This was an observational study of consecutively screened patients with acute ischemic stroke from March 2010 to March 2015. EPVS were rated in the basal ganglia and the centrum semiovale with a validated scale. The HRQoL was assessed 3 months after the stroke onset using the Stroke-Specific Quality of Life (SSQoL). Linear regression models were used to study the association between EPVS and HRQoL. RESULTS: The study included 648 patients (mean age 65.8 years; 40.0% women) with mild to moderately severe stroke (median NIHSS score 2), of whom 640 (98.8%) exhibited signs of small vessel disease. The median EPVS scores in the basal ganglia and the centrum semiovale were 1 each. In linear regression analysis, EPVS in the basal ganglia were associated with a lower total SSQoL score (P = 0.02) and lower mobility (P = 0.01), mood (P = 0.03), and self-care (P < 0.01). EPVS in the centrum semiovale were associated only with a lower SSQoL work/productivity subscore (P = 0.002). CONCLUSIONS: EPVS are associated with lower HRQoL in patients with mild to moderate acute ischemic stroke. Early identification and intervention of EPVS may improve HRQoL in stroke survivors.

Complications of fluoroscopically guided percutaneous gastrostomy with large-bore balloon-retained catheter in patients with head and neck tumors.

BACKGROUND/PURPOSE: To review the complications, mortality rate and nutritional status of patients with head and neck cancer after fluoroscopically guided percutaneous gastrostomy (FPG). METHODS: We retrospectively recruited 110 patients who had undergone FPG using 14-French balloon-retained catheters. The mortality rate, procedural and catheter-related complications, and Eastern Cooperative Oncology Group performance status were reviewed. Peritonitis, abscess, septicemia and bleeding were defined as major complications. Tube-related problems, including dislodgment, obstruction, leakage, vomiting and infection, were classified as minor complications. RESULTS: Patients were stratified according to Eastern Cooperative Oncology Group performance status as follows: grade 0 (n=6); grade 1 (n=22); grade 2 (n=44); grade 3 (n=29); and grade 4 (n=7). The respective complication rates were 21%, 24%, 26%, and 29% for grades 1-4; however, there were no significant intergrade differences. The rates of major and minor complications were 1.9% and 20.0%, respectively. A total of 47 (43.5%) patients succumbed due to cancer deterioration; however, there was no gastrostomy-induced mortality. The catheter-occlusion rate of 3.7% in this cohort was significantly lower than that reported in other pigtail-retained gastrostomy studies. CONCLUSION: FPG is a safe method with low mortality and complication rate for constructing long-term enteral access in patients with head and neck cancer and esophageal abnormalities, who have no endoscopic access to the stomach.

Mesenteric fat thickness is an independent determinant of metabolic syndrome and identifies subjects with increased carotid intima-media thickness.

OBJECTIVE: Mesenteric fat, a reflection of visceral adiposity, may play an important role in the pathogenesis of metabolic syndrome and cardiovascular diseases (CVD). In this study, we examined the independent relationship between mesenteric fat thickness and metabolic syndrome and defined its optimal cutoff value to identify high-risk subjects for metabolic syndrome and CVD. RESEARCH DESIGN AND METHODS: A total of 290 Chinese subjects had an ultrasound examination for measurements of thickness of mesenteric, preperitoneal, and subcutaneous fat as well as carotid intima-media thickness (IMT). Anthropometric measurements and metabolic risk profile were assessed by physical examination and blood taking. RESULTS: Twenty (6.9%) subjects had metabolic syndrome according to the National Cholesterol Education Panel Adult Treatment Panel III criteria with Asian definitions for central obesity (waist circumference >80 cm in women and >90 cm in men). Mesenteric fat thickness had significant correlations (P < 0.05) with various metabolic variables. On multivariate regression, mesenteric fat thickness was an independent determinant of all components of metabolic syndrome after adjustment for age, sex, homeostasis model assessment of insulin resistance, and other fat deposits. The odds ratio of metabolic syndrome was increased by 1.35 (95% CI 1.10-1.66)-fold for every 1-mm increase in mesenteric fat thickness. On receiver-operating characteristic curve analysis, mesenteric fat thickness of > or =10 mm was the optimal cutoff value to identify metabolic syndrome, with sensitivity of 70% and specificity of 75%. Subjects with mesenteric fat thickness > or =10 mm had higher carotid IMT than those with thickness <10 mm (0.73 +/- 0.19 vs. 0.64 +/- 0.16 mm, P = 0.001). CONCLUSIONS: Mesenteric fat thickness was an independent determinant of metabolic syndrome and identified subjects with increased carotid IMT.

Critical airway obstruction, superior vena cava syndrome, and spontaneous cardiac arrest in a child with acute leukemia.

We report the unusual presentation of a previously healthy girl with sudden cardiopulmonary arrest caused by acute lymphoblastic leukemia and mediastinal involvement leading to acute tracheal and airway obstruction. Despite active resuscitation and mechanical ventilation, she developed severe cerebral edema as a result of cerebral asphyxia. She also had facial edema caused by superior vena cava obstruction, a high peripheral white cell count with blast differentials, and renal failure. Because of severe asphyxia leading to brain death and renal failure, chemotherapy was withheld. Her white cell count spontaneously reverted to reference range without chemotherapy. This report serves to alert clinicians of the oncological emergency of "superior mediastinal syndrome" causing airway and superior vena cava obstruction leading to death in this potentially curable disease.