An Application of Machine Learning That Uses the Magnetic Resonance Imaging Metric, Mean Apparent Diffusion Coefficient, to Differentiate between the Histological Types of Ovarian Cancer.

This retrospective single-center study included patients diagnosed with epithelial ovarian cancer (EOC) using preoperative pelvic magnetic resonance imaging (MRI). The apparent diffusion coefficient (ADC) of the axial MRI maps that included the largest solid portion of the ovarian mass was analysed. The mean ADC values (ADCmean) were derived from the regions of interest (ROIs) of each largest solid portion. Logistic regression and three types of machine learning (ML) applications were used to analyse the ADCs and clinical factors. Of the 200 patients, 103 had high-grade serous ovarian cancer (HGSOC), and 97 had non-HGSOC (endometrioid carcinoma, clear cell carcinoma, mucinous carcinoma, and low-grade serous ovarian cancer). The median ADCmean of patients with HGSOC was significantly lower than that of patients without HGSOCs. Low ADCmean and CA 19-9 levels were independent predictors for HGSOC over non-HGSOC. Compared to stage I disease, stage III disease was associated with HGSOC. Gradient boosting machine and extreme gradient boosting machine showed the highest accuracy in distinguishing between the histological findings of HGSOC versus non-HGSOC and between the five histological types of EOC. In conclusion, ADCmean, disease stage at diagnosis, and CA 19-9 level were significant factors for differentiating between EOC histological types.

Using Rural⁻Urban Continuum Codes (RUCCS) to Examine Alcohol-Related Motor Vehicle Crash Injury and Enforcement in New York State.

Rural areas of New York State (NYS) have higher rates of alcohol-related motor vehicle (MV) crash injury than metropolitan areas. While alcohol-related injury has declined across the three geographic regions of NYS, disparities persist with rural areas having smaller declines. Our study aim was to examine factors associated with alcohol-related MV crashes in Upstate and Long Island using multi-sourced county-level data that included the Crash Outcome Data Evaluation System (CODES) with emergency department visits and hospitalizations, traffic citations, demographic, economic, transportation, alcohol outlets, and Rural-Urban Continuum Codes (RUCCS). A cross-sectional study design employed zero-truncated negative binominal regression models to assess relative risks (RR) with 95% confidence interval (CI). Counties (n = 57, 56,000 alcohol-related crashes over the 3 year study timeframe) were categorized by mean annual alcohol-related MV injuries per 100,000 population: low (24.7 ± 3.9), medium (33.9 ± 1.7) and high (46.1 ± 8.0) (p < 0.0001). In multivariable analyses, alcohol-related MV injury was elevated for non-adjacent, non-metropolitan counties (RR 2.5, 95% CI: 1.6-3.9) with higher citations for impaired driving showing a small, but significant protective effect. Less metropolitan areas had higher alcohol-related MV injury with inconsistent alcohol-related enforcement measures. In summary, higher alcohol-related MV injury rates in non-metropolitan counties demonstrated a dose-response relationship with proximity to a metropolitan area. These findings suggest areas where intervention efforts might be targeted to lower alcohol-related MV injury.

Socioeconomic Status and Glaucoma: Associations in High Levels of Income and Education.

PURPOSE: Glaucoma affects millions of people globally, and socioeconomic status is known to be associated with glaucoma. This study expands the understanding of the relationship between socioeconomic factors and glaucoma. METHODS: This study used Korean National Health and Nutrition Examination Survey (KNHANES) from 2008 to 2012, with 24,664 persons who did not have missing records on the key variables. The combined relationship between levels of income and education and the prevalence of glaucoma was examined, as well as the occupational difference in the prevalence of glaucoma. Logistic regression models were constructed to generate odds ratios with 95% confidence intervals for predictors of glaucoma. All analyses were adjusted for strata, cluster, and weight. RESULTS: The prevalence of glaucoma generally decreased with increasing levels of education and income, but this trend did not hold at the top two levels of education and income, wherein the prevalence was either the same or somewhat higher. Occupation types were shown to be significantly associated with glaucoma (p < 0.0001), and among all the occupations in the survey, farming/forestry/fishing showed the highest percentage of those with glaucoma (4.9%), and service/retail showed the lowest percentage (1.3%). In the multivariable adjusted model, the odds of glaucoma decreased with increasing income level, and increased at the highest income quartile, though the odds were significant only for the top two quartiles. The odds of glaucoma showed neither a nonlinear relationship nor statistical significance with education level when adjusted for other factors. In contrast, age and gender remained significant even after adjusting for other factors. CONCLUSIONS: There exists a nonlinear relationship between key socioeconomic factors and the prevalence of glaucoma, though the exact nature of the relationship requires further investigation. These findings merit attention in studies that relate disease prevalence to education and income.

Fatal Pediatric Motor Vehicle Crashes on U.S. Native American Indian Lands Compared to Adjacent Non-Indian Lands: Restraint Use and Injury by Driver, Vehicle, Roadway and Crash Characteristics.

There are large disparities in American Indian pediatric motor vehicle (MV) mortality with reports that several factors may contribute. The Fatality Analysis Reporting System for 2000-2014 was used to examine restraint use for occupants aged 0-19 years involved in fatal MV crashes on Indian lands (n = 1667) and non-Indian lands in adjacent states (n = 126,080). SAS GLIMMIX logistic regression with random effects was used to generate odds ratios (OR) with 95% confidence intervals (CI). Restraint use increased in both areas over the study period with restraint use on Indian lands being just over half that of non-Indian lands for drivers (36.8% vs. 67.8%, p < 0.0001) and for pediatric passengers (33.1% vs. 59.3%, p < 0.0001). Driver restraint was the strongest predictor of passenger restraint on both Indian and non-Indian lands exerting a stronger effect in ages 13-19 than in 0-12 year olds. Valid licensed driver was a significant predictor of restraint use in ages 0-12 years. Passengers in non-cars (SUVs, vans and pickup trucks) were less likely to be restrained. Restraint use improved over the study period in both areas, but disparities failed to narrow as restraint use remains lower and driver, vehicle and crash risk factors higher for MV mortality on Indian lands.

Patient satisfaction after holmium laser enucleation of the prostate (HoLEP): A prospective cohort study.

OBJECTIVE: To investigate patient satisfaction after holmium laser enucleation of the prostate (HoLEP) in a prospective study. SUBJECTS AND METHODS: From May 2012 to December 2014, 397 patients underwent HoLEP by a single surgeon and enrolled in our prospective registry. Baseline data included age, PSA, transrectal ultrasonography, the international prostate symptom score (IPSS), and overactive bladder symptom score (OABSS). Subjective assessment of surgical outcomes was performed at 6 months postoperatively using self-administered questionnaires consisting of 'satisfaction with treatment question' (STQ), 'overall response assessment' (ORA), and 'willingness to undergo surgery question' (WSQ). RESULTS: A total of 331 patients (mean age 69.6±7.0 years) were included in the analysis. Mean total prostate volume was 69.5 (±42.2) ml. Mean preoperative IPSS score was 18.5 (±7.8). The STQ showed that most patients (91.8%) were satisfied after the surgery. Only 11 (3.3%) patients responded with 'dissatisfied', and no patients replied with 'very dissatisfied'. The WSQ showed that 311 (94.0%) patients were willing to undergo the surgery again if they had to reconsider the surgical decision. The ORA showed that all patients (99.4%) experienced an improvement. When compared with satisfied patients, neutral/dissatisfied patients had lower IPSS quality of life scores (2.7 vs. 0.9, p<0.001), higher IPSS voiding symptom scores (7.0 vs. 1.4, p<0.001), and more frequent episodes of urgency urinary incontinence in OABSS (1.0 vs. 0.3, p = 0.017) at 6 months postoperatively. CONCLUSIONS: The overall level of satisfaction after HoLEP was high. The most common reason for dissatisfaction was the occurrence of urgency urinary incontinence after the surgery.

Voiding diary might serve as a useful tool to understand differences between bladder pain syndrome/interstitial cystitis and overactive bladder.

OBJECTIVES: To identify the voiding characteristics of bladder pain syndrome/interstitial cystitis and overactive bladder. METHODS: Between September 2005 and June 2010, 3-day voiding diaries of 49 consecutive bladder pain syndrome/interstitial cystitis patients and 301 overactive bladder patients were prospectively collected at an outpatient clinic and retrospectively analyzed. RESULTS: The characteristics of the two groups were not significantly different. However, all voiding variables including volume and frequency were significantly different except for the total voided volume: patients with bladder pain syndrome/interstitial cystitis showed significantly higher voiding frequencies, smaller maximal and mean voided volume, and more constant and narrower ranges of voided volume compared with overactive bladder patients (P < 0.005). Furthermore, mean intervals between voiding in bladder pain syndrome/interstitial cystitis were shorter and more consistent during the day and night (P < 0.001), although mean night-time variances were greater than daytime variances. Logistic regression analysis showed that total night-time frequency, maximal night-time voided volume and mean variance of daytime voiding intervals most significantly differentiated the two groups. CONCLUSIONS: Some voiding characteristics of bladder pain syndrome/interstitial cystitis and overactive bladder patients differ significantly according to 3-day voiding diary records. These findings provide additional information regarding the differences between these two diseases in the outpatient clinical setting.