Investigations on Brain Tumor Classification Using Hybrid Machine Learning Algorithms.

The imaging modalities are used to view other organs and analyze different tissues in the body. In such imaging modalities, a new and developing imaging technique is hyperspectral imaging. This multicolour representation of tissues helps us to better understand the issues compared to the previous image models. This research aims to analyze the tumor localization in the brain by performing different operations on hyperspectral images. The tumor is located using the combination of k-based clustering processes like k-nearest neighbour and k-means clustering. The value of k in both methods is determined using the optimization process called the firefly algorithm. The optimization processes reduce the manual calculation for finding K's optimal value to segment the brain regions. The labelling of the areas of the brain is done using the multilayer feedforward neural network. The proposed technique produced better results than the existing methods like hybrid k-means clustering and parallel k-means clustering by having a higher peak signal-to-noise ratio and a lesser mean absolute error value. The proposed model achieved 96.47% accuracy, 96.32% sensitivity, and 98.24% specificity, which are improved compared to other techniques.

A Torn ACL Mapping in Knee MRI Images Using Deep Convolution Neural Network with Inception-v3.

The anterior cruciate ligaments (ACL) are the fundamental structures in preserving the common biomechanics of the knees and most frequently damaged knee ligaments. An ACL injury is a tear or sprain of the ACL, one of the fundamental ligaments in the knee. ACL damage most generally happens during sports, for example, soccer, ball, football, and downhill skiing, which include sudden stops or changes in direction, jumping, and landings. Magnetic resonance imaging (MRI) has a major role in the field of diagnosis these days. Specifically, it is effective for diagnosing the cruciate ligaments and any related meniscal tears. The primary objective of this research is to detect the ACL tear from MRI knee images, which can be useful to determine the knee abnormality. In this research, a Deep Convolution Neural Network (DCNN) based Inception-v3 deep transfer learning (DTL) model was proposed for classifying the ACL tear MRI images. Preprocessing, feature extraction, and classification are the main processes performed in this research. The dataset utilized in this work was collected from the MRNet database. A total of 1,370 knee MRI images are used for evaluation. 70% of data (959 images) are used for training and testing, and 30% of data (411 images) are used in this model for performance analysis. The proposed DCNN with the Inception-v3 DTL model is evaluated and compared with existing deep learning models like VGG16, VGG19, Xception, and Inception ResNet-v28. The performance metrics like accuracy, precision, recall, specificity, and F-measure are evaluated to estimate the performance analysis of the model. The model has obtained 99.04% training accuracy and 95.42% testing accuracy in performance analysis.

Lipohypertrophy in China: Prevalence, Risk Factors, Insulin Consumption, and Clinical Impact.

BACKGROUND: Lipohypertrophy (LH) is a complication of insulin therapy. We assessed LH prevalence, risk factors, insulin usage, and clinical and health economic effects in China. METHODS: In four cities, 401 adult patients injecting insulin ≥1 year were surveyed for diabetes/insulin injection history and practices, pen needle reimbursement (PNR), and health resource utilization, followed by structured examination and HbA1c testing. Differences between those with and without LH were evaluated by Student's t-test or the Wilcoxon rank sum test. Insulin costs were calculated. RESULTS: Patients were 59.6 ± 11.5 years old; 50% male; 93.5% type 2 diabetes. LH prevalence was 53.1%. Compared to those without LH, patients with LH had higher body mass index (BMI; 26 vs. 24.8 kg/m2) and HbA1c (8.2% vs. 7.7% [66 vs. 61 mmol/mol]), took 11 IU (0.13 IU/kg or 31.7%) more insulin costing $1.4 versus $1.0 (RMB 9.5 vs. 6.8) daily, reused PNs more times, and had less PNR (all P ≤ 0.003). LH patients correctly rotated injection sites less often (67.6% vs. 92.3%, P < 0.0001). By stepwise logistic regression, BMI, needle reuse frequency, and PNR remained modestly associated with LH prevalence (odds ratios [OR] <1.9; P ≤ 0.03); weight-adjusted insulin dose and incorrect site rotation showed ORs of nearly 7 and 8.4, respectively (P ≤ 0.001). Extrapolated to 9 million insulin-injecting patients in China and adjusted for therapy adherence, LH-related excess annual insulin consumption cost is estimated at nearly $297 million (RMB 2 billion). CONCLUSIONS: LH is common in China and associated with worse glycemic control, despite nearly one-third greater insulin consumption, with large cost implications. Proper injection technique education may reduce LH prevalence.

The Comparative Burden of Chronic Widespread Pain and Fibromyalgia in the United States.

BACKGROUND/PURPOSE: Little information exists on the comparative patient and economic burden of chronic widespread pain (CWP) and fibromyalgia (FM) in the United States. METHODS: This multistage, observational study included an online screening survey of a large geographically diverse US sample to assess CWP status, a physician/site visit to determine FM diagnosis, and an online subject questionnaire to capture clinical characteristics, pain, health status, functioning, sleep, healthcare resource use (HRU), productivity, and costs. Based on the screener and physician evaluation, mutually exclusive groups of subjects without CWP (CWP-), with CWP but without FM (CWP+), and with confirmed FM were identified. RESULTS: Disease burden was examined in 472 subjects (125 CWP-, 176 CWP+, 171 FM). Age, race, and ethnicity were similar across groups. Mean body mass index and number of comorbidities increased from CWP- to CWP+ to FM (P = 0.0044, P < 0.0001, respectively). From CWP- to CWP+ to FM, there were reductions in health status (EQ-5D, SF-12) and sleep outcomes (MOS-SS, SSQ) (all P < 0.05). Pain severity, interference with function (BPI-SF), and overall work impairment (WPAI:SHP) increased from CWP- to CWP+ to FM (all P < 0.0001). Higher proportions of CWP+ (52.8%) and FM subjects (62.6%) were taking pain-related prescription medications relative to CWP- subjects (32.8%; P < 0.0001). Significant differences in total direct and indirect costs across the three groups (both P < 0.0001) were observed, with highest costs among FM subjects. CONCLUSION: Fibromyalgia subjects were characterized by the greatest disease burden with more comorbidities and pain-related medications, poorer health status, function, sleep, lower productivity, and higher costs.

Bazedoxifene/conjugated estrogens for managing the burden of estrogen deficiency symptoms.

The bothersome vasomotor and vaginal symptoms and bone loss that accompany the menopausal transition are associated with significant direct costs due to physician visits and medication, as well as indirect costs from reduced health-related quality of life (HRQoL) and work productivity. With life expectancies increasing, the number of postmenopausal women is also increasing, and more women are remaining in the workforce. These factors have led to an increased burden of menopausal symptoms on healthcare systems. Hormone therapy (HT) has been shown to effectively reduce menopausal symptoms and significantly increase quality-adjusted life years in postmenopausal women, particularly in women experiencing severe symptoms. However, many women discontinue use of HT before their symptoms have dissipated due to safety and tolerability concerns. The tissue selective estrogen complex (TSEC) that pairs bazedoxifene (BZA) with conjugated estrogens (CE) has been developed to provide relief of menopausal symptoms and prevent bone loss without stimulating the breast or endometrium, and to have improved tolerability compared with HT. In this context, BZA 20mg/CE 0.45 and 0.625 mg were shown to prevent bone loss and effectively treat menopausal symptoms in postmenopausal women with an intact uterus, while also demonstrating a favorable safety/tolerability profile. BZA 20mg/CE 0.45 and 0.625 mg were further associated with clinically significant improvements in HRQoL, sleep, and treatment satisfaction. Taken together, the reduction in menopausal symptoms, improvement in HRQoL, and favorable safety/tolerability profile associated with BZA/CE suggest that it is a cost-effective alternative to HT for managing the burden of menopausal symptoms.

The association of sleep difficulties with health-related quality of life among patients with fibromyalgia.

BACKGROUND: Difficulty sleeping is common among patients with fibromyalgia (FM); however, its impact on health-related quality of life (HRQoL) is not well understood. The aim of the current study was to assess the burden of sleep difficulty symptoms on HRQoL among patients with FM. METHODS: The current study included data from the 2009 National Health and Wellness Survey (N=75,000), which is a cross-sectional, Internet-based survey representative of the adult US population. The prevalence of sleep difficulty symptoms among patients with FM (n=2,196) were compared with matched controls (n=2,194), identified using propensity-score matching. Additionally, the relationship between the number of sleep difficulty symptoms (none, one, or two or more) and HRQoL (using the SF-12v2) was assessed using regression modeling, controlling for demographic and health history variables. RESULTS: Of the 2,196 patients with FM, 11.2% reported no sleep difficulty symptoms, 25.7% reported one sleep difficulty symptom, and 63.05% reported two or more sleep difficulty symptoms. The prevalence of sleep difficulty symptoms was significantly higher than matched controls. Patients with one and two sleep difficulty symptoms both reported significantly worse HRQoL summary and domain scores relative to those with no sleep difficulty symptoms (all p<.05). Further, the relationship between sleep difficulty symptoms and HRQoL was significantly different between those with FM than matched controls, suggesting a uniqueness of the burden of sleep difficulties within the FM population. CONCLUSIONS: Among the FM population, sleep difficulty symptoms were independently associated with clinically-meaningful decrements in mental and physical HRQoL. These results suggest that greater emphasis in the treatment of sleep difficulty symptoms among the FM population may be warranted.

Sphygmomanometry-evoked allodynia in chronic pain patients with and without fibromyalgia.

BACKGROUND: Fibromyalgia is a chronic pain syndrome that affects about 2% of the U.S. general population, with greater prevalence among women (3.5%) than men (0.5%). Previous research results suggest that the experience of pain (allodynia) upon sphygmomanometry may indicate the presence of fibromyalgia. OBJECTIVE: The aim of this study was to confirm these findings in patients with fibromyalgia and other chronic pain conditions and evaluate the use of sphygmomanometry as a potential screening tool for the identification of patients with fibromyalgia. METHODS: A total of 150 people participated in this multicenter, cross-sectional observational study. The study included a physician-conducted evaluation to determine if the participant met the American College of Rheumatology (ACR) 1990 diagnostic criteria for fibromyalgia. The presence of sphygmomanometry-evoked allodynia was assessed during a seated cuff pressure inflation that was repeated three times on each arm. Each site was provided a sphygmomanometer to ensure standardization, and the pressure of the cuff at the moment of pain initiation was recorded. If the patient did not indicate pain prior to 180 mmHg, then the inflation was stopped, a notation of no pain was made, and a cuff pressure of 180 mmHg was recorded. The mean of the six cuff pressure measurements was used for the analyses. Logistic regression was performed to analyze the relationship between sphygmomanometry-evoked allodynia and fibromyalgia. RESULTS: The evaluable sample was 148 (one participant had too large an arm circumference for the sphygmomanometer and another did not receive the clinician evaluation of ACR-determined fibromyalgia diagnosis). Over half of the participants were determined to have an ACR diagnosis of fibromyalgia. Of these, 71 (91%) were women and had an average age of 54 years. Of the 70 participants with no fibromyalgia diagnosis, 42 (60%) were women and also had an average age of 54 years. Sixty-one (78%) of the fibromyalgia participants, compared with 25 (36%) of those with no fibromyalgia diagnosis, reported sphygmomanometry-evoked allodynia. The participants with fibromyalgia reported pain ata lower cuff pressure compared with those without fibromyalgia (132 mmHg vs. 166 mmHg, p < .01). The logistic regression showed that sphygmomanometry-evoked allodynia predicted an ACR-determined FM diagnosis (χ(2) = 19.4, p < .01). DISCUSSION: These findings support previous research suggesting that patients who report pain upon sphygmomanometry may warrant further evaluation for the presence of fibromyalgia.

Societal and individual burden of illness among fibromyalgia patients in France: association between disease severity and OMERACT core domains.

BACKGROUND: Patients with fibromyalgia (FM) report widespread pain, fatigue, and other functional limitations. This study aimed to provide an assessment of the burden of illness associated with FM in France and its association with disease severity and core domains as defined by Outcome Measures in Rheumatology Clinical Trials (OMERACT) for FM. METHODS: This cross-sectional, observational study recruited patients with a prior diagnosis of FM from 18 community-based physician offices in France. Patients completed questions about FM impact (Fibromyalgia-Impact Questionnaire [FIQ]), core symptoms (defined by OMERACT), health-related quality of life (EQ-5D), current overall health status (rated on a scale from 0 to 100), productivity, treatment satisfaction, and out-of-pocket expenses related to FM. Site staff recorded patients' treatment and health resource use based on medical record review. Costs were extrapolated from 4-week patient-reported data and 3-month clinical case report form data and calculated in 2008 Euros using a societal perspective. Tests of significance used the Kruskal-Wallis test or Fisher's Exact test where P < 0.05 was considered significant. RESULTS: Eighty-eight patients (mean 55.2 y; female:male 74:14) were recruited. The majority of patients (84.1%) were prescribed medications for FM. Patients mainly described medications as a little/not at all effective (40.0%) or somewhat effective (52.9%). Current Overall Health rating was 52.9 (± 17.8) and FIQ total score was 54.8 (± 17.3). FIQ total score was used to define FM severity, and 17 patients scored 0- < 39 (mild FM), 33 patients 39- < 59 (moderate FM), and 38 scored 59-100 (severe FM). As FM severity level worsened, patients had poorer overall health status and perceived their prescription medications to be less effective. Average cost/FM patient was higher for severe (€10,087) vs. moderate (€6,633) or mild FM (€5,473); however, the difference was not significant. CONCLUSIONS: In a sample of 88 patients with FM from France, we found that FM poses a substantial economic and human burden on patients and society. FM severity level was significantly associated with patients' health status and core symptom domains.

The impact of 'best-practice' patient care in fibromyalgia on practice economics.

OBJECTIVE: The office time required for primary care physicians (PCPs) to diagnose, treat and manage fibromyalgia (FM) patients can be extensive. The study objective was to determine if PCPs can positively impact practice economics by requiring fewer patient visits and less office time, while still achieving an acceptable quality of life, as reported by the physician. STUDY DESIGN: Survey of PCPs who diagnose, manage and treat FM patients. METHODS: Surveys were administered to US private practice PCPs, obtaining information on the number of office visits, and time spent with FM patients. PCPs were allotted into two groups: FM-efficient (FME; n = 40) and FM usual care (FMUC; n = 54), based on their reported ability to achieve an acceptable quality of life for ≥50% of their FM patients in less than four office visits post FM diagnosis. An economic model estimated the monetary value of each PCP cohorts' time spent with a newly diagnosed FM patient over a 2-year timeframe. RESULTS: Significant office time cost differences across 2 years exist between FME PCPs and FMUC PCPs ($840 vs. $1117, P < 0.05). FME PCPs had a significantly lower cost of scheduled time to confirm diagnosis ($243 vs. $339, P < 0.05) and time to find right treatment ($264 vs. $365, P < 0.05) than FMUC PCPs. Both groups incurred costs related to excess visit time, but it was less for FME PCPs ($119, 29 minutes) than FMUC PCPs ($182, 44 minutes, P < 0.01), driven by quicker diagnosis confirmation (P < 0.01) and treatment initiation (P < 0.01). CONCLUSIONS: Research suggests that efficient FM care delivery during diagnosis and treatment can be associated with improved practice economics.

Efficient practices associated with diagnosis, treatment and management of fibromyalgia among primary care physicians.

OBJECTIVES: To describe beliefs and practice patterns of primary care physicians (PCPs) providing fibromyalgia (FM) care, and to characterize differences between PCPs who report being able to provide timely and beneficial care versus the remaining PCPs. METHODS: A mixed-methods approach including surveys followed by semi-structured focus groups among United States-based PCPs in seven cities was used. Post hoc, a composite threshold of timely and beneficial care, defined as PCPs reports of at least one-half of their patients achieving an 'acceptable' quality of life within one to four office visits after diagnosis, was created to compare subgroups. RESULTS: Forty-six per cent of PCPs reported some uncertainty when diagnosing FM. PCPs reported personally treating approximately two-thirds of their patients (63%), and reported an average of three dosage titrations. In a post hoc exploratory analysis, 42.5% of PCPs met a composite threshold of self-reported timely and beneficial FM care. These PCPs reported fewer office visits to confirm an FM diagnosis (2.7 versus 4.0 visits [P<0.01]) and more patients with 'significant improvement' (38% versus 23% [P<0.01]) after six months of treatment compared with the remaining PCPs. CONCLUSIONS: Physicians self-reported an inadequacy in diagnosing, treating and managing patients with FM in current practice. A subset of PCPs, however, perceived an ability to reach a definitive diagnosis and initiate treatment plans relatively sooner than the other respondents. If the perception of this subset can be confirmed with objective clinical outcomes, and these behaviours modelled, steps could be taken to improve FM care within the broader PCP setting.