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Supervised and unsupervised machine learning algorithms were explored for gait segmentation using wearable sensor platform. Multiple wearable sensors modules were placed at key locations: Four Inertial Measurement Units (IMUs) were attached to the thigh and shank of each leg and a plantar pressure measuring foot insoles were implanted in the shoes. The gait data has been collected from 10 people wirelessly via TCI-IP protocol, which is later anonymized. Further, the Ranchos Los Amigos (RLA) gait nomenclature-based data preprocessing and peak/valley detector based annotation steps are performed on the acquired data followed by implementation of machine learning techniques on the labeled datasets. The methods explored for phase and sub-phase classification includes the Unsupervised methods such as K-Means clustering and supervised methods like the Support Vector Machine (SVM) and Artificial Neural Network (ANN).

We report an unusual origin and course of the thyroidea ima artery in a male cadaver. The ima artery originated from the right subclavian artery very close to origin of the right vertebral artery. The artery coursed anteriorly between the common carotid artery medially and internal jugular vein laterally. It then coursed obliquely, from below upwards, from lateral to medial superficial to common carotid artery, to reach the inferior pole of the right lobe of thyroid and branched repeatedly to supply the anteroinferior and posteroinferior aspects of both the thyroid lobes and isthmus. The superior thyroid arteries were normal. Both the inferior thyroid arteries were absent. The unusual feature of this thyroidea ima artery is its origin from the subclavian artery close to vertebral artery origin, the location being remarkably far-off from the usual near midline position, and the oblique and relatively superficial course. This report is a caveat to neck surgeons to consider such a superficially running vessel to be a thyroidea ima artery.

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/m 2 ) 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.

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., (© 2015 World Institute of Pain.)

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., (Copyright © 2013 Elsevier Ireland Ltd. All rights reserved.)

Background: The Fibromyalgia Impact Questionnaire (FIQ) is a patient-reported outcome that evaluates the impact of fibromyalgia (FM) on daily life. This study evaluated the relationships between the functional status of FM patients, measured with the FIQ at baseline, and median time to a clinically relevant pain reduction., Methods: Data were derived from two randomised, placebo-controlled trials that evaluated pregabalin 300, 450 and 600 mg/day for the treatment of FM. The Kaplan-Meier (nonparametric) method was applied to estimate median times to 'transient' and 'stable' events. The transient event was defined as a ≥ 27.9% improvement on an 11-point daily pain diary scale (0 = no pain, 10 = worst possible pain), and the stable event was defined as the mean of the daily improvements ≥ 27.9% relative to baseline over the subsequent study duration starting on the day of the transient event. A parametric model using time-to-event analysis was developed for evaluating the relationship between baseline FIQ score and the median time to these events., Results: Median time was longer among patients treated with placebo relative to pregabalin for the transient events (11-12 days vs. 5-7 days) and stable events (86 days vs. 13-29 days). A significant association was observed between baseline FIQ scores and median time to transient and stable events (p < 0.001). Median times to events were similar between the studies. For transient pain reduction events, median times ranged from 3.0 to 4.5 days for baseline FIQ scores of 10, and 9.1-9.6 days for FIQ scores of 100; for stable pain reduction events, the median time ranged from 11.0 to 13.0 days and from 27.0 to 28.5 days for baseline FIQ scores of 10 and 100 respectively., Conclusions: Time to a clinically relevant reduction in pain was significantly associated with FM severity at baseline as measured by the FIQ. Such an analysis can inform patient and physician expectations in clinical practice., (© 2012 Blackwell Publishing Ltd.)

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.

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.

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., (© 2011 Blackwell Publishing Ltd.)

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.

Objective: To evaluate treatment patterns and costs among patients with painful diabetic peripheral neuropathy (pDPN) newly prescribed pregabalin or duloxetine in usual care settings., Methods: Using the PharMetrics® Database, patients with pDPN (ICD-9-CM codes 357.2 or 250.6x) newly prescribed pregabalin or duloxetine were identified. Patients initiated on duloxetine (n=713; mean age 55.4 ± 9.5 years) were propensity score-matched with patients initiated on pregabalin (n=713; mean age 56.3 ± 9.3 years). Prevalence of comorbidities, pain-related pharmacotherapy and healthcare resource use/costs (pharmacy, outpatient, inpatient, total) were examined during the 12 months preceding (pre-index) and following (follow-up) the date of the first pregabalin or duloxetine prescription., Results: Both cohorts had multiple comorbidities and a substantial pain medication burden. Among pregabalin patients, use of other anticonvulsants (35.6% vs. 24.7%) and tricyclic antidepressants significantly decreased (18.2% vs. 13.7%) and serotonin-norepinephrine reuptake inhibitors (SNRIs) increased (7.9 % vs. 12.9%) in the follow-up period; all P values <0.05. Among duloxetine patients, use of other SNRIs (8.7% vs. 5.2%) and selective serotonin reuptake inhibitors decreased significantly (32.1% vs. 18.9%) in the follow-up period, but there were increases for anticonvulsants (42.1% vs. 48.4%), benzodiazepines (25.5% vs. 32%), and sedative/hypnotics (22.6% vs. 25.8%); all P values <0.05. Among pregabalin and duloxetine patients there were increases (P<0.05) in pharmacy, outpatient, and total healthcare costs from the pre-index to the follow-up period. Total medication costs in the follow-up period were significantly higher for duloxetine (median $6,763 [IQR $3,970-$10,914]) relative to pregabalin (median $6,059 [IQR $3,277-$9,865]); P=0.0017., Conclusions: Patients with pDPN prescribed pregabalin and duloxetine were characterized by a substantial comorbidity and pain medication burden. Although there were no differences in total healthcare costs, medication costs were significantly higher in the duloxetine cohort relative to the pregabalin cohort., (© 2010 World Institute of Pain.)