Differential Evolution Optimization of the SAR Distribution for Head and Neck Hyperthermia.

Hyperthermia is an emerging cancer treatment modality, which involves applying heat to the malignant tumor. The heating can be delivered using electromagnetic (EM) energy, mostly in the radiofrequency (RF) or microwave range. Accurate patient-specific hyperthermia treatment planning (HTP) is essential for effective and safe treatments, in particular, for deep and loco-regional hyperthermia. An important aspect of HTP is the ability to focus microwave energy into the tumor and reduce the occurrence of hot spots in healthy tissue. This paper presents a method for optimizing the specific absorption rate (SAR) distribution for the head and neck cancer hyperthermia treatment. The SAR quantifies the rate at which localized RF or microwave energy is absorbed by the biological tissue when exposed to an EM field. A differential evolution (DE) optimization algorithm is proposed in order to improve the SAR coverage of the target region. The efficacy of the proposed algorithm is demonstrated by testing with the Erasmus MC patient dataset. DE is compared to the particle swarm optimization (PSO) method, in terms of average performance and standard deviation and across various clinical metrics, such as the hot-spot-tumor SAR quotient (HTQ), treatment quantifiers, and temperature parameters. While hot spots in the SAR distribution remain a problem with current approaches, DE enhances focusing microwave energy absorption to the target region during hyperthermia treatment. In particular, DE offers improved performance compared to the PSO algorithm currently deployed in the clinic, reporting a range of improvement of HTQ standard deviation of between 40.1-96.8% across six patients.

The effects of lossy compression on diagnostically relevant seizure information in EEG signals.

This paper examines the effects of compression on EEG signals, in the context of automated detection of epileptic seizures. Specifically, it examines the use of lossy compression on EEG signals in order to reduce the amount of data which has to be transmitted or stored, while having as little impact as possible on the information in the signal relevant to diagnosing epileptic seizures. Two popular compression methods, JPEG2000 and SPIHT, were used. A range of compression levels was selected for both algorithms in order to compress the signals with varying degrees of loss. This compression was applied to the database of epileptiform data provided by the University of Freiburg, Germany. The real-time EEG analysis for event detection automated seizure detection system was used in place of a trained clinician for scoring the reconstructed data. Results demonstrate that compression by a factor of up to 120:1 can be achieved, with minimal loss in seizure detection performance as measured by the area under the receiver operating characteristic curve of the seizure detection system.

Pitot-tube flowmeter for quantification of airflow during sleep.

The gold-standard pneumotachograph is not routinely used to quantify airflow during overnight polysomnography due to the size, weight, bulkiness and discomfort of the equipment that must be worn. To overcome these deficiencies that have precluded the use of a pneumotachograph in routine sleep studies, our group developed a lightweight, low dead space 'pitot flowmeter' (based on pitot-tube principle) for use during sleep. We aimed to examine the characteristics and validate the flowmeter for quantifying airflow and detecting hypopneas during polysomnography by performing a head-to-head comparison with a pneumotachograph. Four experimental paradigms were utilized to determine the technical performance characteristics and the clinical usefulness of the pitot flowmeter in a head-to-head comparison with a pneumotachograph. In each study (1-4), the pitot flowmeter was connected in series with a pneumotachograph under either static flow (flow generator inline or on a face model) or dynamic flow (subject breathing via a polyester face model or on a nasal mask) conditions. The technical characteristics of the pitot flowmeter showed that, (1) the airflow resistance ranged from 0.065 ± 0.002 to 0.279 ± 0.004 cm H(2)O L(-1) s(-1) over the airflow rates of 10 to 50 L min(-1). (2) On the polyester face model there was a linear relationship between airflow as measured by the pitot flowmeter output voltage and the calibrated pneumotachograph signal a (ß(1) = 1.08 V L(-1) s(-1); ß(0) = 2.45 V). The clinically relevant performance characteristics (hypopnea detection) showed that (3) when the pitot flowmeter was connected via a mask to the human face model, both the sensitivity and specificity for detecting a 50% decrease in peak-to-peak airflow amplitude was 99.2%. When tested in sleeping human subjects, (4) the pitot flowmeter signal displayed 94.5% sensitivity and 91.5% specificity for the detection of 50% peak-to-peak reductions in pneumotachograph-measured airflow. Our data validate the pitot flowmeter for quantification of airflow and detecting breathing reduction during polysomnographic sleep studies. We speculate that quantifying airflow during sleep can differentiate phenotypic traits related to sleep disordered breathing.

Developing quantitative physiological phenotypes of sleep apnea for epidemiological studies.

Existing physiological databases have not been sufficiently detailed to provide relevant and important information for characterizing the pathophysiology of obstructive sleep apnea. Critical collapsing pressure (P(CRIT)) is a standard method for determining upper airway patency during sleep, however is labor intensive and prohibits large-scale studies. Based on previously published data indicating R(US) does not significantly vary between groups, our aim was to develop an approach to estimate the P(CRIT) from airflow at atmospheric pressure (V(atm)). In a dataset of 126 subjects, where P(CRIT) and R(US) were measured using standard techniques. We then determined the minimum sample size required to estimate the R(US) mean and variance by utilizing a bootstrap procedure (30 times for n=3 to 126). We first estimated the minimum number of subjects needed for obtaining a group for a two-tailed (z=1.96) standard error for R(US) in the population. Then in 75 individuals, quantitative estimates of airflow were obtained at atmospheric pressure. Using the estimated R(US) and atmospheric, we determined an estimated P(CRIT) (ЄP(CRIT)). Bland-Altman plots were generated to determine the agreement between the measured P(CRIT) and ЄP(CRIT). For the entire population the mean ± SEM R(US) was 23 ± 1 cmH(2)O/L/s (± 95% CI: 21, 25). ~40 subjects represent the minimum sample required to estimate the population variance within ± 2 SEM. In the subsample with atmospheric flow measurements, a linear regression model (ЄP(CRIT) [cmH(2)O] = V(@PN) [L/s]x-23[cmH(2)O/L/s]), ЄP(CRIT) ranged from 0 to -9.6 cmH(2)O. In the Bland-Altman analysis there was no mean difference between the measured P(CRIT) and ЄP(CRIT) (-0.01 cmH(2)O; p=0.8) with upper and lower limits of agreement at ± 2.3 cmH(2)O. The variance of upstream resistance approaches a constant value in groups with approximately 40 subjects. Utilizing a fixed up-stream resistance to estimate P(CRIT) from the airflow at atmospheric pressure agrees with the measured values. These data suggest that measurements of quantitative airflow during standard polysomnography can be used to determine upper airway properties in large cohorts.

Effect of rotation frequency and weaning date on forage measurements and growth performance by cows and calves grazing endophyte-infected tall fescue pastures overseeded with crabgrass and legumes.

A grazing study was initiated in April 2000 and continued through three calving and weaning cycles (ending July 2003) to investigate the effects of rotational grazing management (twice monthly [2M] vs. twice weekly [2W]) and weaning date (mid-April [EARLY] vs. early June [LATE]) on production of fall-calving cow-calf pairs (495 +/- 9.6 kg initial BW) grazing Neotyphodium coenophialum-infected tall fescue (Festuca arundinacea Schreb.) overseeded with legumes and crabgrass. Secondary objectives of the experiment were to monitor differences in quantity and quality of available forage and to evaluate changes in forage species composition. Pastures were dominated by tall fescue throughout the study, and the proportion of basal cover was greater (P < 0.05) in 2M than in 2W pastures. The percentage of legumes was very low across all treatment combinations, but the percentage of crabgrass continued to increase (P < 0.05) linearly and quadratically across years for both summer and fall sampling periods, regardless of rotation or weaning program. In vitro DM disappearance and mineral concentrations varied minimally because of rotation frequency or weaning date. Rotation frequency did not substantially affect (P = 0.11 to 0.97) cow BW, hay offered, milk production, calving interval, calf birth weight, or actual or adjusted weaning weights; however, 2M cows had 0.3 units higher (P < 0.05) BCS at the time of breeding than 2W cows. Calves weaned late had greater (P < 0.05) actual weaning weight and weighed more (P < 0.05) on the LATE weaning date than on the EARLY weaning date, but 205-d adjusted weaning weights did not differ (P = 0.74) across weaning dates. Therefore, rotation frequency and/or weaning date had little effect on forage species composition or forage quality. In addition, the rapid rotation program offered little advantage with respect to animal performance, and weaning fall-born calves grazing endophyte-infected tall fescue pastures at approximately 189 d of age seemed to be detrimental to calf performance compared with delaying weaning until 243 d of age.

Rotator cuff repair as an outpatient procedure.

The purpose of this study was to evaluate outpatient rotator cuff repair on the basis of patient satisfaction, pain control, early postoperative complications, and cost control. Patients were considered good candidates for an outpatient repair if they were in good health and had adequate support at home. Seventy-five rotator cuff repairs were performed on an outpatient basis. The average age of the patients was 58 years. Patients with tears smaller than 2 cm in diameter were excluded. Postoperative pain was managed effectively in 74 of 75 outpatients. There were no cases of deltoid origin compromise, deep infection, or early failure of repair, and no outpatient required readmission to the hospital. This study demonstrates that outpatient rotator cuff repair is possible in the appropriately selected patient and can be performed safely and effectively with a 43% reduction in overall cost.

Debridement arthroscopy. 10-year followup.

The treatment of osteoarthritis of the knee is a difficult problem. In the senior author's opinion, nonaggressive arthroscopic debridement of the knee is an effective procedure to relieve pain and restore function in patients with osteoarthritis of the knee. A subjective telephone interview of patients done 10 or more years after arthroscopic debridement evaluated the long term results of this treatment in patients with osteoarthritis of the knee. The patients all were candidates for total knee replacement who selected arthroscopy as a temporizing procedure. Of the 191 knees in patients undergoing arthroscopic debridement, 77 patients (91 knees) were contacted for followup. Sixty-seven percent of the 91 knees did not have total knee arthroplasty at an average of 13.2 years followup. The Tegner activity score averaged 3.5 and patient satisfaction averaged 8.6 on a 0 to 10 scale. Twenty-one patients (30 knees) or (33%) had total knee arthroplasty at an average of 6.7 years. Seven of these had total knee arthroplasty within 2 years of arthroscopic debridement. Six of these seven knees had Outerbridge Grade 4 articular cartilage changes and clinically significant meniscus tears. Seven of the 19 knees (37%) with Outerbridge Grade 4 changes in 80% of one knee compartment did not require total knee arthroplasty after greater than 10 year followup. The difficulties in long term followup in this patient population is evident, yet the number of patients who had a functional lifestyle after arthroscopic debridement was notable.