Survey of Denoising, Segmentation and Classification of Pancreatic Cancer Imaging

BACKGROUND: Pancreatic cancer is one of the most serious problems that has taken many lives worldwide. The diagnostic procedure using the traditional approaches was manual by visually analyzing the large volumes of the dataset, making it time-consuming and prone to subjective errors. Hence the need for the computer-aided diagnosis system (CADs) emerged that comprises the machine and deep learning approaches for denoising, segmentation and classification of pancreatic cancer. INTRODUCTION: There are different modalities used for the diagnosis of pancreatic cancer, such as Positron Emission Tomography/Computed Tomography (PET/CT), Magnetic Resonance Imaging (MRI), Multiparametric-MRI (Mp-MRI), Radiomics and Radio-genomics. Although these modalities gave remarkable results in diagnosis on the basis of different criteria. CT is the most commonly used modality that produces detailed and fine contrast images of internal organs of the body. However, it may also contain a certain amount of gaussian and rician noise that is necessary to be preprocessed before segmentation of the required region of interest (ROI) from the images and classification of cancer. METHOD: This paper analyzes different methodologies used for the complete diagnosis of pancreatic cancer, including the denoising, segmentation and classification, along with the challenges and future scope for the diagnosis of pancreatic cancer. RESULT: Various filters are used for denoising and image smoothening and filters as gaussian scale mixture process, non-local means, median filter, adaptive filter and average filter have been used more for better results. CONCLUSION: In terms of segmentation, atlas based region-growing method proved to give better results as compared to the state of the art whereas, for the classification, deep learning approaches outperformed other methodologies to classify the images as cancerous and non- cancerous. These methodologies have proved that CAD systems have become a better solution to the ongoing research proposals for the detection of pancreatic cancer worldwide.

Left Ventricular Blood Flow Kinetic Energy Assessment by 4D Flow Cardiovascular Magnetic Resonance: A Systematic Review of the Clinical Relevance.

Background: There is an emerging body of evidence that supports the potential clinical value of left ventricular (LV) intracavity blood flow kinetic energy (KE) assessment using four-dimensional flow cardiovascular magnetic resonance imaging (4D flow CMR). The aim of this systematic review is to summarize studies evaluating LV intracavity blood flow KE quantification methods and its potential clinical significance. Methods: A systematic review search was carried out on Medline, Pubmed, EMBASE and CINAHL. Results: Of the 677 articles screened, 16 studies met eligibility. These included six (37%) studies on LV diastolic function, another six (37%) studies on heart failure or cardiomyopathies, three (19%) studies on ischemic heart disease or myocardial infarction and finally, one (6%) study on valvular heart disease, namely, mitral regurgitation. One of the main strengths identified by these studies is high reproducibility of LV blood flow KE hemodynamic assessment (mean coefficient of variability = 6 ± 2%) for the evaluation of LV diastolic function. Conclusions: The evidence gathered in this systematic review suggests that LV blood flow KE has great promise for LV hemodynamic assessment. Studies showed increased diagnostic confidence at no cost of additional time. Results were highly reproducible with low intraobserver variability.

A Systematic Review of Right Ventricular Diastolic Assessment by 4D Flow CMR.

BACKGROUND: Four-dimensional flow cardiovascular magnetic resonance (4D flow CMR) is a noninvasive novel imaging technology that can be used to visualise and assess right ventricular function. The aim of this systematic review is to summarise the literature available on 4D flow CMR methods used to determine right ventricular diastolic function. METHODS: A systematic review of current literature was carried out to ascertain what is known about right ventricular assessment by quantification of 4D flow CMR. Structured searches were carried out on Medline and EMBASE in December 2018. PG and NB screened the titles and abstracts for relevance. RESULTS: Of the 20 articles screened, 5 studies met eligibility for systematic review. After a further search on pubmed 1 more relevant article was found and added to the review. CONCLUSIONS: These proposed methods using 4D flow CMR can quantify right ventricular diastolic assessment. The evidence gathered is mainly observational, featuring single-centred studies. Larger, multicentre studies are required to validate the proposed techniques, evaluate reproducibility, and investigate the clinical applicability that 4D flow CMR offers compared to standard practices. PROSPERO registration number is CRD42019121492.

Intermittent Transcutaneous Electrical Nerve Stimulation versus Transversus Abdominis Plane Block for Postoperative Analgesia after Infraumbilical Surgeries.

BACKGROUND: Multimodal analgesia is currently recommended for effective postoperative analgesia. AIM: The aim of this study is to compare the efficacy of transversus abdominis plane (TAP) block with intermittent transcutaneous electrical nerve stimulation (TENS) in postoperative patients after infraumbilical surgeries under spinal anesthesia with respect to postoperative analgesia, rescue analgesia, hemodynamic changes, block characteristics, nausea/vomiting score, sedation score, adverse effects, and patient satisfaction. SETTINGS AND DESIGN: This was a prospective, observational study randomized controlled trial. METHODS: A total of 60 American Society of Anesthesiologists physical status Classes I and II patients of 20-60 years scheduled for infraumbilical surgeries were randomized by a computer-generated list into two groups of 30 each, to receive either TAP Block (Group TAP: 15 ml of 0.25% levobupivacaine on each side of abdomen) or TENS (Group TENS: TENS with frequency of 50 Hz and intensity of electrical stimulation 9-12 mA, continued for 30 min every 2 h till 24 h). The primary outcome was to compare the postoperative analgesia as assessed using visual analog scale score. Secondary objectives were to compare rescue analgesia, nausea/vomiting score, sedation score, the block characteristics, adverse effects, hemodynamic changes, and patient satisfaction. STATISTICAL ANALYSIS USED: Student's t-test, Chi-square test as applicable and Statistical Package for Social Sciences (version 23.0, 2017, SPSS Inc., Chicago, IL, USA) were used. RESULTS: Time to the first analgesic requirement was 12.87 ± 4.72 h in Group TAP and 9.93 ± 3.63 h in Group TENS (P < 0.008), the difference between two groups was significant. CONCLUSION: TAP block is better modality due to ease of application and prolonged analgesia.

Application of Discharge Criteria for Home Readiness Using Bispectral and Supraglottic Airway Devices in Day-care Surgery without Using Muscle Relaxants.

INTRODUCTION: The availability of rapid and short-acting intravenous and volatile anesthetics has facilitated early recovery that is why nowadays ambulatory surgery is becoming more common. If the criteria used to discharge patients from the Postanesthesia Care Unit (PACU) are met in the operating room (OR), it would be appropriate to consider bypassing the PACU and transferring the patient directly to the step-down unit. This process is known as "fast-tracking" after ambulatory surgery. AIMS: To compare hemodynamic characteristics and recovery profile as per fast-track criteria (FTC) of recovery and postanesthesia discharge scoring system (PADSS) between sevoflurane and desflurane. MATERIALS AND METHODS: One hundred American Society of Anesthesiologists Class I-II patients aged 20-50 years were randomly divided into two groups. Following anesthesia induction with injection propofol and injection dexmedetomidine airway was secured with i-gel, Group D (n = 50) received desflurane + dexmedetomidine + O2 + N2O and Group S (n = 50) received sevoflurane in place of desflurane. Emergence time was noted and FTC was evaluated in the OR, Score >12 is considered as shifting criteria for ambulatory surgery unit (ASU). PADSS was noted in ASU at an interval of 15 min for 3 h and Score >9 is considered as ready to discharge home. RESULTS: Response to pain, verbal commands, and spontaneous eye opening in Group D was shorter than that in Group S (P = 0.001). Mean time to achieve FTC score >12 was 15 min in both the groups. Eighty-six percent of patients were ready to go home between 60 and 90 min using PADSS. CONCLUSION: We concluded that early recovery is faster for desflurane, and there is no difference in ready to go home time between desflurane and sevoflurane.

Airway Considerations in Case of a Large Multinodular Goiter.

Patients with large goiters pose a great challenge to the anesthesiologist regarding securing the airway without compromising the safety of the patient. The technique of intubation depends on the choice and expertise of anesthesiologist. Awake fiberoptic intubation (AFOI) is the preferred technique. We present the case of large multinodular goiter with difficult airway in which AFOI was successfully used to secure the airway. Proper assessment, planning, and preparation for airway management should be done preoperatively to ensure patient safety.

Gabapentin vs pregabalin as a premedication in lower limb orthopaedics surgery under combined spinal epidural technique.

BACKGROUND: Pregabalin and gabapentin are the gamma-aminobutyric acid analogs used as a part of multimodal analgesic regimen. AIM: To compare the postoperative analgesic benefits of gabapentin or pregabalin as a premedication for lower limb orthopedic surgery under combined spinal-epidural techniques. SETTINGS AND DESIGN: Randomized double-blind study. MATERIALS AND METHODS: A total of 90 patients were divided into three groups: G, P, C who received gabapentin 1200 mg, pregabalin 300 mg, and placebo, respectively 1.5 h before surgery. All patients received combined spinal-epidural block with 3 ml of 0.5% intrathecal bupivacaine. Assessment of pain was made with visual analog scale (VAS). Postoperative analgesia was provided with epidural top-ups with 2.5 ml of 0.5% bupivacaine and fentanyl 25 µg when VAS >3. Rescue analgesia in the form of injection diclofenac (75 mg) intramuscularly was given if VAS >3 even after epidural top-up. A total number of epidural top-ups, rescue analgesia, pain-free interval postspinal anesthesia, and sedation score were noted. STATISTICAL ANALYSIS: This was done using SPSS version 17. Mean and standard deviation were calculated using Chi-square test and analysis of variance. RESULTS: The total postoperative analgesic time was 7.23 h in Group G, 14.80 h in Group P, and 4.17 h in Group C. A total number of epidural top-ups were 2.43 in Group G, 0.77 in Group P, and 4.43 in Group C. CONCLUSION: Pregabalin 300 mg and gabapentin 1200 mg significantly reduce the need of postoperative rescue analgesia, epidural top-ups, and increase the duration of postspinal anesthesia without altering hemodynamics with sedation as a major side effect.

Sevoflurane in low-flow anesthesia using "equilibration point".

CONTEXT: While giving low-flow anesthesia, it is a routine practice to give fixed duration of initial high-flow. This study was conducted to show the use of equilibration point as changeover point from initial high-flow to low-flow. AIMS: It was to compare the use of equilibration point, hemodynamics, end-tidal agent concentration, recovery time, and recovery score between isoflurane and sevoflurane. SETTINGS AND DESIGN: It was a prospective randomized study conducted on 100 patients who were admitted for elective surgery expected to be < 2 h duration. MATERIALS AND METHODS: Patients were randomly assigned to one of the two groups of 50 each. Group I received isoflurane and Group S sevoflurane as an inhalational agent. STATISTICAL ANALYSIS: The observations obtained in both the groups were recorded and compared. Analysis was done using unpaired t-test and Chi-square test. RESULTS: Hemodynamic parameters were comparable in both the groups. The mean equilibration times obtained for sevoflurane and isoflurane were 8.22 ± 1.060 min and 17.24 ± 10.2 min, respectively. The drift in end-tidal agent concentration over time was less in sevoflurane group. Mean recovery time was 7.92 ± 1.56 min in the sevoflurane group and 12.89 ± 3.45 min in the isoflurane group (P = 0.001). There was no significant difference between intraoperative and postoperative complications. CONCLUSION: Use of equilibration time of the volatile anesthetic agent as a changeover point, from high-flow to low-flow, can help us to use circle system with low-flow anesthesia in a more efficient way, especially with newer anesthetics such as sevoflurane.

Effect of tartarate and citrate based food additives on the micellar properties of sodium dodecylsulfate for prospective use as food emulsifier.

Citrate and tartarate based food preservatives can be used to enhance the emulsifying properties of sodium dodecylsulfate (SDS) based micellar system and thus making it appropriate for food applications. Exploration of interactions between the two species is the key constraint for execution of such ideas. In this work various micellar and thermodynamic parameters of SDS like critical micellar concentration (CMC), standard Gibbs free energy of micellization (ΔG(0)mic.) etc. have been calculated in different concentrations of disodium tartarate (DST) and trisodium citrate (TSC) in the temperature range (288.15-318.15)K from the conductivity and surface tension measurements. The parameters obtained from these studies reveal the competitive nature of both the additives with SDS for available positions at the air/water interface. TSC is found to be more effective additive in order to make SDS micellar system better for its potential applications as food emulsifier.

Measurement of the effect of playground surface materials on hand impact forces during upper limb fall arrests.

Distal radius fractures are common on playgrounds. Yet current guidelines for the selection of playground surface materials are based only on protection against fall-related head injuries. We conducted "torso release" experiments to determine how common playground surface materials affect impact force applied to the hand during upper limb fall arrests. Trials were acquired for falls onto a rigid surface, and onto five common playground surface materials: engineered wood fiber, gravel, mulch, rubber tile, and sand. Measures were acquired for arm angles of 20 and 40 degrees from the vertical. Playground surface materials influenced the peak resultant and vertical force (P<.001), but not the peak horizontal force (P=.159). When compared with the rigid condition, peak resultant force was reduced 17% by sand (from 1039 to 864 N), 16% by gravel, 7% by mulch, 5% by engineered wood fiber, and 2% by rubber tile. The best performing surface provided only a 17% reduction in peak resultant force. These results help to explain the lack of convincing evidence from clinical studies on the effectiveness of playground surface materials in preventing distal radius fractures during playground falls, and highlight the need to develop playground surface materials that provide improved protection against these injuries.

How a link nurse ensured equal treatment for people of Asian origin with dementia.

A review of services for older people with dementia from black and minority ethnic (BME) communities in Wolverhampton found that these groups were under represented in mental health services. Problems included a lack of information about and awareness of services, confusion about the mental health condition and a reluctance to ask for help. The review also highlighted that the proportion of older people with dementia from BME groups is set to increase significantly. It made several wide ranging recommendations to improve access to and uptake of services for these groups, which led to the creation of an Asian link nurse role specifically for Punjabi speaking people of Asian origin. This practitioner is a qualified community psychiatric nurse, who speaks Punjabi, related languages and English, and understands the relevant cultural issues. This model has been used elsewhere and we believe it should be adopted more widely to ensure equal access to culturally appropriate services for older people from BME groups.