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Background The complexity of the upper gastrointestinal (UGI) multidisciplinary team (MDT) is continually growing, leading to rising clinician workload, time pressures, and demands. This increases heterogeneity or ‘noise’ within decision-making for patients with oesophageal cancer (OC) and may lead to inconsistent treatment decisions. In recent decades, the application of artificial intelligence (AI) and more specifically the branch of machine learning (ML) has led to a paradigm shift in the perceived utility of statistical modelling within healthcare. Within oesophageal cancer (OC) care, ML techniques have already been applied with early success to the analyses of histological samples and radiology imaging; however, it has not yet been applied to the MDT itself where such models are likely to benefit from incorporating information-rich, diverse datasets to increase predictive model accuracy. Methods This review discusses the current role the MDT plays in modern UGI cancer care as well as the utilisation of ML techniques to date using histological and radiological data to predict treatment response, prognostication, nodal disease evaluation, and even resectability within OC. Results The review finds that an emerging body of evidence is growing in support of ML tools within multiple domains relevant to decision-making within OC including automated histological analysis and radiomics. However, to date, no specific application has been directed to the MDT itself which routinely assimilates this information. Conclusions The authors feel the UGI MDT offers an information-rich, diverse array of data from which ML offers the potential to standardise, automate, and produce more consistent, data-driven MDT decisions.

Purpose To compare the relative IPSS (International Prostate Symptom Score) improvement in storage and voiding symptoms between prostatic artery embolization (PAE) and transurethral resection of the prostate (TURP). Method Retrospective analysis of the UK-ROPE (UK Register of Prostate Embolization) multicentre database was conducted with inclusion of all patients with full IPSS questionnaire score data. The voiding and storage subscore improvement was compared between interventions. Student’s t-test (paired and unpaired) and ANOVA (Analysis of variance) were used to identify significant differences between the groups. Results 146 patients (121 PAE, 25 TURP) were included in the analysis. Storage symptoms were more frequently the most severe symptom (‘storage’ in 75 patients vs ‘voiding’ in 17 patients). Between groups, no significant difference was seen in raw storage subscore improvement (TURP 4.9 vs PAE 4.2; p = 0.34) or voiding subscore improvement (TURP 8.4 vs PAE 6.7; p = 0.1). ANOVA demonstrated a greater proportionate reduction (relative to total IPSS) towards voiding symptoms in the TURP group (27.3% TURP vs 9.9% PAE, p = 0.001). Conclusion Although both TURP and PAE improve voiding symptoms more than storage, a significantly larger proportion of total symptom reduction is due to voiding in the TURP cohort, with PAE providing a more balanced improvement between voiding and storage.

Uveal melanoma, the most common primary ocular malignancy in adults, carries a poor prognosis: 50% of patients develop the metastatic disease with a 10-25% 1-year survival and no established standard of care treatment. Prior studies of melphalan percutaneous hepatic perfusion (M-PHP) have shown promise in metastatic uveal melanoma (mUM) patients with liver predominant disease but are limited by small sample sizes. We contribute our findings on the safety and efficacy of the procedure in the largest sample population to date. A retrospective analysis of outcome and safety data for all mUM patients receiving M-PHP was performed. Tumour response and treatment toxicity were evaluated using RECIST 1.1 and Common Terminology Criteria for Adverse Events v5.03, respectively. 250 M-PHP procedures were performed in 81 patients (median of three per patient). The analysis demonstrated a hepatic disease control rate of 88.9% (72/81), a hepatic response rate of 66.7% (54/81), and an overall response rate of 60.5% (49/81). After a median follow-up of 12.9 months, median overall progression-free (PFS) and median overall survival (OS) were 8.4 and 14.9 months, respectively. There were no fatal treatment-related adverse events (TRAE). Forty-three grade 3 (29) or 4 (14) TRAE occurred in 23 (27.7%) patients with a significant reduction in such events between procedures performed in 2016-2020 vs. 2012-2016 (0.17 vs. 0.90 per patient, P < 0.001). M-PHP provides excellent response rates and PFS compared with other available treatments, with decreasing side effect profile with experience. Combination therapy with systemic agents may be viable to further advance OS.

Introduction U-score ultrasound classification (graded U1-U5) is widely used to grade thyroid nodules based on benign and malignant sonographic features. It is well established that ultrasound is an operator-dependent imaging modality and thus more susceptible to subjective variances between operators when using imaging-based scoring systems. We aimed to assess whether there is any intra- or interobserver variability when U-scoring thyroid nodules and whether previous thyroid ultrasound experience has an effect on this variability. Methods A total of 14 ultrasound operators were identified (five experienced thyroid operators, five with intermediate experience and four with no experience) and were asked to U-score images from 20 thyroid cases shown as a single projection, with and without Doppler flow. The cases were subsequently rescored by the 14 operators after six weeks. The first and second round U-scores for the three operator groups were then analysed using Fleiss’ kappa to assess interobserver variability and Cochran’s Q test to determine any intraobserver variability. Results We found no significant interobserver variability on combined assessment of all operators with fair agreement in round 1 (Fleiss’ kappa = 0.30, p 0.05). Conclusions We found no statistically significant inter- or intraobserver variability in the U-scoring of thyroid nodules between all participants reinforcing the validity of this scoring method in clinical practice, allaying concerns regarding potential subjective biases in reporting.

To explore whether coil embolization of penile collateral arteries to prevent nontarget embolization during prostatic artery embolization (PAE) negatively affects erectile function.Retrospective analysis was performed on a prospectively maintained multicenter PAE database on all patients with benign prostatic hyperplasia (January 2014 to July 2016). International Index of Erectile Function (IIEF-5) scores were collected at baseline and within 12 months after the procedure. A logistic regression and nearest neighbor propensity-matched analysis (matched for age, baseline IIEF-5 scores, and use of 5α-reductase inhibitors) and paired t test were used to evaluate for differential impact on IIEF-5 scores between the group of patients who underwent (unilateral) penile collateral coil embolization and a matched control group of patients who did not.Of a total of 216 patients, 26 underwent coil protection of an accessory pudendal vessel/penile collateral. After exclusions, 22 propensity-matched pairs were identified. The mean IIEF-5 score at baseline for the coil-embolized group was 14.8 ± 8.3 (out of a possible score of 30) and that for the matched control group was 14.0 ± 7.8. At the 12-month follow-up after the procedure, the mean follow-up IIEF-5 score was 15.5 ± 8.0 for the coil-embolized group and 14.2 ± 8.2 for the matched control group. The change in IIEF-5 scores after PAE was not significantly different between the 2 groups (0.66 ± 3.8 vs 0.20 ± 2.0; P = .64; 95% CI, -1.53 to 2.44).When penile collateral arteries were identified, protective coil embolization of penile collateral/accessory pudendal vessels during PAE was unlikely to affect erectile function negatively.

Paediatric varicocele embolization has many benefits over surgical ligation, but lacks published long-term data. We investigated technical and clinical outcomes in this under reported patient group.To evaluate technical success, complications and recurrence rates following varicocele embolization in paediatric patients.A single-centre retrospective review of procedural data and electronic notes of consecutive patients referred for varicocele embolization over a 10-year period was performed (February 2010-March 2020). The primary outcomes were technical success and clinical efficacy (lack of symptom recurrence). Secondary outcomes included complications, testicular vein size reduction and procedural parameters including radiation exposure. Chi-square analysis was used to identify predictors of clinical success. Follow-up involved outpatient clinical assessment and telephone interview.40 patients (median age 15) were referred for left-sided symptomatic varicocele. Technical embolization success was achieved in 36/40 patients (90%), with 4 procedures abandoned (inaccessible vein). Embolization technique was platinum-based coils ± sclerosant. There were no immediate or long-term procedural complications. 32/36 patients completed short term follow-up at a median interval of 2.8 months. 30/32 (93.78%) experienced early clinical success. We found a significant reduction in peritesticular vein size following embolization (pre-3.70 vs post-2.56 mm, p = 0.00017) and a significant relationship between varicocele grade and early clinical success (χ2 = 4.2, p = 0.04), but not pre-treatment peritesticular vein size (χ2 = 0.02, p = 0.88). 33/36 patients completed long-term follow-up (median 4.2 years, range 0.36-9.9 years) producing a late clinical success rate of 93.9% (31/33). No post procedural complications including hydroceles were identified.This study demonstrates technical success, matching rates described in adult patients which is reassuring and in support of embolization in the younger patient cohort. More importantly, the overall clinical success rate is comparable with previous embolization studies. Reassuringly, all symptom recurrences occurred early in follow-up, and there is a cogent argument for a single follow-up appointment at this juncture. Our long-term average follow-up duration, primarily gained via telephone interview, exceeds other studies. Although our study has the longest follow-up for varicocele embolization in children, it is limited by a few patients being lost to early and long-term follow-up. This is a recognised issue faced by studies attempting to follow-up benign conditions with a high clinical success rate.Paediatric varicocele embolization is a successful alternative to surgical ligation, with no complications and good clinical outcomes over a long-term follow-up.

AIM: To evaluate the effectiveness of a novel, resorbable, spherical embolic agent compared with other established agents, by studying percentage fibroid infarction (the best indicator of long-term symptom improvement) in patients undergoing uterine fibroid embolisation (UFE). MATERIALS AND METHODS: This retrospective cohort study examined six different embolic agents used for fibroid embolisation, including a new gelatin-based, fully resorbable, spherical agent. The primary effectiveness outcomes were magnetic resonance imaging (MRI)-determined dominant fibroid infarct percentage (DF%) and all fibroid percentage infarct (AF%) at 3 months post-embolisation. MRI-determined uterine artery patency rate was the secondary outcome. Chi-squared test (χ 2), relative risk (RR) calculation (primary outcomes), and analysis of variance (ANOVA) (secondary outcome) were the statistical tests employed. RESULTS: One hundred and twenty patients were treated with six embolic agents (20 consecutive patients per group, overall mean age 44.8±6.4, initial uterine volume 570±472 ml, dominant fibroid volume 249±324 ml). Fibroid infarctrates were similar between the cohorts with no significant difference between the new gelatin-based resorbable particle and other embolics in either DF% (χ 2=3.92, p=0.56) or AF% (χ 2=2.83, p=0.73). Complete DF% RR=1.07 (0.90–1.27) and AF% RR=1.09 (0.85–1.41) suggest non-inferiority of the resorbable particle (d=0.67, p

The effect of Uterine Fibroid Embolization on fertility and ovarian reserve remains uncertain. We assessed the impact of a new resorbable, spherical particle (Gelbead) on concentration of Anti-Mullerian (AMH) hormone, fibroid volume and uterine artery patency. This prospective cohort study recruited consecutive patients from July 2017 to June 2018. Serum AMH, fibroid and uterine volume, UFS-QOL (uterine fibroid score-quality of life) scores were measured prior to and at 1 month and/or 3 months post embolization. Twenty-four participants were enrolled (median age 44 years, uterine volume 484 cm 3, initial dominant fibroid volume 167 cm 3). One patient was lost to follow-up. AMH (median ± SD) immediately prior to embolization was 3.2 ± 13.7 pmol/L. At 1-month postembolization, AMH was 4.1 ± 8.6 pmol/L and at 3 months 4.4 ± 8.6 pmol/L. We found no significant difference in AMH levels between baseline and at 1 month (p = 0.58) or baseline and 3 months (p = 0.17). The median dominant uterine fibroid volume decreased (167 to 64 cm 3, p < 0.001). At 3 months post-embolization, 17/23 patients had patent uterine arteries bilaterally (73.9%). UFE with Gel-bead did not significantly affect AMH at 3 months post embolization, whilst maintaining a high rate of uterine artery patency.

e21520 Background: Recent studies have demonstrated a clear survival benefit of melphalan percutaneous hepatic perfusion (M-PHP) for liver metastases from ocular melanoma (mUM). Importantly, the survival benefit relating to each treatment cycle must be carefully balanced with changes in patient Quality of Life. We contribute our single centre findings on the temporal change in the quality of life after M-PHP therapy. Methods: We performed a retrospective analysis of the change in quality of life (QoL) using the Functional Assessment of Cancer Therapy - General (FACT-G) with mUM patients receiving M‐PHP at our institutions (n = 13). The FACT-G score which comprises physical (PWB), social (SWB), emotional (EWB) and functional (FWB) wellbeing were measured pre-procedure and at day 1, day of discharge, 7, 14 and 28 days after M-PHP therapy. Paired t-test was used to assess for any significant change in each QoL domain. Results: The baseline FACT-G score was 93.4 out of 108 +/- 14.7 (mean +/- std). Quality of life scoring significantly decreased immediately after the procedure (day 1; 84.8 +/- 13.1, p = 0.01) and gradually improved over time, with no significant difference in total score by the day of discharge; 88.7 +/- 13.7, c.f baseline p = 0.22). By day 28, there was a trend for overall improved QoL (96.6 +/-9.3, p = 0.25). Sub-score analysis revealed that by day 28 there was a statistically significant improvement in EWB (p = 0.02), a trend towards improved scores in PWB and SWB domains. FWB was slightly below baseline by day 28 (23.8 vs 23.2). Conclusions: Quality of life following M-PHP decreases immediately after therapy and is not significantly different from baseline by the day of discharge. By day 28 there is a trend towards improved overall quality of life. This study could provide the basis for determining the optimal time between treatment cycles.

ObjectiveTo determine whether prostate artery embolization (PAE) is a cost-effective alternative to transurethral resection of the prostate (TURP) in the management of benign prostate hyperplasia (BPH) after 1-year follow-up.Design, setting and main outcome measuresA retrospective cost-utility analysis over a 12-month time period was conducted to compare the two interventions from a National Health Service perspective. Effectiveness was measured as quality-adjusted life years (QALYs) derived from data collected during the observational UK Register of Prostate Embolisation (UK-ROPE) Study. Costs for both PAE and TURP were derived from University Hospital Southampton, a tertiary referral centre for BPH and the largest contributor to the UK-ROPE. An incremental cost-effectiveness ratio (ICER) was derived from cost and QALY values associated with both interventions to assess the cost-effectiveness of PAE versus TURP. Further sensitivity analyses involved a decision tree model to account for the impact of patient-reported complications on the cost-effectiveness of the interventions.ResultsThe mean patient age for TURP (n=31) and PAE (n=133) was 69 and 65.6 years, respectively. In comparison to TURP, PAE was cheaper due to shorter patient stays and the lack of necessity for an operating theatre. Analysis revealed an ICER of £64 798.10 saved per QALY lost when comparing PAE to TURP after 1-year follow-up.ConclusionOur findings suggest that PAE is initially a cost-effective alternative to TURP for the management of BPH after 1-year follow-up. Due to a higher reintervention rate in the PAE group, this benefit may be lost in subsequent years.Trial registration numberNCT02434575.

Optisphere (Teleflex, Wayne, PA, USA, currently distributed by Medtronic, Minneapolis, MN, USA) is a new, resorbable, calibrated spherical embolic agent. We aimed to evaluate its clinical safety and effectiveness for fibroid embolization through a prospective case series. This prospective case series studied patients treated with fibroid embolization using Optisphere between July 2017 and June 2018. The primary outcomes were device-related adverse event assessments and MRI-determined percentage infarct of the dominant fibroid (DF %) and infarct of all fibroids (AF %) at 3 months post-embolization. Secondary outcomes included symptom improvement with the validated Uterine Fibroid Symptom Score and Quality of Life questionnaire (UFS-SS and UFS-QOL) at 3 months and 12 months post-embolization. Statistical analysis was through the Wilcoxon signed-rank test for nonparametric paired data. Twenty-three consecutive patients were treated with Optisphere (median age 44.0, uterine volume 484.0 ml, dominant fibroid volume 167.0 ml). The complete dominant fibroid infarction (DF %) rate was 91.3% (21/23 patients), and the complete all fibroid infarction rate (AF %) was 82.6% (19/23). No adverse device-related safety events were encountered. Significant improvement was demonstrated in 3-month UFS-SS (56 vs 19, p

Over the years, many clinical and engineering methods have been adapted for testing and screening for the presence of diseases. The most commonly used methods for diagnosis and analysis are computed tomography (CT) and X-ray imaging. Manual interpretation of these images is the current gold standard but can be subject to human error, is tedious, and is time-consuming. To improve efficiency and productivity, incorporating machine learning (ML) and deep learning (DL) algorithms could expedite the process. This article aims to review the role of artificial intelligence (AI) and its contribution to data science as well as various learning algorithms in radiology. We will analyze and explore the potential applications in image interpretation and radiological advances for AI. Furthermore, we will discuss the usage, methodology implemented, future of these concepts in radiology, and their limitations and challenges.

The UK Registry of Prostate Artery Embolization (UK-ROPE) was a prospective, multicentre study comparing PAE against surgical therapies for symptomatic benign prostatic hyperplasia (BPH). A wealth of data was collected supplementary to the main study outcomes which provide a snapshot of UK PAE practice. We aimed to interpret these data in the hope of providing insight into factors which affect clinical outcome and radiation dose.216 patients (mean age 66, mean IPSS 21.3) undergoing PAE at 20 British centres from July 2014 to January 2016 were prospectively followed up to 12 months with retrospective analysis of the data. Technical outcome was evaluated based on procedural and fluoroscopy times, skin dose and dose area product (DAP). Clinical outcome was evaluated through collection of Qmax, IPSS reduction and prostate volume reduction. Multiple analysis of variance (MANOVA) was used to assess the significance of various patients and procedural factors on clinical outcome and patient dose.Significant predictors of technical outcome which affected patient skin dose included severity of CTA-detected atheroma (p 0.001), the practitioner (p 0.001) and use of protective coil embolization (p = 0.019). Predictors of clinical outcome included initial prostate size (dichotomized into groups 80 ml and = 80 ml, d = 1, p = 0.0138), embolic agent (spherical particles 300 nm performed best, p = 0.01) and number of arteries embolized (IPSS reduction of 32.9% in unilateral PAE versus 54.4% for bilateral PAE, p = 0.026).We have identified several important factors which are associated with improved clinical outcome and increased patient dose which we hope will facilitate optimal patient selection and encourage improved embolization technique.

Recent studies have suggested that extracellular recordings of putative cortical interneurons have briefer spikes than those of pyramidal neurons, providing a means of identifying cortical cell types in recordings from awake monkeys. To test this, we investigated the spike duration of antidromically identified pyramidal tract neurons (PTNs) recorded from primary motor (M1) or ventral premotor cortex (area F5) in 4 awake macaque monkeys. M1 antidromic latencies (ADLs) were skewed toward short ADLs (151 PTNs; 0.5–5.5 ms, median 1.1 ms) and significantly different from that of F5 ADLs (54 PTNs; 1.0–6.9 ms, median 2.6 ms). The duration of PTN spikes, recorded with a high-pass filter of 300 Hz and measured from the negative trough to the positive peak of the spike waveform, ranged from 0.15 to 0.71 ms. Importantly, we found a positive linear correlation between ADL and spike duration in both M1 (R2= 0.40,p< 0.001) and F5 (R2= 0.57,p< 0.001). Thus PTNs with the shortest ADL (fastest axons) had the briefest spikes, and since PTN soma size is correlated with axon size and conduction velocity, it is likely that the largest pyramidal neurons (Betz cells in M1) have spikes with short durations (0.15–0.45 ms), which overlap heavily with those reported for putative interneurons in previous studies in non-primates. In summary, one class of physiologically identified cortical pyramidal neuron exhibits a wide variety of spike durations and the results suggest that spike duration alone may not be a reliable indicator of cell type.

The activity of mirror neurons in macaque ventral premotor cortex (PMv) and primary motor cortex (M1) is modulated by the observation of another's movements. This modulation could underpin well documented changes in EEG/MEG activity indicating the existence of a mirror neuron system in humans. Because the local field potential (LFP) represents an important link between macaque single neuron and human noninvasive studies, we focused on mirror properties of intracortical LFPs recorded in the PMv and M1 hand regions in two macaques while they reached, grasped and held different objects, or observed the same actions performed by an experimenter. Upper limb EMGs were recorded to control for covert muscle activity during observation.The movement-related potential (MRP), investigated as intracortical low-frequency LFP activity (Comparison of LFPs for different grasps provided evidence for partially nonoverlapping networks being active during execution and observation, which might be related to different inputs to motor areas during these conditions. We found substantial information about grasp in the MRP corroborating its suitability for brain–machine interfaces, although information about grasp was generally low during action observation.

Summary Evidence is accumulating that neurons in primary motor cortex (M1) respond during action observation [1, 2], a property first shown for mirror neurons in monkey premotor cortex [3]. We now show for the first time that the discharge of a major class of M1 output neuron, the pyramidal tract neuron (PTN), is modulated during observation of precision grip by a human experimenter. We recorded 132 PTNs in the hand area of two adult macaques, of which 65 (49%) showed mirror-like activity. Many (38 of 65) increased their discharge during observation (facilitation-type mirror neuron), but a substantial number (27 of 65) exhibited reduced discharge or stopped firing (suppression-type). Simultaneous recordings from arm, hand, and digit muscles confirmed the complete absence of detectable muscle activity during observation. We compared the discharge of the same population of neurons during active grasp by the monkeys. We found that facilitation neurons were only half as active for action observation as for action execution, and that suppression neurons reversed their activity pattern and were actually facilitated during execution. Thus, although many M1 output neurons are active during action observation, M1 direct input to spinal circuitry is either reduced or abolished and may not be sufficient to produce overt muscle activity., Highlights ► PTNs in primary motor cortex show mirror properties ► These neurons project to the spinal cord, but no overt muscle activity was detected ► Compared with execution, mirror PTNs reduce or abolish discharge during observation ► Disfacilitation of mirror PTNs during observation may prevent unintended movement