Dutch Art Institute

This paper introduces SENMap, a mapping and synthesis tool for a scalable energy efficient neuromorphic computing architecture frameworks. SENECA a flexible architectural design optimized for executing edge AI SNN/ANN inference applications efficiently. To speed up the silicon tapeout and chip design for SENECA, an accurate emulator SENSIM was designed. While SENSIM supports direct mapping of SNNs on neuromorphic architectures, as the SNN/ANN grow in size, achieving optimal mapping for objectives like energy, throughput, area, and accuracy becomes challenging. This paper introduces SENMap, flexible mapping software for efficiently mapping large SNN/ANN applications onto adaptable architectures. SENMap considers architectural, pretrained SNN/ANN realistic examples, and event rate-based parameters and is open-sourced along with SENSIM to aid flexible neuromorphic chip design before fabrication. Experimental results show SENMap enables 40 percent energy improvements for a baseline SENSIM operating on timestep asynchronous mode of operation. SENMap is designed in such a way that it facilitates mapping large spiking neural networks for future modifications as well.<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">1</sup>

To develop a core set of prenatal and neonatal outcomes for clinical studies evaluating perinatal interventions for congenital diaphragmatic hernia, using a validated consensus-building method. An international steering group comprising 13 leading maternal-fetal medicine specialists, neonatologists, pediatric surgeons, patient representatives, researchers and methodologists guided the development of this core outcome set. Potential outcomes were collected through a systematic review of the literature and entered into a two-round online Delphi survey. A call was made for stakeholders with experience of congenital diaphragmatic hernia to review the list and score outcomes based on their perceived relevance. Outcomes that fulfilled the consensus criteria defined a priori were discussed subsequently in online breakout meetings. Results were reviewed in a consensus meeting, during which the core outcome set was defined. Finally, the definitions, measurement methods and aspirational outcomes were defined in online and in-person definition meetings by a selection of 45 stakeholders. Overall, 221 stakeholders participated in the Delphi survey and 198 completed both rounds. Fifty outcomes met the consensus criteria and were discussed and rescored by 78 stakeholders in the breakout meetings. During the consensus meeting, 93 stakeholders agreed eventually on eight outcomes, which constituted the core outcome set. Maternal and obstetric outcomes included maternal morbidity related to the intervention and gestational age at delivery. Fetal outcomes included intrauterine demise, interval between intervention and delivery and change in lung size in utero around the time of the intervention. Neonatal outcomes included neonatal mortality, pulmonary hypertension and use of extracorporeal membrane oxygenation. Definitions and measurement methods were formulated by 45 stakeholders, who also added three aspirational outcomes: duration of invasive ventilation, duration of oxygen supplementation and use of pulmonary vasodilators at discharge. We developed with relevant stakeholders a core outcome set for studies evaluating perinatal interventions in congenital diaphragmatic hernia. Its implementation should facilitate the comparison and combination of trial results, enabling future research to better guide clinical practice. © 2023 International Society of Ultrasound in Obstetrics and Gynecology.

Preoperative chemoradiotherapy according to the chemoradiotherapy for esophageal cancer followed by surgery study (CROSS) has become a standard of care for patients with locally advanced resectable esophageal or junctional cancer. We aimed to assess long-term outcome of this regimen. From 2004 through 2008, we randomly assigned 366 patients to either five weekly cycles of carboplatin and paclitaxel with concurrent radiotherapy (41.4 Gy in 23 fractions, 5 days per week) followed by surgery, or surgery alone. Follow-up data were collected through 2018. Cox regression analyses were performed to compare overall survival, cause-specific survival, and risks of locoregional and distant relapse. The effect of neoadjuvant chemoradiotherapy beyond 5 years of follow-up was tested with time-dependent Cox regression and landmark analyses. The median follow-up was 147 months (interquartile range, 134-157). Patients receiving neoadjuvant chemoradiotherapy had better overall survival (hazard ratio [HR], 0.70; 95% CI, 0.55 to 0.89). The effect of neoadjuvant chemoradiotherapy on overall survival was not time-dependent (P value for interaction, P = .73), and landmark analyses suggested a stable effect on overall survival up to 10 years of follow-up. The absolute 10-year overall survival benefit was 13% (38% v 25%). Neoadjuvant chemoradiotherapy reduced risk of death from esophageal cancer (HR, 0.60; 95% CI, 0.46 to 0.80). Death from other causes was similar between study arms (HR, 1.17; 95% CI, 0.68 to 1.99). Although a clear effect on isolated locoregional (HR, 0.40; 95% CI, 0.21 to 0.72) and synchronous locoregional plus distant relapse (HR, 0.43; 95% CI, 0.26 to 0.72) persisted, isolated distant relapse was comparable (HR, 0.76; 95% CI, 0.52 to 1.13). The overall survival benefit of patients with locally advanced resectable esophageal or junctional cancer who receive preoperative chemoradiotherapy according to CROSS persists for at least 10 years.

Abstract Aim To report the long term results of the CROSS trial with a minimum follow-up of 10 years. Background Neoadjuvant chemoradiotherapy according to the Dutch randomised controlled ChemoRadiotherapy for Oesophageal cancer followed by Surgery Study (CROSS) has become standard of care for patients with cancer of the oesophagus or oesophagogastric junction. Methods Patients with locally advanced resectable squamous cell carcinoma or adenocarcinoma of the oesophagus or oesophagogastric junction were randomised between neoadjuvant chemoradiotherapy (five weekly cycles of intravenous carboplatin [AUC 2 mg/mL per min] and intravenous paclitaxel [50 mg/m² of body-surface area]) with concurrent 41.4 Gy radiotherapy given in 23 fractions of 1.8 Gy, 5 days per week) plus surgery versus surgery alone. Primary endpoint was overall survival, defined from date of randomisation to date of all-cause death or to last day of follow-up. Analysis was by intention-to-treat. Results Between March 2004 and 2008, eight centres enrolled 368 patients. Some 178 were analysed in the chemoradiotherapy plus surgery group and 188 in the surgery alone group. After a median follow-up for surviving patients of 146.6 months (IQR 133.5-156.6), median overall survival was 49.0 months (95%CI 34.7-76.6) in the neoadjuvant chemoradiotherapy plus surgery group compared to 25.1 months (95%CI 19.1-39.4) in the surgery alone group, which was significantly different (HR 0.71 [95%CI 0.55-0.90]; log-rank p=0·005). Ten-year overall survival was 38% (95%CI 31%-45%) in the neoadjuvant chemoradiotherapy followed by surgery group compared to 26% (95%CI 20%-33%) in the surgery alone group (HR 0.69 [95%CI 0.54-0.89]). For patients with squamous cell carcinoma ten-year overall survival was 46% (95%CI 33%-64%) in the neoadjuvant chemoradiotherapy plus surgery group compared to 23% (95%CI 13%-40%) in the surgery alone group. For patients with adenocarcinoma ten-year overall survival was 36% (95%CI 29%-45%) in the neoadjuvant chemoradiotherapy plus surgery group compared to 26% (95%CI 20%-35%) in the surgery alone group. Conclusion Survival benefit of patients with locally advanced resectable squamous cell carcinoma or adenocarcinoma of the oesophagus or oesophagogastric junction receiving neoadjuvant chemoradiotherapy persists for at least 10 years compared to patients undergoing surgery alone.