37 research outputs found

    Novel fuzzy-based optimization approaches for the prediction of ultimate axial load of circular concrete-filled steel tubes

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    An accurate estimation of the axial compression capacity of the concrete-filled steel tubular (CFST) column is crucial for ensuring the safety of structures containing them and preventing related failures. In this article, two novel hybrid fuzzy systems (FS) were used to create a new framework for estimating the axial compression capacity of circular CCFST columns. In the hybrid models, differential evolution (DE) and firefly algorithm (FFA) techniques are employed in order to obtain the optimal membership functions of the base FS model. To train the models with the new hybrid techniques, i.e., FS-DE and FS-FFA, a substantial library of 410 experimental tests was compiled from openly available literature sources. The new model\u2019s robustness and accuracy was assessed using a variety of statistical criteria both for model development and for model validation. The novel FS-FFA and FS-DE models were able to improve the prediction capacity of the base model by 9.68% and 6.58%, respectively. Furthermore, the proposed models exhibited considerably improved performance compared to existing design code methodologies. These models can be utilized for solving similar problems in structural engineering and concrete technology with an enhanced level of accuracy

    Genetic prediction of ICU hospitalization and mortality in COVID-19 patients using artificial neural networks

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    There is an unmet need of models for early prediction of morbidity and mortality of Coronavirus disease-19 (COVID-19). We aimed to a) identify complement-related genetic variants associated with the clinical outcomes of ICU hospitalization and death, b) develop an artificial neural network (ANN) predicting these outcomes and c) validate whether complement-related variants are associated with an impaired complement phenotype. We prospectively recruited consecutive adult patients of Caucasian origin, hospitalized due to COVID-19. Through targeted next-generation sequencing, we identified variants in complement factor H/CFH, CFB, CFH-related, CFD, CD55, C3, C5, CFI, CD46, thrombomodulin/THBD, and A Disintegrin and Metalloproteinase with Thrombospondin motifs (ADAMTS13). Among 381 variants in 133 patients, we identified 5 critical variants associated with severe COVID-19: rs2547438 (C3), rs2250656 (C3), rs1042580 (THBD), rs800292 (CFH) and rs414628 (CFHR1). Using age, gender and presence or absence of each variant, we developed an ANN predicting morbidity and mortality in 89.47% of the examined population. Furthermore, THBD and C3a levels were significantly increased in severe COVID-19 patients and those harbouring relevant variants. Thus, we reveal for the first time an ANN accurately predicting ICU hospitalization and death in COVID-19 patients, based on genetic variants in complement genes, age and gender. Importantly, we confirm that genetic dysregulation is associated with impaired complement phenotype

    Arabin cervical pessary for prevention of preterm birth in cases of twin-to-twin transfusion syndrome treated by fetoscopic LASER coagulation: the PECEP LASER randomised controlled trial

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    Abstract Background Fetoscopic LASER coagulation of the placental anastomoses has changed the prognosis of twin-twin transfusion syndrome. However, the prematurity rate in this cohort remains very high. To date, strategies proposed to decrease the prematurity rate have shown inconclusive, if not unfavourable results. Methods This is a randomised controlled trial to investigate whether a prophylactic cervical pessary will lower the incidence of preterm delivery in cases of twin-twin transfusion syndrome requiring fetoscopic LASER coagulation. Women eligible for the study will be randomised after surgery and allocated to either pessary or expectant management. The pessary will be left in place until 37 completed weeks or earlier if delivery occurs. The primary outcome is delivery before 32 completed weeks. Secondary outcomes are a composite of adverse neonatal outcome, fetal and neonatal death, maternal complications, preterm rupture of membranes and hospitalisation for threatened preterm labour. 352 women will be included in order to decrease the rate of preterm delivery before 32 weeks’ gestation from 40% to 26% with an alpha-error of 0.05 and 80% power. Discussion The trial aims at clarifying whether the cervical pessary prolongs the pregnancy in cases of twin-twin transfusion syndrome regardless of cervical length at the time of fetoscopy. Trial registration ClinicalTrials.gov Identifier: NCT01334489 . Registered 04 December 2011

    Effects of leptin on the expression of fatty acid-binding proteins in human placental cell cultures

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    The present study aimed to evaluate the protein expression of the transmembrane translocase FAT/CD36 and cytoplasmic H-FABP and L-FABP in human trophoblast tissue and evaluate the effects of exogenous leptin upon differential expression of each biomolecule; consequently, it aimed to derive information regarding the effects of leptin upon the expression of proteins implicated in fatty acid metabolism. Protein and total RNA were isolated from 72 samples of trophoblast tissue obtained from chorionic villous sampling. Of these, 36 samples were evaluated for protein (supernatant and pellet fraction separated) and the other 36 for total RNA expression. For each subgroup of samples, 12 were treated immediately and 24 were cultured. Half of the cultured samples were treated with 10 ng/ml exogenously added leptin and the other half were untreated. Western blotting and PCR techniques were used for the evaluation of biomolecule expression. Our results were obtained from samples at a mean gestational week of 12(+5) (n=72; min, 11(+0); max, 14(+1) gw; SD,0.89). In promptly treated samples we observed the presence of FAT/CD36 protein and absence of cytoplasmic FABPs. In the latter, only mRNA transcription of H-FABP was noted. A cytoplasmic pool of FAT/CD36 was also noted in the supernatant fraction of proteins. For cultured samples, when leptin was added, a statistically significant increase in FAT/CD36 protein expression was observed (n=24, p<0.001; mean difference, 0.219; SD, 0.0315; CI, -0.284 to -0.154). In our study we demonstrated the protein and m RNA expression of biomolecules implicated in fatty acid metabolism in human placenta. A cytoplasmic pool of the transmembrane protein FAT/CD36 was noted. Leptin caused the increase in FAT/CD36 protein expression in the cultured samples. Therefore, we conclude that leptin has an immediate effect and plays a role in lipid metabolism in human placenta

    Acute intestinal obstruction in pregnancy after previous gastric bypass: A case report

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    Background: Intestinal obstruction is an extremely rare condition among pregnant women, but it can be life-threatening for both mother and fetus. Case presentation: A woman in her late twenties with no history of previous pregnancies was admitted to hospital due to regular preterm contractions and cervical shortening. Seven days after her admission, while the contractions had stopped and cervical length was stable, she complained of acute abdominal pain. Bowel obstruction was suspected due to the patient's history of gastric bypass 5 years earlier for weight loss. Computed tomography was not performed due to risk of fetal irradiation. Conservative management was attempted, but the patient stopped passing flatus and started vomiting. The fetus was delivered by emergency exploratory laparotomy, during which small bowel obstruction due to adhesions was identified and resolved. Conclusion: Although uncommon during pregnancy, small bowel obstruction is far more common in women who have had previous abdominal operations, especially involving the stomach. Obstetricians must maintain a high level of suspicion since this condition can be life-threatening for both the mother and the fetus

    Screening for trisomy 13 by fetal nuchal translucency and maternal serum free beta-hCG and PAPP-A at 10-14 weeks of gestation

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    In 42 cases of trisomy 13 at 10-14 weeks of gestation, compared with 947 controls, the median multiple of the median (MoM) of maternal serum free β-human chorionic gonadotrophin (β-hCG) and pregnancy associated plasma protein A (PAPP-A) was significantly decreased (0.506 MoM and 0.248 MoM respectively), whilst fetal nuchal translucency was increased (2.872 MoM). In 38% and 71% of cases of trisomy 13 maternal serum free β-hCG and PAPP-A was below the 5th centile of the appropriate normal range for gestation and in 62% of cases the nuchal translucency was above the 95th centile. When combined together in a multivariate algorithm with maternal age, 90% of cases of trisomy 13 could be detected at a 0.5% false positive rate or 84% at a 0.1% false positive rate. We conclude that specific trisomy 13 risks should be part of developing risk algorithms combining maternal serum biochemistry and nuchal translucency for use in first trimester screening alongside those for trisomy 21 and trisomy 18. Copyright (C) 2000 John Wiley and Sons, Ltd.link_to_subscribed_fulltex
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