Deep Learning and Large Scale Models for Bank Transactions

The success of Artificial Intelligence (AI) in different research and application areas has increased the interest in adopting Deep Learning techniques also in the financial field. Particularly interesting is the case of financial transactional data, which represent one of the most valuable sources of information for banks and other financial institutes. However, the heterogeneity of the data, composed of both numerical and categorical attributes, makes the use of standard Deep Learning methods difficult. In this paper, we present UniTTAB, a Transformer network for transactional time series, which can uniformly represent heterogeneous time-dependent data, and which is trained on a very large scale of real transactional data. As far as we know, the dataset we used for training is the largest real bank transactions dataset used for Deep Learning methods in this field, being all the other common datasets either much smaller or synthetically generated. The use of this very large real training dataset, makes our UniTTAB the first foundation model for transactional data

A novel mutation in the sterol 27-hydroxylase gene of a woman with autosomal recessive cerebrotendinous xanthomatosis

<p>Article abstract</p> <p>Mutations of the gene encoding the mitochondrial enzyme sterol 27-hydroxylase (<it>CYP27A1 </it>gene) cause defects in the cholesterol pathway to bile acids that lead to the storage of cholestanol and cholesterol in tendons, lenses and the central nervous system. This disorder is the cause of a clinical syndrome known as cerebrotendinous xanthomatosis (CTX). Since 1991 several mutations of the <it>CYP27A1 </it>gene have been reported. We diagnosed the clinical features of CTX in a caucasian woman. Serum levels of cholestanol and 7α-hydroxycholesterol were elevated and the concentration of 27-hydroxycholesterol was reduced. Bile alcohols in the urine and faeces were increased. The analysis of the <it>CYP27A1 </it>gene showed that the patient was a compound heterozygote carrying two mutations both located in exon 8. One mutation is a novel four nucleotide deletion (c.1330-1333delTTCC) that results in a frameshift and the occurrence of a premature stop codon leading to the formation of a truncated protein of 448 amino acids. The other mutation, previously reported, is a C - > T transition (c. c.1381C > T) that converts the glutamine codon at position 461 into a termination codon (p.Q461X). These truncated proteins are expected to have no biological function being devoid of the cysteine residue at position 476 of the normal enzyme that is crucial for heme binding and enzyme activity.</p

Development and Validation of a New Prognostic System for Patients with Hepatocellular Carcinoma

Background: Prognostic assessment in patients with hepatocellular carcinoma (HCC) remains controversial. Using the Italian Liver Cancer (ITA.LI.CA) database as a training set, we sought to develop and validate a new prognostic system for patients with HCC. Methods and Findings: Prospective collected databases from Italy (training cohort, n = 3,628; internal validation cohort, n = 1,555) and Taiwan (external validation cohort, n = 2,651) were used to develop the ITA.LI.CA prognostic system. We first defined ITA.LI.CA stages (0, A, B1, B2, B3, C) using only tumor characteristics (largest tumor diameter, number of nodules, intra- and extrahepatic macroscopic vascular invasion, extrahepatic metastases). A parametric multivariable survival model was then used to calculate the relative prognostic value of ITA.LI.CA tumor stage, Eastern Cooperative Oncology Group (ECOG) performance status, Child–Pugh score (CPS), and alpha-fetoprotein (AFP) in predicting individual survival. Based on the model results, an ITA.LI.CA integrated prognostic score (from 0 to 13 points) was constructed, and its prognostic power compared with that of other integrated systems (BCLC, HKLC, MESIAH, CLIP, JIS). Median follow-up was 58 mo for Italian patients (interquartile range, 26–106 mo) and 39 mo for Taiwanese patients (interquartile range, 12–61 mo). The ITA.LI.CA integrated prognostic score showed optimal discrimination and calibration abilities in Italian patients. Observed median survival in the training and internal validation sets was 57 and 61 mo, respectively, in quartile 1 (ITA.LI.CA score ≤ 1), 43 and 38 mo in quartile 2 (ITA.LI.CA score 2–3), 23 and 23 mo in quartile 3 (ITA.LI.CA score 4–5), and 9 and 8 mo in quartile 4 (ITA.LI.CA score > 5). Observed and predicted median survival in the training and internal validation sets largely coincided. Although observed and predicted survival estimations were significantly lower (log-rank test, p < 0.001) in Italian than in Taiwanese patients, the ITA.LI.CA score maintained very high discrimination and calibration features also in the external validation cohort. The concordance index (C index) of the ITA.LI.CA score in the internal and external validation cohorts was 0.71 and 0.78, respectively. The ITA.LI.CA score’s prognostic ability was significantly better (p < 0.001) than that of BCLC stage (respective C indexes of 0.64 and 0.73), CLIP score (0.68 and 0.75), JIS stage (0.67 and 0.70), MESIAH score (0.69 and 0.77), and HKLC stage (0.68 and 0.75). The main limitations of this study are its retrospective nature and the intrinsically significant differences between the Taiwanese and Italian groups. Conclusions: The ITA.LI.CA prognostic system includes both a tumor staging—stratifying patients with HCC into six main stages (0, A, B1, B2, B3, and C)—and a prognostic score—integrating ITA.LI.CA tumor staging, CPS, ECOG performance status, and AFP. The ITA.LI.CA prognostic system shows a strong ability to predict individual survival in European and Asian populations

Coronary heart disease in a patient with cerebrotendinous xanthomatosis

Coronary heart disease is a prevalent condition and a leading cause of death in developed countries. Most cases are due to the cluster of classical risk factors, such as smoking, diabetes, high blood pressure and dyslipidaemia. However, a few patients develop severe and premature arteriosclerosis in spite of absence of common risk factors. Here, we present the clinical, analytical and molecular features of a 36-years-old man who died from advanced ischaemic heart disease as a result of cerebrotendinous xanthomatosis (CTX), a rare condition characterized by elevation in plasma and most tissues of cholestanol and where neurological impairment is the hallmark of this disease. We discuss the relevance of heart disease and the mechanism leading to accelerate arteriosclerosis is CTX

Le civiltà letterarie del Medioevo germanico

Delineazione approfondita della civiltà letteraria anglosassone, le sue opere, le sue problematiche culturali e la sua tradizione manoscritt

Influence of ß⁰-thalassemia on the phenotypic expression of heterozygous familial hypercholesterolemia

One of the genetic features of the Sardinian population is the high prevalence of hemoglobin disorders. It has been estimated that 13% to 33% of Sardinians carry a mutant allele of the α-globin gene (α-thalassemia trait) and that 6% to 17% are ß-thalassemia carriers. In this population, a single mutation of ß-globin gene (Q39X, ß0 39) accounts for &gt;95% of ß-thalassemia cases. Because previous studies have shown that Sardinian ß-thalassemia carriers have lower total and low density lipoprotein (LDL) cholesterol than noncarriers, we wondered whether this LDL-lowering effect of the ß-thalassemia trait was also present in subjects with familial hypercholesterolemia (FH). In a group of 63 Sardinian patients with the clinical diagnosis of FH, we identified 21 unrelated probands carrying 7 different mutations of the LDL receptor gene, 2 already known (313+1 g&gt;a and C95R) and 5 not previously reported (D118N, C255W, A378T, T413R, and Fs572). The 313+1 g&gt;a and Fs572 mutations were found in several families. In cluster Fs572, the plasma LDL cholesterol level was 5.76±1.08 mmol/L in subjects with ß0-thalassemia trait and 8.25±1.66 mmol/L in subjects without this trait (P&lt;0.001). This LDL-lowering effect was confirmed in an FH heterozygote of the same cluster who had ß0-thalassemia major and whose LDL cholesterol level was below the 50th percentile of the distribution in the normal Sardinian population. The hypocholesterolemic effect of ß0-thalassemia trait emerged also when we pooled the data from all FH subjects with and without ß0-thalassemia trait, regardless of the type of mutation in the LDL receptor gene. The LDL-lowering effect of ß0-thalassemia may be related to (1) the mild erythroid hyperplasia, which would increase the LDL removal by the bone marrow, and (2) the chronic activation of the monocyte-macrophage system, causing an increased secretion of some cytokines (interleukin-1, interleukin-6, and tumor necrosis factor-) known to affect the hepatic secretion and the receptor-mediated removal of apolipoprotein B–containing lipoproteins. The observation that our FH subjects with ß0-thalassemia trait (compared with noncarriers) have an increase of blood reticulocytes (40%) and plasma levels of interleukin-6 (+60%) supports these hypotheses. The lifelong LDL-lowering effect of ß0-thalassemia trait might slow the development and progression of coronary atherosclerosis in FH

Sustained complete response of advanced hepatocellular carcinoma with metronomic capecitabine: a report of three cases

Abstract Background Hepatocellular carcinoma (HCC) is one of the most frequent causes of cancer-related death. Sorafenib, a multitarget angiogenesis inhibitor, is an approved frontline treatment for advanced HCC in Western countries, although a complete response (CR) to treatment is infrequently reported. Capecitabine, an oral fluoropyrimidine, has been shown to be effect in both treatment-naïve patients and those previously treated with sorafenib. To date, however, only one case of sustained CR to metronomic capecitabine has been reported. Case presentation We describe three cases of advanced HCC treated with metronomic capecitabine where a CR was obtained. In the first case, capecitabine was administered as first line therapy; in the second case, capecitabine was used after intolerance to sorafenib; while in the third case, capecitabine was administered after sorafenib failure. Conclusion Capecitabine is a potentially important treatment option for patients with advanced HCC and may even represent a cure in certain cases

Trascriptional regulation of human CYP27 integrates retinoid, peroxisome proliferator activated receptor, and liver X receptor signaling in macrophages

Cholesterol uptake and efflux are key metabolic processes associated with macrophage physiology and atherosclerosis. Peroxisome proliferator-activated receptor gamma (PPARgamma) and liver X receptor alpha (LXRalpha) have been linked to the regulation of these processes. It remains to be identified how activation of these receptors is connected and regulated by endogenous lipid molecules. We identified CYP27, a p450 enzyme, as a link between retinoid, PPARgamma, and LXR signaling. We show that the human CYP27 gene is under coupled regulation by retinoids and ligands of PPARs via a PPAR-retinoic acid receptor response element in its promoter. Induction of the enzyme's expression results in an increased level of 27-hydroxycholesterol and upregulation of LXR-mediated processes. Upregulated CYP27 activity also leads to LXR-independent elimination of CYP27 metabolites as an alternative means of cholesterol efflux. Moreover, human macrophage-rich atherosclerotic lesions have an increased level of retinoid-, PPARgamma-, and LXR-regulated gene expression and also enhanced CYP27 levels. Our findings suggest that nuclear receptor-regulated CYP27 expression is likely to be a key integrator of retinoic acid receptor-PPARgamma-LXR signaling, relying on natural ligands and contributing to lipid metabolism in macrophages