Artificial Intelligence and Machine Learning in the Diagnosis and Management of Gastroenteropancreatic Neuroendocrine Neoplasms-A Scoping Review.

Neuroendocrine neoplasms (NENs) and tumors (NETs) are rare neoplasms that may affect any part of the gastrointestinal system. In this scoping review, we attempt to map existing evidence on the role of artificial intelligence, machine learning and deep learning in the diagnosis and management of NENs of the gastrointestinal system. After implementation of inclusion and exclusion criteria, we retrieved 44 studies with 53 outcome analyses. We then classified the papers according to the type of studied NET (26 Pan-NETs, 59.1%; 3 metastatic liver NETs (6.8%), 2 small intestinal NETs, 4.5%; colorectal, rectal, non-specified gastroenteropancreatic and non-specified gastrointestinal NETs had from 1 study each, 2.3%). The most frequently used AI algorithms were Supporting Vector Classification/Machine (14 analyses, 29.8%), Convolutional Neural Network and Random Forest (10 analyses each, 21.3%), Random Forest (9 analyses, 19.1%), Logistic Regression (8 analyses, 17.0%), and Decision Tree (6 analyses, 12.8%). There was high heterogeneity on the description of the prediction model, structure of datasets, and performance metrics, whereas the majority of studies did not report any external validation set. Future studies should aim at incorporating a uniform structure in accordance with existing guidelines for purposes of reproducibility and research quality, which are prerequisites for integration into clinical practice.

A missense mutation in desmin tail domain linked to human dilated cardiomyopathy promotes cleavage of the head domain and abolishes its Z-disc localization.

A missense mutation (Ile 451 to Met) at the tail domain of the muscle-specific intermediate filament protein desmin has been suggested to be a genetic cause of dilated cardiomyopathy. The Ile451Met mutation is located inside a conserved motif in the desmin tail domain, believed to have a potential role in the lateral packing of type III intermediate filaments. Nevertheless, the role of the type III intermediate filament tail domain remains elusive. To further study the role of this domain in the function of cardiomyocytes and in the development of cardiomyopathy, we generated transgenic mice expressing the mutant desmin(I451M) in the cardiac tissue. Analysis of hearts from transgenic animals revealed that mutant desmin loses its Z-disc localization but it can still associate with the intercalated discs, which, however, have an altered architecture, resembling other examples of dilated cardiomyopathy. This is the first report demonstrating a critical role of the desmin head and tail domains in the formation of the IF scaffold around Z discs. It is further suggested that in cardiomyocytes, an interplay between desmin tail and head domains is taking place, which potentially protects the amino terminus of desmin from specific proteases. The fact that the association with intercalated discs seems unchanged suggests that this association must take place through the desmin tail, in contrast to the head domain that is most possibly involved in the Z-disc binding.

Desmin mediates TNF-alpha-induced aggregate formation and intercalated disk reorganization in heart failure.

We explored the involvement of the muscle-specific intermediate filament protein desmin in the model of tumor necrosis factor alpha (TNF-alpha)-induced cardiomyopathy. We demonstrate that in mice overexpressing TNF-alpha in the heart (alpha-myosin heavy chain promoter-driven secretable TNF-alpha [MHCsTNF]), desmin is modified, loses its intercalated disk (ID) localization, and forms aggregates that colocalize with heat shock protein 25 and ubiquitin. Additionally, other ID proteins such as desmoplakin and beta-catenin show similar localization changes in a desmin-dependent fashion. To address underlying mechanisms, we examined whether desmin is a substrate for caspase-6 in vivo as well as the implications of desmin cleavage in MHCsTNF mice. We generated transgenic mice with cardiac-restricted expression of a desmin mutant (D263E) and proved that it is resistant to caspase cleavage in the MHCsTNF myocardium. The aggregates are diminished in these mice, and D263E desmin, desmoplakin, and beta-catenin largely retain their proper ID localization. Importantly, D263E desmin expression attenuated cardiomyocyte apoptosis, prevented left ventricular wall thinning, and improved the function of MHCsTNF hearts.

A synthetic glycosaminoglycan mimetic binds vascular endothelial growth factor and modulates angiogenesis.

In a previous study, we showed that in situ injection of glycosaminoglycan mimetics called RGTAs (ReGeneraTing Agents) enhanced neovascularization after skeletal muscular ischemia (Desgranges, P., Barbaud, C., Caruelle, J. P., Barritault, D., and Gautron, J. (1999) FASEB J. 13, 761-766). In the present study, we showed that the RGTA OTR4120 modulated angiogenesis in the chicken embryo chorioallantoic membrane assay, in a dose-dependent manner. We therefore investigated the effect of OTR4120 on one of the most specific angiogenesis-regulating heparin-binding growth factors, vascular endothelial growth factor 165 (VEGF165). OTR4120 showed high affinity binding to VEGF165 (Kd = 2.2 nm), as compared with heparin (Kd = 15 nm), and potentiated the affinity of VEGF165 for VEGF receptor-1 and -2 and for neuropilin-1. In vitro, OTR4120 potentiated VEGF165-induced proliferation and migration of human umbilical vein endothelial cells. In the in vivo Matrigel plug angiogenesis assay, OTR4120 in a concentration as low as 3 ng/ml caused a 6-fold increase in VEGF165-induced angiogenesis. Immunohistochemical staining showed a larger number of well differentiated VEGFR-2-expressing-cells in Matrigel sections of OTR4120-treated plug than in control sections. These findings indicate that OTR4120 enhances the VEGF165-induced angiogenesis and therefore may hold promise for treating disorders characterized by deficient angiogenesis.