Application of Artificial Intelligence to the Prediction of the Antimicrobial Activity of Essential Oils

Essential oils (EOs) are vastly used as natural antibiotics in Complementary and Alternative Medicine (CAM). Their intrinsic chemical variability and synergisms/antagonisms between its components make difficult to ensure consistent effects through different batches. Our aim is to evaluate the use of artificial neural networks (ANNs) for the prediction of their antimicrobial activity. Methods. The chemical composition and antimicrobial activity of 49 EOs, extracts, and/or fractions was extracted from NCCLS compliant works. The fast artificial neural networks (FANN) software was used and the output data reflected the antimicrobial activity of these EOs against four common pathogens: Staphylococcus aureus, Escherichia coli, Candida albicans, and Clostridium perfringens as measured by standardised disk diffusion assays. Results. ANNs were able to predict >70% of the antimicrobial activities within a 10 mm maximum error range. Similarly, ANNs were able to predict 2 or 3 different bioactivities at the same time. The accuracy of the prediction was only limited by the inherent errors of the popular antimicrobial disk susceptibility test and the nature of the pathogens. Conclusions. ANNs can be reliable, fast, and cheap tools for the prediction of the antimicrobial activity of EOs thus improving their use in CAM

Concurrent MEK targeted therapy prevents MAPK pathway reactivation during BRAFV600E targeted inhibition in a novel syngeneic murine glioma model.

Inhibitors of BRAFV600E kinase are currently under investigations in preclinical and clinical studies involving BRAFV600E glioma. Studies demonstrated clinical response to such individualized therapy in the majority of patients whereas in some patients tumors continue to grow despite treatment. To study resistance mechanisms, which include feedback activation of mitogen-activated protein kinase (MAPK) signaling in melanoma, we developed a luciferase-modified cell line (2341luc) from a BrafV600E mutant and Cdkn2a- deficient murine high-grade glioma, and analyzed its molecular responses to BRAFV600E- and MAPK kinase (MEK)-targeted inhibition. Immunocompetent, syngeneic FVB/N mice with intracranial grafts of 2341luc were tested for effects of BRAFV600E and MEK inhibitor treatments, with bioluminescence imaging up to 14-days after start of treatment and survival analysis as primary indicators of inhibitor activity. Intracranial injected tumor cells consistently generated high-grade glioma-like tumors in syngeneic mice. Intraperitoneal daily delivery of BRAFV600E inhibitor dabrafenib only transiently suppressed MAPK signaling, and rather increased Akt signaling and failed to extend survival for mice with intracranial 2341luc tumor. MEK inhibitor trametinib delivered by oral gavage daily suppressed MAPK pathway more effectively and had a more durable anti-growth effect than dabrafenib as well as a significant survival benefit. Compared with either agent alone, combined BRAFV600E and MEK inhibitor treatment was more effective in reducing tumor growth and extending animal subject survival, as corresponding to sustained MAPK pathway inhibition. Results derived from the 2341luc engraftment model application have clinical implications for the management of BRAFV600E glioma

The Human Papillomavirus E6 Oncogene Represses a Cell Adhesion Pathway and Disrupts Focal Adhesion through Degradation of TAp63β upon Transformation

Cervical carcinomas result from cellular transformation by the human papillomavirus (HPV) E6 and E7 oncogenes which are constitutively expressed in cancer cells. The E6 oncogene degrades p53 thereby modulating a large set of p53 target genes as shown previously in the cervical carcinoma cell line HeLa. Here we show that the TAp63β isoform of the p63 transcription factor is also a target of E6. The p63 gene plays an essential role in skin homeostasis and is expressed as at least six isoforms. One of these isoforms, ΔNp63α, has been found overexpressed in squamous cell carcinomas and is shown here to be constitutively expressed in Caski cells associated with HPV16. We therefore explored the role of p63 in these cells by performing microarray analyses after repression of endogenous E6/E7 expression. Upon repression of the oncogenes, a large set of p53 target genes was found activated together with many p63 target genes related to cell adhesion. However, through siRNA silencing and ectopic expression of various p63 isoforms we demonstrated that TAp63β is involved in activation of this cell adhesion pathway instead of the constitutively expressed ΔNp63α and β. Furthermore, we showed in cotransfection experiments, combined with E6AP siRNA silencing, that E6 induces an accelerated degradation of TAp63β although not through the E6AP ubiquitin ligase used for degradation of p53. Repression of E6 transcription also induces stabilization of endogenous TAp63β in cervical carcinoma cells that lead to an increased concentration of focal adhesions at the cell surface. Consequently, TAp63β is the only p63 isoform suppressed by E6 in cervical carcinoma as demonstrated previously for p53. Down-modulation of focal adhesions through disruption of TAp63β therefore appears as a novel E6-dependent pathway in transformation. These findings identify a major physiological role for TAp63β in anchorage independent growth that might represent a new critical pathway in human carcinogenesis

Characterization of the factors regulating the proliferation of adult neural stem cells

Les cellules souches neurales quiescentes (CSN) sont le réservoir de la neurogenèse adulte, permettant de produire des nouveaux neurones tout au long de la vie. Cependant, la neurogenèse décroit au cours du vieillissement, provoquant des déclins cognitifs incurables. Afin de mieux comprendre les mécanismes qui contrôlent la prolifération des CSN, nous avons mis en place une méthode de tri par cytométrie en flux qui permet pour la première fois d’isoler les CSN quiescentes et leurs cellules filles dans la ZSV adulte murine. Cette technique nous a permis de prouver que le blocage de la voie GABAAR in vivo provoque l’entrée en cycle des CSN quiescentes. Ainsi, les signaux GABA produits par les neuroblastes dans la ZSV permettent de maintenir les CSN dans leur état de quiescence. Au cours du vieillissement, nous montrons que la production progressive de TGFβ1 par les cellules endothéliales de la niche allonge la phase G1 des CSN activées, diminuant sensiblement la production de nouveaux neurones, sans toutefois diminuer le stock de CSN. Nous mettons ainsi en évidence deux voies majeures contrôlant la prolifération des CSN in vivo, la voie du GABAAR et la voie TGF-β/Smad-3. En vue d’une application thérapeutique, nous prouvons que leur blocage pharmacologique permet de stimuler efficacement la neurogenèse in vivo.Quiescent neural stem cells (NSCs) are considered the reservoir for adult neurogenesis, generating new neurons throughout life. However, neurogenesis decreases during aging, causing a progressive decline that is currently untreatable. To study the regulatory mechanisms of NSCs proliferation, we set up a new technique allowing the isolation of quiescent NSCs and their progeny. We show that GABAAR directly regulates NSCs quiescence in vivo as the depletion of GABA-producing neuroblasts or GABAAR pathway pharmacological blockade provoked NSCs cell cycle entry in the SVZ. During aging, the stock of NSCs is not perturbed, but we show that an over-production of TGFβ1 by brain endothelial cells directly lengthens activated NSCs G1 phase, strongly decreasing the production of new neurons. These findings highlight GABAAR and TGF-β/Smad-3 as two major pathways controlling NSCs proliferation. In line with a future therapeutic application, we also prove that their blocking stimulates endogenous neurogenesis in vivo

Caractérisation des facteurs de régulation de la prolifération des cellules souches neurales dans le cerveau adulte

Quiescent neural stem cells (NSCs) are considered the reservoir for adult neurogenesis, generating new neurons throughout life. However, neurogenesis decreases during aging, causing a progressive decline that is currently untreatable. To study the regulatory mechanisms of NSCs proliferation, we set up a new technique allowing the isolation of quiescent NSCs and their progeny. We show that GABAAR directly regulates NSCs quiescence in vivo as the depletion of GABA-producing neuroblasts or GABAAR pathway pharmacological blockade provoked NSCs cell cycle entry in the SVZ. During aging, the stock of NSCs is not perturbed, but we show that an over-production of TGFβ1 by brain endothelial cells directly lengthens activated NSCs G1 phase, strongly decreasing the production of new neurons. These findings highlight GABAAR and TGF-β/Smad-3 as two major pathways controlling NSCs proliferation. In line with a future therapeutic application, we also prove that their blocking stimulates endogenous neurogenesis in vivo.Les cellules souches neurales quiescentes (CSN) sont le réservoir de la neurogenèse adulte, permettant de produire des nouveaux neurones tout au long de la vie. Cependant, la neurogenèse décroit au cours du vieillissement, provoquant des déclins cognitifs incurables. Afin de mieux comprendre les mécanismes qui contrôlent la prolifération des CSN, nous avons mis en place une méthode de tri par cytométrie en flux qui permet pour la première fois d’isoler les CSN quiescentes et leurs cellules filles dans la ZSV adulte murine. Cette technique nous a permis de prouver que le blocage de la voie GABAAR in vivo provoque l’entrée en cycle des CSN quiescentes. Ainsi, les signaux GABA produits par les neuroblastes dans la ZSV permettent de maintenir les CSN dans leur état de quiescence. Au cours du vieillissement, nous montrons que la production progressive de TGFβ1 par les cellules endothéliales de la niche allonge la phase G1 des CSN activées, diminuant sensiblement la production de nouveaux neurones, sans toutefois diminuer le stock de CSN. Nous mettons ainsi en évidence deux voies majeures contrôlant la prolifération des CSN in vivo, la voie du GABAAR et la voie TGF-β/Smad-3. En vue d’une application thérapeutique, nous prouvons que leur blocage pharmacologique permet de stimuler efficacement la neurogenèse in vivo

Caractérisation des facteurs de régulation de la prolifération des cellules souches neurales dans le cerveau adulte

Les cellules souches neurales quiescentes (CSN) sont le réservoir de la neurogenèse adulte, permettant de produire des nouveaux neurones tout au long de la vie. Cependant, la neurogenèse décroit au cours du vieillissement, provoquant des déclins cognitifs incurables. Afin de mieux comprendre les mécanismes qui contrôlent la prolifération des CSN, nous avons mis en place une méthode de tri par cytométrie en flux qui permet pour la première fois d isoler les CSN quiescentes et leurs cellules filles dans la ZSV adulte murine. Cette technique nous a permis de prouver que le blocage de la voie GABAAR in vivo provoque l entrée en cycle des CSN quiescentes. Ainsi, les signaux GABA produits par les neuroblastes dans la ZSV permettent de maintenir les CSN dans leur état de quiescence. Au cours du vieillissement, nous montrons que la production progressive de TGFb1 par les cellules endothéliales de la niche allonge la phase G1 des CSN activées, diminuant sensiblement la production de nouveaux neurones, sans toutefois diminuer le stock de CSN. Nous mettons ainsi en évidence deux voies majeures contrôlant la prolifération des CSN in vivo, la voie du GABAAR et la voie TGF-b/Smad-3. En vue d une application thérapeutique, nous prouvons que leur blocage pharmacologique permet de stimuler efficacement la neurogenèse in vivo.Quiescent neural stem cells (NSCs) are considered the reservoir for adult neurogenesis, generating new neurons throughout life. However, neurogenesis decreases during aging, causing a progressive decline that is currently untreatable. To study the regulatory mechanisms of NSCs proliferation, we set up a new technique allowing the isolation of quiescent NSCs and their progeny. We show that GABAAR directly regulates NSCs quiescence in vivo as the depletion of GABA-producing neuroblasts or GABAAR pathway pharmacological blockade provoked NSCs cell cycle entry in the SVZ. During aging, the stock of NSCs is not perturbed, but we show that an over-production of TGFb1 by brain endothelial cells directly lengthens activated NSCs G1 phase, strongly decreasing the production of new neurons. These findings highlight GABAAR and TGF-b/Smad-3 as two major pathways controlling NSCs proliferation. In line with a future therapeutic application, we also prove that their blocking stimulates endogenous neurogenesis in vivo.PARIS11-SCD-Bib. électronique (914719901) / SudocSudocFranceF

Cell Sorting of Neural Stem and Progenitor Cells from the Adult Mouse Subventricular Zone and Live-imaging of their Cell Cycle Dynamics.

International audienceNeural stem cells (NSCs) in the subventricular zone of the lateral ventricles (SVZ) sustain olfactory neurogenesis throughout life in the mammalian brain. They successively generate transit amplifying cells (TACs) and neuroblasts that differentiate into neurons once they integrate the olfactory bulbs. Emerging fluorescent activated cell sorting (FACS) techniques have allowed the isolation of NSCs as well as their progeny and have started to shed light on gene regulatory networks in adult neurogenic niches. We report here a cell sorting technique that allows to follow and distinguish the cell cycle dynamics of the above-mentioned cell populations from the adult SVZ with a LeX/EGFR/CD24 triple staining. Isolated cells are then plated as adherent cells to explore in details their cell cycle progression by time-lapse video microscopy. To this end, we use transgenic Fluorescence Ubiquitination Cell Cycle Indicator (FUCCI) mice in which cells are red-fluorescent during G1 phase due to a G1 specific red-Cdt1 reporter. This method has recently revealed that proliferating NSCs progressively lengthen their G1 phase during aging, leading to neurogenesis impairment. This method is easily transposable to other systems and could be of great interest for the study of the cell cycle dynamics of brain cells in the context of brain pathologies