National Conference on Artificial Intelligence · 1991 · 611 citations · 11 references
ComputingComputer ScienceAlgorithmsArtificial IntelligenceMachine LearningFeature SelectionPattern RecognitionRepresentation LearningComplexityExperimental StudiesFocusInductive BiasIrrelevant Feature EliminationPolynomial-time AlgorithmsSample ComplexitySample Complexity Analysis
Caffeoylserotonin (CaS) has strong radical scavenging activity as well as antioxidant activities, protecting cells from lipid peroxidation, intracellular reactive oxygen species generation, DNA damage, and cell death. The molecular mechanism by which CaS protects against oxidative stress is not well understood. Here, we analyzed the cytoprotective activity of CaS in hydrogen peroxide (H2 O2 )-treated keratinocyte HaCaT cells. H2 O2 induced apoptosis in the cells through activation of pro-apoptotic p21, Bax, and caspase-3. Pretreatment with CaS inhibited apoptotic gene expression and activated the anti-apoptotic gene, Bcl-xL. Although CaS did not directly affect heme oxygenase-1 (HO-1) expression, pretreatment with CaS augmented HO-1 expression through an increase in NF-E2-related factor (Nrf2) stability and stimulation of Nrf2 translocation to the nucleus upon H2 O2 exposure. H2 O2 also induced the phosphorylation and subsequent activation of ERK, p38 MAPK, and Akt. Analysis using specific inhibitors of p38 MAPK and Akt demonstrated that only Akt activation was involved in HO-1 and Nrf2 expressions. In addition, PI3K and PKC inhibitors suppressed HO-1/Nrf2 expression and Akt phosphorylation. These results demonstrate that CaS protects against oxidative stress-induced keratinocyte cell death in part through the activation of Nrf2-mediated HO-1 induction via the PI3K/Akt and/or PKC pathways, but not MAPK signaling.
11
J. R. Quinlan · Machine Learning · 1986 · 14.8K citations · Full text
Learnability and the Vapnik-Chervonenkis dimension
Anselm Blumer, Andrzej Ehrenfeucht, David Haussler et al. · Journal of the ACM · 1989 · 1.9K citations · Full text
Tom M. Mitchell · Artificial Intelligence · 1982 · 1.4K citations
Anselm Blumer, Andrzej Ehrenfeucht, David Haussler et al. · Information Processing Letters · 1987 · 1.1K citations