UNSUPERVISED INDEXING OF MEDLINE ARTICLES THROUGH GRAPH-BASED RANKING

The biomedical literature is extensively catalogued and indexed in MEDLINE. MEDLINE indexing is done by trained human indexers, who identify the most important concepts in each article, and is expensive and inconsistent. Automating the indexing task is difficult: the National Library of Medicine produces the Medical Text Indexer (MTI), which suggests potential indexing terms to the indexers. MTI’s output is not good enough to work unattended. In my thesis, I propose a different way to approach the indexing task called MEDRank. MEDRank creates graphs representing the concepts in biomedical articles and their relationships within the text, and applies graph-based ranking algorithms to identify the most important concepts in each article. I evaluate the performance of several automated indexing solutions, including my own, by comparing their output to the indexing terms selected by the human indexers. MEDRank outperformed all other evaluated indexing solutions, including MTI, in general indexing performance and precision. MEDRank can be used to cluster documents, index any kind of biomedical text with standard vocabularies, or could become part of MTI itself.

Long-term synaptic facilitation of tail sensorimotor connections in {\it Aplysia\/}

Long-term sensitization in Aplysia is a well studied model for the examination of the cellular and molecules mechanisms of long-term memory. Several lines of evidence suggest long-term sensitization is mediated at least partially by long-term synaptic facilitation between the sensory and motor neurons. The sensitization training and one of its analogues, serotonin (5-HT), can induce long-term facilitation. In this study, another analogue to long-term sensitization training has been developed. Stimulation of peripheral nerves of pleural-pedal ganglia preparation induced long-term facilitation at both 24 hr and 48 hr. This is the first report that long-term facilitation in Aplysia persists for more than 24 hr, which is consistent with the observation that long-term sensitization lasts for more than one day. Thus, the data support the hypothesis that long-term facilitation is an important mechanism for long-term sensitization.^ One of the major differences between short-term and long-term facilitation is that long-term facilitation requires protein synthesis. Therefore, the effects of anisomycin, a protein synthesis inhibitor, on long-term facilitation was examined. Long-term facilitation induced by nerve stimulation was inhibited by 2 $\mu$M anisomycin, which inhibits $\sim$90% of protein synthesis. Nevertheless, at higher concentration (20 $\mu$M), anisomycin induced long-term facilitation by itself, which raises an interesting question about the function of anisomycin other than protein synthesis inhibition.^ Since protein synthesis is critical for long-term facilitation, a major goal is to identify and functionally characterize the molecules whose mRNA levels are altered during the formation of long-term facilitation. Behavioral training or its analogues (nerve stimulation and 5-HT) increases the level of mRNA of calmodulin (CaM). Thus, the role of Ca$\sp{2+}$-CaM-dependent protein kinase II (CaMKII), a major substrate of CaM, in long-term facilitation induced by nerve stimulation was examined. KN-62, a specific CaMKII inhibitor, did not block either the induction or the maintenance of long-term facilitation induced by nerve stimulation. These data indicate that CaMKII may not be involved in long-term facilitation. Another protein whose mRNA level of a molecule was increased by the behavioral training and the treatment of 5-HT is Aplysia tolloid/BMP-1-like protein 1 (apTBL-1). Tolloid in Drosophila and BMP-1 in human tissues are believed to be secreted as a metalloprotease to activate TGF-$\beta.$ Thus, the long-term effects of recombinant human TGF-$\beta1$ on synaptic strength were examined. Treatment of ganglia with TGF-$\beta1$ produced long-term facilitation, but not short-term or intermediate-term facilitation ($\le$4 hr). In addition, TGF-$\beta1$ and 5-HT were not additive in producing long-term facilitation, which indicates an interaction between two cascades. Moreover, 5-HT-induced facilitation (at both 24 hr and 48 hr) and nerve stimulation-induced facilitation (at 24 hr) were inhibited by TGF-$\beta$ sRII, a TGF-$\beta$ inhibitor. These results suggest that TGF-$\beta$ is part of the cascade of events underlying long-term sensitization, and also indicate that a signaling molecule used in development may also have functions in adult neuronal plasticity. ^