Digital Commons Network^™

Logic Models To Predict Continuous Outputs Based On Binary Inputs With An Application To Personalized Cancer Therapy., Theo A Knijnenburg, Gunnar W Klau, Francesco Iorio, Mathew J Garnett, Ultan Mcdermott, Ilya Shmulevich, Lodewyk F A Wessels

Articles, Abstracts, and Reports

Mining large datasets using machine learning approaches often leads to models that are hard to interpret and not amenable to the generation of hypotheses that can be experimentally tested. We present 'Logic Optimization for Binary Input to Continuous Output' (LOBICO), a computational approach that infers small and easily interpretable logic models of binary input features that explain a continuous output variable. Applying LOBICO to a large cancer cell line panel, we find that logic combinations of multiple mutations are more predictive of drug response than single gene predictors. Importantly, we show that the use of the continuous information leads to …

Creating A Library Holding Group: An Approach To Large System Integration., Isaac R Huffman, Heather J Martin, Barbara (Basia) Delawska-Elliott

Articles, Abstracts, and Reports

PURPOSE: Faced with resource constraints, many hospital libraries have considered joint operations. This case study describes how Providence Health & Services created a single group to provide library services.

METHODS: Using a holding group model, staff worked to unify more than 6,100 nonlibrary subscriptions and 14 internal library sites.

RESULTS: Our library services grew by unifying 2,138 nonlibrary subscriptions and 11 library sites and hiring more library staff. We expanded access to 26,018 more patrons.

CONCLUSIONS: A model with built-in flexibility allowed successful library expansion. Although challenges remain, this success points to a viable model of unified operations.

Quantitative Proteomic Analysis Of Stratum Corneum Dysfunction In Adult Chronic Atopic Dermatitis., Jason M Winget, Deborah Finlay, Kevin J Mills, Tom Huggins, Charles Bascom, Robert J Isfort, Robert L Moritz

Articles, Abstracts, and Reports

No abstract provided.

Characterization Of The Microbiome Of Nipple Aspirate Fluid Of Breast Cancer Survivors., Alfred A Chan, Mina Bashir, Magali N Rivas, Karen Duvall, Peter A Sieling, Thomas R Pieber, Parag A Vaishampayan, Susan M Love, Delphine J Lee

Articles, Abstracts, and Reports

The microbiome impacts human health and disease. Until recently, human breast tissue and milk were presumed to be sterile. Here, we investigated the presence of microbes in the nipple aspirate fluid (NAF) and their potential association with breast cancer. We compared the NAF microbiome between women with a history of breast cancer (BC) and healthy control women (HC) using 16S rRNA gene amplicon sequencing. The NAF microbiome from BC and HC showed significant differences in community composition. Two Operational Taxonomic Units (OTUs) showed differences in relative abundances between NAF collected from BC and HC. In NAF collected from BC, there …

Pik3ca-Associated Developmental Disorders Exhibit Distinct Classes Of Mutations With Variable Expression And Tissue Distribution, Ghayda Mirzaa, Andrew E Timms, Valerio Conti, Evan August Boyle, Katta M Girisha, Beth Martin, Martin Kircher, Carissa Olds, Jane Juusola, Sarah Collins, Kaylee Park, Melissa Carter, Ian Glass, Inge Krägeloh-Mann, David Chitayat, Aditi Shah Parikh, Rachael Bradshaw, Erin Torti, Stephen Braddock, Leah Burke, Sondhya Ghedia, Mark Stephan, Fiona Stewart, Chitra Prasad, Melanie Napier, Sulagna Saitta, Rachel Straussberg, Michael Gabbett, Bridget C O'Connor, Catherine E Keegan, Lim Jiin Yin, Angeline Hwei Meeng Lai, Nicole Martin, Margaret Mckinnon, Marie-Claude Addor, Luigi Boccuto, Charles E Schwartz, Agustina Lanoel, Robert L Conway, Koenraad Devriendt, Katrina Tatton-Brown, Mary Ella Pierpont, Michael Painter, Lisa Worgan, James Reggin, Raoul Hennekam, Karen Tsuchiya, Colin C Pritchard, Mariana Aracena, Karen W Gripp, Maria Cordisco, Hilde Van Esch, Livia Garavelli, Cynthia Curry, Anne Goriely, Hulya Kayserilli, Jay Shendure, John Graham, Renzo Guerrini, William B Dobyns

Articles, Abstracts, and Reports

Mosaicism is increasingly recognized as a cause of developmental disorders with the advent of next-generation sequencing (NGS). Mosaic mutations of PIK3CA have been associated with the widest spectrum of phenotypes associated with overgrowth and vascular malformations. We performed targeted NGS using 2 independent deep-coverage methods that utilize molecular inversion probes and amplicon sequencing in a cohort of 241 samples from 181 individuals with brain and/or body overgrowth. We identified PIK3CA mutations in 60 individuals. Several other individuals (n = 12) were identified separately to have mutations in PIK3CA by clinical targeted-panel testing (n = 6), whole-exome sequencing ( …