Basset: #DeepLearning the regulatory code w/…NNs by @noncodarnia lab http://genome.cshlp.org/content/early/2016/05/03/gr.200535.115 Has score for all possible SNVs in the genome
“Basset: learning the regulatory code of the accessible genome with deep convolutional neural networks”
#Deeplearning framework for modeling…RBP sites
http://nar.oxfordjournals.org/content/44/4/e32 Uses topic models & determines key primary & tert. struct. features
Predicting peptide binding sites on protein surfaces by ACCLUSTER http://onlinelibrary.wiley.com/doi/10.1002/jcc.23771/abstract #Chemical interactions out perform pure #packing
How does multiple-testing correction work
http://www.nature.com/nbt/journal/v27/n12/abs/nbt1209-1135.html Intuition for teaching: genome-wide error rate on a single gene v family
Reg. variation in cplx traits by @LeonidKruglyak
http://www.nature.com/nrg/journal/v16/n4/full/nrg3891.html nice teaching figure for #eQTLs, showing how mostly cis + hotspots http://www.nature.com/nrg/journal/v16/n4/full/nrg3891.html
GWAS identifies 74 loci associated w. educational attainment http://www.nature.com/nature/journal/vaop/ncurrent/full/nature17671.html Described in 3 pgs of main text & 146 pgs of supplement
http://www.nature.com/nature/journal/vaop/ncurrent/full/nature17671.html
Timing, rates & spectra of human germline mutation
http://www.nature.com/ng/journal/v48/n2/full/ng.3469.html Metaanalysis of >6500 events gives a de novo mutational signature
Identification of [872] sig. mutated regions across #cancer types http://www.nature.com/ng/journal/v48/n2/full/ng.3471.html ranges from noncoding annotations to 3D structure
two papers for journal club:
1. What are super-enhancers? Pott et al., Nature Genetics (2015) http://www.nature.com/ng/journal/v47/n1/full/ng.3167.html
2. Epigenomic analysis detects aberrant super-enhancer DNA methylation in human cancer, Heyn et al., Genome Biology (2016)
https://genomebiology.biomedcentral.com/articles/10.1186/s13059-016-0879-2
#Epigenomic analysis detects aberrant super-enhancer DNA methylation in human #cancer
https://GenomeBiology.biomedcentral.com/articles/10.1186/s13059-016-0879-2 hypo-Me of many large blocks
Discovering TFBSs in…Repetitive Regions of #Genomes with Multi-Read
Analysis http://journals.PLOS.org/ploscompbiol/article?id=10.1371/journal.pcbi.1002111 CSEM uses EM to refine site occupancy
Chung D, Kuan PF, Li B, SanalKumar R, Liang K, Bresnick E, Dewey C, and Keles S (2011), “Discovering transcription factor binding sites in highly repetitive regions of genomes with multi-read analysis of ChIP-Seq data,” PLoS Computational Biology, 7(7): e1002111
http://www.stat.wisc.edu/~keles/Software/multi-reads/
CSEM
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