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Image Search Results
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Two-stage GWAS analysis process used to detect infection-associated Streptococcus pneumoniae k-mers in study of disease-associated Streptococcus pneumoniae genetic variation. GWAS, genome-wide association studies; LASSO, least absolute shrinkage and selection operator; LMM, linear mixed model; VSURF, variable selection using random forests; WGS, whole-genome sequencing.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection, GWAS, Selection, Sequencing
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Whole-genome phylogenetic tree showing genetic similarity of 783 Streptococcus pneumoniae isolates in a study of disease-associated Streptococcus pneumoniae genetic variation. The colored strips at the tips of the tree (from inner to outer) represent isolate metadata (source, STs, serotypes, and GPSCs) and infection-associated k-mers found in the final model. GPSC, global pneumococcal sequencing cluster; ST, sequence type.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection, Sequencing
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Association analysis between dominant genotypes and disease status from study of disease-associated Streptococcus pneumoniae genetic variation*
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Preliminary screening for infection-associated k-mers by linear mixed model in study of disease-associated Streptococcus pneumoniae genetic variation. A) Manhattan plot showing statistical significance and chromosomal location of k-mers mapped to a complete reference genome (TIGR4; GenBank accession no. NC_003028.3). B) Importance of the top 100 k-mer predictors in a simpler model with 886 k-mers. C) Gene ontology annotations of the top 100 k-mer predictors. OR, odds ratio.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Resubstitution estimate and cross-validation results based on random forest models used in study of disease-associated Streptococcus pneumoniae genetic variation*
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques:
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Further validation of infection-associated k-mers by multiple GWAS analyses in study of disease-associated Streptococcus pneumoniae genetic variation. A) Venn diagram visualization of the k-mers identified by 3 methods. B) UpSet plot visualization of the k-mers identified by 3 methods. LASSO, least absolute shrinkage and selection operator; VSURF, variable selection using random forests.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Biomarker Discovery, Infection, Selection
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Prediction effect of the 8 k-mers identified in the final model used in study of disease-associated Streptococcus pneumoniae genetic variation. A) Receiver operating characteristic curve of the final model. B) Predictor importance of the 8 k-mers in the final model. C) Proportion of k-mer predictors between infection and carriage isolates. D) Change in risk score for a specific k-mer profile when the k-mer is present (y-axis) compared to absent (x-axis). AUC, area under the curve.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Association analysis between k-mers and disease status used in study of disease-associated Streptococcus pneumoniae genetic variation*
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: Infection
Journal: Emerging Infectious Diseases
Article Title: Disease-Associated Streptococcus pneumoniae Genetic Variation
doi: 10.3201/eid3001.221927
Figure Lengend Snippet: Pathogenicity models for genetically related disease-causing isolates used in study of disease-associated Streptococcus pneumoniae genetic variation. A) Pathogenic clone hypothesis; B) opportunistic pathogenicity hypothesis; C) pathogenic-determinant hypothesis.
Article Snippet: To identify the relevant genes by using BWA-MEM (the Burrows-Wheeler Aligner with maximal exact matches alignment tool, https://github.com/lh3/bwa ), we mapped all k-mers to 10
Techniques: