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bio-alignment-sorting
Sort alignment files by coordinate or read name using samtools and pysam. | Order | Flag | Use Case | |-------|------|----------| | Coordinate | defau...
bio-alignment-validation
Post-alignment quality control to verify alignment quality and identify issues. Insert size should match library preparation protocol. samtools stats ...
bio-atac-seq-atac-peak-calling
Reference examples tested with: Bowtie2 2.5.3+, MACS3 3.0+, samtools 1.19+ Before using code patterns, verify installed versions match. If versions di...
bio-atac-seq-differential-accessibility
Reference examples tested with: DESeq2 1.42+, GenomicRanges 1.54+, Subread 2.0+, numpy 1.26+, pandas 2.2+, scanpy 1.10+, scipy 1.12+ Before using code...
bio-atac-seq-nucleosome-positioning
Reference examples tested with: Rsamtools 2.18+, matplotlib 3.8+, numpy 1.26+, pyBigWig 0.3+, pysam 0.22+, samtools 1.19+ Before using code patterns, ...
bio-basecalling
Reference examples tested with: samtools 1.19+ Before using code patterns, verify installed versions match. If versions differ: CLI: <tool> --version ...
bio-batch-downloads
Download large numbers of records from NCBI efficiently using the history server, batching, and proper rate limiting. from Bio import Entrez import ti...
bio-causal-genomics-fine-mapping
Reference examples tested with: ggplot2 3.5+ Before using code patterns, verify installed versions match. If versions differ: R: packageVersion('<pkg>...
bio-causal-genomics-mediation-analysis
Reference examples tested with: R stats (base), ggplot2 3.5+ Before using code patterns, verify installed versions match. If versions differ: R: packa...
bio-causal-genomics-mendelian-randomization
Reference examples tested with: TwoSampleMR 0.5+, MendelianRandomization 0.9+ Before using code patterns, verify installed versions match. If versions...
bio-cfdna-preprocessing
Reference examples tested with: BWA 0.7.17+, fgbio 2.1+, matplotlib 3.8+, numpy 1.26+, pysam 0.22+, samtools 1.19+ Before using code patterns, verify ...
bio-chipseq-peak-annotation
Reference examples tested with: MACS3 3.0+, clusterProfiler 4.10+ Before using code patterns, verify installed versions match. If versions differ: R: ...