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bio-single-cell-clustering
Reference examples tested with: ggplot2 3.5+, matplotlib 3.8+, scanpy 1.10+ Before using code patterns, verify installed versions match. If versions d...
bio-single-cell-doublet-detection
Reference examples tested with: matplotlib 3.8+, numpy 1.26+, scanpy 1.10+ Before using code patterns, verify installed versions match. If versions di...
bio-single-cell-metabolite-communication
Reference examples tested with: matplotlib 3.8+, scanpy 1.10+ Before using code patterns, verify installed versions match. If versions differ: Python:...
bio-single-cell-scatac-analysis
Reference examples tested with: MACS2 2.2+, scanpy 1.10+ Before using code patterns, verify installed versions match. If versions differ: R: packageVe...
bio-single-cell-trajectory-inference
Reference examples tested with: Cell Ranger 8.0+, scanpy 1.10+ Before using code patterns, verify installed versions match. If versions differ: Python...
bio-small-rna-seq-mirdeep2-analysis
Collapsed reads (FASTA) mapper.pl ---------> Align to genome, create ARF file miRDeep2.pl -------> Predict novel miRNAs, quantify known quantifier.pl ...
bio-small-rna-seq-smrna-preprocessing
Small RNA libraries have specific 3' adapters that must be removed: cutadapt \ -a TGGAATTCTCGGGTGCCAAGG \ -m 18 \ -M 30 \ --discard-untrimmed \ -o tri...
bio-spatial-transcriptomics-spatial-data-io
Reference examples tested with: anndata 0.10+, numpy 1.26+, pandas 2.2+, scanpy 1.10+, spatialdata 0.1+, squidpy 1.3+ Before using code patterns, veri...
bio-spatial-transcriptomics-spatial-multiomics
Reference examples tested with: Cellpose 3.0+, matplotlib 3.8+, numpy 1.26+, scanpy 1.10+, scipy 1.12+, spatialdata 0.1+, squidpy 1.3+ Before using co...
bio-spatial-transcriptomics-spatial-neighbors
Reference examples tested with: matplotlib 3.8+, numpy 1.26+, scanpy 1.10+, scikit-learn 1.4+, scipy 1.12+, squidpy 1.3+ Before using code patterns, v...
bio-spatial-transcriptomics-spatial-proteomics
Reference examples tested with: anndata 0.10+, scanpy 1.10+, squidpy 1.3+ Before using code patterns, verify installed versions match. If versions dif...
bio-spatial-transcriptomics-spatial-visualization
Reference examples tested with: matplotlib 3.8+, numpy 1.26+, scanpy 1.10+, squidpy 1.3+ Before using code patterns, verify installed versions match. ...