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Newbe is an open-source toolkit for bioinformatics researchers, providing 275+ interactive micro-tools covering everything from sequencing QC to publication-grade figures.
Each tool is standalone — no complex dependencies, just run the script and follow the prompts. All parameters have sensible defaults, press Enter to use them.
🎯 Interactive Input — Every parameter has prompts and defaults, press Enter to use defaults
📦 Standalone — Each tool is self-contained, no cross-tool dependencies
🐍 Dual Language — 190+ Python tools, 80+ R tools
🧬 Full Pipeline — From raw sequencing data to publication-grade figures
🔓 Open Source — MIT license, use/modify/share freely
# 1. Clone the repository
git clone https://github.com/Elephenman/newbe.git
cd newbe
# 2. Navigate to a tool (e.g. sequencing QC)
cd sequencing-qc/fastq-qc-checker
# 3. Run
python fastq_qc_checker.py # Python tool
Rscript seurat_qc_pipeline.R # R tool
All tools use unified interactive input — each parameter has prompts and sensible defaults , press Enter to accept.
Click a category to see detailed tool descriptions within that category.
FASTQ/BAM quality control, filtering, trimming, deduplication, sampling
Adapter detection & trimming · Base quality distribution · Barcode splitting
Duplicate read removal · Quality/length/GC filtering · Paired-end sync check
Read length filtering · Strand orientation detection · UMI dedup statistics
QC report aggregation · Sequencing depth calculation · Sample sheet validation
BAM/SAM statistics, filtering, coverage, insert size
Chromosome info extraction · Coverage distribution plot · SAM flag filtering
Insert size statistics · Mate-pair resolution · Read count summarization
BAM key metrics report · Coverage depth statistics
VCF · SNP · CNV · SV · GWAS · Haplotype · Mutational Signature
Manhattan & QQ plots · LD decay curve · Haplotype phasing (PS/HP tags)
SBS96 signature extraction · CNV segment annotation · SV breakpoint visualization
Germline/somatic variant filtering · Clinical annotation · Ancestry inference
VCF filtering/parsing/concordance · MAF distribution · Missingness check
DESeq2 · DEG · Normalization · Volcano · Heatmap · WGCNA
DESeq2 result formatting · Multi-group DEG comparison (Venn/UpSet)
Volcano plot (interactive/enhanced/label editor) · Clustered heatmap
TPM/FPKM/RPKM normalization · ERCC spike-in · Z-score transformation
DEG effect size/FDR correction/meta-analysis · Batch effect inspection
Expression boxplot/violin/percentile ranking · Splice junction counting
Seurat · Annotation · Clustering · Integration · Pseudotime · CellChat
Seurat QC pipeline & integration · Auto annotation · Marker gene discovery
PCA/t-SNE/UMAP · Harmony batch correction · Batch UMAP coloring
Pseudotime (Monocle3) · RNA velocity · Doublet detection & visualization
Cell cycle scoring & regression · Variable feature selection · JackStraw test
Cell proportion analysis · Neighborhood enrichment · Gene module & trend
Spot annotation · DEG · Deconvolution · Moran · Niche · Neighbor graph
Spot auto annotation & quality filtering · Spatial DEG discovery
Deconvolution (SPOTlight) · Moran's I autocorrelation · Geary's test
Niche detection · Neighbor graph construction · Zone boundary segmentation
Co-expression map · Distance decay · Variability mapping
ChIP-seq · ATAC-seq · Methylation · Hi-C · TF · Enhancer
ATAC peak annotation · ChIP peak merging · Chromatin state annotation
Methylation beta value · TF footprint detection · Motif scanning & enrichment
Enhancer signal quantification & target linking · Hi-C contact matrix
CTCF insulator boundary · Replication origin/timing · TF binding site comparison
GTF · BED · Coordinate conversion · Promoter · Intron · Circos
GTF exon/intron/feature extraction · BED intersection/merge/annotation
Genome coordinate conversion (hg19↔hg38) · Promoter extraction
Circos plot · Genome density plot · Multi-track overlay
Repeat region masking · Genome bin statistics · Coverage interpolation
FASTA · Alignment · k-mer · Codon · N50 · Synteny · Phylogenetics
FASTA stats/reverse/slice · Needleman-Wunsch alignment · K-mer frequency
Codon usage bias (RSCU/CAI) · N50/L50 statistics · Genome size estimation
GC sliding window · Synteny block detection · Multi-FASTA concatenation
Phylogenetic tree batch processing · Contig length distribution
Enrichment · GSEA · Pathway network · DDR · Co-expression · WGCNA
GO/KEGG enrichment pipeline · GSEA runner & rank file generation
WGCNA module extraction · Co-expression network · Pathway cross-talk
DDR pathway mapping/mutational scoring/damage hotspot/signal correlation
Gene desert · Ortholog finder · Protein domain · Survival correlation
Sankey flow diagram · Pathway heatmap/network · Multi-omics integration
Palette · Heatmap · Venn · Forest · Ridgeline · Dot plot
Nature/Cell color palettes · Colorblind-safe palette · R plot template library
Venn diagram (2-5 sets) · Forest plot · Ridgeline plot
Heatmap annotation & sorting · Enhanced dot plot · Stacked bar chart
Correlation matrix · Stats summary table · Boxplot outlier detection · Comparison table
CSV↔TSV↔JSON↔Excel · ID mapping · FASTQ↔FASTA · SAM↔FASTQ
Universal format conversion · DPI conversion (300/600) · FASTQ→FASTA
GFF3→GTF · SAM/BAM→FASTQ · Gene ID version normalization
Transcript ↔ Gene ID ↔ Gene name mapping
Environment · Init · Logs · Gantt · Reagents · Protocol
Conda env check & export · Project directory init · Pipeline documentation
Pipeline log parsing · Gantt chart + milestones · Protocol versioning
Reagent inventory + expiry alerts · Experiment timer · Meeting minutes
Grant budget calculator · Experiment design checker · Result aggregation · R template
PubMed · DOI · Citation · Notes · Manuscript · Conference · Grant
PubMed batch search · DOI→citation format · Citation tracking & trends
Obsidian note template · arXiv downloader · BibTeX network
Deep paper reading · Readability score · Word/section count
Figure compliance check/layout/labels · Reference cleanup · Conference abstract
Thesis outline · Grant budget · Keyword extraction · Plagiarism check
🧬 5 Original Sub-Projects
Phylogenetic tree batch processing3 Python scripts
R scientific plot template library106 plots + 51 SCI
Deep paper readingReproducer + reviewer
Meeting pipelinePaper → PPT → defense
Obsidian↔Jupyter bidirectional syncMD ↔ IPYNB
MIT License — use freely, modify freely, share freely.