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💼 CareersQuestions about bulk RNA-Seq — alignment (HISAT2, STAR), quantification (featureCounts, salmon), DESeq2, edgeR.
DESeq2 STARscRNA-Seq with Seurat, Scanpy, Cell Ranger. Clustering, trajectory, doublet detection, integration, cell type annotation.
Seurat ScanpyCo-expression networks using WGCNA, hdWGCNA, and related tools. Module-trait relationships, hub genes.
WGCNADifferential splicing with rMATS, LeafCutter, SUPPA2. Long-read RNA-Seq with Minimap2 and NanoStat.
rMATSGO enrichment, GSEA, pathway analysis with clusterProfiler, KEGG, Reactome. Interpretation and visualisation.
clusterProfiler GSEAGATK HaplotypeCaller, BCFtools, DeepVariant. GVCF, joint genotyping, VQSR, hard filtering. Short and long-read variants.
GATK BCFtoolsSnpEff, SnpSift, VEP, ANNOVAR. Functional annotation, filtering by impact, ClinVar, dbSNP lookups.
SnpEff VEPHifiasm, Flye, SPAdes, Canu. Short vs long-read assembly, scaffolding with Hi-C, polishing with Medaka/Pilon.
Hifiasm FlyeMAKER, BRAKER2, Augustus, BUSCO quality assessment. Repeat masking with RepeatMasker and RepeatModeler.
MAKER BRAKER2Copy number variation from WGS/WES. Structural variants with Delly, Lumpy, Manta. CNVnator, Control-FREEC.
CNV SVSomatic mutation calling with Mutect2, Strelka2. Tumour-normal pairs, mutational signatures, cancer driver analysis.
Mutect2GWAS with PLINK, GEMMA, SAIGE. Population structure, kinship matrices, mixed models, Manhattan plots.
PLINK GEMMAFst, π (nucleotide diversity), Tajima's D, XP-EHH selective sweeps. VCFtools, PopLDdecay, iHS.
VCFtools FstHaplotype phasing with SHAPEIT4, BEAGLE, WhatsHap. LD analysis, haploview, introgression with ABBA-BABA.
SHAPEIT4Linkage map construction with JoinMap, R/qtl2, ASMap. QTL interval mapping, composite interval mapping, multi-QTL models.
R/qtl2 JoinMapPopulation structure with ADMIXTURE, STRUCTURE, fastSTRUCTURE, PCA. TreeMix migration graphs, EIGENSOFT.
ADMIXTUREPSMC, SMC++, MSMC for population size history. Coalescent simulations with msprime, SLiM.
PSMC msprimeIQ-TREE, RAxML, MrBayes, BEAST. Model selection, bootstrap, concordance factors, time-calibrated trees.
IQ-TREE RAxMLSynteny with MCScanX, MUMmer, SyRI. Orthology with OrthoFinder, OrthoMCL. Gene family evolution.
OrthoFinder MCScanXdN/dS with PAML codeml, HyPhy. Branch-site models, RELAX, FEL/MEME for episodic selection.
PAML HyPhyWhole genome duplication analysis, polyploidy, Ks distributions, subgenome phasing, WGDdetector.
Ks plotsPeak calling with MACS2/3, HOMER. ATACseqQC, ChIPseeker, motif analysis, differential accessibility.
MACS2 HOMERBismark for WGBS, differential methylation with DSS, methylKit. CpG islands, DMRs, methylation heatmaps.
Bismark DSSMaxQuant, Perseus, MSFragger for mass spectrometry proteomics. LFQ normalisation, volcano plots, protein networks.
MaxQuant Perseus16S/ITS amplicon sequencing with QIIME2. DADA2, taxonomy assignment, alpha/beta diversity, PCoA plots.
QIIME2 DADA2Kraken2, Bracken taxonomic profiling. MetaPhlAn4, HUMAnN3. Functional profiling and community composition.
Kraken2 MetaPhlAnMetagenome-assembled genomes with MetaBAT2, MaxBin, CONCOCT. CheckM quality, GTDB-Tk taxonomy.
MetaBAT2 CheckMggplot2, Bioconductor, tidyverse, data wrangling. Package installation issues, StackOverflow-style R help.
R ggplot2Biopython, Pandas, Scanpy, scikit-learn. Jupyter notebooks, scripting pipelines, parsing FASTA/VCF/GFF.
Python BiopythonBash, SLURM, PBS, conda/mamba environments. SSH, file transfer, cluster job arrays, shell scripting tips.
Linux SLURMWorkflow management with Snakemake and Nextflow/nf-core. DAG construction, cloud execution, reproducibility.
Snakemake NextflowContainerised bioinformatics — Docker, Singularity/Apptainer, Conda environments, reproducible research.
Docker Conda#rna-seq-help, GWAS in #gwas-population-genetics, etc.#resources-and-papers for sharing tools and papers.One click. No email needed. Just click Join Discord and pick a username.
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