End-to-end Illumina workflow: library prep, cluster generation, sequencing-by-synthesis, and base calling. Adjust read length, coverage depth, and error rate to watch Q-score distribution and variant detection sensitivity shift in real-time.

Map reads to a reference genome, quantify with RPKM/FPKM, and run DESeq2-style normalization. Toggle biological replicates, fold-change threshold, and FDR cutoff to see volcano plot and MA-plot update instantly.

Shear chromatin, immunoprecipitate with antibody, and sequence bound DNA. Adjust sonication size, antibody specificity, and sequencing depth to observe peak calling accuracy, motif enrichment, and false discovery rate.

Bisulfite conversion and whole-genome bisulfite sequencing (WGBS). Adjust conversion efficiency, read coverage, and CpG density to watch beta-value distributions, differentially methylated region (DMR) detection, and epigenetic age estimation.

Case-control association testing across millions of SNPs. Adjust sample size, effect size, minor allele frequency, and population stratification to see Manhattan plot peaks, QQ-plot inflation, and power curve evolution.

Identify CNVs, inversions, translocations, and deletions using paired-end and split-read signatures. Adjust insert size, read depth, and algorithm sensitivity to watch SV call precision, recall, and breakpoint resolution update.

qPCR and TRF southern blot simulation for telomere length measurement. Adjust passage number, cell type proliferation rate, and telomerase activity to observe mean telomere length attrition, shortest telomere crisis, and senescence entry.

Track mutant mitochondrial DNA allele frequency across cell divisions and tissues. Adjust mutation load, replication bottleneck, and selection pressure to watch heteroplasmy shift, threshold effect crossing, and biochemical defect onset.

Droplet-based scRNA-seq with UMI counting. Adjust cell capture rate, sequencing saturation, and doublet rate to observe t-SNE/UMAP clustering, marker gene expression, and cell-type annotation confidence scores.

Tissue section with barcoded spot arrays. Adjust spot resolution, tissue integrity, and sequencing depth to watch gene expression heatmaps overlay histology, neighborhood enrichment, and ligand-receptor interaction networks.