Assembly Quality Control

One-Sentence Definition

Assembly quality control evaluates whether a reconstructed bacterial genome is complete, uncontaminated, and structurally trustworthy before typing, AMR calling, or phylogenomics.

Simple Explanation

After assembly, ask: is this genome whole, clean, and not a mixed-culture mash — before you trust any resistance or outbreak call.

Detailed Scientific Explanation

CheckTools / metrics
ContiguityN50, contig count (QUAST-style reports)
Completeness / contaminationCheckM, CheckM2, BUSCO
Species consistencyANI and Species Delineation, GTDB-Tk
Mixed culturesMultiple MLST alleles, abnormal GC bimodality (Contaminant and Mixed-Culture Detection)
Gene content sanityUnexpected plasmid/AMR from contaminants

Thresholds used in many pipelines: near-complete (≥95–97% completeness), low contamination (≤5%), reasonable contig counts for the sequencer used.

Long-read / hybrid assemblies change expectations (fewer contigs, closed chromosomes/plasmids) — see Long-Read and Hybrid Bacterial Assembly.

Mechanism

Compute marker-gene presence and gene redundancy → estimate completeness/contamination → combine with assembly graph statistics → pass/fail for downstream WGS Bioinformatics Pipeline.

Clinical Importance

  • Prevents false outbreak links and false AMR genes from contaminated assemblies.
  • Accreditation-minded labs document QC gates before reporting WGS results.

Research Importance

  • Essential for public database submissions and meta-analyses.

Diagnostic Relevance

  • Hard gate in clinical WGS SOPs; fail → resequence or restrict interpretation.

AMR Relevance

Contaminant DNA can inject spurious resistance genes into reports — dangerous for stewardship (AMR Gene Databases).

Active Recall Questions

  1. What do CheckM completeness and contamination estimate?
  2. Why can a high N50 still be a bad assembly for clinical use?
  3. Name a red flag for mixed-culture assemblies.

Connections