Hello,
I recently performed LUMPY SV calling on WGS data from 8 case and 4 control subjects. I then sorted for variants that had at least one copy in the cases and no copies in the controls using R studio. I found no variants that were completely homozygous in cases and absent in controls. I found over 100 variants for which all cases had at least one copy. However they are all called as inversions which is concerning to me. In the following images I have centered the centerline on the begining of the inversion in IGV. Some guidance as to if this varinant is an artifact or not and how to interpret the other INVs would be greatly appreciated
13b1c6-5858-484d-b3c1-6e6ce272
1 answer
The population pattern you describe is the biggest clue, and it points to artifact before you even open IGV: ~100 inversions, every one present in all 8 cases, none in any of the 4 controls, and none homozygous. Real germline inversions don't distribute like that -- you'd expect a range of genotypes (some hom-alt) and sharing that doesn't line up perfectly with the case/control split. A signal that is perfectly case-specific and uniformly heterozygous almost always means a technical difference between the two groups (sequencing batch, library prep, read length, insert-size distribution, aligner/reference version), not biology. LUMPY is very sensitive to the insert-size distribution, so if cases and controls were prepped/sequenced differently that alone can manufacture group-specific "inversions." First check: are the insert-size distributions and read lengths comparable across the two groups?
What a real inversion looks like in IGV:
Colour alignments by pair orientation and view as pairs. A true inversion gives read pairs in the same orientation (F-F / R-R) instead of normal FR -- IGV colours these distinctly (the non-blue pair colours).
It has TWO breakpoints, so expect two separate clusters of aberrant pairs (one at each end), plus split / soft-clipped reads whose clipped parts map to the opposite breakpoint.
Coverage stays roughly normal across the region (an inversion is copy-neutral).
Artifact signatures:
Aberrant pairs piled at a single spot with no clean second breakpoint, or a diffuse smear rather than two tight clusters.
Many MAPQ0 / multi-mapping reads, or the locus sits in a repeat, segmental duplication, low-complexity region, or near a reference gap. Turn on colour-by-mapping-quality.
The same call recurring across samples only in one group (your situation).
Concrete next steps:
These calls are un-genotyped -- LUMPY only reports breakpoints. Genotype across ALL 12 samples with smoove/svtyper or duphold; "absent in controls" from a breakpoint-only call often just means under-called, not truly absent.
Require concordance with a second caller (Manta or delly). Group-specific calls only one caller makes are usually artifacts.
Intersect with a blacklist / segmental-dup / repeat track and drop calls inside them.
Confirm insert-size and read-length parity between cases and controls.
If after genotyping a call still shows the clean two-breakpoint pair-orientation signature + split reads and real support in cases but reference-orientation reads in controls, it's worth believing. Right now the uniform case-only-heterozygous pattern says start from the assumption of a batch artifact.
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Here is the image please ask if any other images may be informative