genomic coordinates
Convert genomic intervals between coordinate conventions, normalise and compare variant representations, and detect assembly or contig-naming mismatches before they corrupt an analysis. Use whenever coordinates cross a format, tool, or assembly boundary - converting between BED, GFF/GTF, VCF, SAM/BAM, WIG, PSL, genePred, Picard interval_list, or region strings; reconciling 0-based half-open with 1
The skill
# Genomic Coordinates
## When to use
Any time a coordinate crosses a boundary: between two file formats, between two
tools, between two assemblies, or between the genome and a transcript.
## The rule
**A coordinate is three facts, not one: the number, the convention it is written
in, and the assembly it was measured against.** Carry all three or the number is
not interpretable.
Coordinate errors are the quietest class of bug in genomics. An off-by-one BED
file parses, sorts, and intersects without complaint. A GRCh37 VCF joined against
a GRCh38 annotation returns rows. A right-shifted indel simply fails to match its
entry in ClinVar, and the result is a variant reported as novel. Nothing raises
an error; the answer is just wrong, and it is wrong in a direction that looks
plausible.
So: convert with the table, not from memory, and verify against the reference
whenever a reference is available.
## The two conversions
```
1-based inclusive -> 0-based half-open : start - 1, end
0-based half-open -> 1-based inclusive : start + 1, end
```
The end coordinate never moves. If a conversion changed both numbers, it is wrong.
## Which format is which
| 0-based, half-open | 1-based, inclusive |
| --- | --- |
| BED, bedGraph, bigWig, narrowPeak | GFF3, GTF, VCF |
| BAM/CRAM (binary POS) | SAM (text POS) |
| PSL, genePred, refFlat | WIG, Picard interval_list |
| MAF (UCSC multiple alignment) | MAF (TCGA mutation annotation) |
| PyRanges, pybedtools | GRanges/IRanges, samtools & UCSC & Ensembl region strings |
Both "MAF" formats exist, they mean different things, and they disagree. UCSC
serves 0-based files through a 1-based browser box. `references/format-conventions.md`
has the full table with per-format detail.
```bash
cd skills/genomic-coordinates/scripts
python3 convert_coords.py --list # the table
python3 convert_coords.py --from bed --to gff chr1 999 1000
python3 convert_coords.py --from ucsc --to bed "chr7:5,530,601-5,530,625"
python3 convert_coords.py --from granges --to pyranges --input regions.tsv
```
```
contig input output length status detail
chr7 chr7:5530601-5530625 5530600-5530625 25 ok
```
Zero-length BED features (`chromStart == chromEnd`, a legal insertion point) are
reported as `unrepresentable` rather than converted to `end = start - 1`. Exit
code is 1 when any interval is degenerate or invalid.
## Variants are not intervals
A VCF `POS` for an indel is the **anchor base** — the base *before* the event,
itself unchanged. And the same change can be written many ways:
`chr1:7:CAC:C`, `chr1:3:CAC:C` and `chr1:2:GCA:G` are one deletion. Joining,
deduplicating, or looking up variants before normalising loses real matches
silently, and it loses them preferentially in repeats, where indels concentrate.
Normalise — trim to parsimony, then left-align against the reference — before any
comparison:
```bash
python3 normalize_variant.py --fasta ref.fa chr1 7 CAC C
python3 normalize_variant.py --fasta ref.fa --split --input cohort.vcf
python3 normalize_variant.py --fasta ref.fa --compare chr1:7:CAC:C chr1:2:GCA:G
```
```
input normalized type pos_shift ref_check changed
chr1:7:CAC:C chr1:2:GCA:G deletion 5 ok yes
```
Every record's `REF` is checked against the FASTA first. A `MISMATCH` means the
variants and the reference are different assemblies — stop and run
`check_contigs.py` rather than adjusting coordinates. Multi-allelic records must
be split with `--split` **before** normalising, never after.
HGVS shifts indels the opposite way, 3'-most along the transcript. For a
minus-strand gene that is the opposite genomic direction from VCF's
left-alignment. Details and the full procedure: `references/variant-representation.md`.
## Check the assembly before trusting a join
```bash
python3 check_contigs.py --identify unknown.fa.fai
python3 check_contigs.py variants.vcf annotation.gtf --genome GRCh38.fa.fai
```
```
file kind contigs naming assembly detail
ref.fa.fai sizes 25 plain GRCh37 24/24 primary chromosome lengths match;
chrM is 16569 bp, i.e. GRCh37/38 (rCRS MT)
```
The script reads `.fai`, `.chrom.sizes`, VCF headers, SAM headers, FASTA, BED,
and GTF/GFF, identifies the assembly from primary-chromosome lengths, and reports
every reason a join between two files would go wrong: naming mismatch, length
conflict, coordinates past a contig end, contigs present in one file only. Exit
code 1 on any incompatibility.
**GRCh37 and hg19 differ only in the mitochondrion** — 16,569 bp (rCRS) versus
16,571 bp. Nuclear coordinates are identical, so a mixed pipeline runs fine and
only the mtDNA results are wrong. `check_contigs.py` reports which one it found.
Builds, naming schemes, ALT contigs, and liftover pitfalls:
`references/reference-builds.md`.
## Audit a file against its own format
```bash
python3 audit_intervals.py peaks.bed
python3 audit_intervals.py gencode.gtf --genome hg38.chrom.sizes
python3 audit_intervals.py cohort.vcf --genome GRCh38.fa.fai
```
Looks for the evidence that a coordinate mistake leaves behind:
| Finding | What it proves |
| --- | --- |
| `start_below_one` in GFF/GTF | 0-based data in a 1-based file; everything is one base left |
| `many_zero_length` in BED | 1-based single-base features written into a 0-based file |
| `past_contig_end` | wrong assembly, or an off-by-one at the contig edge |
| `mixed_contig_naming` | any join will silently match one subset |
| `first_block_offset` | BED12 `blockStarts` written as absolute coordinates |
| `not_parsimonious` | untrimmed alleles; normalise before joining |
| `bad_alt_allele` | Ensembl/VEP `-` notation in a VCF, which has no anchor base |
Exit code 1 on any fatal finding, so it works as a CI gate on a data directory.
## Transcript, CDS, and protein positions
`c.742` and `chr17:7,674,220` are both "position", and neither converts to the
other by arithmetic. Transcript coordinates count spliced bases in transcription
order — decreasing genomic coordinate on the minus strand — and `c.1` is the `A`
of the initiator `ATG`, not the start of the transcript.
The rules that get mis-remembered: there is no `c.0`; 5' UTR positions are
negative and 3' UTR positions take a `*`; GFF phase is the bases to *remove* to
reach the next codon, not `start % 3`; and a `c.` description is meaningless
without a versioned transcript accession, because the same variant numbers
differently in each transcript. `references/transcript-coordinates.md` has the
conversion procedure and the boundary cases.
Do the conversion with a tool that holds the transcript model — VEP,
`bcftools csq`, Mutalyzer, the `hgvs` package — not by hand.
## Reporting results
State the assembly next to the coordinates, every time.
`chr7:5,530,601-5,530,625` is not a location; `chr7:5,530,601-5,530,625 (GRCh38)`
is. Say which convention a coordinate column is in, in the column header or the
file's documentation. When a conversion produced a result, say which direction it
went.
## References
- `references/format-conventions.md` — every format's convention, with per-format
detail, BED12 block rules, region-string syntax, and tool behaviour.
- `references/variant-representation.md` — VCF allele conventions, the
normalisation algorithm, equivalence checking, multi-allelic splitting, and how
HGVS disagrees with VCF.
- `references/reference-builds.md` — build signatures, GRCh37 vs hg19, ALT
contigs, naming schemes, and liftover failure modes.
- `references/transcript-coordinates.md` — genomic ↔ transcript ↔ CDS ↔ protein,
HGVS numbering, phase, and transcript choice.
How to install it
Claude Code / Claude Desktop 1. Create a folder named after the skill inside your skills directory: - Claude Code: `~/.claude/skills/<skill-name>/` - A project-local skill: `<project>/.claude/skills/<skill-name>/` 2. Save the text below as `SKILL.md` in that folder, keeping the `---` frontmatter block at the top — the `name` and `description` fields are what make the skill discoverable. 3. Restart Claude Code, or run `/skills` to confirm it is listed. The skill loads only when its `description` matches what you are doing, so a precise description matters more than a long body.
Did it work for you?
Sign in to write here.Where it came from
2025 K-Dense Inc.