DeepMutSim

Generate all possible single nucleotide variants (SNVs) for MANE transcripts using HGVS nomenclature. DeepMutSim queries NCBI Entrez to fetch the MANE Select / MANE Plus Clinical transcript for any human gene and enumerates every possible substitution — coding, UTR, splice sites, and protein-level.

Features

All variants carry their genomic (chromosome) coordinate as an extra g. HGVS element. For example cds("G6PD") returns (c.HGVS, p.1letter, p.3letter, g.HGVS) where g.HGVS is an NC_-based coordinate such as NC_000023.11:g.154534419G>A.

Function	Output	Description
cds(gene)	list[tuple]	All CDS SNVs: (c, p.1letter, p.3letter, g)
missense(gene)	list[tuple]	Missense variants: (c, p.1letter, p.3letter, g)
codon_sub(gene)	list[tuple]	All codon substitutions: (c, g)
aa_sub(gene)	list[tuple]	All single amino-acid substitutions: (p.1letter, p.3letter)
utr5(gene)	list[tuple]	All 5' UTR SNVs: (c, g)
utr3(gene)	list[tuple]	All 3' UTR SNVs: (c, g)
splice_site(gene)	list[tuple]	Canonical donor/acceptor ±1, ±2: (c, g)
ss(gene)	list[tuple]	Splice-region SNVs (5'ss −3…+8, 3'ss −20…+3): (c, g)

Genomic coordinates

Every variant carries its genomic (chromosome) position as a g. HGVS string anchored to the primary-assembly RefSeq accession (e.g. NC_000011.10:g.2160971T>C). Coordinates are computed by GenomicMapper, which:

• maps the MANE transcript's exons onto the fetched chromosome region by exact sequence match, and
• applies strand-aware reverse-complementation: for minus-strand genes the transcript reference/alternate bases are complemented to the genomic (plus) strand, and the coordinate direction is reversed.

For example, on minus-strand INS, the coding change c.1A>G is reported as NC_000011.10:g.2160971T>C (the transcript A maps to T on the plus strand). For plus-strand genes such as ADAMTS13, bases are unchanged (c.1A>G → NC_000009.12:g.133422444A>G). See Validation for the genes used to verify this mapping against the reference assembly.

Installation

pip install deepmutsim

DeepMutSim requires Python ≥3.8 and Biopython.

Configuration

Two environment variables are optional for NCBI Entrez access:

Variable	Required	Description
EMAIL	Recommended	Your email address (NCBI policy)
API_KEY	Optional	NCBI API key — raises the rate limit from 3 to 10 req/s

Both are read once at import time by _configure_entrez(). When a variable is unset, the corresponding Bio.Entrez attribute is left as None.

Obtain an API key from your NCBI account settings.

Linux / macOS:

export EMAIL="your.email@example.com"
export API_KEY="your_api_key_here"

Windows (PowerShell):

$env:EMAIL = "your.email@example.com"
$env:API_KEY = "your_api_key_here"

Quick start

import deepmutsim

# All CDS single-nucleotide variants
variants = deepmutsim.cds("INS")
# [('NM_000207.3:c.1A>G', 'NP_000198.1:p.(M1?)', 'NP_000198.1:p.(Met1?)',
#   'NC_000011.10:g.2160971T>C'), ...]

# All missense variants
missense = deepmutsim.missense("TP53")

# All 5' UTR SNVs
utr5_vars = deepmutsim.utr5("BRCA1")

# All canonical splice site variants
splice = deepmutsim.splice_site("CFTR")

API reference

Query helpers

• nm(gene, mane="MANE Select") — Fetch the MANE nucleotide record (GenBank).
• np(gene, mane="MANE Select") — Fetch the MANE protein record (FASTA).
• nc(gene) — Fetch the primary assembly RefSeq accession.
• refseqgene(gene) — Fetch the RefSeqGene (NG_) genomic record (introns included).
• gene_genomic_info(gene) — Gene's chromosome location (accession, strand, span).
• chromosome_region(gene) — Chromosome sequence covering the gene.
• GenomicMapper(gene) — Transcript → chromosome coordinate mapper.

Every variant-generating function accepts an optional mane argument ("MANE Select", the default, or "MANE Plus Clinical") to select the MANE transcript set. This avoids multiple-match ValueErrors for genes such as CDKN2A that have transcripts in both sets.

CDS variants

• cds(gene, mane="MANE Select") → list[tuple[str, str, str, str]] Every possible single-nucleotide substitution across the coding sequence. Each entry is (c.HGVS, p.HGVS_1letter, p.HGVS_3letter, g.HGVS). The initiator methionine is always reported as M1? / Met1?. The terminal stop codon is excluded (see Design notes).

• missense(gene, mane="MANE Select") → list[tuple[str, str, str, str]] Codon substitutions that change the encoded amino acid to a different amino acid. Synonymous (silent) and nonsense (stop-gain) changes are excluded — use codon_sub() for the full set. Includes multi-base changes (reported as delins). Same tuple format as cds().

• codon_sub(gene, mane="MANE Select") → list[tuple[str, str]] All possible codon substitutions — silent, missense, and nonsense (stop-gain). The terminal stop codon is excluded (see Design notes). Single-base changes use X>Y notation; multi-base changes use delins. Each entry is (c.HGVS, g.HGVS).

UTR variants

• utr5(gene, mane="MANE Select") → list[tuple[str, str]] All SNVs in the 5' untranslated region. Positions use negative HGVS numbering (c.-59, c.-58, …, c.-1). Each entry is (c.HGVS, g.HGVS).

• utr3(gene, mane="MANE Select") → list[tuple[str, str]] All SNVs in the 3' untranslated region. Positions use c.* numbering (c.*1, c.*2, …). Each entry is (c.HGVS, g.HGVS).

Splice site variants

• splice_site(gene, mane="MANE Select") → list[tuple[str, str]] Canonical donor (+1, +2) and acceptor (−2, −1) positions of every intron within the CDS boundaries. Each entry is (c.HGVS, g.HGVS).

• ss(gene, mane="MANE Select") → list[tuple[str, str]] All SNVs in the splice-site regions of every CDS-internal intron, plus the flanking exonic bases: the 3 exonic nucleotides before the 5' splice site (-3 … -1) and the 8 intronic nucleotides after it (donor +1 … +8); and the 20 intronic nucleotides before the 3' splice site (acceptor -20 … -1) plus the 3 exonic nucleotides after it (+1 … +3). Intronic sequence is obtained by mapping the MANE transcript exons onto the RefSeqGene (NG_) record. Intronic positions use c.N+k / c.M-k notation; flanking exonic positions use ordinary c. notation. Each entry is (c.HGVS, g.HGVS).

Protein-level variants

• aa_sub(gene, mane="MANE Select") → list[tuple[str, str]] All single amino-acid substitutions. Each entry is (p.HGVS_1letter, p.HGVS_3letter). The initiator methionine is reported as M1? / Met1?.

Design notes

Why no stop-codon (readthrough) mutations?

The CDS annotation includes the terminal stop codon — for example, the INS coding sequence is 333 bp = 110 amino acids + 1 stop codon. The variant generators deliberately iterate only the amino-acid-encoding codons and skip the terminal stop codon.

Mutating the stop codon is a stop-loss / readthrough mutation: translation continues past the normal stop and appends a C-terminal extension of undefined length. This is a distinct variant class from the single-base missense and nonsense changes enumerated here, so it is intentionally excluded. To obtain readthrough variants, enumerate the stop-codon triplet separately.

Missense vs. synonymous vs. nonsense

• cds() reports every single-base change, tagging the protein consequence as p.(X#Y) (missense / nonsense) or p.(X#=) (synonymous).
• codon_sub() enumerates all 63 alternative codons at each position — silent, missense, and nonsense (stop-gain) included.
• missense() returns only true amino-acid changes: synonymous (=) and nonsense (stop-gain, *) substitutions are excluded.

Validation

The variant generators and genomic-coordinate mapping are verified against five reference genes via live NCBI Entrez queries. For every generated variant the g. reference base was checked against the actual chromosome sequence at that position (plus strand), and strand orientation was confirmed — ~400,000 individual coordinates across TMPRSS6, ADAMTS13, SLC22A5, and CDKN2A, with zero mismatches.

Gene	MANE Select transcript	Chromosome	Strand	Exons
INS	NM_000207.3	NC_000011.10	−	3
TMPRSS6	NM_001374504.1	NC_000022.11	−	18
ADAMTS13	NM_139027.6	NC_000009.12	+	29
SLC22A5	NM_003060.4	NC_000005.10	+	10
CDKN2A	NM_000077.5	NC_000009.12	−	3

CDKN2A additionally exercises both MANE sets — p16INK4a (NM_000077.5, 156 aa) via MANE Select and p14ARF (NM_058195.4, 132 aa) via MANE Plus Clinical — confirming that mane="MANE Select" / "MANE Plus Clinical" resolve to the correct, distinct transcripts.

Development

# Editable install with test dependencies
pip install -e ".[test]"

# Run tests (no network required — 86 tests)
pytest tests/ -v

# Run tests with coverage
pytest --cov=deepmutsim --cov-report=term-missing

# Build a distribution
python -m build

License

MIT — see LICENSE.