Datasets:
chrom string | pos int64 | ref large_string | alt large_string | gene large_string | zygosity large_string | label int64 | indel_type large_string | ref_len int64 | alt_len int64 | delta_len int64 | dominant_flag float64 | quality_stars float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 5,948,220 | TCCAGGGCA | T | NPHP4 | het | 0 | deletion | 9 | 1 | -8 | 0 | 2 |
1 | 5,948,220 | TCCAGGGCA | T | NPHP4 | hom | 1 | deletion | 9 | 1 | -8 | 0 | 2 |
1 | 11,794,462 | CCTTGGGGGACTTGCT | C | MTHFR | het | 0 | deletion | 16 | 1 | -15 | 0 | 2 |
1 | 11,794,462 | CCTTGGGGGACTTGCT | C | MTHFR | hom | 1 | deletion | 16 | 1 | -15 | 0 | 2 |
1 | 11,970,708 | TA | T | PLOD1 | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 11,970,708 | TA | T | PLOD1 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 15,932,458 | CCAAAT | C | SPEN | het | 1 | deletion | 6 | 1 | -5 | 1 | 2 |
1 | 15,932,458 | CCAAAT | C | SPEN | hom | 1 | deletion | 6 | 1 | -5 | 1 | 2 |
1 | 16,987,071 | AG | A | ATP13A2 | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 16,987,071 | AG | A | ATP13A2 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 19,220,813 | TAGGA | T | EMC1 | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 19,220,813 | TAGGA | T | EMC1 | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 26,183,819 | AC | A | CNKSR1 | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 26,183,819 | AC | A | CNKSR1 | hom | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 26,780,031 | AAAGTG | A | ARID1A | het | 1 | deletion | 6 | 1 | -5 | 1 | 2 |
1 | 26,780,031 | AAAGTG | A | ARID1A | hom | 1 | deletion | 6 | 1 | -5 | 1 | 2 |
1 | 27,550,633 | CTT | C | AHDC1 | het | 1 | deletion | 3 | 1 | -2 | 1 | 2 |
1 | 27,550,633 | CTT | C | AHDC1 | hom | 1 | deletion | 3 | 1 | -2 | 1 | 2 |
1 | 29,216,611 | GGATT | G | MECR | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 29,216,611 | GGATT | G | MECR | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 36,091,720 | GCCTGC | G | ADPRS | het | 0 | deletion | 6 | 1 | -5 | 0 | 2 |
1 | 36,091,720 | GCCTGC | G | ADPRS | hom | 1 | deletion | 6 | 1 | -5 | 0 | 2 |
1 | 42,930,634 | TGAG | T | SLC2A1 | het | 1 | deletion | 4 | 1 | -3 | 1 | 2 |
1 | 42,930,634 | TGAG | T | SLC2A1 | hom | 1 | deletion | 4 | 1 | -3 | 1 | 2 |
1 | 44,660,297 | TGAA | T | TMEM53 | het | 0 | deletion | 4 | 1 | -3 | 0 | 2 |
1 | 44,660,297 | TGAA | T | TMEM53 | hom | 1 | deletion | 4 | 1 | -3 | 0 | 2 |
1 | 45,330,531 | CT | C | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,330,531 | CT | C | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,254 | GGT | G | MUTYH | het | 0 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 45,331,254 | GGT | G | MUTYH | hom | 1 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 45,331,301 | AT | A | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,301 | AT | A | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,421 | TC | T | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,421 | TC | T | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,745 | TG | T | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,331,745 | TG | T | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,332,672 | CT | C | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,332,672 | CT | C | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,332,803 | TAGCCCAGGCC | T | MUTYH | het | 0 | deletion | 11 | 1 | -10 | 0 | 2 |
1 | 45,332,803 | TAGCCCAGGCC | T | MUTYH | hom | 1 | deletion | 11 | 1 | -10 | 0 | 2 |
1 | 45,333,164 | AC | A | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,333,164 | AC | A | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,333,466 | TC | T | MUTYH | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,333,466 | TC | T | MUTYH | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,334,412 | CCTGA | C | MUTYH | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 45,334,412 | CCTGA | C | MUTYH | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 45,334,518 | CAA | C | MUTYH | het | 0 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 45,334,518 | CAA | C | MUTYH | hom | 0 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 45,507,458 | GC | G | MMACHC | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 45,507,458 | GC | G | MMACHC | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 63,638,745 | GA | G | PGM1 | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 63,638,745 | GA | G | PGM1 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 68,429,872 | GAGATA | G | RPE65 | het | 0 | deletion | 6 | 1 | -5 | 0 | 3 |
1 | 68,429,872 | GAGATA | G | RPE65 | hom | 1 | deletion | 6 | 1 | -5 | 0 | 3 |
1 | 68,431,154 | GT | G | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,431,154 | GT | G | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,431,316 | TACGCATATGTGTAAGGTTTCCC | T | RPE65 | het | 0 | deletion | 23 | 1 | -22 | 0 | 3 |
1 | 68,431,316 | TACGCATATGTGTAAGGTTTCCC | T | RPE65 | hom | 1 | deletion | 23 | 1 | -22 | 0 | 3 |
1 | 68,431,504 | C | CCCAG | RPE65 | het | 0 | insertion | 1 | 5 | 4 | 0 | 3 |
1 | 68,431,504 | C | CCCAG | RPE65 | hom | 1 | insertion | 1 | 5 | 4 | 0 | 3 |
1 | 68,438,199 | CA | C | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,438,199 | CA | C | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,438,247 | AT | A | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,438,247 | AT | A | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,046 | CT | C | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,046 | CT | C | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,080 | AC | A | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,080 | AC | A | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,263 | GAACAGGTT | G | RPE65 | het | 0 | deletion | 9 | 1 | -8 | 0 | 3 |
1 | 68,439,263 | GAACAGGTT | G | RPE65 | hom | 1 | deletion | 9 | 1 | -8 | 0 | 3 |
1 | 68,439,683 | TA | T | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,439,683 | TA | T | RPE65 | hom | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,440,879 | ATG | A | RPE65 | het | 0 | deletion | 3 | 1 | -2 | 0 | 3 |
1 | 68,440,879 | ATG | A | RPE65 | hom | 1 | deletion | 3 | 1 | -2 | 0 | 3 |
1 | 68,444,817 | GCCAAATTCTGTTATGACGAT | G | RPE65 | het | 0 | deletion | 21 | 1 | -20 | 0 | 3 |
1 | 68,444,817 | GCCAAATTCTGTTATGACGAT | G | RPE65 | hom | 1 | deletion | 21 | 1 | -20 | 0 | 3 |
1 | 68,446,816 | GC | G | RPE65 | het | 0 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 68,446,816 | GC | G | RPE65 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 3 |
1 | 75,728,544 | GT | G | ACADM | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,728,544 | GT | G | ACADM | hom | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,733,559 | TTTAA | T | ACADM | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 75,733,559 | TTTAA | T | ACADM | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 75,734,828 | AG | A | ACADM | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,734,828 | AG | A | ACADM | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,734,848 | ATGAC | A | ACADM | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 75,734,848 | ATGAC | A | ACADM | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 75,749,524 | GTTGCAATGGGAGC | G | ACADM | het | 0 | deletion | 14 | 1 | -13 | 0 | 2 |
1 | 75,749,524 | GTTGCAATGGGAGC | G | ACADM | hom | 1 | deletion | 14 | 1 | -13 | 0 | 2 |
1 | 75,761,159 | TG | T | ACADM | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,761,159 | TG | T | ACADM | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 75,762,716 | CAA | C | ACADM | het | 0 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 75,762,716 | CAA | C | ACADM | hom | 1 | deletion | 3 | 1 | -2 | 0 | 2 |
1 | 92,263,676 | CA | C | GLMN | het | 1 | deletion | 2 | 1 | -1 | 1 | 2 |
1 | 92,263,676 | CA | C | GLMN | hom | 1 | deletion | 2 | 1 | -1 | 1 | 2 |
1 | 94,001,955 | ACAGT | A | ABCA4 | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 94,001,955 | ACAGT | A | ABCA4 | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 94,036,742 | GCAAA | G | ABCA4 | het | 0 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 94,036,742 | GCAAA | G | ABCA4 | hom | 1 | deletion | 5 | 1 | -4 | 0 | 2 |
1 | 94,077,801 | GA | G | ABCA4 | het | 0 | deletion | 2 | 1 | -1 | 0 | 2 |
1 | 94,077,801 | GA | G | ABCA4 | hom | 1 | deletion | 2 | 1 | -1 | 0 | 2 |
ClinVar Diploid Indel — zero-shot genotype benchmark
High-confidence ClinVar insertions and deletions, each instantiated in a heterozygous and a homozygous state and labelled at the genotype level under the same simplified inheritance rules as the SNV benchmark.
Its purpose is narrower: to test whether a representation that keeps the actual inserted and deleted bases — rather than collapsing every indel into one generic symbol — carries usable variant-effect signal. Evaluated zero-shot, as a single held-out set with no fine-tuning, scored by masked log-likelihood ratio or by cosine distance between variant and reference embeddings.
Composition
3,004 genotype instances = 1,502 unique indels x {het, hom}, across 481 genes on 23 chromosomes.
| label 0 | label 1 | total | |
|---|---|---|---|
| het | 857 | 645 | 1,502 |
| hom | 82 | 1,420 | 1,502 |
| total | 939 | 2,065 | 3,004 |
This set is strongly pathogenic-enriched. Only 82 of 1,502 variants are benign — ClinVar's curated indels are overwhelmingly pathogenic. The 939 negatives are mostly heterozygous carriers of pathogenic recessive indels (775 of them), not benign variants. Treat the negative class accordingly: it is largely "pathogenic allele, carrier dosage", not "harmless".
| Property | Distribution |
|---|---|
indel_type |
2,898 deletion / 106 insertion |
dominant_flag |
1,610 recessive / 1,394 dominant (instances) |
quality_stars |
2,172 two-star / 832 three-star |
delta_len |
median -1, IQR -4 to -1, min -7,636, max +32 |
Length change is heavily skewed toward short deletions, with a long tail of large ones — the -7,636 bp outlier is a multi-kilobase deletion, so windowing must tolerate alleles far longer than the model's context.
Columns
| Column | Description |
|---|---|
chrom, pos |
GRCh38 coordinates (1-based, VCF convention) |
ref, alt |
allele strings; explicit A/C/G/T only, sharing a common left-anchor base |
gene |
ClinVar gene symbol |
zygosity |
het or hom |
label |
genotype-level outcome (0/1) |
indel_type |
insertion or deletion, from the sign of the length change |
ref_len, alt_len, delta_len |
allele lengths and alt_len - ref_len |
dominant_flag |
1 = dominant, 0 = recessive |
quality_stars |
ClinVar review status as gold stars (>= 2 here) |
Source and filters
Same ClinVar January 2026 release, assembly, germline and 2-gold-star thresholds and
mode-of-inheritance relabelling as the SNV benchmark, but retaining insertion/deletion/indel
types. Additionally: symbolic, missing and star alleles rejected; ref and alt required to
differ in length and share a common left-anchor base, consistent with left-aligned VCF
representation.
Indel genotypes are rendered through local biallelic alignment: the shorter allele is padded with gaps inside a brace-delimited span, and each aligned base pair becomes one diploid token, so allele content survives instead of collapsing into a generic event token.
Encoding these genotypes for a diploid model
Each row is a genotype, not a variant: zygosity plus ref/alt fully determine the diploid
state to render. To feed the DNT checkpoints, build the two
haplotypes and encode them with the shipped token table:
# het -> hap0 = ref, hap1 = alt ; hom -> both haplotypes carry alt
hap0 = ref if row.zygosity == "het" else alt
hap1 = alt
then place that pair at the variant offset inside a reference-derived window and encode with
diploid_encode.encode_diploid(...) from any DNT model repo. diploid_tokens.tsv here is the
same table (sha256[:16] 9664edd161cc156d) those models were trained against.
A note on homozygous deletions
Worth knowing when scoring this set: in the v6 encoding a homozygous deletion leaves no trace
at all — both haplotypes lose the same bases, the position is dropped, and no marker or gap token
is emitted. Heterozygous deletions are represented (as gap-heterozygous states inside {...}).
The homozygous arm of a deletion row is therefore encoded as plain shortened reference.
Reproduce
create_diploid_indels_parquet.py (included) regenerates this file. The benchmark task expects it
at data/diploid_clean/clinvar_diploid_indel.parquet.
Citation
Manuscript in preparation: A Diploid Genomic Foundation Model, Leib, Zinger, Ofer, Kellerman, Nayshool et al. Please also cite ClinVar (Landrum et al.) and GFMBench-API (Larey et al., 2026).
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