IEP corpus survey

IEP corpus survey

Generated by projects/IEP/iep_corpus_survey.py. Two views: raw GOA (*-goa.tsv, what GOA ships) and reviewed (*-ai-review.yaml, what reviewers concluded).

GO closure computed against GO release 2026-07-26 (OAK adapter sqlite:obo:go by default; override with IEP_GO_ADAPTER). The coarse branch tallies can move by a row or two between GO releases, as terms are obsoleted or reparented; everything else is release-independent.

The disposition table was refreshed on 2026-09-13 by recounting the checked-out gene-review YAML files. Its totals and existing action counts are unchanged; the previously omitted NEW rows are now displayed. GO-dependent sections retain the recorded snapshot above.

What the reviewer dispositions are. Every action counted below comes from this repository's own *-ai-review.yaml files, which are AI-generated reviews produced under the guidance in CLAUDE.md. They are not independent adjudication of GO curators. See the limitations note.

GOA view

Evidence-code frequency (top 15)

Code Rows Share
IPI 41,122 27.4%
IEA 31,258 20.8%
IDA 22,031 14.7%
TAS 15,290 10.2%
IMP 9,839 6.6%
IBA 9,695 6.5%
ISS 5,373 3.6%
ISO 4,605 3.1%
NAS 2,792 1.9%
EXP 2,287 1.5%
HDA 2,138 1.4%
IGI 1,860 1.2%
IEP 555 0.4%
HTP 322 0.2%
IC 252 0.2%

IEP by GO aspect

Aspect Rows Share of IEP
biological_process 532 95.9%
cellular_component 20 3.6%
molecular_function 3 0.5%

IEP by qualifier

Qualifier Rows Share of IEP
involved_in 400 72.1%
acts_upstream_of_or_within 128 23.1%
is_active_in 20 3.6%
enables 3 0.5%
NOT involved_in 2
acts_upstream_of_negative_effect 2 0.4%

IEP by assigning group (top 15)

Assigned by Rows Share of IEP
RGD 178 32.1%
UniProt 160 28.8%
TAIR 95 17.1%
WB 27 4.9%
dictyBase 23 4.1%
SynGO 22 4.0%
BHF-UCL 15 2.7%
MGI 14 2.5%
FlyBase 7 1.3%
EcoliWiki 4 0.7%
DisProt 3 0.5%
TIGR 2 0.4%
EcoCyc 2 0.4%
HGNC-UCL 1 0.2%
ParkinsonsUK-UCL 1 0.2%

IEP by taxon (top 15)

Taxon Rows
Rattus norvegicus 190
Arabidopsis thaliana 154
Homo sapiens 101
Caenorhabditis elegans 33
Mus musculus 27
Dictyostelium discoideum 23
Drosophila melanogaster 7
Nicotiana attenuata 6
Escherichia coli (strain K12) 5
Oryza sativa subsp. japonica 4
Medicago truncatula 3
? 1
Saccharomyces cerevisiae (strain ATCC 204508 / S288c) 1

Most frequent IEP terms in GOA (top 25)

GO term Label Rows
GO:0009408 response to heat 25
GO:0009617 response to bacterium 10
GO:0009410 response to xenobiotic stimulus 10
GO:0009611 response to wounding 8
GO:0030855 epithelial cell differentiation 8
GO:0009409 response to cold 7
GO:0031152 aggregation involved in sorocarp development 7
GO:0009737 response to abscisic acid 6
GO:0009733 response to auxin 6
GO:0009753 response to jasmonic acid 6
GO:0031154 culmination involved in sorocarp development 6
GO:0042542 response to hydrogen peroxide 5
GO:0009615 response to virus 5
GO:0010224 response to UV-B 5
GO:0007623 circadian rhythm 5
GO:0009627 systemic acquired resistance 5
GO:0006970 response to osmotic stress 5
GO:0009751 response to salicylic acid 5
GO:0098978 glutamatergic synapse 5
GO:0051384 response to glucocorticoid 5
GO:0014069 postsynaptic density 5
GO:0060291 long-term synaptic potentiation 5
GO:0045471 response to ethanol 5
GO:0001889 liver development 5
GO:0030968 endoplasmic reticulum unfolded protein response 5

Review view

How concentrated IEP is over genes

Gene IEP rows
rat/Hmgcs2 33
rat/Hspa8 25
rat/Casp3 23
rat/Tp53 18
rat/Mapk1 15
ARATH/WRKY70 14
rat/Hspa5 14
rat/Ghr 11
ARATH/AT2G26150 7
ARATH/PIF3 7

Disposition by evidence code

Code Reviewed ACCEPT KEEP_AS_NON_CORE MODIFY MARK_AS_OVER_ANNOTATED REMOVE UNDECIDED PENDING NEW UNREVIEWED % negative
IDA 21,893 15167 4290 612 635 233 244 47 665 0 6.8%
IMP 9,863 4766 3944 252 327 96 121 10 347 0 6.8%
IGI 1,557 706 699 39 48 12 36 2 15 0 6.4%
IPI 17,834 1916 3395 1493 7836 2994 106 15 79 0 69.1%
IEP 550 124 306 7 74 11 3 22 3 0 16.7%
IBA 9,728 7037 1521 422 390 263 42 11 42 0 11.1%
ISO 4,245 1406 1980 114 381 218 128 0 18 0 16.8%
IEA 31,612 15998 8331 2047 3318 1072 282 250 314 0 20.4%
TAS 15,432 11408 2906 261 514 161 40 0 142 0 6.1%
NAS 3,021 1706 607 141 263 48 14 0 242 0 15.0%

% negative = REMOVE + MARK_AS_OVER_ANNOTATED + MODIFY, i.e. rows a reviewer judged not keepable as written, over the Reviewed total. That total is every annotation row carrying the code, including reviewer-proposed NEW annotations and PENDING/UNREVIEWED rows, so the action columns sum to it. NEW rows are proposals from this project, not dispositions of an existing GOA annotation.

How often each code lands on core function

Code Reviewed ACCEPT % ACCEPT Term in core_functions % core
IDA 21,893 15,167 69.3% 9,616 43.9%
IMP 9,863 4,766 48.3% 3,237 32.8%
IGI 1,557 706 45.3% 414 26.6%
IPI 17,834 1,916 10.7% 768 4.3%
IEP 550 124 22.5% 55 10.0%
IBA 9,728 7,037 72.3% 4,944 50.8%
ISO 4,245 1,406 33.1% 687 16.2%
IEA 31,612 15,998 50.6% 9,299 29.4%
TAS 15,432 11,408 73.9% 8,666 56.2%
NAS 3,021 1,706 56.5% 1,305 43.2%

% core credits a code whenever the term it carries also appears in core_functions, even if the term got there on the strength of a different code annotating it too. It is therefore generous to every code, and most generous to codes that frequently co-annotate.

What IEP is used to say (GO branch, is_a + part_of closure)

Branch IEP rows Share Genes Flagged % flagged Genes flagged
response to stimulus 381 69.3% 153 64 16.8% 32
developmental process 84 15.3% 54 19 22.6% 17
biological regulation 33 6.0% 27 5 15.2% 5
unclassified 24 4.4% 21 2 8.3% 2
cellular component 14 2.5% 8 0 0.0% 0
localization 6 1.1% 3 0 0.0% 0
metabolic process 5 0.9% 5 1 20.0% 1
molecular function 3 0.5% 3 1 33.3% 1

Branch assignment is first match wins in the order listed in BRANCHES, with response to stimulus tested before developmental process, so a term parented under both is counted as stimulus-response.

Branch flag rates, split by species

The pooled branch comparison above can be confounded by review batch: if one species dominates one branch, the branch flag rate may be measuring that species' review batch instead. This table splits the two largest branches by species and gives a two-sided Fisher exact test of the developmental-versus-stimulus flag-rate difference within each.

Species response to stimulus flagged % developmental process flagged % Fisher p
rat 136 34 25.0% 27 9 33.3% 0.473
ARATH 128 11 8.6% 5 2 40.0% 0.075
human 48 5 10.4% 34 7 20.6% 0.221
worm 27 0 0.0% 0 0 n/a 1.000
mouse 8 8 100.0% 4 0 0.0% 0.002
DICDI 11 2 18.2% 10 1 10.0% 1.000
DROME 6 0 0.0% 1 0 0.0% 1.000
NICAT 6 0 0.0% 0 0 n/a 1.000
ECOLI 5 1 20.0% 0 0 n/a 1.000
ORYSJ 4 3 75.0% 0 0 n/a 1.000
MEDTR 0 0 n/a 3 0 0.0% 1.000
TOBAC 2 0 0.0% 0 0 n/a 1.000
all 381 64 16.8% 84 19 22.6% 0.210

Pooled, the developmental branch flags at 22.6% against 16.8% for stimulus-response, on 19/84 versus 64/381 (two-sided Fisher p = 0.21). The developmental rows span 54 gene directories. These are annotation-level comparisons: rows can share genes, references, and review batches. The p-values are unadjusted, and neither a pooled contrast nor the number of genes rules out those dependencies or establishes a branch-wide difference in annotation quality.

Reviewed IEP rows by species (top 15)

Species IEP rows
rat 185
ARATH 154
human 101
worm 34
mouse 25
DICDI 23
DROME 7
NICAT 6
ECOLI 5
ORYSJ 4
MEDTR 3
TOBAC 2
yeast 1

Most frequently flagged IEP terms

GO term Label IEP rows Flagged (REMOVE/MARK_OVER/MODIFY)
GO:0030855 epithelial cell differentiation 8 6
GO:0009410 response to xenobiotic stimulus 10 4
GO:0009617 response to bacterium 11 3
GO:1990830 cellular response to leukemia inhibitory factor 3 3
GO:0060291 long-term synaptic potentiation 5 3
GO:0009408 response to heat 25 2
GO:0009416 response to light stimulus 3 2
GO:0009615 response to virus 5 2
GO:0001889 liver development 5 2
GO:0048366 leaf development 1 1
GO:0051707 response to other organism 1 1
GO:0009409 response to cold 7 1
GO:0009723 response to ethylene 3 1
GO:0009733 response to auxin 7 1
GO:0009737 response to abscisic acid 6 1
GO:1902074 response to salt 2 1
GO:1990785 response to water-immersion restraint stress 1 1
GO:0045893 positive regulation of DNA-templated transcription 1 1
GO:0010150 leaf senescence 1 1
GO:1902351 response to imidacloprid 1 1
GO:0031153 slug development involved in sorocarp development 1 1
GO:0031152 aggregation involved in sorocarp development 7 1
GO:0010041 response to iron(III) ion 1 1
GO:0009411 response to UV 2 1
GO:0009644 response to high light intensity 2 1

All flagged IEP rows

Species Gene GO term Label Action
ARATH AG GO:0048366 leaf development REMOVE
ARATH AT5G03720 GO:0009408 response to heat MODIFY
ARATH CRY1 GO:0009416 response to light stimulus MODIFY
ARATH CRY2 GO:0009416 response to light stimulus MODIFY
ARATH PAD4 GO:0051707 response to other organism MODIFY
ARATH PIF3 GO:0009408 response to heat MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:0009409 response to cold MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:0009723 response to ethylene MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:0009733 response to auxin MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:0009737 response to abscisic acid MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:1902074 response to salt MARK_AS_OVER_ANNOTATED
ARATH PIF3 GO:1990785 response to water-immersion restraint stress MARK_AS_OVER_ANNOTATED
ARATH SOC1 GO:0045893 positive regulation of DNA-templated transcription MODIFY
ARATH WRKY70 GO:0010150 leaf senescence MODIFY
DICDI acaA GO:1902351 response to imidacloprid MARK_AS_OVER_ANNOTATED
DICDI cotB GO:0031153 slug development involved in sorocarp development MARK_AS_OVER_ANNOTATED
DICDI mhcA GO:0031152 aggregation involved in sorocarp development MARK_AS_OVER_ANNOTATED
ECOLI arnF GO:0010041 response to iron(III) ion MARK_AS_OVER_ANNOTATED
ORYSJ EME1 GO:0009411 response to UV REMOVE
ORYSJ EME1 GO:0009644 response to high light intensity REMOVE
ORYSJ EME1 GO:0010332 response to gamma radiation REMOVE
human ACADVL GO:0030855 epithelial cell differentiation MARK_AS_OVER_ANNOTATED
human ACTA2 GO:0009615 response to virus MARK_AS_OVER_ANNOTATED
human ACTA2 GO:0072144 glomerular mesangial cell development MARK_AS_OVER_ANNOTATED
human ACTL8 GO:0030855 epithelial cell differentiation MARK_AS_OVER_ANNOTATED
human BAG6 GO:0140677 molecular function activator activity REMOVE
human CDK1 GO:0030855 epithelial cell differentiation MARK_AS_OVER_ANNOTATED
human CLU GO:0009615 response to virus MARK_AS_OVER_ANNOTATED
human CPT1A GO:0030855 epithelial cell differentiation MARK_AS_OVER_ANNOTATED
human FN3K GO:0030855 epithelial cell differentiation REMOVE
human IFI16 GO:0010506 regulation of autophagy MARK_AS_OVER_ANNOTATED
human MYC GO:0009410 response to xenobiotic stimulus MARK_AS_OVER_ANNOTATED
human MYC GO:0034644 cellular response to UV MARK_AS_OVER_ANNOTATED
human PGK1 GO:0030855 epithelial cell differentiation MARK_AS_OVER_ANNOTATED
human RB1 GO:0007265 Ras protein signal transduction REMOVE
mouse Ifi204 GO:0009617 response to bacterium MODIFY
mouse Mir100 GO:0007605 sensory perception of sound REMOVE
mouse Mir100 GO:0060291 long-term synaptic potentiation REMOVE
mouse Mir100 GO:1990830 cellular response to leukemia inhibitory factor MARK_AS_OVER_ANNOTATED
mouse Mir127 GO:0060291 long-term synaptic potentiation REMOVE
mouse Mir127 GO:1990830 cellular response to leukemia inhibitory factor MARK_AS_OVER_ANNOTATED
mouse Mir26a-1 GO:0009611 response to wounding MARK_AS_OVER_ANNOTATED
mouse Mir26a-1 GO:0009617 response to bacterium REMOVE
mouse Mir30e GO:0009617 response to bacterium MARK_AS_OVER_ANNOTATED
mouse Mir30e GO:0060291 long-term synaptic potentiation MARK_AS_OVER_ANNOTATED
mouse Mir30e GO:0071361 cellular response to ethanol MARK_AS_OVER_ANNOTATED
mouse Mir384 GO:1990830 cellular response to leukemia inhibitory factor MARK_AS_OVER_ANNOTATED
rat Akt1 GO:1901653 cellular response to peptide MARK_AS_OVER_ANNOTATED
rat Aprt GO:0032869 cellular response to insulin stimulus MARK_AS_OVER_ANNOTATED
rat Casp3 GO:0036269 swimming behavior MARK_AS_OVER_ANNOTATED
rat Ckmt2 GO:0007507 heart development MARK_AS_OVER_ANNOTATED
rat Ckmt2 GO:0007519 skeletal muscle tissue development MARK_AS_OVER_ANNOTATED
rat Ephx1 GO:0001889 liver development MARK_AS_OVER_ANNOTATED
rat Ephx1 GO:0071385 cellular response to glucocorticoid stimulus MARK_AS_OVER_ANNOTATED
rat Gamt GO:1990402 embryonic liver development MARK_AS_OVER_ANNOTATED
rat Ghr GO:0009629 response to gravity MARK_AS_OVER_ANNOTATED
rat Gss GO:0009410 response to xenobiotic stimulus MARK_AS_OVER_ANNOTATED
rat Gss GO:0031667 response to nutrient levels MARK_AS_OVER_ANNOTATED
rat Gss GO:0034612 response to tumor necrosis factor MARK_AS_OVER_ANNOTATED
rat Gss GO:0043200 response to amino acid MARK_AS_OVER_ANNOTATED
rat Gsta4 GO:0009635 response to herbicide MARK_AS_OVER_ANNOTATED
rat Gsta4 GO:0010043 response to zinc ion MARK_AS_OVER_ANNOTATED
rat Gsta4 GO:0035094 response to nicotine MARK_AS_OVER_ANNOTATED
rat Gsta4 GO:0071285 cellular response to lithium ion MARK_AS_OVER_ANNOTATED
rat Gstt1 GO:0009410 response to xenobiotic stimulus MARK_AS_OVER_ANNOTATED
rat Gstt1 GO:0009751 response to salicylic acid MARK_AS_OVER_ANNOTATED
rat Gstt1 GO:0010269 response to selenium ion MARK_AS_OVER_ANNOTATED
rat Gstt1 GO:0033197 response to vitamin E MARK_AS_OVER_ANNOTATED
rat Hmgcs2 GO:0009266 response to temperature stimulus MARK_AS_OVER_ANNOTATED
rat Hmgcs2 GO:0030324 lung development MARK_AS_OVER_ANNOTATED
rat Hmgcs2 GO:0060612 adipose tissue development MARK_AS_OVER_ANNOTATED
rat Hmgcs2 GO:0071230 cellular response to amino acid stimulus MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0001666 response to hypoxia MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0009410 response to xenobiotic stimulus MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0032094 response to food MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0032868 response to insulin MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0048545 response to steroid hormone MARK_AS_OVER_ANNOTATED
rat Hsd11b2 GO:0051384 response to glucocorticoid MARK_AS_OVER_ANNOTATED
rat Oaz1 GO:0002931 response to ischemia MARK_AS_OVER_ANNOTATED
rat Oaz1 GO:0090650 cellular response to oxygen-glucose deprivation MARK_AS_OVER_ANNOTATED
rat Pgam2 GO:0007283 spermatogenesis MARK_AS_OVER_ANNOTATED
rat Pnlip GO:0009791 post-embryonic development MARK_AS_OVER_ANNOTATED
rat Pnlip GO:0033993 response to lipid MARK_AS_OVER_ANNOTATED
rat Pnlip GO:0043434 response to peptide hormone MARK_AS_OVER_ANNOTATED
rat Qdpr GO:0001889 liver development MARK_AS_OVER_ANNOTATED
rat Qdpr GO:0010044 response to aluminum ion MARK_AS_OVER_ANNOTATED
rat Qdpr GO:0010288 response to lead ion MARK_AS_OVER_ANNOTATED
rat Qdpr GO:0033762 response to glucagon MARK_AS_OVER_ANNOTATED
rat Qdpr GO:0071466 cellular response to xenobiotic stimulus MARK_AS_OVER_ANNOTATED
rat Ube2d2b GO:0071276 cellular response to cadmium ion MARK_AS_OVER_ANNOTATED
rat Ube2d2b GO:1903841 cellular response to arsenite(3-) MARK_AS_OVER_ANNOTATED
yeast THI22 GO:0009228 thiamine biosynthetic process MARK_AS_OVER_ANNOTATED