← WBM framework

WBM coverage of the IMDs

For every inherited metabolic disease (IMD) in the catalogue, is its causal gene present in a whole-body-model (WBM) reaction? A disease is WBM-covered when its gene appears in a WBM reaction GPR (the four reference models 3/4/187/188). Of the 2350 IMDs with a known causal gene, 1047 (45%) are covered — the other 1303 are the real modelling gap. (1047/2607 = 40% of all IMDs, but 257 have no recorded causal gene, so they can never be in a WBM.)

Coverage means the gene is in the model — not that the model reproduces the disease phenotype (that is a stronger, flux-level claim). Live view of the current database. Research & education over a public knowledge base — not clinical, diagnostic, or individual guidance.

What the 2,607 IMDs are

The IMD universe is every reconws_diseases row tagged diseaseType = 'Inherited metabolic disease' — the ICIMD / IEMbase inherited-metabolic-disease nosology (ICIMD is the classification built on IEMbase's IEM#### codes), cross-referenced to OMIM and Orphanet. These identifiers overlap (a disease can carry all three), so the rows below do not partition the set and should not be summed.

IdentifierIMDs with itWhat it is
IEM code (IEMbase / ICIMD)2,331The inherited-metabolic-disease nosology code (1,902 distinct; some codes span several subtype rows)
OMIM2,334Online Mendelian Inheritance in Man disease id
Orphanet1,248Orphanet rare-disease id
Total rows2,607Distinct IMD rows (the denominator on this page); 276 carry no IEM code

Note on diseaseSource: the source label (ICIMD 2,273, IEMBASE 334) records which import created each row, not which knowledge base the disease belongs to — so it is not "only 334 IEMbase diseases." 2,331 of the 2,607 IMDs carry an IEM code, spread across both labels. If a disease is re-curated in or out of the nosology the denominator follows (this page is live).

2350/2607
257 have no gene recorded
IMDs with a causal gene
1047/2350
45% of gene-bearing IMDs
Gene in a WBM reaction
1303
55% of gene-bearing IMDs
Has a gene, not in the WBMs
257
can't be in a WBM
No causal gene recorded

The gap: recon-backfill vs missing

The 1,303 IMDs whose gene is not in the WBMs split into two very different kinds of gap. Filter the table below to gap and sort by the Gap type column to work the list.

240
Recon-backfill candidates
Gene already in the human reconstruction — needs only organ placement to lift into the WBM.
1,063
Missing everywhere
Gene is in no VMH human model — genuinely missing biochemistry, a larger curation effort.

Flux-level coverage (note): all 1,047 covered genes have at least one WBM reaction whose bounds allow flux, so none are structurally trapped behind blocked-only reactions. But bounds open ≠ phenotype reproduced — a true flux-level claim needs a flux-balance solve per disease. See the biomarker prediction analysis for the WBM's actual predictive behaviour.

IMDs vs other diseases

The WBM is a metabolic model, so it covers inherited metabolic diseases far more densely than the other diseases in the catalogue (OMIM / ORPHA / MONDO and gene-association entries), most of which are non-metabolic.

Gene in a WBMof allof gene-bearing
IMDs1,047 / 2,60740%45%
Other diseases600 / 10,6906%21%

Coverage by ICIMD category

Where the WBM is strong and weak, by top-level ICIMD nosology category. Coverage is over the gene-bearing IMDs in each category (bar), sorted by number covered.

ICIMD categoryIMDsGene in WBMof gene-bearing
Disorders of lipid metabolism185139/184
76%
Disorders of amino acid metabolism156135/149
91%
No ICIMD category44698/207
47%
Congenital disorders of glycosylation17195/171
56%
Disorders of carbohydrate metabolism10382/101
81%
Disorders of nucleobase, nucleotide and nucleic acid metabolism19659/195
30%
Disorders of complex molecule degradation11459/114
52%
Nuclear-encoded disorders of oxidative phosphorylation9852/98
53%
Disorders of vitamin and cofactor metabolism9652/96
54%
Disorders of carnitine, mitochondrial fatty acid and ketone body metabolism4745/45
100%
Disorders of energy substrate metabolism4340/43
93%
Endocrine metabolic disorders8837/87
43%
Disorders of tetrapyrrole metabolism3330/33
91%
Miscellaneous disorders of intermediary metabolism2523/25
92%
Disorders of peptide and polyamine metabolism2418/22
82%
Disorders of trace elements and metals4916/48
33%
Other disorders of mitochondrial function5914/59
24%
Neurotransmitter disorders7413/74
18%
mtDNA-related disorders5311/53
21%
Disorders of lipoprotein metabolism4611/46
24%
Disorders of mitochondrial DNA maintenance and replication208/20
40%
Disorders of organelle biogenesis, dynamics and interactions1414/141
3%
Disorders of mitochondrial cofactor biosynthesis333/33
9%
Disorders of mitochondrial gene expression692/69
3%
ICIMD category 25 (unnamed)281/27
4%
ICIMD category 26 (unnamed)2100/210
0%

Category = top-level icimdNosologyNumber mapped through reconws_icimd_nosology. Codes 25 & 26 are used by diseases but absent from that table (it stops at 24), so they show as "ICIMD category 25/26 (unnamed)" — a gap in the nosology table worth backfilling; 446 IMDs carry no ICIMD number at all.

IEMbase · ICIMD · WBM

Three disease sets across the whole catalogue, by identifier (not by diseaseSource): IEMbase = has an iemCode (2,343); ICIMD = has an icimdNosologyNumber (2,161); WBM = causal gene is in a WBM reaction (1,647). Every ICIMD disease also has an IEM code, so ICIMD nests entirely inside IEMbase.

Click a region to list the diseases in it. Across all 13,297 diseases; there is no ICIMD-only region (ICIMD ⊆ IEMbase).

IEMbasehas IEM code · 2,343ICIMDnosology no. · 2,161WBMgene in a WBM · 1,6471,212ICIMD only949All three84IEMbase + WBM614WBM only98IEMbase only

The 614 "WBM only" diseases sit outside IEMbase but their causal gene is in a WBM reaction (mostly non-IEM OMIM / gene-association entries). There is no ICIMD-only or ICIMD-and-WBM-outside-IEMbase region — those are 0 by construction (ICIMD ⊆ IEMbase).

Modelled & treatable

WBM-covered IMDs that also have an orphan drug (from orphan drugs & the WBM) — both modelled and treatable, the cleanest demonstration cases. Drug→disease matching is lossy, so this is a lower bound.

2607 of 2607 IMDs

IMD universe = reconws_diseases where diseaseType = 'Inherited metabolic disease' (2607). Causal gene = gtr2, else the Entrez gene_id resolved to a symbol. WBM gene set = the 2019 distinct gene symbols in the reference WBM GPRs (wbm_reaction, models 3/4/187/188). WBM organs = the organs whose GPRs mention the gene (hover the count). Coverage is reported over the 2350 gene-bearing IMDs (1047/2350 = 45%), since the 257 with no recorded causal gene cannot be placed in a model; over all 2607 IMDs it is 1047/2607 = 40% (the figure on the /e/orphanDrugs tile).

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