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skos lexicon

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Start with the article narrative. Use the right sidebar to jump from prose into concept context, nearby graph relationships, and source provenance.

This file is the human-readable companion to skos-lexicon.ttl. It records the concept-selection threshold and the patterns that emerge from the current corpus.

Inclusion Threshold

A term is included when it is at least one of:

  • a recurring domain concept needed to explain multiple pages
  • a bridge term connecting mechanism, diagnosis, and management
  • a disease subtype, complication, or adjacent disorder with independent explanatory value
  • an active therapeutic class or research target

Excluded for now:

  • one-off proper names
  • low-level biochemical detail that appears only once
  • generic medical words that do not organize the corpus

Core Concept Clusters

1. Disease Core

  • celiac disease
  • small intestine
  • gluten-free diet

2. Mechanism / Pathogenesis

  • prolamins
  • gliadin
  • tissue transglutaminase
  • deamidation
  • zonulin
  • tight junctions
  • intestinal permeability
  • HLA-DQ2 / HLA-DQ8
  • CD4+ T cells
  • intraepithelial lymphocytes
  • cytokines
  • IL-15
  • villous atrophy
  • crypt hyperplasia
  • malabsorption

3. Diagnosis

  • serology
  • TTG IgA
  • IgA deficiency
  • endoscopy and biopsy
  • Marsh classification
  • gluten challenge

4. Management / Failure States

  • gluten-free diet
  • cross-contact
  • non-responsive celiac disease
  • refractory celiac disease

5. Complications / Systemic Spread

  • dermatitis herpetiformis
  • enteropathy-associated T-cell lymphoma
  • osteoporosis
  • iron-deficiency anemia
  • peripheral neuropathy
  • gluten ataxia

6. Borderland / Differential Cluster

  • non-celiac gluten sensitivity
  • small intestinal bacterial overgrowth
  • oats

7. Practical Management / Threshold Logic

  • gluten threshold

8. Therapeutics Research

  • glutenases
  • latiglutenase
  • AN-PEP
  • EP-B2
  • SC-PEP
  • Kuma030
  • larazotide acetate
  • ZED1227
  • tolerance induction
  • Nexvax2
  • KAN-101
  • IL-15 inhibitors

Trend A: The corpus has a strong mechanistic spine

The densest concept network runs:

prolamins -> gliadin -> zonulin / tight junctions -> tissue transglutaminase -> deamidation -> HLA-DQ2/DQ8 -> CD4+ T cells -> cytokines / IL-15 -> villous atrophy -> malabsorption

This suggests the KB is already good at explaining why disease happens, not just what it is.

Trend B: Diagnosis is conceptually dense but under-articled

The corpus repeatedly uses:

  • serology
  • TTG IgA
  • IgA deficiency
  • biopsy logic
  • Marsh staging
  • gluten challenge

But these are spread across multiple pages rather than consolidated into a higher-level diagnostic sub-ontology.

Trend C: The disease-boundary region is important

The lexicon repeatedly brushes against adjacent categories:

  • NCGS
  • SIBO
  • oats tolerance
  • dermatitis herpetiformis
  • gluten ataxia
  • wheat allergy

That means the KB increasingly needs pages that explain where celiac ends and neighboring entities begin.

Trend D: Research targets map cleanly onto mechanistic nodes

The main experimental therapies line up with specific points in the mechanism:

  • glutenases -> before absorption
  • larazotide -> barrier level
  • ZED1227 -> transglutaminase/deamidation level
  • tolerance induction -> adaptive immune retraining
  • IL-15 inhibitors -> innate/refractory axis

This is a good sign: the research space can be organized as interventions on the disease pathway.

Expansion Result

This iteration used the lexicon to add the following bridge pages:

  1. celiac-serology — the diagnostic antibody/testing layer
  2. antigen-presentation — APC / MHC II / HLA-DQ / epitope logic
  3. gluten-related-disorders — celiac vs neighboring entities and mimics
  4. oats — the special-case grain question
  5. wheat-allergy — allergic differential adjacent to celiac

Likely Next Expansion Targets

  • microbiome and disease onset/modulation
  • nutrient deficiency cascade as its own synthesis page
  • family/risk-group screening logic
  • article-level pages for EMA and DGP as serology subcomponents

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