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Why Science? | Mondo Disease Ontology and Harmonised Disease Concepts

Three students sit around open books and worksheets at a classroom table, reading, writing and discussing the work together.

eduKateSG · Why Science?

Build a shared disease vocabulary across communities—without flattening meaningful differences or replacing the specialist sources that created the evidence

Choose the closest route, then return to the full index whenever you need the wider evidence chain.

Full section index · Science Learning Hub

Science learning becomes powerful when students can tell a measured pattern from a model, a statistical decision from a mechanism, and a useful lead from a finished conclusion. The Mondo Disease Ontology is a community-driven, open resource that harmonises disease concepts and mappings from multiple terminologies. Its official site says the project aims to harmonise disease definitions across the world; its download page publishes releases under CC BY 4.0. Mondo identifiers, labels, synonyms, relationships and cross-references can make data from different communities easier to connect. Harmonisation does not make every source concept identical, and specialist resources remain authoritative for their own scope, evidence and curation policies. This guide supports Primary Science, PSLE Science, Secondary Science, O-Level Science and STEM education as a longform evidence-reading route; it is not medical advice, a laboratory protocol, an admission promise or a career guarantee.

Related eduKate reading: ORDO and structured rare-disease concepts; Monarch Initiative phenotype–gene–disease evidence; ClinGen gene–disease validity evidence; Science Learning Hub; Education Hub; STEM Education; Careers by Subject Capability.

Primary and official sources checked on 12 October 2026: Official Mondo Disease Ontology; Official Mondo source catalogue; Official Mondo download and licence page; Mondo: Integrating Disease Terminology Across Communities; 2026 Singapore–Cambridge O-Level Biology syllabus; MOE G2/G3 Lower Secondary Science teaching and learning syllabus; 2026 MOE G2 Computing syllabus. Resource interfaces and recommendations can change, so preserve the release, access date and documentation used.

A four-step claim ladder for this method
StageQuestionEvidenceResponsible output
CollectWhich source concepts describe disease?Curated terminologies, identifiers and definitionsA provenance-rich source set
ReconcileWhich concepts are equivalent, broader, narrower or distinct?Mappings, expert review and logical structureA harmonised concept model
PublishHow can people and software use the result?Mondo IDs, labels, synonyms, relationships and releasesA versioned open ontology
MaintainWhat changed and what still belongs to the source authority?Release notes, obsolete terms and source updatesA traceable, bounded integration

Section 1 of 36

1. Start with the vocabulary problem

Different clinical, research and advocacy communities may use different identifiers or boundaries for related disease concepts.

Working checkpoint — Mondo Disease Ontology: Write the integration question before choosing a preferred label. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

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Section 2 of 36

2. Understand Mondo’s purpose

Mondo aims to harmonise disease definitions and terminology across sources so concepts can be connected computationally.

Working checkpoint — disease concept: Use harmonisation to link evidence, not to erase source context. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

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Section 3 of 36

3. Treat Mondo as community-driven

The 2026 Mondo paper describes a community-driven, open-source approach to integrating disease terminology across communities.

Working checkpoint — cross-reference: Record contribution and review provenance for important mappings. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

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Section 4 of 36

4. Use stable Mondo identifiers

A Mondo ID gives an integrated concept a stable reference even when labels or synonyms evolve.

Working checkpoint — synonym: Store the identifier and release, not the label alone. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

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Section 5 of 36

5. Read labels as human-facing names

The preferred label helps people read a record, but it is not the full definition and may change as terminology improves.

Working checkpoint — hierarchy: Display ID, label and definition together. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

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Section 6 of 36

6. Use synonyms for discovery

Exact, related, broad or narrow synonyms can improve search and text matching when their scopes are preserved.

Working checkpoint — mapping provenance: Do not treat every synonym as interchangeable in every context. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

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Section 7 of 36

7. Read definitions and provenance

Definitions may be supplied, adapted or cross-referenced from contributing sources.

Working checkpoint — Mondo Disease Ontology: Follow the definition source before quoting it as authority. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

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Section 8 of 36

8. Understand cross-references

Cross-references connect a Mondo concept with records in other terminologies. A cross-reference is a mapped relationship, not proof that every field matches.

Working checkpoint — disease concept: Inspect mapping scope and source release. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

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Section 9 of 36

9. Distinguish equivalence from similarity

Two records can overlap strongly yet differ in diagnostic criteria, mechanism, population or source purpose.

Working checkpoint — cross-reference: Use the documented mapping relation instead of inventing equivalence. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 10 of 36

10. Read the hierarchy

Parent and child relationships support navigation and reasoning across broader and narrower disease classes.

Working checkpoint — synonym: Do not assume every child inherits every informal statement about its parent. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

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Section 11 of 36

11. Use logical definitions carefully

Axioms can connect disease concepts with anatomy, phenotype, cause or other ontology classes to support automated reasoning.

Working checkpoint — hierarchy: Open the actual axiom before explaining an inferred relation. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Next section

Section 12 of 36

12. Respect source authority

Mondo’s rare-disease guidance notes that authoritative sources remain the source of truth for their own content.

Working checkpoint — mapping provenance: Link back to the specialist source for criteria and evidence. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

Contents · Previous section · Next section

Section 13 of 36

13. Track obsolete concepts

A concept may be retired when it is duplicated, merged, replaced or no longer supported. Old data still need a traceable route forward.

Working checkpoint — Mondo Disease Ontology: Follow replacement annotations rather than deleting history. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

Contents · Previous section · Next section

Section 14 of 36

14. Handle merges cautiously

A merge can simplify integration, but local records may have used the older concepts with distinctions that matter.

Working checkpoint — disease concept: Review affected data before remapping automatically. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 15 of 36

15. Handle splits and refinements

New evidence can divide a broad historical concept into more precise entities.

Working checkpoint — cross-reference: Preserve the original assertion and migration decision. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

Contents · Previous section · Next section

Section 16 of 36

16. Read release dates

Mondo publishes versioned releases; external services can update later than the main release.

Working checkpoint — synonym: Record the source URL, release and retrieval date. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Next section

Section 17 of 36

17. Use the official downloads

The download page offers ontology products and states a CC BY 4.0 licence. Different serialisations serve different tools.

Working checkpoint — hierarchy: Choose the documented product and retain attribution. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

Contents · Previous section · Next section

Section 18 of 36

18. Validate identifiers after updates

An identifier can remain valid while its label, parents, mappings or status change.

Working checkpoint — mapping provenance: Diff the concepts used by a project at every upgrade. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

Contents · Previous section · Next section

Section 19 of 36

19. Connect Mondo with HPO

Disease concepts and phenotype terms answer different questions: one identifies a disease entity, the other describes observed features.

Working checkpoint — Mondo Disease Ontology: Keep diagnosis and phenotype fields separate. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 20 of 36

20. Connect Mondo with ORDO

Mondo can map to ORDO and other rare-disease resources, but ORDO carries its own scope and expert curation.

Working checkpoint — disease concept: Retain the ORDO identifier when its provenance matters. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

Contents · Previous section · Next section

Section 21 of 36

21. Connect Mondo with Monarch

Monarch uses integrated ontologies and knowledge graphs to connect diseases, genes, variants and phenotypes.

Working checkpoint — cross-reference: Open the underlying evidence edge, not only the graph path. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Next section

Section 22 of 36

22. Connect Mondo with ClinGen

Gene–disease validity curation depends on the exact disease entity and inheritance mechanism.

Working checkpoint — synonym: Check the precise ClinGen record and current classification. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

Contents · Previous section · Next section

Section 23 of 36

23. Avoid label-only joins

Matching text alone can merge homonyms, historical names or distinct subtypes.

Working checkpoint — hierarchy: Join on identifiers and reviewed mappings. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

Contents · Previous section · Next section

Section 24 of 36

24. Avoid circular evidence

Several databases may repeat the same original assertion through cross-references, making one source look like many.

Working checkpoint — mapping provenance: Trace claims to primary provenance. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 25 of 36

25. Represent uncertainty

Some mappings or classifications remain contested or under review.

Working checkpoint — Mondo Disease Ontology: Expose uncertainty rather than forcing a definitive one-to-one map. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

Contents · Previous section · Next section

Section 26 of 36

26. Contribute corrections responsibly

Community issue trackers and curation workflows let users propose changes with evidence.

Working checkpoint — disease concept: Submit a reproducible example and source citation. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Next section

Section 27 of 36

27. Use bounded clinical language

An ontology supports representation and integration; it does not diagnose a person or set clinical criteria by itself.

Working checkpoint — cross-reference: Refer to current clinical guidance and specialist review. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

Contents · Previous section · Next section

Section 28 of 36

28. Connect to Primary Science

A fictional card-sort can show how one object has a preferred name, nicknames and membership in broader groups.

Working checkpoint — synonym: Use everyday examples before discussing disease terminology. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

Contents · Previous section · Next section

Section 29 of 36

29. Connect to Secondary Science

Classification, inheritance and biological variation show why categories change as evidence improves.

Working checkpoint — hierarchy: Separate an observed feature from a named disease concept. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 30 of 36

30. Connect to mathematics

Set overlap, hierarchy and graph paths show why similarity is not the same as equality.

Working checkpoint — mapping provenance: Draw a toy concept map and test transitive assumptions. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

Contents · Previous section · Next section

Section 31 of 36

31. Connect to computing

Ontologies, identifiers, graph reasoning, version control and automated quality checks turn vocabulary into infrastructure.

Working checkpoint — Mondo Disease Ontology: Write migration tests for obsolete and merged IDs. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Next section

Section 32 of 36

32. Connect to pathways

Disease ontology work links biology, medicine, language, software and data stewardship and can illuminate STEM pathways.

Working checkpoint — disease concept: Check official education and professional requirements separately. Read every label or hierarchy path beside its definition, provenance and source scope.

For future study, connect ontology work to biology, language, graphs and software while checking official pathways separately.

Contents · Previous section · Next section

Section 33 of 36

33. Did you know?

Mondo is not simply a list of names: it publishes identifiers, relationships, mappings and logical structures designed for computation.

Working checkpoint — cross-reference: Inspect provenance before following an inferred connection. Preserve obsolete concepts and unresolved mappings; a harmonised list is not a complete history.

For scientific writing, cite the Mondo release and the authoritative source behind a mapped claim.

Contents · Previous section · Next section

Section 34 of 36

34. Write a reader-ready mapping report

Name the Mondo release, source terminologies, mapping relations, unresolved conflicts, obsolete concepts, licence and intended use.

Working checkpoint — synonym: Keep source authority visible. Separate ontology integration from clinical criteria, diagnosis and evidence curation.

For students, ask whether two names are truly equivalent or merely related.

Contents · Previous section · Next section

Section 35 of 36

35. Build a validation ladder

Validate IDs, review labels and definitions, inspect mapping scope, test hierarchy inferences, then confirm with specialist sources.

Working checkpoint — hierarchy: Challenge the most consequential equivalence first. Treat identifiers, mapping scopes and release dates as scientific data: a silent change can merge distinct concepts.

For parents, ask which specialist source supports the definition or criterion being used.

Contents · Previous section · Next section

Section 36 of 36

36. Finish with a reproducible bundle

Deliver the ontology release, selected concepts, source IDs, mapping table, change report, scripts, tests, licences and review notes.

Working checkpoint — mapping provenance: Make every harmonisation decision traceable. Keep Mondo and source identifiers, mapping relations, releases and review decisions together.

For a classroom model, use animals, foods or imaginary categories before disease terms.

Contents · Previous section · Continue to the Science Learning Hub

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