Skin Sensitization AOP: Assays, Key Events, and Where dismech Disagrees
Scope
This page carries the AOP 40 use case out of AOP_EMOD_ALIGNMENT, where it began as a third pilot alongside the lead and liver-fibrosis cases. It outgrew that page for a reason worth stating: the other two pilots ask whether dismech content can be aligned to an AOP. This one found a place where dismech content bears on whether an AOP's own Key Event assignment is right, which is a different and more useful relationship. The alignment project keeps the schema questions; this page keeps the worked case.
The target is AOP 40, Covalent Protein binding leading to Skin Sensitisation. Unlike the other two pilots it enters from a review article, and it is the only case where the assay-to-Key-Event mapping is already published: Aleksic M, Rajagopal R, de-Ávila R, Spriggs S, Gilmour N. The skin sensitization adverse outcome pathway: exploring the role of mechanistic understanding for higher tier risk assessment. Crit Rev Toxicol 2024;54(2):69–91 (PMID:38385441, doi:10.1080/10408444.2024.2308816). Open access under CC BY-NC-ND.
Structurally it is the inverse of the liver fibrosis case: there, one microphysiological system instrumented several Key Events of one AOP; here, a whole OECD test-guideline battery exists in which each guideline is aligned to a single Key Event, and the integration happens in a layer above the assays.
How to read the snippets
Snippets are verbatim substrings of the article's PDF text layer, with three normalizations
and no others: line-break hyphenation rejoined, the superscript TM left inline as the text
layer emits it (KeratinoSens TM, GARD TM skin), and — where marked ‡ — the running
header and page number removed where a sentence crosses the page 3/4 break. The space in
OECD TG 442 C is the article's own. These have not been put through dismech's
reference validator, because AOP-Wiki aside, this article's full text is not in the
reference cache: references_cache/PMID_38385441.md and
references_cache/DOI_10.1080_10408444.2024.2308816.md both hold abstract-only records
(content_type: unavailable on the DOI record), and the publisher refuses automated
fetches. Treat them as transcribed, not machine-verified.
Key Events against the assays aligned to them
Key Event titles and identifiers are AOP-Wiki's, read from the 2026-10-03 bulk XML export;
the article itself uses only KE1–KE4 and does not cite AOP-Wiki identifiers, so the
first two columns are a join, not a quotation.
| KE | Event (AOP-Wiki) | Assays / methods | OECD TG | Snippet supporting the mapping |
|---|---|---|---|---|
| KE1 (MIE) | 396 Covalent Binding, Protein | DPRA, ADRA, kDPRA | 442C | "OECD TG 442 C describes the direct peptide reactivity assay (DPRA), amino acid derivative reactivity assay (ADRA) and the kinetic DPRA (kDPRA), which are test methods addressing KE1 (the binding of haptens to proteins in the skin" ‡ |
| KE2 | 826 Activation, Keratinocytes | KeratinoSens™, LuSens | 442D | "OECD TG 442D describes the KeratinoSens TM and LuSens methods which address KE2 (the activation of keratinocytes" |
| KE3 | 398 Activation, Dendritic Cells | h-CLAT, U-SENS™, IL-8 Luc assay, GARD™skin | 442E | "OECD TG 442E describes the Human Cell Line Activation test (hCLAT), U937 cell line activation Test (USens TM ), Interleukin-8 Reporter Gene Assay (IL 8 Luc assay) and Genomic Allergen Rapid Detection (GARD TM ) for assessment of skin sensitizers (GARD TM skin) which are test methods addressing KE3 (the activation of dendritic cells (DCs))" |
| KE4 | 272 Activation/Proliferation, T-cells | mouse LLNA and its variants | 429, 442A, 442B | "The LLNA, in fact, addresses KE4, measuring T cell proliferation in treated mice rather than established sensitization." |
| AO | 827 sensitisation, skin | none aligned; patch testing is diagnostic | — | "ACD is diagnosed by specialist dermatological investigations involving patch testing to identify the allergen to which an individual is allergic and enable allergen avoidance." |
Every validated guideline assay is aligned to exactly one Key Event, and two of the five Events have no validated non-animal assay at all. The second clause is the article's own emphasis, stated twice:
Currently, there are no NAMs addressing KE4 (the activation and proliferation of a T cell response), which are sufficiently progressed for implementation in OECD TG or for use in a Next Generation Risk Assessment (NGRA)
It remains difficult to envisage robust, sensitive, and reproducible assays addressing this KE in vitro in the near future.
Methods that sit beside the battery
Named in the article, aligned to a Key Event's biology but not carrying a guideline.
| Method | Nearest KE | Status in the article | Snippet |
|---|---|---|---|
| Peroxidase Peptide Reactivity Assay (PPRA) | KE1 | reactivity assay adapted to activate pro-haptens; not in TG 442C | "adaptations to existing reactivity assays, aiming to incorporate "activation" of nonelectrophilic chemicals to their electrophilic metabolites which then bind to the model nucleophiles (e.g. Peroxidase Peptide Reactivity Assay (PPRA)" |
| DEREK Nexus, OECD QSAR Toolbox, TIMES, ToxTree | KE1 | in silico, chemistry and mechanistic domain | "several in silico tools, providing useful information on chemistry and mechanistic domain of sensitizers (e.g. DEREK Nexus, OECD QSAR Toolbox, TIMES, ToxTree)" |
| SenCeeTox®, SENS-IS, EpiSensA, VITOSENS | KE2 | transcriptional biomarker signatures | "Genes downstream of the Nrf2 pathway and other cellular stress markers have been evaluated as signatures for sensitizer-induced transcriptional changes in novel in vitro assays, such as SenCeeTox V R , SENS-IS, EpiSensA, and VITOSENS" |
| Buehler test, Guinea pig maximization Test (GPMT) | — | in vivo evidence; no KE assigned | "In vivo evidence (red box) comes from mouse local lymph node assay (LLNA) (OECD 2010a ) and its variants (OECD 2010b , 2018 ) and Buehler and Guinea pig maximization Test (GPMT) (OECD 2022b )." |
One assay is aligned to a Key Event its biology does not match
Worth carrying out of the table, because it is a documented misalignment rather than a clean row, and it is the kind of thing a KE cross-reference would have to be able to record:
Interestingly, the IL 8 assay, which is the only OECD validated cytokine assay (Watanabe et al. 2007 ; Sand et al. 2018 ) was developed as a marker for APC activation (KE3) rather than keratinocyte inflammation (KE2), possibly due to the cell type used in the assay
The article generalizes the same caution across all of TG 442E — "While read outs from all these assays have been aligned to KE3, some of these assays are also representative of the events leading up to KE3." So KE3 alignment for this battery is an assignment, not a measurement boundary.
Models and approaches spanning more than one Key Event
The article treats single-assay-to-single-KE alignment as the floor, not the usable unit:
With the exception of the GARD TM skin assay in certain circumstances (JRC EC 2021 ), these NAMs should not be used alone for hazard and potency categorization, but the output should be combined with information from other NAMs within a DA.
Two different kinds of thing span several Key Events, and they are worth keeping apart.
An assay that itself reads out several Key Events. This is the only place the article uses the phrase:
SENS-IS and GARDskin TM dose response assays (Cottrez et al. 2015 , 2016 ; Gradin et al. 2021 ), which cover multiple KEs, show some promise in providing more quantitative skin sensitizing potency assessment by predicting a skin sensitization class (strong/moderate/weak/non-sensitizing). However, it remains to be seen how these can be utilized in risk assessment.
A defined approach (DA) that integrates outputs from assays aligned to different Key Events. These are multi-KE by construction rather than by readout.
| Model / approach | What the article says it does | Snippet |
|---|---|---|
| SARA model (Skin Allergy Risk Assessment) | derives a human-relevant point of departure with quantified uncertainty; adapted with NICEATM for UN GHS classification; separately incorporates clinical contact-allergy experience | "The SARA model allows derivation of a human relevant point of departure with quantifiable uncertainty and a risk metric for use in quantitative risk assessment (Reynolds et al. 2019 ) and has recently been adapted in collaboration with NICEATM to address UN GHS classification" · "clinical experience and established trends in contact allergy have been used within the SARA model DA to enable a prediction of the risk of induction of skin sensitization to a given exposure arising from a consumer product" |
| Bayesian Integrated Testing Strategy (ITS) | listed as an additional DA (Jaworska et al. 2013) | "Additional DAs include Bayesian Integrated Testing Strategy (ITS) (Jaworska et al. 2013 ), Artificial Neural Network (Tsujita-Inoue et al. 2015 ) and a series of linear regression models" |
| Artificial Neural Network | additional DA (Tsujita-Inoue et al. 2015) | as above |
| Linear regression models | additional DAs (Natsch and Gerberick 2022a, 2022b; Natsch 2023) | as above |
| The three DAs in OECD guideline 497 | integrate individual assay data for classification; the article does not name them | "Three DAs are currently included in the OECD guideline 497 (OECD 2023a ) which allow data from the individual assays to be integrated for chemical classification" |
| Quantitative AOP models (qAOP) | the forward-looking multi-KE integration layer | "Utilization of the quantitative data of KEs and additional elements of AOPs may ultimately be achieved through quantitative AOP models (qAOP) (Zgheib et al. 2019 ; Spinu et al. 2020 ), which may help us avoid the linear interpolation of the quantitative outputs of the KEs in the AOP" |
Three things this table deliberately does not say.
- "SARA-ICE" is not the article's name for it. The article says "SARA model" throughout
and describes the NICEATM collaboration as an adaptation addressing UN GHS classification,
citing a manuscript in preparation (Reynolds et al. 2023). It never writes the
string
SARA-ICE. If that name is wanted here it needs its own source. - No DA's Key Event inputs are enumerated. The article says DAs combine outputs from assays that are each aligned to a Key Event, which makes them multi-KE, but it does not state which assays feed SARA, the Bayesian ITS, the ANN, or the regression models. Writing a per-model KE list from this source alone would be invention.
- The three OECD 497 DAs are unnamed in the article. Their identities (the 2o3 and ITS-style approaches) are not quotable from here.
Where the article's own KE4 mapping lives
The LLNA-to-KE4 mapping in the table above is stated only in the Figure 2 caption, with a correction attached ("rather than established sensitization"). The body text says just that the LLNA is the sole validated assay measuring T cell proliferation, without naming a Key Event. Anyone reusing that row should know the alignment rests on a caption.
No assay is aligned to the adverse outcome anywhere in the article. Patch testing appears only as diagnosis of ACD in patients, which is a different claim from an assay instrumenting a Key Event.
What does dismech tell us about IL-8?
The misalignment above is stated in the article as a suspicion — the assay "was developed as a marker for APC activation (KE3) rather than keratinocyte inflammation (KE2), possibly due to the cell type used in the assay." AOP 40 nonetheless has the whole of TG 442E, IL-8 Luc included, aligned to KE3. dismech holds an independent body of curated IL-8 mechanism, assembled from disease literature by curators who were not looking at AOP 40, and it can be asked what cell it thinks produces IL-8 and what it thinks follows.
The census has two tiers, and the distinction matters for how much weight the answer
carries. 54 pathophysiology nodes across 46 files in kb/ mention IL-8 somewhere. Of
those, 14 nodes across 13 files carry it structurally — bound in a descriptor, named
in the node's own name, or named in a causal edge's description — and those are the ones
below. The other 40 nodes across 37 files mention it only in free-text prose inside the
node description, where no query can reach it and nothing ties it to a particular cell.
Among the 14 structural nodes, the bound cell_types are:
| Cell bound on the node | Entries |
|---|---|
| keratinocyte | Atopic Dermatitis (with mast cell), Familial Pityriasis Rubra Pilaris (two nodes), Scabies (with fibroblast) |
| other epithelium | Bacterial Vaginosis (vaginal squamous), Chlamydia Pneumoniae Pneumonia (respiratory) |
| microvascular endothelial cell | Spotted Fever Rickettsiosis |
| T-helper 17 / T-helper 1 cell | Pyoderma Gangrenosum, SAPHO Syndrome (with macrophage) |
| neutrophil | G6PC3 Deficiency, SAPHO Syndrome (recruitment node) |
| none bound | Autoimmune Pancreatitis (ductal epithelium, stated in prose), Chorioamnionitis, Clostridioides difficile Infection, Subacute Inflammatory Demyelinating Polyneuropathy |
No structurally-annotated IL-8 node in dismech places production in a dendritic cell,
and in the description-only tier exactly one node does. That node is
Pouchitis → Mucosal Immune Dysregulation, which binds neutrophil, dendritic cell and T
cell on a node whose description names four cytokines at once ("TNF-alpha, IL-1beta, IL-6,
IL-8") alongside neutrophil infiltration and Th1/Th17 activity, and which has no outgoing
edges. So the dendritic cell there is part of the node's cellular cast, not an assertion
that a dendritic cell produces IL-8 — but it is the one place in the corpus where the two
appear on the same node, and the claim has to be stated with that exception rather than
without it.
Keratinocyte remains the most frequent single answer. That is not a refutation of the KE3 alignment — a cell line's readout is a property of the assay, not of the disease literature — but it is independent corroboration of the article's own doubt, from a corpus with no stake in the question.
Almost every IL-8 causal edge in dismech ends in neutrophil recruitment. Ten entries, each curated separately — eight of them terminating in a recruitment or infiltration node:
Source node and downstream target are written exactly as they appear in the file, so each
row can be checked by grepping the entry.
| Entry | Edge carrying IL-8 |
|---|---|
| Autoimmune Pancreatitis | Increased Ductal Interleukin-8 Expression → Neutrophilic Duct Infiltration |
| Chorioamnionitis | Proinflammatory Cytokine and Chemokine Production → Neutrophil Chemotaxis into the Chorioamniotic Membranes |
| Clostridioides difficile Infection | Toxin Production (TcdA/TcdB) → Neutrophil Recruitment and Inflammation |
| Pyoderma Gangrenosum | Th17/Th1-Skewed Cytokine Amplification → Neutrophil Recruitment to the Dermis |
| Chlamydia Pneumoniae Pneumonia | Respiratory Epithelial Cytadherence and IL-8 Signaling → Apoptotic Neutrophil Macrophage Transfer |
| Bacterial Vaginosis | Vaginolysin-Mediated Epithelial Pore Formation and Signalling → Epithelial Barrier Disruption and Mucosal Immune Activation |
| Scabies | Keratinocyte and Fibroblast Cytokine and Keratinization Response → Dermal Leukocyte and Granulocyte Infiltration |
| G6PC3 Deficiency | Neutrophil functional defects → Crohn disease |
| Familial Pityriasis Rubra Pilaris | Keratinocyte NF-kappaB Hyperactivation → Keratinocyte Chemokine and Cytokine Production |
| Atopic Dermatitis | TOPK-STAT3 Signaling Axis → Type 2 Immune Response; → Secondary Inflammatory Amplification |
Two rows are the exceptions, and neither points at a dendritic cell. Atopic Dermatitis routes IL-8 into Th2 polarization and IgE alongside IL-6 and IL-33 rather than to neutrophils. Familial Pityriasis Rubra Pilaris names CXCL8 on the upstream edge — NF-kappaB driving its transcription — so that edge ends in cytokine production itself, and the chain then continues into IL-23/IL-17 amplification rather than into recruitment. Nothing in the corpus routes IL-8 to dendritic-cell activation, which is the Key Event the assay reading it out is aligned to.
Where IL-8 appears as a measurement rather than as a mechanism, it carries no
direction. Two entries hold it in biochemical —
Shigellosis, as one of a group ("Inflammatory cytokines (IL-1β, IL-18, IL-8)") with
frequency: VERY_FREQUENT and the elevation stated in notes, and
Amniotic Fluid Embolism, whose presence field reads "Markedly increased in an individual
fatal case". Neither sets a direction. So the corpus's clearest statements that IL-8 goes
up in a disease are the ones a query for an increased readout would miss entirely, which
is the same encoding problem as the three pathograph spellings below, reached from the
marker side.
Shigellosis holds it in both places, which is worth noting because the second one is
invisible to the census above: its Inflammasome sensing and pyroptotic inflammation node
names IL-8 release among the pyroptotic cytokines and binds macrophage and enterocyte, but
only in free text and with no outgoing edges at all. That is the shape of the
description-only tier in general — a real mechanistic claim, with real bound cells, that
every structural query misses.
What this says to AOP-Wiki, and what it does not
The useful claim is narrow and worth keeping narrow. dismech cannot say which Key Event an assay should be aligned to; that is a judgement about what a cell line reports under a test guideline. What it can say is what the disease literature holds about the biology the assay is named for — and here that answer points at keratinocyte and epithelial production feeding neutrophil recruitment, which is the KE2 compartment and its immediate consequence, not dendritic-cell activation.
Two things follow that are worth putting to the AOP 40 authors:
- KE 826 (Activation, Keratinocytes) has a
measurement-methodologyfield, and the IL-8 Luc assay is not in it. If the assay's readout is in part a KE2 marker, as the review states, the methodology text on the Key Event is where that belongs — independently of which guideline the assay sits in. - The misalignment is a property of the edge, not of either node. Recording it needs a place to say "this assay is aligned to KE3 and its readout is a KE2 marker." Neither AOP-Wiki's Key Event records nor dismech's node annotations can currently hold that sentence, which is the same gap question 1 is about, reached from the opposite direction.
Three caveats on the dismech side
- The queryable signal is far thinner than the corpus mentions. IL-8 appears in 267
strings across 77 files in
kb/, but only six of those are ontology-grounded descriptor bindings; 53 are evidence snippets and 50 are node descriptions. The finding above comes from reading prose, not from a query that could be re-run as a gate — and the first version of this section proved the point by missing a node. A census over node names, descriptor bindings and causal-edge descriptions does not see a mechanism stated only in a node's owndescriptionon a node with no outgoing edges, which is how Shigellosis's inflammasome node and 39 others were absent from the table until a reviewer found one of them. - Increase is encoded three incompatible ways. SAPHO Syndrome and
Spotted Fever Rickettsiosis bind
GO:0032637interleukin-8 production withmodifier: INCREASED; Chlamydia Pneumoniae Pneumonia bindsGO:0032757positive regulation of interleukin-8 production with no modifier; Autoimmune Pancreatitis states it in the node name alone, binding no process descriptor at all. All three assert the same thing. A filter onmodifier: INCREASEDfinds two of them, a filter on the GO term finds one, and nothing short of reading node names finds the third. - The strongest-looking row is the most carefully hedged. Autoimmune Pancreatitis is
the only node in
kb/named for increased IL-8 expression, and its curator recordedcausal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES,directness: INDIRECT, and an explanation stating that the evidence is differential qPCR between AIP subtypes and "was not a chemotaxis or IL-8 blockade experiment." Do not cite it as demonstrated causation. Subacute Inflammatory Demyelinating Polyneuropathy is hedged the same way: CSF IL-8 as a biomarker of blood-nerve barrier dysfunction, with the node description saying outright that the evidence is from GBS and CIDP and is "not SIDP-specific."
What this case adds to the alignment project
- It is the first case where the MIE is both instrumented and curated. The lead and
liver pilots both found the molecular initiating event unmapped and unmeasured. Here KE1
is the most thoroughly assayed Event of the five — three guideline methods plus PPRA and
four in silico tools — and Contact Dermatitis now carries a direct counterpart node,
Covalent hapten-protein adduct formation(biological_scale: MOLECULAR), wired fromHapten exposureand backed by a peptide-adduct snippet (PMID:20631061). So for the first time across the three pilots, both ends of an MIE correspondence exist.
That node is also the clearest instance yet of the binding problem this project keeps
running into: its notes record that GO has no term for non-enzymatic covalent
modification of a protein by a xenobiotic electrophile, and that CHEBI files hapten as
a role and so outside the bindable enum. An AOP MIE that nothing in GO or CHEBI can name
is a different kind of gap from an unmapped one.
- Most of the chain is curated, and the gaps are not where the earlier pilots' were.
Against AOP 40's five Events, the allergic arm of Contact Dermatitis holds counterparts
for KE1, KE3 (Skin innate immune activation during sensitization, binding Langerhans
cell and dendritic cell) and KE4 (Allergen-specific T-cell priming, binding
GO:0042110 T cell activation with CD8-positive T cell and dendritic cell). Two
observations fall out of that:
KE2 is skipped on the arm that needs it. The entry does carry
Keratinocyte activation and proinflammatory mediator release with GO:0032980
keratinocyte activation, which is a clean KE 826 counterpart — but it sits on the
irritant chain (irritant exposure → barrier disruption → keratinocyte activation →
inflammatory cell recruitment), not the hapten chain, which runs adduct formation →
innate activation → T-cell priming with no keratinocyte step. AOP 40 is a sensitization
pathway, so its KE2 belongs on the allergic arm. This is a concrete curation lead, and it
is the same compartment the IL-8 section argues the IL-8 Luc assay is really reading.
The AO is not missing, it is fused with KE4. AO 827 sensitisation, skin is the
established sensitized state, and that is what Allergen-specific T-cell priming
describes — "establishing the adaptive immune memory required for later flares" — in the
same node as the T-cell activation that is KE4. Past that point the entry continues
beyond the AOP's scope into elicitation: re-exposure-driven recruitment, resident memory
T-cell flare, and the Contact dermatitis phenotype (HP:0032282). So the earlier
pilots' endpoint gap does not reproduce here. What replaces it is a harder modelling
question: one dismech node standing for two AOP-Wiki Events.
- It supplies two tests for any future Key Event cross-reference slot, and neither can
be met by a bare identifier. A slot recording "this node corresponds to KE3" must also be
able to record the IL-8 case, where the assay's own biology sits at KE2 while the
alignment is at KE3 — and the KE4/AO case, where one node answers to two Events at once.
The second needs an explicit aggregation relation, not just a list of identifiers.
- It is the first case running in the other direction. The lead and liver pilots ask
what an AOP can contribute to dismech. The IL-8 section asks what dismech's corpus says
about a Key Event assignment the AOP's own review article flags as uncertain, and gets a
usable answer. That is a second, separate reason to keep curating against AOPs, and it is
the one that gives the collaboration something to send back upstream.
Next steps
- [ ] Put the IL-8 KE2/KE3 question to the AOP 40 authors, together with the
measurement-methodologyobservation on KE 826. - [ ] Decide whether the three encodings of increased IL-8 in
kb/should be normalised, and if so to which one. This is a corpus-wide question aboutmodifierversuspositive regulation ofGO terms, not specific to IL-8. - [ ] Check whether the same KE2/KE3 reading holds for the other TG 442E assays, which the article says are "also representative of the events leading up to KE3."
- [ ] Curate a keratinocyte-activation step onto the allergic arm of Contact_Dermatitis.
The entry's existing
GO:0032980node sits on the irritant chain, so AOP 40's KE2 has no counterpart on the chain that corresponds to it. This is the one Event of the five with no node on the right arm, and it is the compartment the IL-8 section argues the IL-8 Luc assay is actually reading. - [ ] Decide how a node standing for two AOP-Wiki Events should be recorded, using
Allergen-specific T-cell priming(KE4 + AO 827) as the test case. This is the aggregation-relation question, and it is now a worked instance rather than a hypothetical.