Back

Integrative computational toxicology reveals PFOS and PFHxS associated inflammatory keratinocyte niches in psoriasis through exposure transcriptomics, single-cell spatial mapping and token-aware virtual perturbation

Ma, J.; Yu, Q.

2026-07-15 bioinformatics
10.64898/2026.07.09.737426 bioRxiv
Show abstract

Per- and polyfluoroalkyl substances (PFAS) are persistent toxicants with immunological, metabolic and epithelial effects, but their relevance to inflammatory skin disease remains unclear. We developed a computational toxicology framework to test whether perfluoroalkyl sulfonate programs, especially perfluorooctanesulfonic acid (PFOS) and perfluorohexanesulfonic acid (PFHxS), converge with psoriasis-associated keratinocyte inflammation. Exposure transcriptomes were derived from GSE236956, in which human embryonic stem cell-derived epithelial-lineage models were exposed to 10 M PFAS for 8-16 days. Six PFAS were prioritized using descriptors, Tanimoto similarity, toxicology evidence, adverse outcome pathway (AOP)-like key events, exposure differentially expressed gene burden and read-across support. PFAS signatures were integrated with psoriasis bulk transcriptomes, single-cell RNA sequencing, keratinocyte-state mapping, regulator and communication inference, spatial transcriptomics and token-aware Geneformer-compatible virtual perturbation. PFOS ranked highest in integrated prioritization, followed by PFHxS and perfluorooctanoic acid. PFHxS produced a smaller but directionally informative signature within a PFOS-dominant perfluoroalkyl sulfonate footprint. The shared PFOS and PFHxS program converged with psoriasis through inflammatory keratinocyte, epidermal-stress, cytoskeletal and lipid-related modules. Single-cell and spatial analyses localized the program to activated keratinocytes and inflammatory epidermal niches, with strong spatial co-localization with inflammatory keratinocyte and epidermal stress scores. Virtual perturbation prioritized S100A9, S100A8, KRT16, IL36G, CCL20, CXCL8, FABP5, KRT17, FOS, JUN and NFKBIZ as candidate effectors. These findings support an exposure-informed, experimentally testable hypothesis linking persistent perfluoroalkyl sulfonate programs to keratinocyte inflammatory niches in psoriasis.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
Environment International
43 papers in training set
Top 0.1%
19.4%
2
Journal of Hazardous Materials
21 papers in training set
Top 0.1%
13.3%
3
Environmental Research
49 papers in training set
Top 0.1%
9.3%
4
Science of The Total Environment
186 papers in training set
Top 0.7%
5.7%
5
Advanced Science
286 papers in training set
Top 1.0%
5.7%
50% of probability mass above
6
Scientific Reports
3612 papers in training set
Top 24%
4.2%
7
Environmental Science & Technology Letters
21 papers in training set
Top 0.1%
3.4%
8
Nature Communications
5641 papers in training set
Top 37%
2.9%
9
Ecotoxicology and Environmental Safety
10 papers in training set
Top 0.1%
2.8%
10
Chemosphere
17 papers in training set
Top 0.2%
2.0%
11
PLOS ONE
5266 papers in training set
Top 46%
2.0%
12
Archives of Toxicology
18 papers in training set
Top 0.1%
1.8%
13
Water Research
79 papers in training set
Top 0.6%
1.8%
14
Environmental Health Perspectives
17 papers in training set
Top 0.2%
1.4%
15
Chemical Research in Toxicology
10 papers in training set
Top 0.2%
1.4%
16
Toxicology and Applied Pharmacology
14 papers in training set
Top 0.1%
1.4%
17
PLOS Computational Biology
1863 papers in training set
Top 16%
1.4%
18
Proceedings of the National Academy of Sciences
2444 papers in training set
Top 40%
0.9%
19
Computational and Structural Biotechnology Journal
242 papers in training set
Top 6%
0.9%
20
Science Advances
1243 papers in training set
Top 29%
0.9%
21
Environmental Science & Technology
64 papers in training set
Top 1.0%
0.9%
22
Communications Chemistry
48 papers in training set
Top 1%
0.9%
23
Cell Systems
201 papers in training set
Top 5%
0.6%
24
Journal of Cheminformatics
29 papers in training set
Top 0.7%
0.6%
25
Journal of Infection
78 papers in training set
Top 1%
0.6%
26
ACS Chemical Neuroscience
67 papers in training set
Top 2%
0.6%
27
Epigenetics & Chromatin
42 papers in training set
Top 0.6%
0.6%
28
Microbiology Spectrum
469 papers in training set
Top 11%
0.5%
29
International Journal of Environmental Research and Public Health
128 papers in training set
Top 6%
0.5%
30
Communications Biology
993 papers in training set
Top 38%
0.5%