METHOD FOR EVALUATING THE EYE IRRITATION POTENTIAL OF CHEMICALS

Information

  • Patent Application
  • 20190300952
  • Publication Number
    20190300952
  • Date Filed
    September 19, 2017
    7 years ago
  • Date Published
    October 03, 2019
    5 years ago
Abstract
The present invention concerns an in vitro test for detecting the irritant potential of chemicals combining a corneal cell model with a selection of predictive and qualitative molecular markers to classify compounds into 3 categories, namely irreversible eye damage 21 days after application (category 1), reversible eye damage 21 days after application (category 2) and no irritation (no category). The inventors have thus demonstrated that the response following the action of an irritant substance occurs directly on an in vitro reconstructed corneal epithelium, and that the degree of irritation and the qualification of this irritation of a molecule may be determined by the use of specific biomarkers of eye irritation.
Description

The present invention concerns a method for evaluating and categorizing the eye irritation potential of chemicals.


To assess the safety of chemicals in terms of the eye, there is the Draize test, an invasive toxicological test based on an animal testing protocol developed in 1944 by John H. Draize and Jacob M. Spines, toxicologists working at the Food and Drug Administration (FDA). The test consists of testing a product in the eye of an animal to assess its ocular safety.


In practice, it consists of applying 0.1 milliliter or 0.1 gram of a substance to the eye of a conscious animal, often a rabbit, for one to twenty-four hours. The animal is then monitored for a period of up to 21 days for the possible appearance of corneal opacity, conjunctivitis, edema, or secretions.


The use of animals in the laboratory for the Draize test is strongly opposed by animal welfare advocates. Within the European Union, animal testing is regulated by Directive 2010/63, which encourages the development of alternative testing methods.


Chemicals are classified according to a globalized system implemented by the United Nations known as the United Nations Globally Harmonized System, and with regard to eye irritation properties products are classified into several categories. Category 1 concerns products causing damage that has not reversed within 21 days, category 2A concerns products that cause eye irritation that is reversible within 21 days and category 2B concerns products that cause mild eye irritation that is reversible within 21 days. Non-irritating products are not classified. European legislation combines categories 2A and 2B into a single category 2 of reversible eye irritants.


There is also a procedure for estimating the ocular discomfort or irritant potential of a chemical such as a cosmetic product. This process comprises culturing an epidermis model in vitro, depositing the product to be studied on a cultured epidermis model, and quantifying the number of surviving living cells in order to assess ocular discomfort or irritant potential. Such a process, developed as a replacement for animal experimentation, has the disadvantage of being long and costly and not very discriminating. Moreover, this method is not a complete replacement method, as it does not reliably detect the full range of intermediate irritations.


Thus, it appears that there is a need for a test or method to replace the Draize test and to provide in particular a method to quickly differentiate and categorize compounds causing irreversible eye irritation at 21 days from those whose effects are reversible within 21 days.


The inventors of the present application therefore looked into the development of an in vitro test for detecting the irritant potential of chemicals combining a corneal cell model with a selection of predictive and qualitative molecular markers to classify compounds into 3 categories, namely irreversible eye damage 21 days after application (category 1), reversible eye damage 21 days after application (category 2) and no irritation (no category).


Surprisingly, the inventors have shown that the response to the action of an irritant substance occurs directly on an in vitro reconstructed corneal epithelium, and that the degree of irritation, and the qualification of this irritation, of a molecule can be determined by the use of specific biomarkers of eye irritation. It is particularly notable, and this is a surprising feature of the present method, that the molecular markers used have never been described or disclosed in relation to eye irritation.


The Inventors have demonstrated that an in vitro reconstructed corneal epithelium is a sufficient model to identify specific biomarkers of eye irritation in humans, and that these biomarkers can also be used to predict the degree of irritation and thus to predictively classify the products tested according to the 3 categories as indicated above.


Thus, the present invention relates to a method for evaluating the eye irritation potential of a test compound, comprising the steps of:


a) bringing a test compound into contact with an in vitro reconstructed corneal sample;


b) measuring the expression of at least one gene selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferably, the method according to the present invention may further comprise a step c) of determining an eye irritation index of a test compound.


Preferentially, the method also comprises a step d) of categorizing said compound as having an eye irritation potential based on the value of the eye irritation index obtained.


Preferably, the method according to the present invention is an in vitro method.


As used here, the term “in vitro reconstructed corneal sample” refers to a sample of corneal epithelial cells cultured in defined culture medium or any model using human squamous epithelial cells and having a morphology similar to the human cornea, such as the in vitro corneal models of the type marketed under the EpiOcular® brand.


More specifically, this “in vitro reconstructed corneal sample” is a sample comprising, or consisting of, immortalized corneal epithelial cells, grown in defined culture medium and arranged in a thin layer on a synthetic membrane at the water-air interface.


Preferably, said immortalized corneal epithelial cells are human cells.


In a particular embodiment, this “in vitro reconstructed corneal sample” is a SkinEthic® HCE sample marketed by Episkin (Lyon, France), which is a reconstructed corneal epithelium composed of human corneal keratinocytes, particularly cells transformed to be made immortal.


In a particular embodiment of the invention, the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, for example in powder form.


In a particular embodiment of the invention, the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form.


For the purposes of the present invention, measuring the expression of said at least one gene from step b) makes it possible to determine the expression level of said gene.


The test compound may be a compound of various nature, structure and origin, notably a biological compound, a chemical compound, a synthetic compound, etc.


The test compound may be any product that is in isolated form or mixed with other products. The test compound may be defined in terms of structure and/or composition or may be defined functionally. The test compound may, for example, be an isolated and structurally defined product, an isolated product of undetermined structure, a mixture of known and characterized products or a composition comprising one or more products. One or more compounds may thus be tested, in mixture or separately.


The present invention is particularly suitable for identifying a large number of compounds. This simple and efficient screening may be accomplished in a very short period of time. In particular, the methods described may be partially automated, thus allowing the efficient and simultaneous screening of many different compounds, either as a mixture or separately.


Preferably, in the method according to the present invention, the expression level of said gene is evaluated by measuring the expression level of the polypeptide encoded by said gene or a fragment thereof, or by measuring the expression level of the mRNA of said gene or a fragment thereof.


In a preferred embodiment, the expression of said at least one gene is carried out by analyzing the expression of mRNA transcripts or mRNA precursors, such as a native RNA, of said gene. This analysis may be performed by preparing the mRNA/cDNA of cells from a biological sample from a patient and hybridizing the mRNA/cDNA with a reference polynucleotide. Prepared mRNA/cDNA may be used in a hybridization or amplification assay that includes, but is not limited to, Southern and Northern assays, polymerase chain reaction (PCR) assays, such as quantitative PCR (TagMan) and the use of probe arrays such as GeneChip® DNA matrices (AFFYMETRIX).


Advantageously, the analysis of the expression of the level of transcribed mRNA of said at least one gene involves a nucleic acid amplification process, such as RT-PCR (experimental embodiment described in U.S. Pat. No. 4,683,202), the ligase chain reaction (BARANY, Proc. Natl. Acad. Sci. USA, vol. 88), p: 189-193, 1991), self-sustained sequence replication (GUATELLI et al., Proc. Natl. Acad. Acad. Sci. USA, vol. 87, p: 1874-1878, 1990), the transcriptional amplification system. (KWOH et al., Proc. Natl. Acad. Acad. Sci. USA, vol. 86, p. 1173-1177, 1989), “Q-Beta Replicase” (LIZARDI et al., Biol. Technology, vol. 6, p. 1197, 1988), rolling-circle replication (U.S. Pat. No. 5,854,033) or any other nucleic acid amplification method, followed by a step of detecting the amplified molecules by techniques well-known to the skilled person. These detection methods are particularly useful for detecting nucleic acid molecules in very small quantities.


Thus, according to a preferred embodiment, the method according to the present invention comprises an additional step of amplifying the mRNA or cDNA of said gene, the complementary sequence thereof or a fragment thereof.


As used here, amplification primers are defined as a pair of nucleic acid molecules that can be matched specifically to the respective 3′ and 5′ regions of a gene (positive and negative strands, or vice versa) and flank a short region of said gene. Generally, amplification primers have a length of 10 to 30 nucleotides and allow the amplification of a region of a length comprised between 50 and 200 nucleotides.


In another preferred embodiment, the measurement of the expression of said at least one gene is performed by measuring the expression level of the polypeptide encoded by said gene. Said analysis may be performed using an antibody (e.g., a radio-, chromophore-, fluorophore- or enzyme-labeled antibody), an antibody derivative (e.g., an antibody conjugated to a substrate or to a protein or a ligand of a protein of a ligand/protein pair (e.g., biotin-streptavidin)) or an antibody fragment (e.g., a single-chain antibody, a hypervariable domain of an isolated antibody, etc.) which specifically binds to the polypeptide encoded by said gene. These analyses may be carried out by many techniques familiar to the skilled person, techniques which include, but are not limited to, immunological tests based on the use of enzyme activity (enzyme immunoassay, EIA), immunological tests based on the use of radioactive isotopes (RIA), Western blot analysis and enzyme-linked immunosorbent assay (ELISA).


For the purposes of the present invention, “polypeptide” means a sequence comprising at least two amino acids, and the terms “polypeptide”, “peptide” and “protein” may be used interchangeably.


“Fragment of mRNA or cDNA” means a sequence of at least 50 nucleic acids, by way of example of at least 100 or 150 nucleic acids, preferably of at least 200 nucleic acids, by way of example of at least 250 or 350 nucleic acids, and particularly preferably a polypeptide of at least 400 nucleic acids.


“Fragment of the polypeptide” means a sequence of at least 50 amino acids, by way of example of at least 100 or 150 amino acids, preferably of at least 200 amino acids, by way of example of at least 250 or 350 amino acids, and particularly preferably a polypeptide of at least 400 amino acids.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least two genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least three genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least four genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least five genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least six genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least seven genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least eight genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least nine genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least ten genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least eleven genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least twelve genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, wherein step b) comprises measuring the expression of at least thirteen genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least one gene selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least two genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least three genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least four genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least five genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least six genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least seven genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least eight genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of at least nine genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form, wherein step b) comprises measuring the expression of the genes of the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least one gene selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least two genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least three genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least four genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least five genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least six genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least seven genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least eight genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least nine genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least ten genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least eleven genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of at least twelve genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


Preferentially, said method assesses the eye irritation potential of a test compound, particularly when the bringing into contact of the test compound in step a) is carried out with the test compound in solid form, wherein step b) comprises measuring the expression of the genes of the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


In a particular embodiment of the method, in step a), the test compound brought into contact with the in vitro reconstructed corneal sample is in liquid or solid form. When the test compound is liquid, it may be used pure or diluted.


The compound may be diluted in a physiologically acceptable solvent such as phosphate-buffered saline (PBS), for example, and is therefore present at a mass concentration comprised between 0.1% and 100%. When the compound is diluted it is present at a mass concentration comprised between 10 and 60%, more particularly between 20 and 50%, more particularly between 25 and 40% and even more particularly 30%.


Step c) of the method comprises determining an eye irritation index of the compound.


More particularly, the determination of the eye irritation index of the compound comprises assigning an overexpression threshold value to each gene whose expression is measured.


The overexpression threshold value corresponds to a factor of increase in the expression of the gene when brought into contact with the test compound relative to the expression of said gene when brought into contact with a control.


Preferably, the method according to the present invention further comprises a step of comparing the expression level of said gene with a reference value. This reference value may be used as a positive and/or negative control.


A positive control, for example, may be performed by comparing the expression level of said at least one gene in the presence of the test compound with the expression level of said at least one gene in the presence of a compound known to be an eye irritant.


For example, if the expression level of said at least one gene in the presence of the test compound is greater than or equal to the expression level of said at least one gene in the presence of a compound whose irritant potential is known, it may be concluded that said compound has an irritant potential.


A negative control may be performed in the absence of the test compound or in the presence of a compound known to be non-irritating such as olive oil, 1,9-decadiene (CAS #1647-16-1), triclocarban (CAS #101-20-2) or the buffer in which the test product is dissolved or diluted when used in the method.


In the context of the present invention, it may be concluded that a test compound has eye irritant potential if overexpression of said gene is observed relative to its expression level in the absence of said test compound.


“Overexpression” means a significantly higher expression level of said gene relative to its normal expression level. Preferably, overexpression means an expression level in a biological sample that is at least 20% higher than the normal expression level of said gene (i.e., 1.2 times more), preferably at least 50% higher than the normal expression level of said gene (i.e., 1.5 times more), and particularly preferably at least 90% higher than the normal expression level of said gene (i.e., 1.9 times more).


The “expression level in the absence of said test compound” or “normal level” is the expression level of said gene in a control sample potentially corresponding to the biological sample of a tissue not exhibiting an irritation reaction or, preferably, to the average of the expression level of said gene in different control samples not exposed to the test compound.


Preferably, step b) is performed between 2 and 24 hours after step a), more preferably between 4 and 18 hours after step a), particularly preferably between 5 and 7 hours after step a) and even more preferably 6 hours after step a).


The control having a normal expression level consists in bringing into contact the in vitro reconstructed corneal sample with a non-irritating physiologically acceptable liquid, such as the liquid in which the test compound is dissolved or diluted, for example a buffer, more particularly PBS.


The threshold value indicating significant overexpression of the gene whose expression is measured may be comprised between 1.1 and 10, more particularly between 1.1 and 7, more particularly between 1.4 and 6, even more particularly between 2 and 5, still more particularly between 2 and 4.


As indicated above in one of the selected groups of genes, in the case of test compounds brought into contact in step a) in liquid form, the preferred genes are selected from the group comprising at least, or consisting of, HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.


For HSP90AA1, the overexpression threshold value is comprised between 1.1 and 2, more particularly 1.4.


For CASP1, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.5.


For DLK1, the overexpression threshold value is comprised between 3 and 8, more particularly about 5, even more particularly 5.25.


For CLEC4D, the overexpression threshold value is comprised between 1.1 and 4, more particularly about 3.6.


For IL-24, the overexpression threshold value is comprised between 3 and 8, more particularly about 6.2.


For SLIT2, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.3.


For HSPA1A, the overexpression threshold value is comprised between 1.1 and 5, more particularly about 3.


For FSHR, the overexpression threshold value is comprised between 1.1 and 4, more particularly about 2.6.


For IL-1R2, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.3.


For CCND1, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.5.


As indicated above for another group of possible genes, in the case of test compounds brought into contact in step a) in solid form, the preferred genes are selected from the group comprising at least, or consisting of, IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4.


For IL-24, the overexpression threshold value is comprised between 1.5 and 15, more particularly between 2 and 10, more particularly 2.3.


For IL-24, the overexpression threshold value may also be comprised between 5 and 15, more particularly 10.


For IL-23R, the overexpression threshold value is comprised between 1.5 and 3, more particularly about 1.9.


For DDIT3, the overexpression threshold value is comprised between 1.5 and 3, more particularly about 5, even more particularly 2.


For MMP8, the overexpression threshold value is comprised between 1.1 and 2.5, more particularly about 1.4.


For DLK1, the overexpression threshold value is comprised between 2 and 8, more particularly about 4.


For HAS1, the overexpression threshold value is comprised between 1.5 and 5, more particularly about 3.


For CYR61, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.3.


For IL-1R2, the overexpression threshold value is comprised between 1.4 and 3, more particularly about 2.


For CLEC4D, the overexpression threshold value is comprised between 1.5 and 3.5, more particularly about 2.8.


For ICAM2, the overexpression threshold value is comprised between 3 and 5, more particularly about 4.


For CASP1, the overexpression threshold value is comprised between 1.1 and 2, more particularly about 1.4.


For MUC13, the overexpression threshold value is comprised between 1.4 and 3, more particularly about 1.8.


For MUC4, the overexpression threshold value is comprised between 2 and 4, more particularly about 2.5.


The significant overexpression threshold value may, for each gene, be easily assessed and determined by a skilled person.


More specifically, the determination of the eye irritation index comprises assigning a weight value to each gene if the overexpression threshold value of said gene is reached following the expression measurement.


Thus, when the significant overexpression threshold of a given gene is reached, this gene is assigned a weight value that may be different or identical depending on the gene. This weight value may take discrete or continuous values, preferentially discrete values ranging from 1 to 10, namely selected from the group consisting of the values 1, 2, 3, 4, 5, 6, 7, 8, 9 and 10. More particularly, the discrete values may be selected from the group consisting of the values 1, 2, 3, 3, 4, 5. More particularly, said discrete values may be 1 or 2.


By way of illustration and without being in any way restrictive, the weight value may be limited to two values, or 2, which will be assigned to the gene when its significant overexpression threshold is reached or exceeded.


The choice to assign a higher or lower weight value depends on the nature of the gene in question and its involvement in the cellular stress response, in the metabolic pathway of interleukin, in the inflammatory process, in the regulation of cell growth, in wound healing, in cellular remodeling, for example, but also in the overexpression threshold value of the gene.


Also for illustrative purposes only and for the genes selected here chosen from the group comprising, or consisting of, HSP90AA1, CASP1, DLK1, CLEC4D, IL24, SLIT2, HSPA1A, FSHR, IL1R2 and CCND1; the weight value may take a value selected between 1 and 2.


For HSP90AA1, the weight value may be 2.


For CASP1, the weight value may be 2.


For DLK1, the weight value may be 2.


For CLEC4D, the weight value may be 2.


For IL24, the weight value may be 1.


For SLIT2, the weight value may be 1.


For HSPA1A, the weight value may be 2.


For FSHR, the weight value may be 2.


For IL-1R2, the weight value may be 1.


For CCND1, the weight value may be 2.


Similarly, and for the genes selected here chosen from the group comprising, or consisting of, IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13 and MUC4; the weight value may take a value selected between 1 and 4.


For IL-24, with an overexpression threshold value of 2.3, the weight value may be 1.


For IL-24, with an overexpression threshold value of 10, the weight value may be 4.


For IL-23R, the weight value may be 4.


For DDIT3, the weight value may be 2.


For MMP8, the weight value may be 1.


For DLK1, the weight value may be 2.


For HAS1, the weight value may be 2.


For CYR61, the weight value may be 1.


For IL-1R2, the weight value may be 4.


For CLEC4D, the weight value may be 2.


For ICAM2, the weight value may be 4.


For CASP1 the weight value may be 2.


For MUC13, the weight value may be 3.


For MUC4, the weight value may be 4.


More particularly, the eye irritation index is determined by adding the weight values of genes whose expression exceeds the overexpression threshold value.


The method according to the invention may also comprise a step of categorizing the test compound comprising assigning an irritation category to the test compound based on the value of the eye irritation index obtained.


The method according to the invention thus provides the skilled person with a predictive method for classifying a compound according to its eye irritation potential by following the European classification, namely not irritant, reversible irritant or irreversible irritant.


The results presented in the experimental section of the present application demonstrate this advantage of the invention, and the superiority of this method over existing ones is evident from these results.







EXAMPLES

Materials and Methods


Reconstructed human corneal epithelium model (SkinEthic™ HCE)


The reconstructed human corneal epithelium model, (SkinEthic™ HCE) was purchased from Episkin in Lyon. The model consists of immortalized human corneal epithelial cells grown in a defined medium at the air-liquid interface. The tissue structure obtained is a multi-layer epithelium similar to the natural tissue structure of the human cornea, comprising 5-7 layers with a surface area of 0.5 cm2.


Polyhedral cells and wing cells are also present. The tissue also comprises specific ultrastructures such as intermediate filaments, mature hemidesmosomes and desmosomes. The 65-kD cytokeratin (K3) was also detected (Nguyen et al., 2003). The tissues are shipped on a semi-solid layer of agarose culture medium. Upon receipt, the tissues are transferred to maintenance medium (1 ml/well) in 6-well plates and incubated in a climatic chamber at 37° C., 5% CO2. The tissues are used 24 hours later.


Chemicals


All the chemicals tested were purchased from Sigma, France. The purity was higher than 87% for all the chemicals tested, which covered a wide range of potential eye irritants.


Preparation of Liquid Chemicals


Liquid products are tested for solubility in phosphate-buffered saline (PBS) or olive oil. In summary, 100 μl of the test product is mixed with 200 μl of PBS or olive oil.


The sample is mixed on a vortex mixer. Turbidity and possible phase separation are assessed by eye. The products are tested pure or diluted to 30%. Products that are not soluble in PBS or olive oil cannot be tested at 30%.


Treatment Protocol for Liquid Products


The procedure for applying liquid products to the tissues was optimized as follows: the chemicals are tested at two concentrations, 100% and 30%. In summary, the tissue surface is moistened by adding 20 μl of PBS at 37° C. and incubation for 10 min at 37° C./5% CO2. The corneal epithelia are then treated topically with 50±2 μL of the test product (corresponding to 100 μL/cm2) and incubated for 10 min at room temperature. The tissues are then washed with sterile PBS (2×25 ml) at 37° C. PBS is applied to the edge of the insert (not directly on the tissue) to create a gentle vortex that removes the chemical. The tissues on their inserts are then “embedded” in 5 ml of maintenance medium at room temperature for 30 min in order to remove as much as possible of the product remaining on the tissue surface. The medium is then removed by gently tapping the insert on absorbent paper, and 50 μl of maintenance medium at 37° C. is added. The inserts are then incubated for 6 h at 37° C./5% CO2.


Treatment Protocol for Solid Products


The procedure for applying solid (powdered) products to the tissues was optimized as follows. First, the products are reduced to the finest possible powder with a mortar. The chemicals are tested at a single dose. In summary, the tissue surface is moistened by adding 20 μl of PBS at 37° C. and incubation for 10 min at 37° C./5% CO2. The corneal epithelia are then treated topically with 30±2 mg (representing 60 mg/cm2) and incubated for 30 min at room temperature. The tissues are then washed with sterile PBS (2×25 ml) at 37° C. PBS is applied to the edge of the insert (not directly on the tissue) to create a gentle vortex that removes the chemical. The tissues on their inserts are then “embedded” in 5 ml of maintenance medium at room temperature for 30 minutes in order to remove as much as possible of the product remaining on the tissue surface. The medium is then removed by gently tapping the insert on absorbent paper, and 50 μl of maintenance medium at 37° C. is added. The inserts are then incubated for 6 h at 37° C./5% CO2.


Purification of Total RNA


The total RNA purification process was described by Cottrez et al., 2015. In summary, corneal tissues are recovered with forceps and placed in tubes for rapid freezing in liquid nitrogen. The RNA is then extracted by the QIAzol technique (Qiagen, Courtaboeuf, France) with an “RNeasy Mini Kit” according to the manufacturer's instructions. In summary, the tissues are placed in 1 ml of QIAzol and homogenized using the TissueLyser II (Qiagen, Courtaboeuf, France) with 2 steel beads. After centrifugation, the supernatant is collected and 0.2 ml of bromochloro propane (Sigma, France) is added, then the whole is vigorously mixed. The homogenate is centrifuged at 12,000 g for 15 min at 4° C. The upper phase (aqueous phase) is added to 600 μl of 70% ethanol and immediately mixed by pipetting. The mixture is transferred to an RNeasy spin column placed on a 2 ml collection tube and the RNA is collected according to the manufacturer's instructions (Qiagen, Courtaboeuf, France).


Quantitative RT-PCR Analysis


The quantitative RT-PCR procedure was described by Cottrez et al., 2015. In summary, the transcription of total RNA is performed with 1 μg of total RNA in a final volume of 20 μl using “Random Primers” (Invitrogen, France) and “SuperScript III Reverse Transcriptase” (Invitrogen, France) according to the manufacturer's instructions. Quantitative RT-PCR uses a PCR reagent mix: SYBR Green Real-Time PCR Master Mix (ROCHE, France) with 0.4 μM of each nucleotide primer in a final volume of 25 μl. The reaction is performed in an LC480 System (ROCHE, France). The amplification program comprises a cycle at 95° C. for 1 min, followed by 40 cycles with denaturation at 95° C. for 15 s, a hybridization and amplification phase at 60° C. for 15 s, followed by a final elongation phase at 72° C. for 40 s.


The relative amount of each transcript is normalized to the average amount of expression of 5 so-called housekeeping genes (Glucuronidase β-GUSB, vacuolar ATPase-ATP6V0E1, H2A Histone Family, Member Y-H2AFY, Glucose-6-Phosphate Dehydrogenase-G6PD and “non-POU domain-containing, octamer-binding”-NONO).


Data Analysis


Measurement of Gene Expression


The gene expression rate is measured by an absolute quantification analysis method using an algorithm based on the maximum of the second derivative developed by Roche. The relative overexpression rate (fold increase) is then calculated in relation to tissues treated with PBS alone.


Definition of the Prediction Model for the Eye Irritation Test for Liquids


The expression of 10 genes (i.e., HSP90AA1, CASP1, DLK1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2, CCND1 (marked with stars in FIG. 1) is measured in corneal epithelium models after application of either a 100% or a 30% dose of the test product as indicated above. The significant overexpression values were set for each of the genes at 1.4, 1.5, 5.25, 3.6, 6.2, 1.3, 3, 2.6, 1.3 and 1.5, respectively. Each overexpressed gene then receives a set value of 2, 2, 2, 2, 1, 1, 2, 2, 1 or 2, respectively. An eye irritation index for liquid substances (LII: Liquid Irritation Index) is then calculated by adding the values assigned to each overexpressed gene for a maximum value of 17. When, after the tissues are treated with the tested product, tissue destruction is considered too high (the total RNA collected represents less than 10% of the amount of RNA collected in the PBS-treated tissues) an LII value of 20 is assigned.


The prediction and classification model works as follows. Each product is tested at 100% and 30% (see above). If LII≥10 at 100% and 30%, the tested product is classified as “Cat I”. If LII 10 at 100% and <10 at 30%, the tested product is classified as “Cat 2”. If LII<10 at 100% and 30%, the tested product is classified as “No-Cat”.


Definition of the Prediction Model for the Eye Irritation Test for Solids


The expression of 13 genes (i.e., IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13, MUC4 (marked with stars in FIG. 2)) is measured in corneal epithelium models after applying a dose of 60 mg/cm2 of the test product as indicated above. The significant overexpression values were set for each of the genes at respectively 2.3 and 10 for IL-24, then for each of the other genes in order 1.9, 2, 1.4, 4, 3, 1.3, 2, 2.8, 4, 1.4, 1.8 and 2.5. Each overexpressed gene (or each threshold exceeded for IL-24) is then given a set value of 1, 4, 4, 2, 1, 2, 2, 1, 4, 2, 4, 2, 3 and 4, respectively. An eye irritation index for solid substances (SII: Solid Irritation Index) is then calculated by adding the values assigned to each overexpressed gene for a maximum value of 36. When, after the tissues are treated with the tested product, tissue destruction is considered too high (the total RNA collected represents less than 10% of the amount of RNA collected in the PBS-treated tissues) an SII value of 40 is assigned.


The prediction and classification model works as follows. Each product is tested at 60 mg/cm2 (see above). If SII 20 the tested product is classified as “Cat I”. If 10≤SII<20 the tested product is classified as “Cat 2”. If SII<10 the tested product is classified “No-Cat”.


Acceptability Criteria for Liquids


Two “control” chemicals are tested in parallel with the tested products. A non-irritant: 1,9-decadiene (CAS #1647-16-1) tested at 100%, and a Category 2 product: 2-methyl-1-pentanol (CAS #105-30-6) tested at 100% and 30%. The test is considered valid if the LII values obtained for 1,9-decadiene tested at 100% and 2-methyl-1-pentanol tested at 30% are less than 10 and if the LII for 2-methyl-1-pentanol tested at 100% is >10.


Each chemical is tested twice on two different batches of corneal epithelial tissue. If these two analyses have given the same classification, the test is considered valid, otherwise a third or fourth analysis is performed.


Acceptability Criteria for Solids


Two “control” chemicals are tested in parallel with the products tested. A non-irritant: triclocarban (CAS #101-20-2) and a Category 2 product: naphthalene dione (CAS #83-56-7). The test is considered valid if the SII value obtained for triclocarban is <10 and the value obtained for naphthalene dione is comprised between 10 and 20.


Each chemical is tested twice on two different batches of corneal epithelial tissue. If these two analyses have given the same classification, the test is considered valid, otherwise a third or fourth analysis is performed.


Statistical Analysis


Cooper Statistics


The values of the statistical analysis according to Cooper (Sensitivity, Specificity and Accuracy) (Cooper et al., 1979) are calculated for the eye irritation test using as a reference the literature data for the Draize test (Barroso et al., 2016). A 2×2 contingency table with irritants and non-irritants as parameter is constructed using the results obtained with the eye irritation test. Sensitivity, Specificity and Accuracy are then calculated using the recommendations of Cooper (Cooper et al., 1979).


Confusion Matrix Analysis


For statistics using confusion matrices and Kappa calculation we used the recommendations of Landis and Koch (Landis and Koch, 1977).


Results


Selection of Biomarker Genes for Mechanisms of Eye Irritation


To identify the genes involved in the mechanisms of eye irritation, we used a data analysis tool developed in collaboration with Dieng-Kuntz et al. (Dieng-Kuntz et al., 2006). A first group of 900 genes was selected. From this large group of candidate genes, we have selected genes whose expression is modulated in samples taken from the surface of the human eye by a conjunctival impression device (Roy et al., 2013). Then we used an analysis of the gene expression obtained after using a group of 10 chemicals (Table 1 #1-10) applied to the Skinethic HCE tissue model, combined with a data mining search of the existing literature. This analysis allowed us to define a group of 92 genes involved in the mechanisms that lead to eye irritation (Table 2).


Development of the Prediction Model for the Eye Irritation Test for Liquids


Changes in the expression of the 92 genes that we selected as representatives of potential candidate biomarkers (Table 2) were analyzed after treatment with 39 chemicals (Table 1). Using a subgroup of 29 genes: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61 (FIG. 1) it was possible to classify the 39 chemicals into one of the 3 categories of eye irritation implemented by the UN-GHS standard. However, since some of the genes had a redundant role and could substitute for each other, we were able to select a subgroup of 10 genes to develop a liquid irritation index (LII) capable of discriminating between the 3 categories of irritants. The list of genes selected for the liquids included: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1 (shown in FIG. 1). The LII was developed in two stages. First, we selected a threshold value for each gene to demonstrate significant overexpression. Different threshold values were tested, and the optimal values retained for these 10 genes were respectively 1.4, 1.5, 5.25, 3.6, 6.2, 1.3, 3, 2.6, 1.3 and 1.5. We then assigned a weight to these values based on the importance of the overexpression of the gene in question in the mechanisms of eye irritation. Each gene overexpressed above the threshold value then received a weighted value of 2, 2, 2, 2, 1, 1, 2, 2, 1 and 2, respectively. The LII is then calculated by adding the weight values for each of the overexpressed genes with a maximum of 17. When the level of tissue destruction is considered too high (see Materials and Methods) a value of 20 is applied.


Analysis of the Results Obtained by the Eye Irritation Test with the 39 Liquid Products Tested.


The classification predictions obtained with the eye irritation tests on the 39 chemicals (Table 3) were compared to those obtained with the Draize test in a 2×2 contingency table to assess the predictive ability of the test to first distinguish irritant products (Cat 1 and Cat 2) from non-irritant products (No-Cat) (Table 4). Specificity, sensitivity and accuracy of 100% were obtained on this group of 39 chemicals.


We then analyzed a confusion matrix containing 3 classes (Cat 1, Cat 2 and No-Cat, see Table 5) to calculate the performance of the test to classify the products according to UN-GHS standards. A user accuracy of 91.66%, 93.33% and 100% was obtained for Cat 1, Cat 2 and No-Cat products, respectively. With an overall accuracy of 95% and a highly significant kappa of 0.923.


These results show that the eye irritation test is very effective in classifying the eye irritation potential of liquid chemicals into the 3 classes defined by the UN-GHS standard.


Development of the Prediction Model for the Eye Irritation Test for Solids


For solids we tested 15 chemicals (Table 6). Using the same group of 29 genes: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61 (FIG. 2) it was possible to classify the 15 chemicals into one of the 3 categories of eye irritation implemented by the UN-GHS standard. However, since some of the genes had a redundant role and could substitute for each other, we were able to select a subgroup of 13 genes to develop a solid irritation index (SII) capable of discriminating between the 3 categories of irritants. The list of genes selected for solids includes: (IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2, CLEC4D, ICAM2, CASP1, MUC13, MUC4. FIG. 2). The SII was developed in two stages. First, we selected a threshold value for each gene to demonstrate significant overexpression. Different threshold values were tested, and the optimal values retained for these 13 genes were respectively 2.3 and 10 for IL-24, then for each of the other genes in order 1.9, 2, 1.4, 4, 3, 1.3, 2, 2.8, 4, 1.4, 1.8 and 2.5. We then assigned a weight to these values based on the importance of the overexpression of the gene in question in mechanisms of eye irritation. Each gene overexpressed above the threshold value then received a weighted value of respectively 1, 4, 4, 2, 1, 2, 2, 1, 4, 2, 4, 2, 3 and 4. The SII is then calculated by adding the weight values for each of the overexpressed genes with a maximum of 36. When the level of tissue destruction is considered too high (see Materials and Methods) a value of 40 is applied.


Analysis of the Results Obtained by the Eye Irritation Test with the 15 Solid Products Tested.


The classification predictions obtained with the eye irritation tests on the 15 solid chemicals (Table 7) were compared to those obtained with the Draize test in a 2×2 contingency table to assess the predictive ability of the test to first distinguish irritant products (Cat 1 and Cat 2) from non-irritant products (No-Cat) (Table 8). Specificity, sensitivity and accuracy of 100% were obtained on this group of 15 chemicals.


We then analyzed a confusion matrix containing 3 classes (Cat 1, Cat 2 and No-Cat, see Table 9) to calculate the performance of the test to classify the products according to UN-GHS standards. 100% user accuracy was obtained for products classified as Cat 1, Cat 2 and No-Cat. With a general accuracy of 100% and a perfectly significant kappa of 1.


These results show that the eye irritation test is very effective in classifying the eye irritation potential of chemicals in the 3 classes defined by the UN-GHS standard.


FIGURE LEGENDS


FIG. 1 A, B, C, D: Analysis of gene expression in 3D reconstructed human corneal tissue treated with various irritant and non-irritant liquid chemicals.


The value of the overexpression rate (fold increase) for the 29 genes indicated was represented for 4 category 1 chemicals (black bars, in order from left to right: lactic acid, methyl thioglycolate, sodium lauryl sulfate (15%), benzalkonium chloride (10%)), 4 category 2 chemicals (grey bars, in order from left to right: alpha hexyl cinnamaldehyde, acetone, methyl ethyl ketone, 3-chloro propane nitrile) and 4 unclassified products (No category, white bars in order from left to right: 1,9-decadiene, glycerol, Tween 20, 2,4-pentanediol). Each chemical was applied at 100% (A and B) or diluted to 30% (C and D). The genes used for the example are HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.



FIG. 2 A and B: Analysis of gene expression in 3D reconstructed human corneal tissue treated with different irritant and non-irritant solid chemicals.


The value of the overexpression rate (fold increase) for the 29 genes indicated was represented for 5 category 1 chemicals (black bars, in order from left to right: 2-hydroxyisobutyric acid, promethazine hydrochloride, sodium oxalate, 2,5-dimethyl hexanediol, 1-naphthalene acetic acid), 2 category chemicals (grey bars, in order from left to right: naphthalene diol, camphene) and 8 unclassified products (No category, white bars in order from left to right: triclocarban, methylene-bis benzotriazol tetramethylbutyl phenol, pyrimethanil, myristyl myristate, 4,4′-methylene bis-(2,6-di-tert-butylphenol), 4-bromophenetol, potassium tetrafluoroborate). Each chemical was applied pure in powder form (30±2 mg (representing 60 mg/cm2)). The genes selected for the example are IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2 CLEC4D, ICAM2, CASP1, MUC13, MUC4.









TABLE 1







List of liquid products studied













UN


No
Chemical
CAS RN
GHS













1
Triton X100 10%
9002-
Cat 1




93-1


2
Triton X100 5%
9002-
Cat




93-1
2A


3
Triton X100 1%
9002-
No




93-1
Cat


4
Sodium lauryl sulfate 3%
151-21-3
No





Cat


5
Methyl ethyl ketone
78-93-3
Cat





2A


6
Acetone 100%
67-64-1
Cat





2A


7
Lactic acid
50-21-5
Cat 1


8
Chlorhexidine 50%
55-56-1
Cat 1


9
Benzalkonium chloride 5%
8001-
Cat 1




54-5


10
Hexadecyltrimethylammonium bromide 10%
57-09-0
Cat 1


11
Triton X-100 10%
9002-
Cat 1




93-1


12
Benzethonium chloride 10%
121-54-0
Cat 1


13
Methyl thioglycolate
2365-
Cat 1




48-2


14
Diethylaminopropionitrile
5351-
Cat 1




04-2


15
Tetraethylene glycol diacrylate
17831-
Cat 1




71-9


16
1-Chloroctan-8-ol
23144-
Cat 1




52-7


17
[3-(2-
1760-
Cat 1



Aminoethylamino)propyl]trimethoxysilane
24-3


18
Sodium hydroxide 0.3%
1310-
Cat




73-2
2A


19
2,6-Dichlorobenzoyl chloride
4659-
Cat




45-4
2A


20
Gamma-butyrolactone
96-48-0
Cat





2A


21
Allyl alcohol
107-18-6
Cat





2A


22
Chlorhexidine gluconate (20%)
18472-
Cat




51-0
2A


23
Propasol Solvent P
1569-
Cat




01-3
2A


24
2-Methyl-1-pentanol
105-30-6
Cat





2B


25
iso-Butanal
78-84-2
Cat





2B


26
3-Chloropropionitrile
542-76-7
Cat





2B


27
Ethyl-2-methylacetoacetate
609-14-3
Cat





2B


28
Glycolic acid (10%)
79-14-1
Cat





2B


29
Diethyl toluamide
134-62-3
Cat





2B


30
Glycerol
56-81-5
No





Cat


31
Tween 20
9005-
No




64-5
Cat


32
Octyltrimethoxysilane (SILAN 108)
3069-
No




40-7
Cat


33
1,9-Decadiene
1647-
No




16-1
Cat


34
2,4-Pentanediol
625-69-4
No





Cat


35
2-Ethoxyethyl methacrylate
2370-
No




63-0
Cat


36
Dipropyl disulfide
629-19-6
No





Cat


37
n-Hexyl bromide
111-25-1
No





Cat


38
Polyoxyethylene hydrogenated castor oil
61788-
No



(Kolliphor)
85-0
Cat


39
1-Ethyl-3-methylimidazolium
342573-
No



ethylsulfate
75-5
Cat
















TABLE 2







List of genes analyzed by RT-PCR










SYMBOL
DESCRIPTION
Function
REFSEQ





ALB
Albumin
Major corneal
NM_000477




protein


ATP6V0E1
ATPase, H+
Involved in
NM_003945.3



transporting,
oxidative



lysosomal
phosphorylation and



9 kDa, V0
phagosome



subunit e1


B4GALT6
UDP-
Required for
NM_004775



Gal:betaGlcNAc
glycophospholipid



beta 1,4-
biosynthesis.



galactosyltransferase,
Expressed more in



polypeptide 6
the cornea than




other family




members.


CASP1
caspase 1,
IL-1 activation.
NM_033292



apoptosis-



related



cysteine



peptidase



(interleukin



1, beta,



convertase)


CCL22
chemokine
CCR4 ligand;
NM_002990.3



(C-C motif)
involved in the



ligand 22
transit of T cells.


CCND1
cyclin D1
Positive cell cycle
NM_053056




regulator


CCNF
cyclin F
Cell cycle
NM_001761.2




regulator


CCS
copper
Deliver copper to
NM_005125125



chaperone for
copper-dependent



superoxide
zinc superoxide



dismutase
dismutase (SOD1)


CLEC4D
C-type lectin
Endocytic receptor.
NM_080387.4



domain family
Involved in the



4, member D
handling of




antigens.


COL17A1
collagen,
Plays a role in the
NM_000494



type XVII,
attachment of basal



alpha 1
keratinocytes to




the basal membrane.


COL6A2
collagen type
Acts as a cell
NM_001849.3



VI alpha 2
binding protein


COL7A1
collagen,
Stratified squamous
NM_00000094



type VII,
epithelial membrane



alpha 1
protein.


COL8A2
collagen,
Major component of
NM_005202.2



type VIII,
the Descemet



alpha 2
membrane of corneal




endothelial cells.




Markers of human




corneal endothelial




cells.


CRYAB
crystalline,
May contribute to
NM_001885



alpha B
the transparency




and refractive




index of the lens


CSF2
colony
Hematopoietic cell
NM_000758.2



stimulating
growth factor



factor 2



(granulocyte-



macrophage)


CTGF
connective
Major micro
NM_001901.2



tissue growth
attractive



factor
connective tissue




secreted by




vascular




endothelial cells.


CTSZ
cathepsin Z
Proteinase cysteine
NM_001336.2




involved in




lysosomal and




extracellular




protein degradation


CXCL1
chemokine
Has chemotactic
NM_001511.1



(C—X—C motif)
activity for



ligand 1
neutrophils.



(melanoma



growth



stimulating



activity,



alpha)


CXCL9
chemokine
Has chemotactic
NM_002416.1



(C—X—C motif)
activity for T



ligand 9
cells. Binds to




CXCR3


CXCR1
chemokine
Interleukin-8
NM_000634.2



(C—X—C motif)
receptor, a



receptor 1
chemotactic factor




of neutrophils.


CYR61
cysteine-
Involved in corneal
NM_001554.4



rich,
neovascularization



angiogenic



inducer, 61


CYYR1
cysteine/tyrosine-
Specific marker for
NM_052954.2



rich 1
human corneal




endothelial cells.


DDIT3
DNA-damage-
Apoptosis marker
NM_004083.4



inducible



transcript 3


DEFB1
defensin,
Involved in mucosal
NM_005218



beta 1
defense against




aggression


DLK1
delta-like 1
Non-canonical
NM_003836



homolog
ligand involved in



(Drosophila)
tissue development


DUOX2
Dual oxidase 2
Member of the NADPH
NM_014080




oxidase family


DUSP6
dual
Targets the ERK
NM_001946.21



specificity
family and plays a



phosphatase 6
role in corneal




cell proliferation.


ELN
elastin
Major protein of
NM_000501.2




tissue structure.


ESR1
estrogen
Hormonal nuclear
NM_000125



receptor 1
receptor. Affects




cell proliferation




and target tissue




differentiation.


FBN1
fibrillin 1
Fibrillins are
NM_000138




structural




components




sometimes




associated with




elastin.


FBN2
fibrillin 2
Fibrillins are
NM_001999




structural




components




sometimes




associated with




elastin


FDXR
ferredoxin
mitochondrial
NM_004110.3



reductase
flavoprotein that




initiates electron




transport for




cytochromes P450




receiving electrons




from NADPH


FGF2
fibroblast
Growth factor and
NM_002006



growth factor
angiogenic agent.



2 (basic)


FGFR1
fibroblast
Fibroblast growth
NM_015850



growth factor
factor (FGF1 and



receptor 1
FGF2) receptor


FOS
FBJ murine
Nuclear
NM_005252



osteosarcoma
phosphoprotein



viral
forming a strong



oncogene
but non-covalent



homolog
complex with the




transcription




factor JUN/AP-1.


FOXO1
forkhead box
Transcription
NM_002015



01
factor involved in




insulin metabolic




pathways


FSHR
follicle
Follicle-
NM_000145



stimulating
stimulating hormone



hormone
(FSH) receptor.



receptor


FST
follistatin
FSH inhibitor
NM_013409.2


G6PD
Glucose-6-
Produces pentoses
NM_000402



phosphate
for nucleic acid



dehydrogenase
synthesis and main




producer of NADPH




reducing power


GAA
Glucosidase,
Essential for the
NM_000152.3



alpha; acid
degradation of




glycogen to glucose




in lysosomes.


GSTT1
Glutathione
Conjugation of
NM_000853.2



S-transferase
reduced glutathione



theta 1
with many exogenous




and endogenous




electrophilic




compounds.


GUSB
glucuronidase,
Important role in
NM_000181



beta
the degradation of




dermatan sulfates




and keratan




sulfates.


H2AFY
H2A histone
A variant of the
NM_138610.2



family,
histone H2A



member Y
replacing




conventional H2A in




a subgroup of




nucleosomes where




it suppresses




transcription.


HAS1
hyaluronan
Plays a role in the
NM_001523



synthase 1
synthesis of




hyaluronan and




hyaluronic acid.


HSP90AA1
heat shock
Molecular chaperone
NM_005348



protein 90 kDa
that promotes the



alpha
maturation,



(cytosolic),
maintenance,



class A
structure and



member 1
regulation of




specific target




proteins involved




in cell cycle




control and signal




transduction


HSPA1A
heat shock
Hsp70s stabilizes
NM_005345



70 kDa protein
proteins against



1A
aggregation and




helps to fold new




peptides translated




in the cytosol and




organelles.


ICAM2
intercellular
ICAMs are the
NM_001099789.1



adhesion
ligands for the



molecule 2
adhesion of LFA-1




proteins to




leukocytes.


IER3
immediate
May play a role in
NM_003897.3



early
the ERK signal by



response 3
inhibiting the




dephosphorylation




of ERK by




phosphatase PP2A-




PPP2R5C holoenzyme


IGFBP2
insulin-like
Inhibits IGF-
NM_000597.2



growth factor
mediated



binding
development and



protein 2,
growth.



36 kDa


IL-17C
interleukin
Stimulates the
NM_013278



17C
release of tumor




necrosis factor




alpha and IL-1beta




from the monocytic




cell line THO-1.


IL-1 R2
interleukin 1
Receptor of
NM_173343.1



receptor,
interleukin-1 alpha



type II
(IL-1A), beta (IL-




1B) and the




interleukin-a




receptor antagonist




protein (IL-1ra).


IL-23R
interleukin
Combines with
NM_144701.2



23 receptor
IL12RB1 to form the




interleukin-23




receptor.


IL-24
interleukin
Role in wound
NM_181339.1



24
healing


IRF1
interferon
Specifically binds
NM_002198



regulatory
to the upstream



factor 1
regulatory region




of type I IFN and




MHC IFN genes and




activates these




genes.


ITGA6
integrin,
Integrin alpha-
NM_000210.2



alpha 6
6/beta-4 is a




laminin receptor in




epithelial cells




and plays a




critical structural




role in the




hemidesmosome.


ITGA7
integrin,
Integrin alpha-
NM_002206



alpha 7
7/beta-1 is the




primary laminin




receptor in




skeletal myoblasts




and adult




myofibers.


JUN
jun protooncogene-
Transcription
NM_002228




factor that




recognizes and




binds to the




heptamer motif 5′-




TGA[CG]TCA-3′.


KL
klotho
Involved in the
NM_004795




aging process


KRT1
keratin 1
member of the
NM_006121.3




keratin family


KRT14
keratin 14
member of the
NM_000526.4




keratin family


KRT15
keratin 15
member of the
NM_002275.3




keratin family


KRT17
keratin 17
member of the
NM_000422.2




keratin family


KRT19
keratin 19
member of the
NM_002276.4




keratin family


KRT3
keratin 3
member of the
NM_057088.2




keratin family


KRT5
keratin 5
member of the
NM_000424




keratin family


KRT9
keratin 9
member of the
NM_000226.2




keratin family


MMP10
matrix
May degrade
NM_002425.1



metallopeptidase
fibronectin,



10
gelatins type I,



(stromelysin
III, IV and V.



2)


MMP13
matrix
Degrades type I
NM_002127.2



metallopeptidase
collagen. No action



13
on gelatin or



(collagenase)
casein.


MMP3
matrix
Degrades
NM_002422.3



metallopeptidase 3
fibronectin,



(stromelysin
laminin, gelatins



1,
type I, III, IV,



progelatinase)
IV, and V;




collagens III, IV,




X, and IX, and




proteoglycans of




cartilage.


MMP8
matrix
Degrades fibrillar
NM_00242424.2



metallopeptidase 8
collagen types I,



(neutrophil
II and III.



collagenase)


MSN
moesin
Involved in the
NM_002444.2




connections of




major cytoskeletal




structures of the




plasma membrane.


MSRA
Methionine
Functions as a
NM_012331



sulfoxide
repair enzyme for



reductase A
proteins




inactivated by




oxidation.


MUC1
mucin 1, cell
Expressed by apical
NM_001204285.1



surface
cells and plays a



associated
role in tear film


MUC13
mucin 13,
Expressed by apical
NM_033049



cell surface
cells and plays a



associated
role in tear film


MUC16
mucin 16,
Expressed by apical
NM_024690



cell surface
cells and plays a



associated
role in tear film


MUC4
mucin 4, cell
Expressed by apical
NM_018406



surface
cells and plays a



associated
role in tear film


MYD88
myeloid
Protein involved in
NM_001172569.1|



differentiation
the signaling



primary
pathways of the



response gene
Toll-like and IL-1



(88)
receptor


NONO
non-POU
DNA and RNA binding
NM_007363



domain
proteins; involved



containing,
in many nuclear



octamer-
processes.



binding


NOS3
nitric oxide
Product of NO
NM_000603



synthase 3
involved in



(endothelial
vascular relaxation



cell)
of smooth muscle.


OCLN
occludin
Role in the
NM_002538.3




formation and




regulation of tight




junctions,




paracellular




barrier of




permeability.


PER1
period
Component of the
NM_002616



homolog 1
circadian mechanism



(Drosophila)
essential for the




generation of




circadian rhythms.


RAD23A
RAD23 homolog
Multiubiquitin
NM_00505353



A (S. cerevisiae)
receptor involved




in the modulation




of proteasome




degradation


S100A4
S100 calcium

NM_002961.2



binding



protein A4


SIRT6
sirtuin 6
NAD-dependent
NM_016539




deacetylase.




Modulates the




acetylation of H3




histones at the




telomeric chromatin




during the S phase




of the cell cycle.


SIRT7
sirtuin 7
NAD-dependent
NM_016538




deacetylase.




Required to restore




the transcription




of rRNA at the end




of mitosis.


SLC4A11
solute
Transporter playing
NM_001174090.1



carrier
an important role



family 4,
in the transport of



sodium borate
sodium mediated



transporter,
fluid in different



member 11
organs.




Prevents severe




morphological




changes caused by




increased NaCl




concentrations in




the stroma.


SLIT2
slit homolog 2
Acts as a molecular
NM_004787



(Drosophila)
guide in cell




migration and




appears to be




modulated by




interaction with




homologous




receptors.


SNN
stannin
Plays a role in the
NM_003498




toxic effects of




organotins.


STK25
serine/threonine
Stress activated
NM_006374.3



kinase 25
oxidative




serine/threonine




kinase that may




play a role in the




response to




environmental




stress.


THBS1
thrombospondin 1
Adhesive
NM_003246




glycoprotein




mediating cell-cell




and cell-matrix




interactions. Binds




to heparin.


TNFAIP3
tumor
Ubiquitin-dependent
NM_006290.2



necrosis
editing enzyme



factor,
containing



alpha-induced
ubiquitin-ligase



protein 3
and deubiquitinase




activities.


TPSAB1
tryptase
Tryptase is a major
NM_003294.3



alpha/beta 1
protease present in




mast cells and




secreted during the




response by




degranulation/activation




of this type




of cell.
















TABLE 3







Results of the analysis of the 39 liquid products tested by the eye irritation


test (EIT) and comparison with the results obtained by the Draize test
















Irritation
100%
EIT



No
Chemical
CAS RN
INDEX
30%
prediction
UN-GHS

















1
Triton X100 10%
9002-93-1
13
15

Cat 1
Cat 1





12
13



2
Triton X100 5%
9002-93-1
12
13

Cat 2
Cat 2A





6
8



3
Triton X100 1%
9002-93-1
8
7

No Cat
No Cat





5
4



4
Sodium lauryl sulfate 3%
151-21-3
9
7

No Cat
No Cat





9
7



5
Methyl ethyl ketone
78-93-3
12
11

Cat 2
Cat 2A





8
7



6
Acetone 100%
67-64-1
12
13

Cat 2
Cat 2A





8
9



7
Lactic acid
50-21-5
13
14

Cat 1
Cat 1





11
11



8
Chlorhexidine
55-56-1
13
14

Cat 1
Cat 1





12
11



9
Benzalkonium chloride 5%
8001-54-5
14
17

Cat 1
Cat 1





12
11



10
Hexadecyltrimethylammonium
57-09-0
13
15

Cat 1
Cat 1



bromide 6%

12
13



11
Triton X-100 10%
9002-93-1
16
17

Cat 1
Cat 1





11
12



12
Benzethonium chloride 10%
121-54-0
12
14

Cat 1
Cat 1





12
12



13
Methyl thioglycolate
2365-48-2
16
17

Cat 1
Cat 1





15
14



14
Diethylaminopropionitrile
5351-04-2
15
14

Cat 1
Cat 1





15
12



15
Tetraethylene glycol diacrylate
17831-71-9
11
11

Cat 2
Cat 1





7
4



16
1-Chloroctan-8-ol
23144-52-7
17
15

Cat 1
Cat 1





13
11



17
[3-(2-Aminoethylamino)propyl]tri-
1760-24-3
12
16

Cat 1
cat 1



methoxysilane

15
14



18
Sodium hydroxide 0.3%
1310-73-2
12
17

Cat 2
Cat 2A





5
3



19
2,6-Dichlorobenzoyl chloride
4659-45-4
17
15

Cat 2
Cat 2A





8
8



20
Gamma-butyrolactone
96-48-0
17
16

Cat 2
Cat 2A





8
8



21
Allyl alcohol
107-18-6
17
15

Cat 2
Cat 2A





8
7



22
Chlorhexidine gluconate (20%)
18472-51-0
12
13

Cat 2
Cat 2A





5
5



23
Propasol Solvent P
1569-01-3
15
17

Cat 1
Cat 2A





16
17



24
2-Methyl-1-pentanol
105-30-6
15
15

Cat 2
Cat 2B





8
6



25
iso-Butanal
78-84-2
15
20

Cat 2
Cat 2B





6
8



26
3-Chloropropionitrile
542-76-7
16
11

Cat 2
Cat 2B





8
7



27
Ethyl-2-methylacetoacetate
609-14-3
12
9
13 
Cat 2*
Cat 2B





6
8
7


28
Glycolic acid (10%)
79-14-1
17
13

Cat 2
Cat 2B





8
9



29
Diethyl toluamide
134-62-3
17
17

Cat 2
Cat 2B





9
8



30
Glycerol
56-81-5
0
0

No Cat
No Cat





0
0



31
Tween 20
9005-64-5
2
0

No Cat
No Cat





0
0



32
Octyltrimethoxysilane (SILAN 108)
3069-40-7
6
10
8
No Cat*
No Cat





0
3
2


33
1,9-Decadiene
1647-16-1
7
4

No Cat
No Cat





0
0



34
2,4-Pentanediol
625-69-4
9
7

No Cat
No Cat





6
2



35
2-Ethoxyethyl methacrylate
2370-63-0
9
7

No Cat
No Cat





4
3



36
Dipropyl disulfide
629-19-6
7
5

No Cat
No Cat





6
4



37
n-Hexyl bromide
111-25-1
8
10
6
No Cat*
No Cat





6
4
3


38
Polyoxyethylene hydrogenated
61788-85-0
7
4

No Cat
No Cat



castor oil (Kolliphor)

4
0



39
1-Ethyl-3-methylimidazolium
342573-75-5
9
10
5
No Cat*
No Cat



ethylsulfate

5
5
3
















TABLE 4







Measurement of the predictive ability of the eye


irritation test to differentiate between eye irritants


(classified as Cat 1 or Cat 2) and non-irritants (no Cat) on


a set of 39 chemicals











DRAIZE
Classified
No Category







Classified (n)
27
 0



No Category (n)
 0
12



Total (n)
27
12











Sensitivity (%)
100




Specificity (%)
100



Accuracy (%)
100

















TABLE 5







Confusion matrix analysis of the predictive ability of the eye


irritation test to separate into 3 irritation classes (Cat 1,


Cat 2 and no Cat) according to UN-GHS recommendations.











Eye irritation test
Classifi-
Producer













Cat
Cat
No
cation
accuracy



1
2
Cat
Overall
(Accuracy)

















UNGHS
Cat 1
11
1

12
91.66%



Cat 2
1
14

15
93.33%



No Cat


12
12

100%




Truth
12
15
12
39



Overall



User
91.66%
93.33%
100%



accuracy



(Recall)


Overall
95%


Accuracy


Kappa
0.923
















TABLE 6







List of solid chemicals studied









CAS Number
CHEMICAL Name
GHS Class





594-61-6
alpha-Hydroxyisobutyric
Cat 1



acid [2-



Hydroxyisobutyric acid]


58-33-3
Promethazine
Cat 1



hydrochloride


79-92-5
Camphene
Cat 2B


62-76-0
Sodium oxalate
Cat 1


110-03-2
2,5-Dimethylhexanediol
Cat 1


86-87-3
1-Naphthalene acetic
Cat 1



acid


83-56-7
1,5-Naphthalenediol
Cat 2A



INCI name: 1,5-



NAPHTHALENEDIOL


101-20-2
1-(4-Chlorophenyl)-3-
No cat



(3,4-dichlorophenyl)



urea



INCI name: TRICLOCARBAN


103597-45-1
2,2′-Methylene-bis-(6-
No cat



(2H-benzotriazol-2-yl)-



4-(1,1,3,3-



tetramethylbutyl)phenol)



INCI name: METHYLENE BIS-



BENZOTRIAZOLYL



TETRAMETHYLBUTYLPHENOL


53112-28-0
2-Anilino-4,6-
No cat



dimethylpyrimidine



common name:



Pyrimethanil


3234-85-3
Tetradecyl
No cat



tetradecanoate



INCI name: Myristyl



myristate


118-82-1
4,4′-Methylene bis-(2,6-
No cat



di-tert-butylphenol)


589-10-6
4-Bromophenetol
No cat


14075-53-7
Potassium
No cat



tetrafluoroborate


21645-51-2
Aluminum hydroxide
No cat
















TABLE 7







Results of the analysis of the 15 solid products


tested by the eye irritation test (EIT) and comparison


with the results obtained by the Draize test
















EIT






Irritation
predic-
UN-


No
Chemical name
CAS RN
INDEX
tion
GHS

















1
2-Hydroxyisobutyric
594-61-6
34
28
32
Cat 1
Cat 1



acid


2
Promethazine
58-33-3
34
32
30
Cat 1
Cat 1



hydrochloride


3
Camphene
79-92-5
10
12
13
Cat 2
Cat 2B


4
Sodium oxalate
62-76-0
22
24
32
Cat 1
Cat 1


5
2,5-
110-03-2
22
23
21
Cat 1
Cat 1



Dimethylhexanediol


6
1-Naphthalene
86-87-3
26
28
25
Cat 1
Cat 1



acetic acid


7
1,5-Naphthalenediol
83-56-7
12
18
15
Cat 2
Cat 2A


8
Triclocarban
101-20-2
0
0
1
No Cat
No Cat


9
Methylene bis-
103597-45-1
2
4
3
No Cat
No Cat



benzotriazolyl



tetramethylbutyl



phenol


10
Pyrimethanil
53112-28-0
0
0
0
No Cat
No Cat


11
Myristyl myristate
3234-85-3
2
3
1
No Cat
No Cat


12
4,4′-Methylene
118-82-1
3
0
0
No Cat
No Cat



bis-(2,6-di-tert-



butylphenol)


13
4-Bromophenetol
589-10-6
2
2
3
No Cat
No Cat


14
Potassium
14075-53-7
4
6
2
No Cat
No Cat



tetrafluoroborate


15
Aluminum
21645-51-2
0
0
0
No Cat
No Cat



hydroxide
















TABLE 8







Measurement of the predictive ability of the eye


irritation test to differentiate between eye irritants


(classified as Cat 1 or Cat 2) and non-irritants (no Cat) on


a set of 15 solid chemicals











DRAIZE
Classified
No Category







Classified (n)
7
0



No Category (n)
0
8



Total (n)
7
8











Sensitivity (%)
100




Specificity (%)
100



Accuracy (%)
100

















TABLE 9







Confusion matrix analysis of the predictive ability of the eye irritation


test to separate into 3 irritation classes (Cat 1, Cat 2 and no Cat)


according to UN-GHS recommendations for the 15 solid products.











Eye irritation test

“Producer













Cat
Cat
No
Classifi-
accuracy”



1
2
Cat
cation
(Accuracy)

















UNGHS
Cat 1
5


5
100%



Cat 2

2

2
100%



No Cat


8
8
100%



“Truth
5
2
8
15



Overall”



“User
100%
100%
100%



accuracy”



(Recall)


“Overall
100%


Accuracy”


Kappa
1








Claims
  • 1. A method for evaluating the eye irritation potential of a test compound, comprising the steps of: a) bringing a test compound into contact with an in vitro reconstructed corneal sample;b) measuring the expression of at least two genes selected from the group consisting of: HSP90AA1, COL7A1, NOS3, MMP8, CASP1, ELN, IL-23R, DLK1, CLEC4D, IL-24, CCL22, SLIT2, ICAM2, MUC13, HSPA1A, FSHR, IL-1R2, ALB, CCND1, CXCL1, CXCR1, KL, COL6A2, MUC4, DDIT3, MMP3, HAS1, IRF1, CYR61.
  • 2. The method according to claim 1, wherein the bringing into contact of the test compound in step a) is carried out with the test compound in solid form and wherein step b) comprises measuring the expression of at least two genes selected from the group consisting of: IL-24, IL-23R, DDIT3, MMP8, DLK1, HAS1, CYR61, IL-1R2, CLEC4D, ICAM2, CASP1, MUC13 and MUC4.
  • 3. The method according to claim 1, wherein the bringing into contact of the test compound in step a) is carried out with the test compound in liquid form and wherein step b) comprises measuring the expression of at least two genes selected from the group consisting of: HSP90AA1, CASP1, DLK1, CLEC4D, IL-24, SLIT2, HSPA1A, FSHR, IL-1R2 and CCND1.
  • 4. The method according to claim 1, wherein it comprises an additional step c) of determining an eye irritation index of a test compound.
  • 5. The method according to claim 4, wherein it comprises a step d) of categorizing said compound as having an eye irritation potential according to the value of the eye irritation index obtained.
  • 6. The method according to claim 1, wherein the in vitro reconstructed corneal sample is a sample comprising immortalized corneal epithelial cells, grown in defined culture medium and arranged in a thin layer on a synthetic membrane at the water-air interface.
  • 7. The method according to claim 4, wherein the determination of the eye irritation index of the compound comprises assigning an overexpression threshold value to each gene whose expression is measured.
  • 8. The method according to claim 7, wherein the threshold value indicating significant overexpression of the gene whose expression is measured may be comprised between 1.1 and 10.
  • 9. The method according to claim 7 wherein the determination of the eye irritation index comprises assigning a weight value to each gene if the overexpression threshold value of said gene is reached.
  • 10. The method according to claim 9, wherein the weight value is selected from the group of discrete values ranging from 1 to 10, namely selected from the group consisting of the values 1, 2, 3, 4, 5, 6, 7, 8, 9 and 10.
  • 11. The method according to claim 9, wherein the eye irritation index is determined by adding the weight values of genes whose expression exceeds the overexpression threshold value.
  • 12. The method according to claim 5, wherein the categorization step comprises assigning an irritation category to the test compound based on the value of the eye irritation index obtained.
Priority Claims (1)
Number Date Country Kind
1658746 Sep 2016 FR national
PCT Information
Filing Document Filing Date Country Kind
PCT/EP2017/073675 9/19/2017 WO 00