| Literature DB >> 33247188 |
Jae-Jun Song1, Yoon Young Go1, Jong Kyou Lee2, Bum Sang Lee2, Su-Kyoung Park2, Harry Jung3, Jun Ho Lee2, Jiwon Chang4.
Abstract
Electronic cigarettes (e-cigarettes) are the most widely used electronic nicotine delivery systems and are designed to imitate smoking and aid in smoking cessation. Although the number of e-cigarette users is increasing rapidly, especially among young adults and adolescents, the potential health impacts and biologic effects of e-cigarettes still need to be elucidated. Our previous study demonstrated the cytotoxic effects of electronic liquids (e-liquids) in a human middle ear epithelial cell (HMEEC-1) line, which were affected by the manufacturer and flavoring agents regardless of the presence of nicotine. In this study, we aimed to evaluate the gene expression profile and identify potential molecular modulator genes and pathways in HMEEC-1 exposed to two different e-liquids (tobacco- and menthol-flavored). HMEEC-1 was exposed to e-liquids, and RNA sequencing, functional analysis, and pathway analysis were conducted to identify the resultant transcriptomic changes. A total of 843 genes were differentially expressed following exposure to the tobacco-flavored e-liquid, among which 262 genes were upregulated and 581 were downregulated. Upon exposure to the menthol-flavored e-liquid, a total of 589 genes were differentially expressed, among which 228 genes were upregulated and 361 were downregulated. Among the signaling pathways associated with the differentially expressed genes mediated by tobacco-flavored e-liquid exposure, several key molecular genes were identified, including IL6 (interleukin 6), PTGS2 (prostaglandin-endoperoxide synthase 2), CXCL8 (C-X-C motif chemokine ligand 8), JUN (Jun proto-oncogene), FOS (Fos proto-oncogene), and TP53 (tumor protein 53). Under menthol-flavored e-liquid treatment, MMP9 (matrix metallopeptidase 9), PTGS2 (prostaglandin-endoperoxide synthase 2), MYC (MYC proto-oncogene, bHLH transcription factor), HMOX1 (heme oxygenase 1), NOS3 (nitric oxide synthase 3), and CAV1 (caveolin 1) were predicted as key genes. In addition, we identified related cellular processes, including inflammatory responses, oxidative stress and carcinogenesis, under exposure to tobacco- and menthol-flavored e-liquids. We identified differentially expressed genes and related cellular processes and gene signaling pathways after e-cigarette exposure in human middle ear cells. These findings may provide useful evidence for understanding the effect of e-cigarette exposure.Entities:
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Year: 2020 PMID: 33247188 PMCID: PMC7699635 DOI: 10.1038/s41598-020-77816-2
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Cytotoxic effect of e-liquids on HMEEC-1 cells according to CCK-8 analysis. (A) We assessed cell viability following exposure to tobacco-flavored e-liquid, menthol-flavored e-liquid, solvent (PG:VG = 5:5), and nicotine at different concentrations. (B) The IC50 values for each type of solution were 3.02 ± 0.16%, 1.62 ± 0.01%, 4.50 ± 0.14% and 0.07 ± 0.01 mg/mL, respectively, and these concentrations were used for further analysis (p < 0.05).
Figure 2E-liquids stimulated the expression of inflammatory cytokines in HMEEC-1. Cells were treated with tobacco-flavored e-liquid and menthol-flavored e-liquid at the IC50 concentration for 24 h. Quantitative real-time PCR was performed to evaluate inflammatory cytokine gene expression levels. The expression levels of COX-2 and TNF-α increased when cells were exposed to the e-liquids, and the mRNA expression of cytokines was significantly elevated in the tobacco-flavored e-liquid group (p < 0.05).
Figure 3Heatmap and volcano plots of RNA sequencing results. (A) In the heatmap, the expression values of the selected DEGs (differentially expressed genes) in log10(FPKM) units were compared across samples (nicotine, solvent (PG + VG), menthol-flavored e-liquid, tobacco-flavored e-liquid and control). Red indicates transcripts with high expression, and green indicates transcripts with low expression. (B) Volcano plots of log2 (fold change) and −log10 (p-value) values are presented to show the changes in gene expression and their significance. (C) DEGs of tobacco-flavored and menthol-flavored e-liquids. Under tobacco-flavored e-liquid exposure, a total of 843 genes were differentially expressed with fold changes of | Log2 |> 1. Among these genes, 262 were upregulated, and 581 were downregulated. Menthol-flavored e-liquid exposure resulted in 228 upregulated genes and 361 downregulated.
Analysis of enrichment of KEGG pathways and involved genes against tobacco-flavored e-liquids.
| Name | Involved genes | |
|---|---|---|
| Ribosome | RPL18, RPSA, RPL13, RPL35, RPL27, RPS9, RPS2, RPS5, MRPS2, RPL29, MRPL24, MRPL23, MRPL12, MRPL28, RPL18A, RPL13A, RPLP0, RPL8, RPL10, RPS10, RPL7A | 0.000 |
| Glycolysis/Gluconeogenesis | PKM, GPI, LDHA, PFKL, GCK, ALDH1B1, PGM1, ALDH3B2, ALDH3B1, ENO1 | 0.003 |
| Arginine and proline metabolism | PYCRL, CKMT1A, CKMT1B, SRM, ALDH1B1, GAMT, NOS3, PRODH, CKB | 0.006 |
| beta-Alanine metabolism | AOC2, GAD1, AOC3, SRM, ALDH1B1, ALDH3B2, ALDH3B1 | 0.006 |
| Bladder cancer | CXCL8, HBEGF, CDKN2A, FGFR3, TP53, THBS1, CDK4, MYC | 0.007 |
| Phenylalanine metabolism | AOC2,AOC3, ALDH3B2, ALDH3B1, MIF | 0.012 |
| Pertussis | FOS, IL6, IL23A, C3, LY96, JUN, CXCL8, PYCARD, CALML5, CD14 | 0.022 |
| Galactose metabolism | HKDC1, AKR1B10, B4GALT2, PFKL, GCK, PGM1 | 0.023 |
| Legionellosis | IL6, CXCL3, CXCL2, C3, PYCARD, CXCL8, CD14, HSPA8 | 0.028 |
| p53 signaling pathway | CCNG2, GADD45A, STEAP3, CDKN2A, TP53, DDB2, SFN, THBS1, CDK4 | 0.030 |
| Starch and sucrose metabolism | GPI, GCK, PYGL, PGM1, PYGB | 0.033 |
| Salmonella infection | FOS, IL6, CXCL3, JUN, CXCL2, CXCL8, WASL, PYCARD, FLNB, CD14 | 0.039 |
| Alanine, aspartate and glutamate metabolism | GFPT1, ASNS, GAD1, GLUL, ADSL, CAD | 0.042 |
| Small cell lung cancer | TRAF1, PTGS2, COL4A2, LAMA5, LAMC3, RXRA, TP53, CDK4, MYC, PIK3R2 | 0.044 |
| DNA replication | MCM7, LIG1, POLD2, MCM2, MCM3, MCM5 | 0.046 |
Analysis of enrichment of KEGG pathways and involved genes against menthol-flavored e-liquids.
| Name | Involved genes | |
|---|---|---|
| Arginine and proline metabolism | PYCRL, CKMT1A, ALDH7A1, CKMT1B, SRM, ALDH1B1, GAMT, NOS3, PRODH, CKB | 0.000 |
| Metabolic pathways | YP24A1, CKMT1B, PTGS2, CYC1, CAD, GPAT3, GLDC, CKB, AKR1C3, TRAK2, NOS3, PLCB2, IMPDH2, CYP1A1, PFKL, HKDC1, ALDH3B2, NME4, ALDH7A1, MGAT3, ALDH1B1, AKR1B10, ABAT, SLC27A5, PRODH, ALOX12, ME1, PYCRL, GCNT3, GCNT2, GCLC, AHCY, SORD, ASS1, SRM, GPAA1, UPP1, ASNS, ATP5G1, GCLM, PFAS, TYMP, DGKG, FASN, PNPO, HSD17B3, GALNT18, PNLIPRP3, B4GALNT1, HSD17B8, ST6GAL1, B4GALT2, APRT, CKMT1A, GCK, NDUFV1, GFPT1, POLD1, CSGALNACT2, PLCG2, POLD2, SMPD1, GAMT, CYP4F3, GK, RDH16, NNMT | 0.000 |
| Bladder cancer | TYMP, FGFR3, MMP9, HBEGF, THBS1, MYC, MMP1 | 0.003 |
| Inflammatory mediator regulation of TRP channels | TRPV3, PLCG2, ASIC3, ASIC1, MAPK10, CALML5, PLCB2, ITPR1, PIK3R2, ALOX12 | 0.013 |
| ECM-receptor interaction | COL4A2, LAMB3, LAMA5, LAMC3, TNC, HSPG2, AGRN, ITGA4, THBS1 | 0.007 |
| Proteoglycans in cancer | CAV1, WNT10B, TFAP4, MMP9, HSPG2, FLNC, ITPR1, CTSL, SMO, ANK1, PLCG2, HBEGF, THBS1, MYC, PIK3R2 | 0.013 |
| Glycerolipid metabolism | ALDH7A1, ALDH1B1, AKR1B10, DGKG, GK, GPAT3, PNLIPRP3 | 0.018 |
| Steroid hormone biosynthesis | AKR1C3, AKR1C2, CYP1A1, HSD11B2, HSD17B3, AKR1C1, HSD17B8 | 0.018 |
| Galactose metabolism | B4GALT2, PFKL, GCK, HKDC1, AKR1B10 | 0.022 |
| beta-Alanine metabolism | ALDH7A1, SRM, ALDH1B1, ABAT, ALDH3B2 | 0.024 |
| Mineral absorption | HMOX1, MT1B, MT1X, FTH1, FTL, MT1F | 0.024 |
| Small cell lung cancer | TRAF1, COL4A2, LAMB3, PTGS2, LAMA5, LAMC3, MYC, PIK3R2 | 0.034 |
| Focal adhesion | COL4A2, CAV1, TNC, ITGA4, MAPK10, FLNC, LAMB3, LAMA5, CCND2, LAMC3, RAC3, THBS1, PARVB, PIK3R2 | 0.036 |
| Alanine, aspartate and glutamate metabolism | ASS1, GFPT1, ABAT, CAD, ASNS | 0.036 |
Go annotation of predicted targets in tobacco-flavored e-liquid.
| Term | Count | % | |
|---|---|---|---|
| GO:0003735 ~ structural constituent of ribosome | 28 | 3.341 | 3.99E-06 |
| GO:0016614 ~ oxidoreductase activity, acting on CH-OH group of donors | 20 | 2.387 | 1.68E-05 |
| GO:0005102 ~ receptor binding | 102 | 12.172 | 2.01E-05 |
| GO:0019838 ~ growth factor binding | 19 | 2.267 | 2.29E-05 |
| GO:0016616 ~ oxidoreductase activity, acting on the CH-OH group of donors, NAD or NADP as acceptor | 18 | 2.148 | 2.50E-05 |
| GO:0048037 ~ cofactor binding | 29 | 3.461 | 6.38E-05 |
| GO:0005198 ~ structural molecule activity | 61 | 7.279 | 6.94E-05 |
| GO:0050839 ~ cell adhesion molecule binding | 40 | 4.773 | 1.91E-04 |
| GO:0050840 ~ extracellular matrix binding | 10 | 1.193 | 6.37E-04 |
| GO:0072341 ~ modified amino acid binding | 11 | 1.313 | 1.31E-03 |
| GO:0055114 ~ oxidationreduction process | 89 | 10.621 | 1.78E-09 |
| GO:1901566 ~ organonitrogen compound biosynthetic process | 113 | 13.484 | 2.23E-09 |
| GO:0006364 ~ rRNA processing | 38 | 4.535 | 3.08E-09 |
| GO:0016072 ~ rRNA metabolic process | 38 | 4.535 | 6.25E-09 |
| GO:0006082 ~ organic acid metabolic process | 82 | 9.785 | 9.19E-09 |
| GO:0019752 ~ carboxylic acid metabolic process | 75 | 8.950 | 3.72E-08 |
| GO:0042594 ~ response to starvation | 26 | 3.103 | 3.78E-08 |
| GO:0043436 ~ oxoacid metabolic process | 75 | 8.950 | 4.80E-08 |
| GO:0009991 ~ response to extracellular stimulus | 48 | 5.728 | 6.31E-08 |
| GO:0006793 ~ phosphorus metabolic process | 202 | 24.105 | 1.03E-07 |
| GO:1903561 ~ extracellular vesicle | 202 | 24.105 | 4.68E-09 |
| GO:0043230 ~ extracellular organelle | 202 | 24.105 | 4.76E-09 |
| GO:0044421 ~ extracellular region part | 258 | 30.788 | 1.18E-08 |
| GO:0070062 ~ extracellular exosome | 199 | 23.747 | 1.45E-08 |
| GO:0031988 ~ membranebounded vesicle | 238 | 28.401 | 1.58E-07 |
| GO:0005829 ~ cytoso | 214 | 25.537 | 2.67E-05 |
| GO:0005576 ~ extracellular region | 278 | 33.174 | 2.82E-05 |
| GO:0031012 ~ extracellular matrix | 48 | 5.728 | 6.23E-05 |
| GO:0031967 ~ organelle envelope | 85 | 10.143 | 1.30E-04 |
| GO:0031975 ~ envelope | 85 | 10.143 | 1.52E-04 |
The top 10 most enriched GO terms are listed in terms for biological process, cellular component, and molecular function based on p-values.
Go annotation of predicted targets in menthol-flavored e-liquid.
| Term | Count | % | |
|---|---|---|---|
| GO:0016614 ~ oxidoreductase activity, acting on CH-OH group of donors | 15 | 2.560 | 1.32E-04 |
| GO:0016616 ~ oxidoreductase activity, acting on the CH-OH group of donors, NAD or NADP as acceptor | 13 | 2.218 | 3.79E-04 |
| GO:0005102 ~ receptor binding | 71 | 12.116 | 4.36E-04 |
| GO:0005509 ~ calcium ion binding | 40 | 6.826 | 9.26E-04 |
| GO:0050662 ~ coenzyme binding | 16 | 2.730 | 9.42E-04 |
| GO:0048037 ~ cofactor binding | 20 | 3.413 | 1.35E-03 |
| GO:0033764 ~ steroid dehydrogenase activity, acting on the CH-OH group of donors, NAD or NADP as acceptor | 6 | 1.024 | 1.50E-03 |
| GO:0016709 ~ oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen, NAD(P)H as one donor, and incorporation of one atom of oxygen | 7 | 1.195 | 2.36E-03 |
| GO:0016229 ~ steroid dehydrogenase activity | 6 | 1.024 | 2.85E-03 |
| GO:0047086 ~ ketosteroid monooxygenase activity | 3 | 0.512 | 3.02E-03 |
| GO:0010033 ~ response to organic substance | 153 | 26.109 | 9.81E-12 |
| GO:0070887 ~ cellular response to chemical stimulus | 145 | 24.744 | 2.20E-11 |
| GO:0009966 ~ regulation of signal transduction | 144 | 24.573 | 3.80E-10 |
| GO:0010646 ~ regulation of cell communication | 155 | 26.451 | 4.54E-10 |
| GO:0023051 ~ regulation of signaling | 156 | 26.621 | 7.93E-10 |
| GO:0071310 ~ cellular response to organic substance | 118 | 20.137 | 8.13E-09 |
| GO:1901700 ~ response to oxygen-containing compound | 88 | 15.017 | 1.07E-08 |
| GO:0023057 ~ negative regulation of signaling | 73 | 12.457 | 1.00E-07 |
| GO:0010647 ~ positive regulation of cell communication | 88 | 15.017 | 1.55E-07 |
| GO:0009968 ~ negative regulation of signal transduction | 68 | 11.604 | 1.77E-07 |
| GO:0044421 ~ extracellular region part | 196 | 33.447 | 2.19.E-10 |
| GO:0005576 ~ extracellular region | 214 | 36.519 | 5.55.E-08 |
| GO:1903561 ~ extracellular vesicle | 142 | 24.232 | 4.58.E-07 |
| GO:0043230 ~ extracellular organelle | 142 | 24.232 | 4.63.E-07 |
| GO:0070062 ~ extracellular exosome | 141 | 24.061 | 5.74.E-07 |
| GO:0031988 ~ membrane bounded vesicle | 167 | 28.498 | 5.72.E-06 |
| GO:0005578 ~ proteinaceous extracellular matrix | 28 | 4.778 | 1.11.E-04 |
| GO:0005615 ~ extracellular space | 74 | 12.628 | 3.42.E-04 |
| GO:0005829 ~ cytosol | 148 | 25.256 | 5.52.E-04 |
| GO:0031012 ~ extracellular matrix | 33 | 5.631 | 1.24.E-03 |
The top 10 most enriched GO terms are listed in terms for biological process, cellular component, and molecular function based on p-values.
List of top 20 up and down regulated transcripts in tobacco-flavored e-liquids.
| Gene name | HGNC. ID | Full description of the gene | Fold change (log2) | |
|---|---|---|---|---|
| CYP4F3 | 2646 | Cytochrome P450 family 4 subfamily F member 3 | 7.342 | 0.002 |
| HKDC1 | 23302 | Hexokinase domain containing 1 | 6.075 | 0.000 |
| IL1RL1 | 5998 | Interleukin 1 receptor like 1 | 5.059 | 0.000 |
| SLC7A11 | 11059 | Solute carrier family 7 member 11 | 5.024 | 0.000 |
| AKR1C1 | 384 | Aldo–keto reductase family 1 member C1 | 4.896 | 0.000 |
| MCTP1 | 26183 | Multiple C2 and transmembrane domain containing 1 | 4.889 | 0.000 |
| KIAA0319 | 21580 | KIAA0319 | 4.870 | 0.000 |
| PTGS2 | 9605 | Prostaglandin-endoperoxide synthase 2 | 4.831 | 0.000 |
| TRIM36 | 16280 | Tripartite motif containing 36 | 4.830 | 0.000 |
| RORA | 10258 | RAR related orphan receptor A | 4.775 | 0.000 |
| FOSB | 3797 | FosB proto-oncogene, AP-1 transcription factor subunit | 4.734 | 0.002 |
| KRT34 | 6452 | Keratin 34 | 4.648 | 0.001 |
| RRAGD | 19903 | Ras related GTP binding D | 4.603 | 0.000 |
| NEFM | 7734 | Neurofilament, medium polypeptide | 4.591 | 0.000 |
| MYEF2 | 17940 | Myelin expression factor 2 | 4.407 | 0.000 |
| UNC13A | 23150 | Unc-13 homolog A | 4.402 | 0.000 |
| RASD1 | 15828 | Ras related dexamethasone induced 1 | 4.394 | 0.001 |
| CXCL8 | 6025 | C-X-C motif chemokine ligand 8 | 4.276 | 0.000 |
| MAP1B | 6838 | Microtubule associated protein 1B | 4.264 | 0.000 |
| CYP1A1 | 2595 | Cytochrome P450 family 1 subfamily A member 1 | 4.173 | 0.000 |
| INPP5D | 6079 | Inositol polyphosphate-5-phosphatase D | − 6.157 | 0.000 |
| CA9 | 1383 | Carbonic anhydrase 9 | − 5.774 | 0.000 |
| HPDL | 28242 | 4-hydroxyphenylpyruvate dioxygenase like | − 5.386 | 0.000 |
| PRODH | 9453 | Proline dehydrogenase 1 | − 4.630 | 0.000 |
| MMP28 | 14366 | Matrix metallopeptidase 28 | − 4.610 | 0.001 |
| LRFN1 | 29290 | Leucine rich repeat and fibronectin type III domain containing 1 | − 4.533 | 0.000 |
| ZNF488 | 23535 | Zinc finger protein 488 | − 4.431 | 0.000 |
| NKPD1 | 24739 | NTPase, KAP family P-loop domain containing 1 | − 4.395 | 0.000 |
| KANK4 | 27263 | KN motif and ankyrin repeat domains 4 | − 4.277 | 0.000 |
| CDH8 | 1767 | Cadherin 8 | − 4.230 | 0.001 |
| HBQ1 | 4833 | Hemoglobin subunit theta 1 | − 4.228 | 0.000 |
| PLCB2 | 9055 | Phospholipase C beta 2 | − 4.159 | 0.000 |
| KRT81 | 6458 | Keratin 81 | − 4.065 | 0.000 |
| PYCRL | 25846 | Pyrroline-5-carboxylate reductase-like | − 4.056 | 0.000 |
| RDH16 | 29674 | Retinol dehydrogenase 16 (all-trans) | − 4.052 | 0.000 |
| STEAP3 | 24592 | STEAP3 metalloreductase | − 4.030 | 0.000 |
| ID1 | 5360 | INHIBITOR of DNA binding 1, HLH protein | − 3.948 | 0.000 |
| GCK | 4195 | Glucokinase | − 3.933 | 0.000 |
| KRT7 | 6445 | Keratin 7 | − 3.910 | 0.000 |
| LARGE2 | 16522 | LARGE xylosyl- and glucuronyltransferase 2 | − 3.879 | 0.000 |
List of top 20 up and down regulated transcripts in menthol-flavored e-liquids.
| Gene name | HGNC. ID | Full description of the gene | Fold change (log2) | |
|---|---|---|---|---|
| CRYAB | 2389 | Crystallin alpha B | 7.798 | 0.001 |
| MMP1 | 7155 | Matrix metallopeptidase 1 | 7.435 | 0.000 |
| AKR1C1 | 384 | Aldo–keto reductase family 1 member C1 | 7.430 | 0.000 |
| HSPA6 | 5239 | Heat shock protein family A (Hsp70) member 6 | 7.341 | 0.000 |
| IL24 | 11346 | Interleukin 24 | 6.707 | 0.000 |
| HKDC1 | 23302 | Hexokinase domain containing 1 | 6.501 | 0.000 |
| ARC | 648 | Activity regulated cytoskeleton associated protein | 6.477 | 0.000 |
| CYP4F3 | 2646 | Cytochrome P450 family 4 subfamily F member 3 | 6.443 | 0.002 |
| HMOX1 | 5013 | Heme oxygenase 1 | 6.028 | 0.000 |
| LCP1 | 6528 | Lymphocyte cytosolic protein 1 | 5.995 | 0.000 |
| CCL26 | 10625 | C–C motif chemokine ligand 26 | 5.977 | 0.001 |
| IL1RL1 | 5998 | Interleukin 1 receptor like 1 | 5.890 | 0.000 |
| NEFM | 7734 | Neurofilament, medium polypeptide | 5.699 | 0.000 |
| SDCBP2 | 15756 | Syndecan binding protein 2 | 5.233 | 0.000 |
| RASD1 | 15828 | Ras related dexamethasone induced 1 | 5.226 | 0.000 |
| EFR3B | 29155 | EFR3 homolog B | 4.903 | 0.001 |
| CLU | 2095 | Clusterin | 4.697 | 0.000 |
| MAP1B | 6836 | Microtubule associated protein 1B | 4.591 | 0.000 |
| AKR1B10 | 382 | Aldo–keto reductase family 1 member B10 | 4.563 | 0.000 |
| SLC7A11 | 11059 | Solute carrier family 7 member 11 | 4.467 | 0.000 |
| CA9 | 1383 | Carbonic anhydrase 9 | − 6.849 | 0.001 |
| INPP5D | 6079 | Inositol polyphosphate-5-phosphatase D | − 6.456 | 0.000 |
| PLCB2 | 9055 | Phospholipase C beta 2 | − 4.747 | 0.000 |
| PADI3 | 18337 | Peptidyl arginine deiminase 3 | − 4.680 | 0.001 |
| MXRA5 | 7539 | Matrix remodeling associated 5 | − 4.641 | 0.001 |
| RDH16 | 29674 | Retinol dehydrogenase 16 (all-trans) | − 4.583 | 0.001 |
| ALDH3B2 | 411 | Aldehyde dehydrogenase 3 family member B2 | − 4.395 | 0.002 |
| MX2 | 7533 | MX dynamin like GTPase 2 | − 4.356 | 0.000 |
| HAGHL | 14177 | Hydroxyacylglutathione hydrolase-like | − 4.279 | 0.000 |
| RARRES3 | 9869 | Retinoic acid receptor responder 3 | − 4.273 | 0.000 |
| MAMDC4 | 24083 | MAM domain containing 4 | − 4.257 | 0.000 |
| CAPS | 1487 | Calcyphosine | − 4.245 | 0.000 |
| IFITM1 | 5412 | Interferon induced transmembrane protein 1 | − 4.207 | 0.000 |
| HBQ1 | 4833 | Hemoglobin subunit theta 1 | − 4.162 | 0.000 |
| CDH8 | 1767 | Cadherin 8 | − 4.114 | 0.001 |
| PRODH | 9453 | Proline dehydrogenase 1 | − 4.113 | 0.000 |
| SDK2 | 19308 | Sidekick cell adhesion molecule 2 | − 4.085 | 0.001 |
| MMP28 | 14366 | Matrix metallopeptidase 28 | − 4.084 | 0.000 |
| CYP24A1 | 2602 | Cytochrome P450 family 24 subfamily A member 1 | − 4.082 | 0.000 |
| SOX18 | 11194 | SRY-box 18 | − 4.063 | 0.000 |
Figure 4Direct signaling pathways, cell processes and disease-related signaling pathways among the upregulated and downregulated genes identified in response to tobacco-flavored e-liquid. Genes with red shading are upregulated, and genes with blue shading are downregulated. The genes that showed high connectivity in the pathways included IL6 (interleukin 6), PTGS2 (prostaglandin-endoperoxide synthase 2), CXCL8 (C-X-C motif chemokine ligand 8), JUN (Jun proto-oncogene), FOS (Fos proto-oncogene), and TP53 (tumor protein 53). Among these genes, IL6, PTGS2 and CXCL8 are involved in inflammatory pathways, and JUN, FOS, and TP53 are transcription factors associated with numerous interactions. Cell processes and diseases related to inflammation (red rectangle), carcinogenesis (blue rectangle), oxidative stress (orange rectangle), lung disease (brown rectangle) and arterial disease (purple rectangle) showed numerous relationships in the biological signaling networks among the DEGs of the tobacco-flavored e-liquid-treated group. Schematic legends are located on the left side of the figure. Up- and downregulated genes are highlighted with red and blue, respectively.
Figure 5Direct signaling pathways, cell processes and disease-related signaling pathways among the upregulated and downregulated genes identified in response to menthol-flavored e-liquid. Genes with red shading are upregulated, and genes with blue shading are downregulated. MMP9 (matrix metallopeptidase 9), PTGS2 (prostaglandin-endoperoxide synthase 2), MYC (MYC proto-oncogene, bHLH transcription factor), HMOX1 (heme oxygenase 1), NOS3 (nitric oxide synthase 3), and CAV1 (caveolin 1) were predicted as key genes of the direct signaling pathways among the DEGs following menthol-flavored e-liquid exposure. Cell processes and diseases related to cancer (blue rectangle), inflammation (red rectangle), oxidative stress (green rectangle), tissue fibrosis (orange rectangle) and cardiovascular disease (purple rectangle) showed numerous relationships in the biological signaling networks among the DEGs of the menthol-flavored e-liquid-treated group. Schematic legends are located on the left side of the figure. Up- and downregulated genes are highlighted with red and blue, respectively.
Figure 6Tobacco-flavored e-liquid-induced genes validated by quantitative real-time polymerase chain reaction (qRT-PCR). In accordance with the RNA sequencing results, the mRNA expression levels of IL6, PTGS2, FOS, CXCL8, and JUN were increased, whereas that of TP53 was decreased.