Background
Results
Identification of DNA methylation-driven genes
Characteristic | Total |
---|---|
Cohort sizea | 500 |
Mean age, years | 61.01 ± 6.823 |
T stage | |
pT2a | 13 (2.6%) |
pT2b | 10 (2%) |
pT2c | 165 (33%) |
pT3a | 159 (31.8%) |
pT3b | 136 (27.2%) |
pT4 | 10 (2%) |
Unknown | 7 (1.4%) |
N stage | |
N0 | 348 (69.6%) |
N1 | 79 (15.8%) |
Unknown | 73 (14.6%) |
Gene | Normal mean | Tumor mean | Log FC | p value | Adjust p | Cor | Cor p value |
---|---|---|---|---|---|---|---|
Top 10 hypomethylated genes | |||||||
TAF1D | 0.298851771 | 0.17046481 | − 0.809956148 | 5.12E−22 | 1.61E−19 | − 0.515133904 | 3.62E−35 |
TMEM87A | 0.36898334 | 0.219989007 | − 0.746124244 | 2.40E−22 | 7.57E−20 | − 0.415783216 | 2.80E−22 |
KLK2 | 0.42230197 | 0.252663444 | − 0.741058027 | 2.34E−25 | 7.36E−23 | − 0.424469057 | 3.03E−23 |
MARS | 0.661117252 | 0.407190703 | − 0.69920154 | 2.88E−18 | 9.08E−16 | − 0.402813221 | 6.87E−21 |
SLC10A5 | 0.682378547 | 0.421046571 | -0.696592477 | 1.19E−16 | 3.76E−14 | − 0.320114016 | 2.36E−13 |
KLK3 | 0.528659515 | 0.348234132 | − 0.602281232 | 2.38E−22 | 7.50E−20 | − 0.352378214 | 4.92E−16 |
MPC2 | 0.847716806 | 0.573604393 | − 0.563526315 | 3.24E−22 | 1.02E−19 | − 0.509873152 | 2.25E−34 |
ALDH1A3 | 0.390659331 | 0.266302408 | − 0.552845598 | 6.96E−20 | 2.19E−17 | − 0.500862763 | 4.78E−33 |
CLDN8 | 0.556942422 | 0.387056997 | − 0.524982157 | 1.24E−14 | 3.91E−12 | − 0.339347771 | 6.50E−15 |
PMEPA1 | 0.427234317 | 0.301507194 | − 0.50283511 | 1.93E−21 | 6.07E−19 | − 0.559861766 | 1.65E−42 |
Top 10 hypermethylated genes | |||||||
HIST1H2BH | 0.073047 | 0.264894 | 1.858512 | 1.40E−15 | 4.41E−13 | − 0.37138 | 9.15E−18 |
FAM200A | 0.052277 | 0.163374 | 1.643934 | 1.78E−18 | 5.60E−16 | − 0.32491 | 9.86E−14 |
ZFP36L2 | 0.101664 | 0.293078 | 1.527482 | 1.59E−13 | 5.02E−11 | − 0.47382 | 2.72E−29 |
WFDC2 | 0.125846 | 0.347072 | 1.463575 | 2.89E−24 | 9.09E−22 | − 0.46874 | 1.27E−28 |
SMIM10 | 0.169555 | 0.460955 | 1.44287 | 1.29E−18 | 4.06E−16 | − 0.52098 | 4.58E−36 |
RIPPLY2 | 0.06161 | 0.166659 | 1.435669 | 4.35E−23 | 1.37E−20 | − 0.33215 | 2.57E−14 |
RTP4 | 0.102519 | 0.273692 | 1.416666 | 4.91E−19 | 1.55E−16 | − 0.51074 | 1.67E−34 |
FBXO27 | 0.048294 | 0.126663 | 1.391093 | 3.13E−12 | 9.85E−10 | − 0.64419 | 7.67E−60 |
ZNF492 | 0.057359 | 0.147069 | 1.358401 | 3.63E−20 | 1.14E−17 | − 0.33472 | 1.58E−14 |
HPDL | 0.14249 | 0.356177 | 1.321732 | 5.48E−20 | 1.73E−17 | − 0.54417 | 8.31E−40 |
Gene ontology terms analysis of DNA methylation-driven genes obtained from TCGA database
Category | Term | Count | p value | Genes |
---|---|---|---|---|
BP | GO:0055114 ~ oxidation–reduction process | 25 | 2.13E−06 | STEAP4, ME3, OXA1L, GLUD1, DUOX1, PAH, HPDL, ALDH3A1, ALDH1A3, GPX3, HAAO, FASN, GPX7, DHCR24, FAXDC2, MAOB, CRYZ, CDO1, RDH5, CYBA, CYP27A1, AKR1B1, TMLHE, AOX1, CYBRD1 |
CC | GO:0070062 ~ extracellular exosome | 66 | 6.38E−06 | STEAP4, RARRES2, RPS2, SYNGR2, CANT1, GSTM2, DES, APOD, GPX3, LTF, PI15, ZDHHC1, BST2, CFTR, EEF2, CD40, CD38, KRT17, KRT15, TMEM106A, CYBRD1, HSPB1, SERPINB1, NEU1, CSTA, MFAP4, WFDC2, GSTP1, ACP5, PAH, CD74, B3GNT8, KRT5, ITGB8, KRT7, ALDH1A3, ENTPD5, FASN, RPL3, HAAO, ANGPTL1, RPL7A, MARS, BHMT2, S100A16, LGALS3, KLK2, KLK3, HIST1H2BH, MAOB, KLK1, CRYZ, ANXA2, PROM1, ORM1, ACSM1, C1ORF116, PKP1, PHB2, RAB34, AKR1B1, CAPG, AOX1, ALDH2, SLC46A3, PON3 |
MF | GO:0009055 ~ electron carrier activity | 7 | 0.001504105 | ACOX2, CYBA, AOX1, AKR1B1, MAOB, ALDH2, HAAO |
BP | GO:0000302 ~ response to reactive oxygen species | 5 | 0.0019364 | CYBA, APOD, GPX3, GPX7, GSTP1 |
MF | GO:0004030 ~ aldehyde dehydrogenase [NAD(P)+] activity | 3 | 0.002720156 | ALDH1A3, ALDH2, ALDH3A1 |
MF | GO:0004602 ~ glutathione peroxidase activity | 4 | 0.002838234 | GSTM2, GPX3, GPX7, GSTP1 |
BP | GO:0042178 ~ xenobiotic catabolic process | 3 | 0.003748861 | GSTM1, GSTM2, CRYZ |
BP | GO:0060349 ~ bone morphogenesis | 4 | 0.005820424 | SP5, LTF, ACP5, RIPPLY2 |
KEGG pathway analysis of DNA methylation-driven genes obtained from TCGA
Pathway | External_id | Members_input_overlap | p-value | q-value | Size |
---|---|---|---|---|---|
Drug metabolism—cytochrome P450 | hsa00982 | AOX1; GSTM1; GSTM2; ALDH3A1; MAOB; GSTP1; ALDH1A3 | 6.59E−05 | 0.003828899 | 70 |
Phenylalanine metabolism | hsa00360 | PAH; MAOB; ALDH3A1; ALDH1A3 | 9.23E−05 | 0.003828899 | 17 |
Histidine metabolism | hsa00340 | MAOB; ALDH3A1; ALDH2; ALDH1A3 | 0.000320403 | 0.008864472 | 23 |
Glutathione metabolism | hsa00480 | GSTM1; GSTM2; GPX3; GSTP1; GPX7 | 0.00114281 | 0.023713299 | 54 |
Tyrosine metabolism | hsa00350 | AOX1; ALDH3A1; ALDH1A3; MAOB | 0.001836818 | 0.030491186 | 36 |
Tryptophan metabolism | hsa00380 | MAOB; HAAO; ALDH2; AOX1 | 0.002722806 | 0.037665486 | 40 |
Metabolism of xenobiotics by cytochrome P450 | hsa00980 | GSTM1; GSTM2; ALDH3A1; GSTP1; ALDH1A3 | 0.00433977 | 0.051457275 | 74 |
Chemical carcinogenesis | hsa05204 | GSTM1; GSTM2; ALDH3A1; GSTP1; ALDH1A3 | 0.007094498 | 0.073605418 | 82 |
PPI network analysis of DNA methylation-driven genes
Validation of candidate hub DNA methylation-driven genes by the Gene Expression Omnibus (GEO) database
Gene ontology terms analysis of DNA methylation-driven genes obtained from GEO database
Gene set | Description | Size | Expect | Ratio | p value | FDR |
---|---|---|---|---|---|---|
GSE112047 | ||||||
GO:0045595 | Regulation of cell differentiation | 1699 | 28.866 | 2.1479 | 5.48E−09 | 0.0001 |
GO:0031012 | Extracellular matrix | 496 | 8.4271 | 3.3226 | 3.00E−08 | 0.0002 |
GO:0007155 | Cell adhesion | 1369 | 23.259 | 2.1067 | 5.21E−07 | 0.0016 |
GO:0061061 | Muscle structure development | 610 | 10.364 | 2.7982 | 6.40E−07 | 0.0016 |
GO:0030182 | Neuron differentiation | 1313 | 22.308 | 2.1069 | 9.19E−07 | 0.0016 |
GO:0005540 | Hyaluronic acid binding | 22 | 0.3738 | 16.052 | 1.3596E−06 | 0.0021 |
GO:2000026 | Regulation of multicellular organismal development | 1908 | 32.417 | 1.82 | 3.8179E−06 | 0.0046 |
GSE76938 | ||||||
GO:0043062 | Extracellular structure organization | 400 | 11.623 | 2.8392 | 7.43E−08 | 0 |
GO:0031012 | Extracellular matrix | 496 | 14.412 | 3.1223 | 1.20E−11 | 1.56E−08 |
GO:0021953 | Central nervous system neuron differentiation | 179 | 5.2012 | 4.2298 | 1.19E−08 | 7.73E−06 |
GO:0001505 | Regulation of neurotransmitter levels | 335 | 9.7341 | 2.9792 | 1.70E−07 | 0.0001 |
GO:0045165 | Cell fate commitment | 249 | 7.2352 | 3.3171 | 2.86E−07 | 0.0001 |
GO:1990351 | Transporter complex | 332 | 9.6469 | 2.9025 | 4.73E−07 | 0.0001 |
GO:0050769 | Positive regulation of neurogenesis | 447 | 12.989 | 2.5407 | 9.50E−07 | 0.0002 |
GO:0043025 | Neuronal cell body | 486 | 14.122 | 2.4076 | 2.17E−06 | 0.0004 |
GO:0005201 | Extracellular matrix structural constituent | 158 | 4.591 | 3.7029 | 3.55E−06 | 0.0005 |
GO:0042391 | Regulation of membrane potential | 414 | 12.03 | 2.4938 | 4.34E−06 | 0.0005 |
KEGG pathway analysis of DNA methylation-driven genes obtained from GEO
Gene set | Description | Size | Expect | Ratio | p value | FDR |
---|---|---|---|---|---|---|
GSE112047 | ||||||
hsa04728 | Dopaminergic synapse | 131 | 2.3422 | 3.8426 | 0.0005 | 0.1734 |
hsa05033 | Nicotine addiction | 40 | 0.7152 | 5.5931 | 0.0054 | 0.5917 |
hsa05031 | Amphetamine addiction | 68 | 1.2158 | 4.1126 | 0.0072 | 0.5917 |
hsa05146 | Amoebiasis | 96 | 1.7164 | 3.4957 | 0.0073 | 0.5917 |
hsa04512 | ECM-receptor interaction | 82 | 1.4661 | 3.4104 | 0.0154 | 0.8913 |
hsa05323 | Rheumatoid arthritis | 90 | 1.6091 | 3.1073 | 0.0222 | 0.8913 |
hsa00604 | Glycosphingolipid biosynthesis | 15 | 0.2682 | 7.4574 | 0.0286 | 0.8913 |
hsa04933 | AGE-RAGE signaling pathway in diabetic complications | 99 | 1.77 | 2.8248 | 0.0318 | 0.8913 |
hsa00380 | Tryptophan metabolism | 40 | 0.7152 | 4.1948 | 0.0341 | 0.8913 |
hsa00360 | Phenylalanine metabolism | 17 | 0.3039 | 6.5801 | 0.0362 | 0.8913 |
GSE76938 | ||||||
hsa05033 | Nicotine addiction | 40 | 1.1993 | 9.1721 | 1.47E−08 | 4.8E−06 |
hsa05032 | Morphine addiction | 91 | 2.7284 | 4.7647 | 2.68E−06 | 0.0004 |
hsa04723 | Retrograde endocannabinoid signaling | 148 | 4.4374 | 3.3804 | 0 | 0.0029 |
hsa04933 | AGE-RAGE signaling pathway in diabetic complications | 99 | 2.9682 | 4.0428 | 0 | 0.0029 |
hsa04080 | Neuroactive ligand-receptor interaction | 277 | 8.305 | 2.5286 | 0.0001 | 0.0051 |
hsa05146 | Amoebiasis | 96 | 2.8783 | 3.8217 | 0.0001 | 0.007 |
hsa04727 | GABAergic synapse | 88 | 2.6384 | 3.7901 | 0.0003 | 0.013 |
hsa04728 | Dopaminergic synapse | 131 | 3.9277 | 3.0553 | 0.0005 | 0.0191 |
hsa05144 | Malaria | 49 | 1.4691 | 4.7647 | 0.0006 | 0.0191 |
hsa04724 | Glutamatergic synapse | 114 | 3.418 | 3.2183 | 0.0006 | 0.0191 |