Table 3.
Genes for which DNA methylation levels were hallmarks for Clusters I, II and III in the learning cohort
(A) Hallmark genes for Cluster I | |||||||||
---|---|---|---|---|---|---|---|---|---|
Target ID 1 | Chrom2 | Position3 | Gene symbol | DNA methylation level in non-cancerous lung tissue (N) samples4 (mean ± SD) | p-Value of Welch's t-test (I vs. II and III)5 | Δβ (I-II and III)6 | p-Value of Jonckheere–Terpstra trend test in I7 | ||
Cluster I | Cluster II | Cluster III | |||||||
cg20249919 | 15 | 102,029,706 | PCSK6 | 0.091 ± 0.188 | −0.047 ± 0.109 | −0.070 ± 0.125 | 9.28 × 10−5 | 0.153 | 6.51 × 10−4 (Hyper) |
cg23349790 | 1 | 18,434,576 | IGSF21 | 0.114 ± 0.133 | −0.011 ± 0.111 | −0.032 ± 0.108 | 2.41 × 10−6 | 0.139 | 4.43 × 10−9 (Hyper) |
cg22285621 | 11 | 67,071,322 | SSH3 | 0.103 ± 0.116 | −0.031 ± 0.075 | −0.033 ± 0.082 | 2.32 × 10−7 | 0.136 | 3.69 × 10−7 (Hyper) |
cg15433631 | 5 | 2,751,541 | IRX2 | 0.123 ± 0.083 | −0.007 ± 0.073 | 0.000 ± 0.070 | 8.88 × 10−10 | 0.125 | 6.60 × 10−8 (Hyper) |
cg21949305 | 22 | 24,828,655 | ADORA2A,CYTSA | 0.109 ± 0.053 | −0.015 ± 0.040 | −0.010 ± 0.052 | 2.91 × 10−15 | 0.121 | 0 (Hyper) |
cg10942056 | 1 | 223,101,848 | DISP1 | 0.095 ± 0.059 | −0.027 ± 0.039 | −0.026 ± 0.048 | 1.59 × 10−13 | 0.121 | 4.05 × 10−13 (Hyper) |
cg15149645 | 16 | 28,550,619 | NUPR1 | 0.090 ± 0.067 | −0.023 ± 0.044 | −0.033 ± 0.058 | 7.39 × 10−12 | 0.12 | 1.36 × 10−12 (Hyper) |
cg06954481 | 2 | 237,076,497 | GBX2 | 0.096 ± 0.111 | −0.012 ± 0.051 | −0.029 ± 0.052 | 1.02 × 10−6 | 0.119 | 1.25 × 10−7 (Hyper) |
cg21250978 | 7 | 106,684,541 | PRKAR2B | 0.088 ± 0.060 | −0.026 ± 0.044 | −0.031 ± 0.056 | 4.25 × 10−13 | 0.118 | 6.13 × 10−9 (Hyper) |
cg22418909 | 8 | 41,166,738 | SFRP1 | 0.091 ± 0.082 | −0.023 ± 0.055 | −0.029 ± 0.052 | 2.38 × 10−9 | 0.118 | 1.22 × 10−10 (Hyper) |
cg26200585 | 19 | 40,919,245 | PRX | 0.099 ± 0.059 | −0.019 ± 0.040 | −0.019 ± 0.054 | 2.44 × 10−13 | 0.118 | 0 (Hyper) |
cg24396745 | 15 | 73,660,614 | HCN4 | 0.096 ± 0.098 | −0.022 ± 0.073 | −0.015 ± 0.089 | 3.31 × 10−7 | 0.114 | 1.96 × 10−8 (Hyper) |
cg04330449 | 5 | 134,871,166 | NEUROG1 | 0.098 ± 0.080 | −0.001 ± 0.061 | −0.019 ± 0.051 | 5.89 × 10−9 | 0.111 | 1.08 × 10−13 (Hyper) |
cg19589427 | 1 | 173,019,720 | TNFSF18 | 0.076 ± 0.073 | −0.036 ± 0.039 | −0.032 ± 0.051 | 9.08 × 10−10 | 0.11 | 7.78 × 10−10 (Hyper) |
cg16731240 | 19 | 52,391,250 | ZNF577 | 0.090 ± 0.105 | −0.015 ± 0.072 | −0.022 ± 0.061 | 1.87 × 10−6 | 0.11 | 0 (Hyper) |
cg03544320 | 4 | 5,894,691 | CRMP1 | 0.088 ± 0.108 | −0.016 ± 0.105 | −0.022 ± 0.101 | 7.22 × 10−6 | 0.108 | 1.61 × 10−10 (Hyper) |
cg12864235 | 5 | 27,038,782 | CDH9 | 0.092 ± 0.059 | −0.011 ± 0.037 | −0.018 ± 0.040 | 3.56 × 10−12 | 0.108 | 2.37 × 10−13 (Hyper) |
cg15898840 | 7 | 45,960,834 | IGFBP3 | 0.102 ± 0.095 | −0.001 ± 0.052 | −0.008 ± 0.058 | 4.67 × 10−7 | 0.107 | 2.02 × 10−8 (Hyper) |
cg08044694 | 19 | 15,391,927 | BRD4 | 0.068 ± 0.072 | −0.029 ± 0.034 | −0.044 ± 0.042 | 1.55 × 10−9 | 0.107 | 1.76 × 10−8 (Hyper) |
cg03734874 | 14 | 105,071,382 | TMEM179 | 0.099 ± 0.068 | 0.001 ± 0.056 | −0.012 ± 0.055 | 3.06 × 10−10 | 0.106 | 4.39 × 10−13 (Hyper) |
cg10599444 | 14 | 23,305,941 | MMP14 | 0.064 ± 0.065 | −0.039 ± 0.040 | −0.044 ± 0.056 | 8.35 × 10−11 | 0.106 | 7.42 × 10−7 (Hyper) |
cg24133115 | 6 | 166,075,520 | PDE10A | 0.096 ± 0.071 | −0.007 ± 0.054 | −0.010 ± 0.046 | 1.50 × 10−9 | 0.105 | 9.66 × 10−10 (Hyper) |
cg12594641 | 2 | 150,187,223 | LYPD6 | 0.111 ± 0.064 | 0.011 ± 0.071 | 0.004 ± 0.061 | 1.05 × 10−10 | 0.105 | 6.56 × 10−7 (Hyper) |
cg05724065 | 7 | 56,160,528 | PHKG1 | 0.082 ± 0.053 | −0.017 ± 0.029 | −0.026 ± 0.044 | 3.01 × 10−13 | 0.105 | 4.43 × 10−11 (Hyper) |
cg19466563 | 4 | 88,450,506 | SPARCL1 | 0.081 ± 0.053 | −0.018 ± 0.027 | −0.027 ± 0.042 | 4.93 × 10−13 | 0.104 | 0 (Hyper) |
cg24433189 | 16 | 1,128,689 | SSTR5 | 0.092 ± 0.056 | −0.005 ± 0.052 | −0.015 ± 0.064 | 2.58 × 10−12 | 0.104 | 9.78 × 10−9 (Hyper) |
cg24453664 | 11 | 33,758,413 | CD59 | 0.069 ± 0.066 | −0.031 ± 0.033 | −0.036 ± 0.046 | 3.23 × 10−10 | 0.103 | 9.78 × 10−9 (Hyper) |
cg26609631 | 13 | 28,366,814 | GSX1 | 0.077 ± 0.081 | −0.025 ± 0.063 | −0.026 ± 0.057 | 4.72 × 10−8 | 0.103 | 1.73 × 10−11 (Hyper) |
cg10604646 | 1 | 163,172,649 | RGS5 | 0.086 ± 0.041 | −0.029 ± 0.059 | −0.009 ± 0.060 | 4.09 × 10−17 | 0.102 | 2.68 × 10−14 (Hyper) |
cg03355526 | 5 | 178,368,415 | ZNF454 | 0.073 ± 0.070 | −0.024 ± 0.043 | −0.030 ± 0.061 | 2.48 × 10−9 | 0.101 | 9.13 × 10−13 (Hyper) |
cg27096144 | 5 | 174,151,779 | MSX2 | 0.074 ± 0.078 | −0.020 ± 0.054 | −0.030 ± 0.056 | 3.60 × 10−8 | 0.101 | 2.11 × 10−7 (Hyper) |
cg15520279 | 2 | 176,995,088 | HOXD8 | 0.095 ± 0.083 | 0.008 ± 0.048 | −0.013 ± 0.046 | 1.06 × 10−7 | 0.1 | 1.30 × 10−13 (Hyper) |
cg11733245 | 10 | 6,104,312 | IL2RA | −0.112 ± 0.066 | −0.001 ± 0.028 | −0.016 ± 0.050 | 5.58 × 10−10 | −0.101 | 8.03 × 10−13 (Hypo) |
cg22325572 | 1 | 111,416,181 | CD53 | −0.102 ± 0.062 | 0.013 ± 0.035 | −0.007 ± 0.048 | 9.63 × 10−11 | −0.102 | 3.52 × 10−12 (Hypo) |
cg15691199 | 14 | 23,589,419 | CEBPE | −0.102 ± 0.061 | 0.006 ± 0.033 | −0.003 ± 0.052 | 4.72 × 10−11 | −0.102 | 1.33 × 10−9 (Hypo) |
cg16927606 | 19 | 36,233,324 | U2AF1L4 | −0.086 ± 0.048 | 0.013 ± 0.028 | 0.018 ± 0.044 | 3.10 × 10−14 | −0.103 | 1.79 × 10−8 (Hypo) |
cg16240480 | 1 | 236,557,473 | EDARADD | −0.128 ± 0.064 | −0.005 ± 0.039 | −0.030 ± 0.049 | 7.69 × 10−11 | −0.106 | 1.59 × 10−9 (Hypo) |
cg05596756 | 12 | 47,610,220 | FAM113B | −0.102 ± 0.060 | 0.009 ± 0.029 | 0.016 ± 0.047 | 8.28 × 10−13 | −0.116 | 1.53 × 10−10 (Hypo) |
cg08040471 | 17 | 80,407,779 | C17orf62 | −0.116 ± 0.067 | 0.008 ± 0.036 | 0.004 ± 0.047 | 6.99 × 10−12 | −0.121 | 5.63 × 10−11 (Hypo) |
cg20622019 | 20 | 43,279,793 | ADA | −0.108 ± 0.072 | 0.020 ± 0.043 | 0.012 ± 0.042 | 3.92 × 10−11 | −0.123 | 1.56 × 10−13 (Hypo) |
cg05109049 | 17 | 29,641,333 | EVI2B | −0.141 ± 0.081 | 0.007 ± 0.050 | −0.020 ± 0.063 | 1.98 × 10−10 | −0.13 | 2.31 × 10−14 (Hypo) |
cg07973967 | 17 | 62,009,607 | CD79B | −0.125 ± 0.061 | 0.016 ± 0.047 | 0.002 ± 0.056 | 2.00 × 10−14 | −0.132 | 2.81 × 10−11 (Hypo) |
(B) Hallmark genes for Cluster II | |||||||||
---|---|---|---|---|---|---|---|---|---|
Target ID8 | Chrom9 | Position10 | Gene symbol | DNA methylation level in non-cancerous lung tissue (N) samples11 (mean ± SD) | p-value of Welch's t-test (II vs. I and III)12 | Δβ (II-I and III) 13 | p-value of Jonckheere–Terpstra trend test in II14 | ||
Cluster I | Cluster II | Cluster III | |||||||
cg14074641 | 16 | 48,181,753 | ABCC12 | −0.002 ± 0.091 | 0.025 ± 0.054 | −0.109 ± 0.105 | 1.01 × 10−10 | 0.101 | 7.05 × 10−2 (Hyper) |
(C) Hallmark genes for Cluster III | |||||||||
---|---|---|---|---|---|---|---|---|---|
Target ID 15 | Chrom16 | Position17 | Gene symbol | DNA methylation level in non-cancerous lung tissue (N) samples18 (mean ± SD) | p-Value of Welch's t-test (III vs. I and II)19 | Δβ (III-I and II) 20 | p-Value of Jonckheere–Terpstra trend test in III21 | ||
Cluster I | Cluster II | Cluster III | |||||||
cg26606064 | 11 | 125,439,070 | EI24 | 0.020 ± 0.083 | 0.008 ± 0.064 | 0.115 ± 0.105 | 8.57 × 10−10 | 0.101 | 2.36 × 10−2 (Hyper) |
cg17872476 | 10 | 114,205,654 | VTI1A | −0.034 ± 0.091 | −0.035 ± 0.060 | −0.137 ± 0.120 | 1.61 × 10−8 | −0.102 | 1.51 × 10−2 (Hypo) |
cg21063899 | 13 | 78,109,801 | SCEL | 0.033 ± 0.088 | 0.013 ± 0.054 | −0.081 ± 0.086 | 3.06 × 10−12 | −0.103 | 1.47 × 10−9 (Hypo) |
cg14074641 | 16 | 48,181,753 | ABCC12 | −0.002 ± 0.091 | 0.025 ± 0.054 | −0.109 ± 0.105 | 1.40 × 10−12 | −0.121 | 2.44 × 10−1 (Hypo) |
Probe ID for the Infinium HumanMethylation27 Bead Array.
Chromosome.
National Center for Biotechnology Information (NCBI) Database (Genome Build 37).
ΔβN-averageC.
Average βN–C in Cluster I versus average βN–C in Clusters II and III. Such p values were calculated to reveal the hallmark genes of Cluster I that showed DNA methylation statuses significantly different in their N samples in comparison with N samples from other clusters (Clusters II and III).
Average βN–C in Cluster I minus average βN–C in Clusters II and III. If Δβ (I-II and III) was more than 0.1, N samples in Cluster I were considered to show DNA hypermethylation relative to N samples in other clusters, and if Δβ (I-II and III) was less than −0.1, N samples in Cluster I were considered to show DNA hypomethylation relative to N samples in other clusters.
Stepwise DNA hypermethylation (Hyper) and hypomethylation (Hypo) from normal lung tissue samples to N samples, and then to tumorous tissue samples in Cluster I.
Probe ID for the Infinium HumanMethylation27 Bead Array.
Chromosome.
National Center for Biotechnology Information (NCBI) Database (Genome Build 37).
Δβ N-averageC.
Average βN–C in Cluster II versus average βN–C in Clusters I and III. Such p value was calculated to reveal the hallmark gene of Cluster II that showed DNA methylation status significantly different in their N samples in comparison with N samples from other clusters (Clusters I and III).
Average βN–C in Cluster II minus average βN–C in Clusters I and III. If Δβ (II−I and III) was more than 0.1, N samples in Cluster II were considered to show DNA hypermethylation relative to N samples in other clusters.
Stepwise DNA hypermethylation (Hyper) and hypomethylation (Hypo) from normal lung tissue samples to N samples, and then to tumorous tissue samples in Cluster II.
Probe ID for the Infinium HumanMethylation27 Bead Array.
Chromosome.
National Center for Biotechnology Information (NCBI) Database (Genome Build 37).
Δβ N-averageC.
Average βN–C in Cluster III versus average βN–C in Clusters I and II. Such p values were calculated to reveal the hallmark gene of Cluster III that showed DNA methylation statuses significantly different in their N samples in comparison with N samples from other clusters (Clusters I and II).
Average βN–C in Cluster III minus average βN–C in Clusters I and II. If Δβ (III-I and II) was more than 0.1, N samples in Cluster III were considered to show DNA hypermethylation relative to N samples in other clusters and if Δβ (III-I and II) was less than −0.1, N samples in Cluster III were considered to show DNA hypomethylation relative to N samples in other clusters.
Stepwise DNA hypermethylation (Hyper) and hypomethylation (Hypo) from normal lung tissue samples to N samples, and then to tumorous tissue samples in Cluster III.