Copyright
©The Author(s) 2020.
World J Gastroenterol. Feb 14, 2020; 26(6): 670-685
Published online Feb 14, 2020. doi: 10.3748/wjg.v26.i6.670
Published online Feb 14, 2020. doi: 10.3748/wjg.v26.i6.670
Table 1 Comparison of baseline data
Factors | Normal group (n = 50) | Patient group (n = 78) | t / χ2 | P value |
Gender | 0.161 | 0.688 | ||
Male | 30 (60.00) | 44 (56.41) | ||
Female | 20 (40.00) | 34 (43.59) | ||
Age (yr) | 60.4 ± 4.8 | 58.7 ± 5.4 | 0.310 | 0.757 |
Smoking history | 0.295 | 0.587 | ||
Yes | 30 (60.00) | 43 (55.13) | ||
No | 20 (40.00) | 35 (44.87) | ||
History of alcoholism | 0.081 | 0.776 | ||
Yes | 8 (16.00) | 14 (17.95) | ||
No | 42 (84.00) | 64 (82.05) | ||
Location | ||||
The upper thoracic area | 19 (24.36) | |||
The middle thoracic area | 34 (43.59) | |||
The lower thoracic area | 25 (32.05) | |||
Tumor size | ||||
≥ 3 cm | 45 (57.69) | |||
< 3 cm | 33 (42.31) | |||
Differentiation | ||||
Low differentiation | 25 (32.05) | |||
Moderate + high differentiation | 53 (67.95) | |||
TNM stage | ||||
Stage I | 27 (34.62) | |||
Stage II + III | 51 (65.38) |
Table 2 Relationship between miR-1304 and pathological data
Factors | High expression (n = 39) | Low expression (n = 39) | χ2 | P value |
Gender | 0.834 | 0.361 | ||
Male (n = 44) | 20 (51.28) | 24 (61.54) | ||
Female (n = 34) | 19 (48.72) | 15 (38.46) | ||
Age (yr) | 0.821 | 0.365 | ||
≥ 60 (n = 38) | 17 (43.59) | 21 (53.85) | ||
< 60 (n = 40) | 22 (56.41) | 18 (46.15) | ||
Lesion location | 1.523 | 0.467 | ||
The upper thoracic area (n = 19) | 10 (25.64) | 9 (23.08) | ||
The middle thoracic area (n = 34) | 19 (48.72) | 15 (38.46) | ||
The lower thoracic area (n = 25) | 10 (25.64) | 15 (38.46) | ||
Tumor size | 6.356 | 0.001 | ||
≥ 3 cm (n = 45) | 28 (71.79) | 17 (43.59) | ||
< 3 cm (n = 33) | 11 (28.21) | 22 (56.41) | ||
Differentiation | 4.768 | 0.029 | ||
Low differentiation (n = 25) | 17 (43.59) | 8 (20.51) | ||
Moderate + high differentiation (n = 53) | 22 (56.41) | 31 (79.49) | ||
TNM stage | 6.854 | 0.009 | ||
Stage I (n = 27) | 8 (20.51) | 19 (48.72) | ||
Stage II + III (n = 51) | 31 (79.49) | 20 (51.28) |
Table 3 Receiver operating characteristic parameters
Parameters | AUC | 95%CI | P value | Sensitivity (%) | Specificity (%) | Cut-off |
Tumor size | 0.710 | 0.591-0.829 | 0.002 | 42.42 | 95.56 | < 1.158 |
Differentiation | 0.773 | 0.665-0.881 | 0.001 | 77.36 | 68.00 | < 1.363 |
TNM staging | 0.788 | 0.687-0.889 | < 0.001 | 47.06 | 96.30 | > 1.393 |
Table 4 Univariate analysis
Factors | Recurrence group (n = 33) | Non-recurrence group (n = 45) | t /χ2 | P value |
Gender | 2.792 | 0.095 | ||
Male (n = 44) | 15 (45.45) | 29 (64.44) | ||
Female (n = 34) | 18 (54.55) | 16 (35.56) | ||
Age (yr) | 0.179 | 0.672 | ||
≥ 60 (n = 38) | 17 (51.52) | 21 (46.67) | ||
< 60 (n = 40) | 16 (48.48) | 24 (53.33) | ||
Smoking history | 0.694 | 0.405 | ||
Yes (n=43) | 20 (60.61) | 23 (51.11) | ||
No (n=35) | 13 (39.39) | 22 (48.89) | ||
History of alcoholism | 1.319 | 0.251 | ||
Yes (n=14) | 4 (12.12) | 10 (22.22) | ||
No (n=64) | 29 (87.88) | 35 (77.78) | ||
Lesion location | 0.602 | 0.740 | ||
The upper thoracic area (n = 19) | 7 (21.21) | 12 (26.67) | ||
The middle thoracic area (n = 34) | 16 (48.49) | 18 (40.00) | ||
The lower thoracic area (n = 25) | 10 (30.30) | 15 (33.33) | ||
Tumor size | 7.648 | 0.006 | ||
≥ 3 cm (n = 45) | 25 (75.76) | 20 (44.44) | ||
< 3 cm (n = 33) | 8 (24.24) | 25 (55.56) | ||
Differentiation | 7.093 | 0.008 | ||
Low differentiation (n = 25) | 16 (48.48) | 9 (20.00) | ||
Moderate + high differentiation (n = 53) | 17 (51.52) | 36 (80.00) | ||
TNM staging | 6.825 | 0.009 | ||
Stage I (n = 27) | 6 (18.18) | 21 (46.67) | ||
Stage II + III (n = 51) | 27 (81.82) | 24 (53.33) | ||
Adjuvant therapy | 0.946 | 0.331 | ||
Chemotherapy (n = 52) | 24 (72.73) | 28 (62.22) | ||
Radiotherapy (n = 26) | 9 (27.27) | 17 (37.78) | ||
Expression of miR-1304 | 8.877 | 0.003 | ||
High expression (n = 39) | 23 (69.70) | 16 (35.56) | ||
Low expression (n = 39) | 10 (30.30) | 29 (64.44) |
Table 5 Assignment
Factors | Assignment |
Tumor size | ≥ 3 cm = 1, < 3 cm = 0 |
Differentiation | Low differentiation = 1, Moderate + high differentiation = 0 |
TNM stage | Stage I = 1, stage II + III = 0 |
Expression of miR-1304 | High differentiation = 1, low differentiation = 0 |
Recurrence | Recurrence = 1, non-recurrence = 0 |
Table 6 Logistic regression analysis
Factors | β | SD | χ2 | P value | Exp (HR) | HR 95%CI | |
Up | Down | ||||||
Tumor size | 1.861 | 0.646 | 8.297 | 0.004 | 6.429 | 1.812 | 22.803 |
Differentiation | 1.811 | 0.665 | 7.414 | 0.006 | 6.114 | 1.661 | 22.506 |
TNM stage | -1.801 | 0.675 | 7.118 | 0.008 | 0.165 | 0.044 | 0.620 |
Expression of miR-1304 | 1.838 | 0.627 | 8.586 | 0.003 | 6.286 | 1.838 | 21.501 |
Table 7 Cox regression analysis
Factors | 3-yr univariate Cox | 3-yr multivariate Cox | ||
P value | H (95%CI) | P value | HR (95%CI) | |
Gender (male vs female) | 0.803 | 1.075 (0.608-1.903) | ||
Age (≥ 60 yr vs < 65 yr) | 0.534 | 0.835 (0.473-1.474) | ||
Lesion location (upper vs middle vs lower) | 0.427 | 1.166 (0.798-1.705) | ||
Tumor size (≥ 3 cm vs < 3 cm) | 0.000 | 3.473 (1.827-6.601) | 0.010 | 2.402 (1.237-4.665) |
Differentiation (low differentiation vs moderate + high differentiation) | 0.000 | 3.09 (1.724-5.539) | 0.015 | 2.153 (1.159-4.002) |
TNM stage (stage I vs stage II + III) | 0.060 | 0.543 (0.287-1.027) | ||
Adjuvant therapy plan (chemotherapy vs radiotherapy) | 0.939 | 1.025 (0.549-1.911) | ||
Recurrence (recurrence vs non-recurrence) | 0.002 | 2.561 (1.408-4.657) | 0.034 | 1.949 (1.05-3.619) |
miR-1304 (high expression vs low expression) | 0.001 | 2.614 (1.448-4.717) | 0.036 | 1.93 (1.044-3.565) |
Table 8 Target genes of miR-1304
Gene | Target gene |
miR-1304 | LYPD3, MYC, LMNB1, KLHL15, ZNF99, SPRYD4, CCNT2, PLEKHF2, DSEL, ADIPOR2, CBX5, DDX3X, SMAD5, DARS, PCGF3, FAM83H, RRAS, PDE3A, CALM2, and TMBIM6 |
Table 9 Gene ontology enrichment analysis
ID | Term | Gene | Count | P value |
GO: 0043392 | Negative regulation of DNA binding | WFIKKN2, SP100, HAND2, HMOX1, HMGA2 | 5 | 0.001 |
GO: 0051091 | Positive regulation of sequence-specific DNA binding transcription factor activity | IL6, SP100, HIPK2, PYCARD, HMGA2, TRIM22, TCF3, ATF2 | 8 | 0.001 |
GO: 0000122 | Negative regulation of transcription from RNA polymerase II promoter | ATF7IP, SATB1, BACH2, SP100, GABPA, DICER1, YBX3, KLF16, ZEB2, HMGA2, ZNF345, ATF2, SUV39H2, VDR, OLIG3, MLX, PRMT6, HIPK2, ZNF431, TCF3, SMARCA2, SUDS3 | 22 | 0.002 |
GO: 0006351 | Transcription, DNA-templated | XRCC5, ZNF555, IRX5, CCNT1, YBX3, BBX, TTLL5, ZNF250, ZEB2, ZNF652, ZNF184, VDR, OLIG3, PRMT6, ZNF426, KDM3B, BAZ2A, TCF3, MAP2K6, ATF7IP, SATB1, SP100, ZNF620, ZNF92, KLF16, SCAI, TRIM22, ATMIN, ZNF585B, FAM208A, SUV39H2, ZBTB25, EYA4, ZNF439, MLX, PARP14, HIPK2, ZNF431, ZNF432, SMARCA2, FOXD4L6, SUDS3, ZNF573, ZBTB8A | 44 | 0.002 |
GO: 0006355 | Regulation of transcription, DNA-templated | ZNF555, IRX5, YBX3, BBX, ZNF250, ZNF652, ATF2, VDR, ZNF184, ZNF426, KDM3B, BAZ2A, INSR, TCF3, MAP2K6, SATB1, ZNF620, ZNF92, SCAI, AFF1, HMGA2, TRIM22, ZNF585B, FAM208A, ZBTB25, EYA4, TULP4, ZNF439, PARP14, CDKN2AIP, MLX, ZNF431, ZNF432, SMARCA2, ZBTB8A, ZNF573 | 36 | 0.003 |
GO: 0005138 | Interleukin-6 receptor binding | IL6, PYCARD, ADAM17 | 3 | 0.004 |
GO: 0015031 | Protein transport | SLC7A6OS, RAB9A, RAB3D, KIF17, DUOXA1, RAB39A, VPS52, PKDCC, HOOK3, GOPC, SNX30, SNX20, EXOC6B | 13 | 0.011 |
GO: 0050892 | Intestinal absorption | F11R, VDR, KCNQ1 | 3 | 0.016 |
GO: 0042147 | Retrograde transport, endosome to Golgi | SPAG9, RAB9A, STX16, VPS52, VPS26A | 5 | 0.017 |
GO: 0032259 | Methylation | METTL8, TRMT10B, SETD9, CARNMT1, NNMT | 5 | 0.020 |
GO: 0032290 | Peripheral nervous system myelin formation | NCMAP, DICER1 | 2 | 0.028 |
GO: 0005509 | Calcium ion binding | PCDH11Y, PCDH11X, RPH3AL, DAG1, STIM1, MMP17, FSTL4, TTN, IQGAP1, CALU, ITPR2, PLSCR1, CALML4, TPT1, SYTL2, EGF, CALM2, CACNA1B | 18 | 0.029 |
GO: 0008544 | Epidermis development | SATB1, STS, ELF3, INSR, SCEL | 5 | 0.033 |
GO: 0003677 | DNA binding | XRCC5, ZNF555, AGFG1, KIAA1958, CCNT1, YBX3, BBX, ZNF250, ZEB2, ZNF345, ZNF652, ZNF184, VDR, OLIG3, HIST1H4C, ZNF426, BAZ2A, TCF3, SATB1, SP100, ZNF620, CHTF8, GABPA, HMGA2, ZBTB25, PLSCR1, ZNF439, RFC2, MLX, HIPK2, RAD18, ZNF432, ZNF573, ZBTB8A | 34 | 0.035 |
GO: 0046872 | Metal ion binding | ZNF555, MGAT5B, AGFG1, DICER1, ZNF250, ZEB2, ZNF345, ZNF652, ATF2, ZFC3H1, ZNF184, CLEC17A, FGG, HMOX1, ZC3H12B, ZNF426, KDM3B, STS, KCND3, NRXN3, ZNF620, ZNF92, KLF16, RPH3AL, ATMIN, ZNF585B, ZBTB25, EYA4, ZNF439, GNAQ, ADAM17, ZNF431, YME1L1, ZNF432, ADAM12, ZNHIT6, CACNA1D, UGP2, ZBTB8A, ZNF573 | 40 | 0.042 |
GO: 0070644 | Vitamin D response element binding | VDR, TCF3 | 2 | 0.042 |
GO: 0005794 | Golgi apparatus | STS, RAB39A, FGFRL1, VPS52, PKDCC, PRKG1, SART1, CALU, HOOK3, PLSCR1, NRAS, COPB1, STX16, GOPC, CNTNAP2, CAND1, B4GALT7, TRAPPC3, SLC30A7 | 19 | 0.044 |
GO: 0007173 | Epidermal growth factor receptor signaling pathway | NRAS, ADAM17, EGF, IQGAP1 | 4 | 0.045 |
Table 10 Kyoto Encyclopedia of Genes, and Genomes pathway enrichment analysis
ID | Term | Genes | Count | P value |
hsa04912 | GnRH signaling pathway | NRAS, GNAQ, CACNA1D, MAP2K6, CALM2, ITPR2 | 6 | 0.007 |
hsa04725 | Cholinergic synapse | NRAS, GNAQ, CACNA1D, KCNQ1, ITPR2, CACNA1B | 6 | 0.015 |
hsa04022 | cGMP-PKG signaling pathway | GNAQ, PRKG1, CACNA1D, INSR, CALM2, ITPR2, ATF2 | 7 | 0.017 |
hsa04925 | Aldosterone synthesis and secretion | GNAQ, CACNA1D, CALM2, ITPR2, ATF2 | 5 | 0.021 |
hsa04728 | Dopaminergic synapse | GNAQ, CACNA1D, CALM2, ITPR2, ATF2, CACNA1B | 6 | 0.026 |
hsa05164 | Influenza A | IL6, AGFG1, PYCARD, DNAJC3, MAP2K6, HLA-DRA, ATF2 | 7 | 0.026 |
hsa04540 | Gap junction | NRAS, GNAQ, PRKG1, EGF, ITPR2 | 5 | 0.028 |
hsa04066 | HIF-1 signaling pathway | IL6, PFKFB3, HMOX1, EGF, INSR | 5 | 0.037 |
hsa04915 | Estrogen signaling pathway | NRAS, GNAQ, CALM2, ITPR2, ATF2 | 5 | 0.040 |
hsa04922 | Glucagon signaling pathway | GNAQ, CALM2, G6PC2, ITPR2, ATF2 | 5 | 0.040 |
hsa04730 | Long-term depression | NRAS, GNAQ, PRKG1, ITPR2 | 4 | 0.043 |
- Citation: Luo YG, Duan LW, Ji X, Jia WY, Liu Y, Sun ML, Liu GM. Expression of miR-1304 in patients with esophageal carcinoma and risk factors for recurrence. World J Gastroenterol 2020; 26(6): 670-685
- URL: https://www.wjgnet.com/1007-9327/full/v26/i6/670.htm
- DOI: https://dx.doi.org/10.3748/wjg.v26.i6.670