| Literature DB >> 31819488 |
Lei Wang1,2, Qiqi Mao1,2, Shaocheng Zhou1,2, Xiaochun Ji1,2.
Abstract
BACKGROUND ANDEntities:
Keywords: GSEA; Krüppel-like factor 9; breast cancer; methylation; prognostic biomarker
Year: 2019 PMID: 31819488 PMCID: PMC6874775 DOI: 10.2147/OTT.S226121
Source DB: PubMed Journal: Onco Targets Ther ISSN: 1178-6930 Impact factor: 4.147
Sequences Of KLF9 And ACTB Primers For qMSP
| Characteristics | Sequence | |
|---|---|---|
| qMSP | 5ʹ-TGAGTTAGGAGGTTCGGATC-3ʹ | |
| 5ʹ-TTCGCTACCTCGTACTACCC-3ʹ | ||
| 5ʹ-TGGTGATGGAGGAGGTTTAGTAAGT-3ʹ | ||
| 5ʹ-AACCAATAAAACCTACTCCTCCCTTAA-3ʹ | ||
Figure 1Downregulated expression of KLF9 in breast cancer. ***P < 0.001.
Figure 2Biological processes involving genes co-expressed with KLF9.
Enriched KEGG Pathways From GSEA Results (P < 0.05)
| Name | Size | Enrichment Score | FDR q-value | |
|---|---|---|---|---|
| KEGG_FOCAL_ADHESION | 197 | 0.6090904 | 0 | 0.014636766 |
| KEGG_ECM_RECEPTOR_INTERACTION | 84 | 0.713751 | 0 | 0.01304298 |
| KEGG_SMALL_CELL_LUNG_CANCER | 84 | 0.54016006 | 0 | 0.029310223 |
| KEGG_PATHWAYS_IN_CANCER | 321 | 0.4768017 | 0 | 0.025051337 |
| KEGG_MELANOMA | 71 | 0.5331018 | 0 | 0.020671003 |
| KEGG_REGULATION_OF_ACTIN_CYTOSKELETON | 211 | 0.49475616 | 0 | 0.018928034 |
| KEGG_LEUKOCYTE_TRANSENDOTHELIAL_MIGRATION | 115 | 0.56087464 | 0.002004008 | 0.01696653 |
| KEGG_ADHERENS_JUNCTION | 68 | 0.5595902 | 0.007889546 | 0.016274992 |
| KEGG_RENAL_CELL_CARCINOMA | 66 | 0.5423281 | 0.003921569 | 0.019406032 |
| KEGG_PROSTATE_CANCER | 89 | 0.50076175 | 0 | 0.01972579 |
| KEGG_MAPK_SIGNALING_PATHWAY | 265 | 0.45462683 | 0.001897533 | 0.023418983 |
| KEGG_B_CELL_RECEPTOR_SIGNALING_PATHWAY | 74 | 0.5466374 | 0.005928854 | 0.02189618 |
| KEGG_PANCREATIC_CANCER | 69 | 0.51115805 | 0.003724395 | 0.028878767 |
| KEGG_TGF_BETA_SIGNALING_PATHWAY | 85 | 0.5057866 | 0.005976096 | 0.026816 |
| KEGG_CELL_ADHESION_MOLECULES_CAMS | 128 | 0.5760402 | 0.015625 | 0.038524617 |
| KEGG_TOLL_LIKE_RECEPTOR_SIGNALING_PATHWAY | 101 | 0.5005208 | 0.005964215 | 0.038436893 |
| KEGG_GLIOMA | 65 | 0.48526835 | 0.005791506 | 0.0396818 |
| KEGG_NOD_LIKE_RECEPTOR_SIGNALING_PATHWAY | 60 | 0.5195665 | 0.015533981 | 0.042915743 |
| KEGG_JAK_STAT_SIGNALING_PATHWAY | 151 | 0.47148353 | 0.004065041 | 0.043287273 |
| KEGG_FC_GAMMA_R_MEDIATED_PHAGOCYTOSIS | 93 | 0.4892478 | 0.00990099 | 0.042204544 |
| KEGG_FC_EPSILON_RI_SIGNALING_PATHWAY | 79 | 0.46109742 | 0.003960396 | 0.041813705 |
| KEGG_AXON_GUIDANCE | 127 | 0.47107542 | 0.01183432 | 0.04734439 |
| KEGG_CALCIUM_SIGNALING_PATHWAY | 176 | 0.4492944 | 0.00610998 | 0.047208063 |
| KEGG_DORSO_VENTRAL_AXIS_FORMATION | 24 | 0.56431544 | 0.008163265 | 0.05408871 |
| KEGG_NEUROTROPHIN_SIGNALING_PATHWAY | 125 | 0.43760765 | 0.007604563 | 0.05410812 |
| KEGG_ARRHYTHMOGENIC_RIGHT_VENTRICULAR_CARDIOMYOPATHY_ARVC | 74 | 0.5250181 | 0.014285714 | 0.054433808 |
| KEGG_T_CELL_RECEPTOR_SIGNALING_PATHWAY | 106 | 0.47410268 | 0.021526419 | 0.055249024 |
| KEGG_CHEMOKINE_SIGNALING_PATHWAY | 184 | 0.47442147 | 0.025590552 | 0.053740975 |
| KEGG_ALDOSTERONE_REGULATED_SODIUM_REABSORPTION | 42 | 0.49038163 | 0.008097166 | 0.05194523 |
| KEGG_HYPERTROPHIC_CARDIOMYOPATHY_HCM | 83 | 0.50052696 | 0.010060363 | 0.052851856 |
| KEGG_VASCULAR_SMOOTH_MUSCLE_CONTRACTION | 113 | 0.45944074 | 0.022357723 | 0.051408213 |
| KEGG_INOSITOL_PHOSPHATE_METABOLISM | 54 | 0.483866 | 0.016427105 | 0.05364621 |
| KEGG_LONG_TERM_POTENTIATION | 69 | 0.42732894 | 0.00811359 | 0.054988716 |
| KEGG_ERBB_SIGNALING_PATHWAY | 86 | 0.4261888 | 0.018218623 | 0.059245516 |
| KEGG_CHRONIC_MYELOID_LEUKEMIA | 73 | 0.4550269 | 0.015594542 | 0.058499124 |
| KEGG_COLORECTAL_CANCER | 62 | 0.43846455 | 0.017475728 | 0.059405606 |
| KEGG_GNRH_SIGNALING_PATHWAY | 101 | 0.4099261 | 0.007662835 | 0.063104525 |
| KEGG_CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION | 257 | 0.4562621 | 0.03550296 | 0.062216133 |
| KEGG_APOPTOSIS | 86 | 0.43924192 | 0.023255814 | 0.061754137 |
| KEGG_DILATED_CARDIOMYOPATHY | 90 | 0.48362222 | 0.028513238 | 0.07178755 |
| KEGG_MTOR_SIGNALING_PATHWAY | 51 | 0.41760606 | 0.014256619 | 0.070806555 |
| KEGG_HEMATOPOIETIC_CELL_LINEAGE | 85 | 0.5320989 | 0.044354837 | 0.071416594 |
| KEGG_WNT_SIGNALING_PATHWAY | 149 | 0.38095233 | 0.01682243 | 0.07165672 |
| KEGG_NON_SMALL_CELL_LUNG_CANCER | 54 | 0.43223512 | 0.022222223 | 0.07510562 |
| KEGG_HEDGEHOG_SIGNALING_PATHWAY | 56 | 0.44952872 | 0.02504817 | 0.07498143 |
| KEGG_PHOSPHATIDYLINOSITOL_SIGNALING_SYSTEM | 76 | 0.42925084 | 0.037037037 | 0.07830575 |
| KEGG_LONG_TERM_DEPRESSION | 68 | 0.40578875 | 0.02173913 | 0.08100538 |
| KEGG_GAP_JUNCTION | 88 | 0.40297535 | 0.021696253 | 0.099783234 |
| KEGG_TYPE_II_DIABETES_MELLITUS | 46 | 0.43765506 | 0.03909465 | 0.09847454 |
| KEGG_TIGHT_JUNCTION | 128 | 0.3705701 | 0.029354207 | 0.107480116 |
| KEGG_ENDOCYTOSIS | 176 | 0.36516306 | 0.035643563 | 0.12364727 |
| KEGG_VEGF_SIGNALING_PATHWAY | 75 | 0.37441227 | 0.048449613 | 0.13148727 |
Figure 3The enrichment plots from GSEA results.
Figure 4The scatter plots about ssGSEA activation score of pathways and KLF9 levels.
Figure 5KLF9 gene information from the UCSC Genome browser.
Figure 6Heatmap of KLF9 methylation levels at CpG sites.
Figure 7Negative correlation of KLF9 methylation and expression in the TCGA dataset.
Associations Of KLF9 Methylation With Clinical Characteristics Of BC In TCGA Dataset
| Parameters | n | |||
|---|---|---|---|---|
| Age (years) | ||||
| ≥55 | 455 | 0.363±0.231 | 0.0062 | |
| <55 | 333 | 0.312±0.221 | ||
| Gender | ||||
| Female | 779 | 0.342±0.228 | 0.075 | |
| Male | 9 | 0.478±0.233 | ||
| ER status | ||||
| Positive | 574 | 0.369±0.227 | 6.04E-11 | |
| Negative | 170 | 0.246±0.201 | ||
| Null | 44 | |||
| PR status | ||||
| Positive | 503 | 0.359±0.221 | 0.0014 | |
| Negative | 240 | 0.302±0.234 | ||
| Null | 45 | |||
| HER2 status | ||||
| Positive | 141 | 0.309±0.221 | 0.094 | |
| Negative | 555 | 0.348±0.227 | ||
| Null | 92 | |||
| Triple-negative breast cancer | ||||
| Non-triple Negative | 628 | 0.360±0.227 | 9.71E-09 | |
| Triple negative | 117 | 0.223±0.194 | ||
| Null | 43 | |||
| T | ||||
| T1 | 200 | 0.335±0.225 | 0.32 | |
| T2 | 452 | 0.340±0.230 | ||
| T3 | 109 | 0.369±0.226 | ||
| T4 | 24 | 0.323±0.237 | ||
| Null | 3 | |||
| N | ||||
| N0 | 350 | 0.326±0.229 | 0.22 | |
| N1 | 273 | 0.351±0.227 | ||
| N2 | 95 | 0.366±0.226 | ||
| N3 | 58 | 0.337±0.216 | ||
| Null | 12 | |||
| M | ||||
| M0 | 619 | 0.339±0.228 | 0.674 | |
| M1 | 13 | 0.312±0.261 | ||
| Null | 156 | |||
| Stage | ||||
| Stage I | 127 | 0.332±0.227 | 0.19 | |
| Stage II | 443 | 0.338±0.233 | ||
| Stage III | 200 | 0.364±0.218 | ||
| Stage IV | 13 | 0.239±0.216 | ||
| Null | 5 | |||
| Menopause status | ||||
| Pre-menopause | 278 | 0.341±0.229 | 0.932 | |
| Post-menopause | 501 | 0.342±0.228 | ||
| Null | 9 | |||
Multivariate Analysis Of KLF9 Methylation In BC
| Parameters | OS | RFS | |||||||
|---|---|---|---|---|---|---|---|---|---|
| HR | 95% CI (Lower/Upper) | HR | 95% CI (Lower/Upper) | ||||||
| Age | 1.04 | 0.15 | 0.82 | 3.30E-07 | 1.02 | 1.00 | 1.04 | 0.03 | |
| Gender | |||||||||
| Female (Ref) | — | — | — | 0.64 | — | — | — | 0.99 | |
| Male | 0.62 | 0.09 | 4.55 | 1.11E-07 | 0.00 | Inf | |||
| Stage | |||||||||
| Stage I/II (Ref) | — | — | — | 0.069 | — | — | — | 0.088 | |
| Stage III/IV | 1.69 | 0.96 | 2.98 | 2.16 | 0.89 | 5.25 | |||
| T | |||||||||
| T1/2 (Ref) | — | — | — | 0.88 | — | — | — | 0.34 | |
| T3/T4 | 0.96 | 0.54 | 1.70 | 1.39 | 0.70 | 2.76 | |||
| N | |||||||||
| N0 (Ref) | — | — | — | 0.02 | — | — | — | 0.77 | |
| N1 | 1.79 | 0.54 | 2.94 | 1.13 | 0.49 | 2.56 | |||
| M | |||||||||
| M0 (Ref) | — | — | — | 5.60E-05 | — | — | — | 3.66E-03 | |
| M1 | 4.42 | 2.15 | 9.11 | 5.12 | 1.70 | 15.41 | |||
| 0.35 | 0.15 | 0.82 | 0.015 | 0.31 | 0.10 | 0.92 | 0.035 | ||
Figure 8KLF9 methylation levels in our validation dataset.
Associations Of KLF9 Methylation With Clinical Characteristics Of BC In Our Validation Dataset
| Parameters | n | |||
|---|---|---|---|---|
| Age | ||||
| ≥55 | 78 | 0.323±0.208 | 0.97 | |
| <55 | 66 | 0.322±0.175 | ||
| ER status | ||||
| Positive | 94 | 0.368±0.198 | 1.85E-05 | |
| Negative | 50 | 0.236±0.151 | ||
| PR status | ||||
| Positive | 93 | 0.3616±0.200 | 3.68E-04 | |
| Negative | 51 | 0.250±0.159 | ||
| HER2 status | ||||
| Positive | 40 | 0.244±0.114 | 1.12E-04 | |
| Negative | 104 | 0.352±0.209 | ||
| Triple-negative breast cancer | ||||
| Non-triple Negative | 123 | 0.348±0.197 | 2.18E-12 | |
| Triple negative | 21 | 0.173±0.059 | ||
| T | ||||
| T1/T2 | 114 | 0.320±0.191 | 0.807 | |
| T3/T4 | 30 | 0.330±0.203 | ||
| N | ||||
| N0 | 64 | 0.302±0.184 | 0.252 | |
| N+ | 80 | 0.339±0.200 | ||
| M | ||||
| M0 | 139 | 0.320±0.195 | 0.361 | |
| M+ | 5 | 0.375±0.115 | ||
| Stage | ||||
| Stage I/II | 90 | 0.310±0.199 | 0.317 | |
| Stage III/IV | 54 | 0.343±0.183 | ||
| Menopause status | ||||
| Pre-menopause | 53 | 0.314±0.189 | 0.711 | |
| Post-menopause | 91 | 0.327±0.196 | ||